warning: commands will be executed using /bin/sh job 5736 at Wed Jul 29 02:25:00 2015 FileBase /isis1/Yuta/YutaData/YutaMouse32-150319/YutaMouse32-150319 ElecNo 5 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 20.68 and 31.02 GB of RAM. Memory request: 10.34 GB would take us to total of 10.34 GB. ---------------------------------------------------------- Loaded 5549686 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 3.45 GB would take us to total of 13.79 GB. ------ Running on subset of 1849895 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 10 (414 points): Lose 199.667536 but Gain 3578.798581 Iteration 0F (179.250000 sec): 19 clusters Score: Raw -287641414.711040 + Penalty 64418.374454 = -287576996.336585 nChanged 1753351 Iteration 1F (248.860000 sec): 19 clusters Score: Raw -336890151.928937 + Penalty 64418.374454 = -336825733.554483 nChanged 336859 Iteration 2F (317.970000 sec): 19 clusters Score: Raw -338395802.297057 + Penalty 64418.374454 = -338331383.922602 nChanged 332871 Iteration 3F (387.730000 sec): 19 clusters Score: Raw -339167381.222916 + Penalty 64418.374454 = -339102962.848462 nChanged 221414 Iteration 4F (456.950000 sec): 19 clusters Score: Raw -339486071.716410 + Penalty 64418.374454 = -339421653.341955 nChanged 129441 Iteration 5F (525.950000 sec): 19 clusters Score: Raw -339629114.732088 + Penalty 64418.374454 = -339564696.357634 nChanged 81897 Iteration 6Q (565.390000 sec): 19 clusters Score: Raw -339697074.028641 + Penalty 64418.374454 = -339632655.654187 nChanged 62246 Iteration 7Q (606.430000 sec): 19 clusters Score: Raw -339737211.586093 + Penalty 64418.374454 = -339672793.211639 nChanged 54123 Iteration 8Q (642.460000 sec): 19 clusters Score: Raw -339764624.763157 + Penalty 64418.374454 = -339700206.388702 nChanged 50759 Iteration 9Q (676.280000 sec): 19 clusters Score: Raw -339787525.294374 + Penalty 64418.374454 = -339723106.919920 nChanged 48404 Iteration 10Q (715.940000 sec): 19 clusters Score: Raw -339808478.685401 + Penalty 64418.374454 = -339744060.310947 nChanged 46269 Iteration 11Q (754.010000 sec): 19 clusters Score: Raw -339827902.865952 + Penalty 64418.374454 = -339763484.491497 nChanged 43779 Iteration 12Q (787.090000 sec): 19 clusters Score: Raw -339844927.570697 + Penalty 64418.374454 = -339780509.196243 nChanged 40471 Iteration 13Q (819.000000 sec): 19 clusters Score: Raw -339858650.231140 + Penalty 64418.374454 = -339794231.856685 nChanged 36237 Iteration 14Q (853.210000 sec): 19 clusters Score: Raw -339868971.670550 + Penalty 64418.374454 = -339804553.296096 nChanged 31572 Iteration 15Q (890.320000 sec): 19 clusters Score: Raw -339876254.264502 + Penalty 64418.374454 = -339811835.890048 nChanged 27015 Iteration 16Q (924.470000 sec): 19 clusters Score: Raw -339881360.302882 + Penalty 64418.374454 = -339816941.928427 nChanged 22693 Iteration 17Q (959.640000 sec): 19 clusters Score: Raw -339884989.134825 + Penalty 64418.374454 = -339820570.760371 nChanged 19271 Iteration 18Q (994.630000 sec): 19 clusters Score: Raw -339887696.506112 + Penalty 64418.374454 = -339823278.131658 nChanged 16327 Iteration 19Q (1029.600000 sec): 19 clusters Score: Raw -339889727.656037 + Penalty 64418.374454 = -339825309.281582 nChanged 13825 Writing temp clu file Because OldScore, -339823278.131658, is greater than current (better) Score,-339825309.281582 Compute initial score before splitting: Score: Raw -339889727.656037 + Penalty 64418.374454 = -339825309.281582 Memory request: 1.14 GB would take us to total of 14.93 GB. Trying to split cluster 1 (613078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.290000 sec): 2 clusters Score: Raw -118229485.009627 + Penalty 3304.909368 = -118226180.100259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.630000 sec): 3 clusters Score: Raw -117817837.069875 + Penalty 6609.818735 = -117811227.251140 nChanged 299554 SP:Iteration 1F (1040.060000 sec): 3 clusters Score: Raw -118000919.203221 + Penalty 6609.818735 = -117994309.384486 nChanged 17058 SP:Iteration 2Q (1043.660000 sec): 3 clusters Score: Raw -118005789.384770 + Penalty 6609.818735 = -117999179.566034 nChanged 20738 SP:Iteration 3Q (1047.340000 sec): 3 clusters Score: Raw -118014057.131732 + Penalty 6609.818735 = -118007447.312996 nChanged 26922 SP:Iteration 4Q (1050.860000 sec): 3 clusters Score: Raw -118028847.829458 + Penalty 6609.818735 = -118022238.010723 nChanged 35977 SP:Iteration 5F (1054.160000 sec): 3 clusters Score: Raw -118053988.400882 + Penalty 6609.818735 = -118047378.582147 nChanged 44419 SP:Iteration 6F (1057.400000 sec): 3 clusters Score: Raw -118089072.718268 + Penalty 6609.818735 = -118082462.899533 nChanged 47540 SP:Iteration 7F (1060.980000 sec): 3 clusters Score: Raw -118125966.566149 + Penalty 6609.818735 = -118119356.747413 nChanged 42734 SP:Iteration 8F (1064.750000 sec): 3 clusters Score: Raw -118154619.222373 + Penalty 6609.818735 = -118148009.403638 nChanged 33646 SP:Iteration 9F (1068.170000 sec): 3 clusters Score: Raw -118172941.406711 + Penalty 6609.818735 = -118166331.587976 nChanged 24499 SP:Iteration 10Q (1071.550000 sec): 3 clusters Score: Raw -118183655.423650 + Penalty 6609.818735 = -118177045.604915 nChanged 17782 SP:Iteration 11Q (1075.050000 sec): 3 clusters Score: Raw -118189777.941088 + Penalty 6609.818735 = -118183168.122353 nChanged 13294 SP:Iteration 12Q (1078.890000 sec): 3 clusters Score: Raw -118193471.491871 + Penalty 6609.818735 = -118186861.673136 nChanged 10114 SP:Iteration 13Q (1082.470000 sec): 3 clusters Score: Raw -118195709.117744 + Penalty 6609.818735 = -118189099.299009 nChanged 7773 SP:Iteration 14Q (1085.840000 sec): 3 clusters Score: Raw -118197129.382085 + Penalty 6609.818735 = -118190519.563350 nChanged 6327 SP:Iteration 15Q (1089.050000 sec): 3 clusters Score: Raw -118198098.492627 + Penalty 6609.818735 = -118191488.673892 nChanged 5166 SP:Iteration 16Q (1092.470000 sec): 3 clusters Score: Raw -118198795.843248 + Penalty 6609.818735 = -118192186.024513 nChanged 4419 SP:Iteration 17Q (1095.870000 sec): 3 clusters Score: Raw -118199351.240892 + Penalty 6609.818735 = -118192741.422157 nChanged 4041 SP:Iteration 18Q (1099.440000 sec): 3 clusters Score: Raw -118199840.488563 + Penalty 6609.818735 = -118193230.669827 nChanged 3879 SP:Iteration 19Q (1102.950000 sec): 3 clusters Score: Raw -118200308.532481 + Penalty 6609.818735 = -118193698.713745 nChanged 3815 SP:Iteration 20F (1106.290000 sec): 3 clusters Score: Raw -118200763.225348 + Penalty 6609.818735 = -118194153.406613 nChanged 3923 SP:Iteration 21Q (1109.840000 sec): 3 clusters Score: Raw -118201238.670377 + Penalty 6609.818735 = -118194628.851642 nChanged 4152 SP:Iteration 22Q (1113.250000 sec): 3 clusters Score: Raw -118201743.837057 + Penalty 6609.818735 = -118195134.018322 nChanged 4313 SP:Iteration 23Q (1116.570000 sec): 3 clusters Score: Raw -118202274.965238 + Penalty 6609.818735 = -118195665.146502 nChanged 4381 SP:Iteration 24Q (1120.270000 sec): 3 clusters Score: Raw -118202823.680850 + Penalty 6609.818735 = -118196213.862115 nChanged 4452 SP:Iteration 25Q (1123.870000 sec): 3 clusters Score: Raw -118203387.233487 + Penalty 6609.818735 = -118196777.414751 nChanged 4632 SP:Iteration 26Q (1127.390000 sec): 3 clusters Score: Raw -118203985.478145 + Penalty 6609.818735 = -118197375.659410 nChanged 4604 SP:Iteration 27Q (1130.720000 sec): 3 clusters Score: Raw -118204576.086862 + Penalty 6609.818735 = -118197966.268127 nChanged 4763 SP:Iteration 28Q (1133.980000 sec): 3 clusters Score: Raw -118205184.927436 + Penalty 6609.818735 = -118198575.108701 nChanged 4776 SP:Iteration 29Q (1137.770000 sec): 3 clusters Score: Raw -118205826.648389 + Penalty 6609.818735 = -118199216.829653 nChanged 5102 SP:Iteration 30Q (1141.000000 sec): 3 clusters Score: Raw -118206541.896936 + Penalty 6609.818735 = -118199932.078201 nChanged 5230 SP:Iteration 31Q (1144.280000 sec): 3 clusters Score: Raw -118207297.485494 + Penalty 6609.818735 = -118200687.666759 nChanged 5360 SP:Iteration 32Q (1147.620000 sec): 3 clusters Score: Raw -118208071.921088 + Penalty 6609.818735 = -118201462.102353 nChanged 5336 SP:Iteration 33Q (1151.110000 sec): 3 clusters Score: Raw -118208844.731359 + Penalty 6609.818735 = -118202234.912624 nChanged 5203 SP:Iteration 34Q (1154.730000 sec): 3 clusters Score: Raw -118209595.327341 + Penalty 6609.818735 = -118202985.508605 nChanged 5190 SP:Iteration 35Q (1158.110000 sec): 3 clusters Score: Raw -118210343.192696 + Penalty 6609.818735 = -118203733.373961 nChanged 5080 SP:Iteration 36Q (1161.380000 sec): 3 clusters Score: Raw -118211077.732130 + Penalty 6609.818735 = -118204467.913395 nChanged 5087 SP:Iteration 37Q (1164.710000 sec): 3 clusters Score: Raw -118211819.921990 + Penalty 6609.818735 = -118205210.103255 nChanged 4985 SP:Iteration 38Q (1168.090000 sec): 3 clusters Score: Raw -118212553.511366 + Penalty 6609.818735 = -118205943.692631 nChanged 4910 SP:Iteration 39Q (1171.370000 sec): 3 clusters Score: Raw -118213261.860633 + Penalty 6609.818735 = -118206652.041897 nChanged 4813 SP:Iteration 40F (1175.090000 sec): 3 clusters Score: Raw -118213938.666527 + Penalty 6609.818735 = -118207328.847792 nChanged 4739 SP:Iteration 41Q (1178.450000 sec): 3 clusters Score: Raw -118214606.358222 + Penalty 6609.818735 = -118207996.539487 nChanged 4610 SP:Iteration 42Q (1182.090000 sec): 3 clusters Score: Raw -118215256.016395 + Penalty 6609.818735 = -118208646.197660 nChanged 4538 SP:Iteration 43Q (1185.710000 sec): 3 clusters Score: Raw -118215893.650406 + Penalty 6609.818735 = -118209283.831671 nChanged 4375 SP:Iteration 44Q (1189.060000 sec): 3 clusters Score: Raw -118216499.950587 + Penalty 6609.818735 = -118209890.131852 nChanged 4175 SP:Iteration 45Q (1192.680000 sec): 3 clusters Score: Raw -118217059.134218 + Penalty 6609.818735 = -118210449.315483 nChanged 4001 SP:Iteration 46Q (1196.070000 sec): 3 clusters Score: Raw -118217587.494756 + Penalty 6609.818735 = -118210977.676021 nChanged 3967 SP:Iteration 47Q (1199.230000 sec): 3 clusters Score: Raw -118218089.108455 + Penalty 6609.818735 = -118211479.289720 nChanged 3782 SP:Iteration 48Q (1202.590000 sec): 3 clusters Score: Raw -118218569.663593 + Penalty 6609.818735 = -118211959.844858 nChanged 3732 SP:Iteration 49Q (1205.950000 sec): 3 clusters Score: Raw -118219043.831273 + Penalty 6609.818735 = -118212434.012538 nChanged 3662 SP:Iteration 50Q (1209.540000 sec): 3 clusters Score: Raw -118219513.807602 + Penalty 6609.818735 = -118212903.988867 nChanged 3597 SP:Iteration 51Q (1212.710000 sec): 3 clusters Score: Raw -118219975.042940 + Penalty 6609.818735 = -118213365.224205 nChanged 3505 SP:Iteration 52Q (1216.230000 sec): 3 clusters Score: Raw -118220411.246053 + Penalty 6609.818735 = -118213801.427318 nChanged 3356 SP:Iteration 53Q (1219.730000 sec): 3 clusters Score: Raw -118220819.938688 + Penalty 6609.818735 = -118214210.119953 nChanged 3272 SP:Iteration 54Q (1223.060000 sec): 3 clusters Score: Raw -118221215.336185 + Penalty 6609.818735 = -118214605.517450 nChanged 3187 SP:Iteration 55Q (1226.650000 sec): 3 clusters Score: Raw -118221599.364894 + Penalty 6609.818735 = -118214989.546159 nChanged 3107 SP:Iteration 56Q (1230.080000 sec): 3 clusters Score: Raw -118221967.157431 + Penalty 6609.818735 = -118215357.338696 nChanged 3036 SP:Iteration 57Q (1233.170000 sec): 3 clusters Score: Raw -118222323.942212 + Penalty 6609.818735 = -118215714.123477 nChanged 2992 SP:Iteration 58Q (1236.020000 sec): 3 clusters Score: Raw -118222682.505197 + Penalty 6609.818735 = -118216072.686462 nChanged 2927 SP:Iteration 59Q (1239.030000 sec): 3 clusters Score: Raw -118223030.718849 + Penalty 6609.818735 = -118216420.900114 nChanged 2754 SP:Iteration 60F (1242.270000 sec): 3 clusters Score: Raw -118223352.528362 + Penalty 6609.818735 = -118216742.709627 nChanged 2771 SP:Iteration 61Q (1245.300000 sec): 3 clusters Score: Raw -118223680.950132 + Penalty 6609.818735 = -118217071.131397 nChanged 2638 SP:Iteration 62Q (1248.380000 sec): 3 clusters Score: Raw -118223981.181118 + Penalty 6609.818735 = -118217371.362383 nChanged 2545 SP:Iteration 63Q (1251.380000 sec): 3 clusters Score: Raw -118224266.032169 + Penalty 6609.818735 = -118217656.213434 nChanged 2477 SP:Iteration 64Q (1255.060000 sec): 3 clusters Score: Raw -118224546.853472 + Penalty 6609.818735 = -118217937.034737 nChanged 2482 SP:Iteration 65Q (1258.030000 sec): 3 clusters Score: Raw -118224833.868500 + Penalty 6609.818735 = -118218224.049765 nChanged 2415 SP:Iteration 66Q (1261.240000 sec): 3 clusters Score: Raw -118225113.511438 + Penalty 6609.818735 = -118218503.692702 nChanged 2370 SP:Iteration 67Q (1264.200000 sec): 3 clusters Score: Raw -118225386.648291 + Penalty 6609.818735 = -118218776.829555 nChanged 2270 SP:Iteration 68Q (1267.300000 sec): 3 clusters Score: Raw -118225634.762330 + Penalty 6609.818735 = -118219024.943595 nChanged 2152 SP:Iteration 69Q (1270.470000 sec): 3 clusters Score: Raw -118225874.010215 + Penalty 6609.818735 = -118219264.191480 nChanged 2145 SP:Iteration 70Q (1273.870000 sec): 3 clusters Score: Raw -118226113.109884 + Penalty 6609.818735 = -118219503.291149 nChanged 2016 SP:Iteration 71Q (1277.180000 sec): 3 clusters Score: Raw -118226324.921751 + Penalty 6609.818735 = -118219715.103016 nChanged 1877 SP:Iteration 72Q (1280.250000 sec): 3 clusters Score: Raw -118226516.829476 + Penalty 6609.818735 = -118219907.010741 nChanged 1809 SP:Iteration 73Q (1283.440000 sec): 3 clusters Score: Raw -118226703.451586 + Penalty 6609.818735 = -118220093.632850 nChanged 1796 SP:Iteration 74Q (1286.340000 sec): 3 clusters Score: Raw -118226888.785792 + Penalty 6609.818735 = -118220278.967057 nChanged 1752 SP:Iteration 75Q (1289.860000 sec): 3 clusters Score: Raw -118227065.775717 + Penalty 6609.818735 = -118220455.956982 nChanged 1701 SP:Iteration 76Q (1292.890000 sec): 3 clusters Score: Raw -118227234.664938 + Penalty 6609.818735 = -118220624.846203 nChanged 1618 SP:Iteration 77Q (1295.990000 sec): 3 clusters Score: Raw -118227392.275470 + Penalty 6609.818735 = -118220782.456735 nChanged 1531 SP:Iteration 78Q (1298.900000 sec): 3 clusters Score: Raw -118227537.031137 + Penalty 6609.818735 = -118220927.212402 nChanged 1449 SP:Iteration 79Q (1301.860000 sec): 3 clusters Score: Raw -118227671.682031 + Penalty 6609.818735 = -118221061.863296 nChanged 1393 SP:Iteration 80F (1305.090000 sec): 3 clusters Score: Raw -118227800.845530 + Penalty 6609.818735 = -118221191.026795 nChanged 1362 SP:Iteration 81Q (1308.590000 sec): 3 clusters Score: Raw -118227924.249095 + Penalty 6609.818735 = -118221314.430359 nChanged 1311 SP:Iteration 82Q (1312.060000 sec): 3 clusters Score: Raw -118228042.477169 + Penalty 6609.818735 = -118221432.658434 nChanged 1318 SP:Iteration 83Q (1315.270000 sec): 3 clusters Score: Raw -118228164.439724 + Penalty 6609.818735 = -118221554.620989 nChanged 1328 SP:Iteration 84Q (1318.300000 sec): 3 clusters Score: Raw -118228286.906497 + Penalty 6609.818735 = -118221677.087762 nChanged 1248 SP:Iteration 85Q (1321.200000 sec): 3 clusters Score: Raw -118228393.179675 + Penalty 6609.818735 = -118221783.360940 nChanged 1168 SP:Iteration 86Q (1324.510000 sec): 3 clusters Score: Raw -118228495.721991 + Penalty 6609.818735 = -118221885.903256 nChanged 1223 SP:Iteration 87Q (1327.950000 sec): 3 clusters Score: Raw -118228601.198832 + Penalty 6609.818735 = -118221991.380097 nChanged 1089 SP:Iteration 88Q (1330.750000 sec): 3 clusters Score: Raw -118228693.710165 + Penalty 6609.818735 = -118222083.891429 nChanged 1050 SP:Iteration 89Q (1333.430000 sec): 3 clusters Score: Raw -118228780.252319 + Penalty 6609.818735 = -118222170.433584 nChanged 980 SP:Iteration 90Q (1336.280000 sec): 3 clusters Score: Raw -118228858.945255 + Penalty 6609.818735 = -118222249.126520 nChanged 989 SP:Iteration 91Q (1338.980000 sec): 3 clusters Score: Raw -118228946.465893 + Penalty 6609.818735 = -118222336.647157 nChanged 1003 SP:Iteration 92Q (1342.080000 sec): 3 clusters Score: Raw -118229035.649319 + Penalty 6609.818735 = -118222425.830583 nChanged 941 SP:Iteration 93Q (1344.870000 sec): 3 clusters Score: Raw -118229117.382651 + Penalty 6609.818735 = -118222507.563916 nChanged 902 SP:Iteration 94Q (1347.650000 sec): 3 clusters Score: Raw -118229191.568110 + Penalty 6609.818735 = -118222581.749375 nChanged 838 SP:Iteration 95Q (1350.500000 sec): 3 clusters Score: Raw -118229258.002986 + Penalty 6609.818735 = -118222648.184250 nChanged 802 SP:Iteration 96Q (1353.450000 sec): 3 clusters Score: Raw -118229322.726145 + Penalty 6609.818735 = -118222712.907410 nChanged 852 SP:Iteration 97Q (1356.360000 sec): 3 clusters Score: Raw -118229391.817169 + Penalty 6609.818735 = -118222781.998434 nChanged 807 SP:Iteration 98Q (1359.230000 sec): 3 clusters Score: Raw -118229452.952131 + Penalty 6609.818735 = -118222843.133396 nChanged 766 SP:Iteration 99Q (1362.070000 sec): 3 clusters Score: Raw -118229510.557119 + Penalty 6609.818735 = -118222900.738384 nChanged 753 SP:Iteration 100F (1365.270000 sec): 3 clusters Score: Raw -118229566.305230 + Penalty 6609.818735 = -118222956.486495 nChanged 750 SP:Iteration 101Q (1368.070000 sec): 3 clusters Score: Raw -118229621.927119 + Penalty 6609.818735 = -118223012.108384 nChanged 752 SP:Iteration 102Q (1371.010000 sec): 3 clusters Score: Raw -118229678.066249 + Penalty 6609.818735 = -118223068.247514 nChanged 708 SP:Iteration 103Q (1373.870000 sec): 3 clusters Score: Raw -118229731.620276 + Penalty 6609.818735 = -118223121.801541 nChanged 732 SP:Iteration 104Q (1376.890000 sec): 3 clusters Score: Raw -118229789.861664 + Penalty 6609.818735 = -118223180.042929 nChanged 729 SP:Iteration 105Q (1379.710000 sec): 3 clusters Score: Raw -118229845.057676 + Penalty 6609.818735 = -118223235.238941 nChanged 654 SP:Iteration 106Q (1382.620000 sec): 3 clusters Score: Raw -118229893.920873 + Penalty 6609.818735 = -118223284.102138 nChanged 643 SP:Iteration 107Q (1385.550000 sec): 3 clusters Score: Raw -118229945.851013 + Penalty 6609.818735 = -118223336.032278 nChanged 664 SP:Iteration 108Q (1388.410000 sec): 3 clusters Score: Raw -118230000.241442 + Penalty 6609.818735 = -118223390.422707 nChanged 651 SP:Iteration 109Q (1391.330000 sec): 3 clusters Score: Raw -118230051.358281 + Penalty 6609.818735 = -118223441.539546 nChanged 654 SP:Iteration 110Q (1394.630000 sec): 3 clusters Score: Raw -118230103.147723 + Penalty 6609.818735 = -118223493.328988 nChanged 646 SP:Iteration 111Q (1397.470000 sec): 3 clusters Score: Raw -118230156.778623 + Penalty 6609.818735 = -118223546.959888 nChanged 627 SP:Iteration 112Q (1400.490000 sec): 3 clusters Score: Raw -118230206.329313 + Penalty 6609.818735 = -118223596.510578 nChanged 602 SP:Iteration 113Q (1403.380000 sec): 3 clusters Score: Raw -118230257.084309 + Penalty 6609.818735 = -118223647.265574 nChanged 622 SP:Iteration 114Q (1406.140000 sec): 3 clusters Score: Raw -118230314.982669 + Penalty 6609.818735 = -118223705.163934 nChanged 645 SP:Iteration 115Q (1409.190000 sec): 3 clusters Score: Raw -118230371.833422 + Penalty 6609.818735 = -118223762.014687 nChanged 591 SP:Iteration 116Q (1412.350000 sec): 3 clusters Score: Raw -118230420.650571 + Penalty 6609.818735 = -118223810.831836 nChanged 554 SP:Iteration 117Q (1415.140000 sec): 3 clusters Score: Raw -118230468.015527 + Penalty 6609.818735 = -118223858.196792 nChanged 577 SP:Iteration 118Q (1418.080000 sec): 3 clusters Score: Raw -118230518.920739 + Penalty 6609.818735 = -118223909.102004 nChanged 565 SP:Iteration 119Q (1421.000000 sec): 3 clusters Score: Raw -118230566.874128 + Penalty 6609.818735 = -118223957.055393 nChanged 531 SP:Iteration 120F (1424.420000 sec): 3 clusters Score: Raw -118230611.296224 + Penalty 6609.818735 = -118224001.477488 nChanged 518 SP:Iteration 121Q (1427.280000 sec): 3 clusters Score: Raw -118230651.427160 + Penalty 6609.818735 = -118224041.608425 nChanged 499 SP:Iteration 122Q (1430.060000 sec): 3 clusters Score: Raw -118230690.106228 + Penalty 6609.818735 = -118224080.287493 nChanged 485 SP:Iteration 123Q (1432.940000 sec): 3 clusters Score: Raw -118230728.587173 + Penalty 6609.818735 = -118224118.768438 nChanged 462 SP:Iteration 124Q (1435.820000 sec): 3 clusters Score: Raw -118230768.644848 + Penalty 6609.818735 = -118224158.826113 nChanged 491 SP:Iteration 125Q (1438.580000 sec): 3 clusters Score: Raw -118230810.462321 + Penalty 6609.818735 = -118224200.643586 nChanged 467 SP:Iteration 126Q (1441.310000 sec): 3 clusters Score: Raw -118230849.010688 + Penalty 6609.818735 = -118224239.191953 nChanged 474 SP:Iteration 127Q (1444.300000 sec): 3 clusters Score: Raw -118230886.690181 + Penalty 6609.818735 = -118224276.871445 nChanged 463 SP:Iteration 128Q (1447.210000 sec): 3 clusters Score: Raw -118230922.466519 + Penalty 6609.818735 = -118224312.647784 nChanged 447 SP:Iteration 129Q (1450.240000 sec): 3 clusters Score: Raw -118230954.684000 + Penalty 6609.818735 = -118224344.865265 nChanged 416 SP:Iteration 130Q (1453.040000 sec): 3 clusters Score: Raw -118230985.666312 + Penalty 6609.818735 = -118224375.847577 nChanged 409 SP:Iteration 131Q (1455.920000 sec): 3 clusters Score: Raw -118231016.022965 + Penalty 6609.818735 = -118224406.204230 nChanged 406 SP:Iteration 132Q (1458.760000 sec): 3 clusters Score: Raw -118231046.615409 + Penalty 6609.818735 = -118224436.796673 nChanged 418 SP:Iteration 133Q (1461.420000 sec): 3 clusters Score: Raw -118231080.238275 + Penalty 6609.818735 = -118224470.419540 nChanged 418 SP:Iteration 134Q (1464.540000 sec): 3 clusters Score: Raw -118231118.331190 + Penalty 6609.818735 = -118224508.512455 nChanged 432 SP:Iteration 135Q (1467.260000 sec): 3 clusters Score: Raw -118231158.342537 + Penalty 6609.818735 = -118224548.523801 nChanged 435 SP:Iteration 136Q (1470.260000 sec): 3 clusters Score: Raw -118231195.203307 + Penalty 6609.818735 = -118224585.384572 nChanged 425 SP:Iteration 137Q (1473.030000 sec): 3 clusters Score: Raw -118231234.316887 + Penalty 6609.818735 = -118224624.498152 nChanged 437 SP:Iteration 138Q (1476.120000 sec): 3 clusters Score: Raw -118231272.207294 + Penalty 6609.818735 = -118224662.388558 nChanged 395 SP:Iteration 139Q (1478.940000 sec): 3 clusters Score: Raw -118231306.089567 + Penalty 6609.818735 = -118224696.270832 nChanged 378 SP:Iteration 140F (1482.160000 sec): 3 clusters Score: Raw -118231337.882529 + Penalty 6609.818735 = -118224728.063794 nChanged 369 SP:Iteration 141Q (1484.850000 sec): 3 clusters Score: Raw -118231367.448905 + Penalty 6609.818735 = -118224757.630170 nChanged 381 SP:Iteration 142Q (1487.680000 sec): 3 clusters Score: Raw -118231398.624377 + Penalty 6609.818735 = -118224788.805642 nChanged 369 SP:Iteration 143Q (1490.330000 sec): 3 clusters Score: Raw -118231426.581885 + Penalty 6609.818735 = -118224816.763150 nChanged 325 SP:Iteration 144Q (1493.300000 sec): 3 clusters Score: Raw -118231451.101031 + Penalty 6609.818735 = -118224841.282296 nChanged 333 SP:Iteration 145Q (1496.380000 sec): 3 clusters Score: Raw -118231477.345622 + Penalty 6609.818735 = -118224867.526887 nChanged 335 SP:Iteration 146Q (1499.280000 sec): 3 clusters Score: Raw -118231504.192622 + Penalty 6609.818735 = -118224894.373887 nChanged 339 SP:Iteration 147Q (1502.140000 sec): 3 clusters Score: Raw -118231530.804749 + Penalty 6609.818735 = -118224920.986014 nChanged 339 SP:Iteration 148Q (1504.810000 sec): 3 clusters Score: Raw -118231559.564334 + Penalty 6609.818735 = -118224949.745599 nChanged 368 SP:Iteration 149Q (1507.700000 sec): 3 clusters Score: Raw -118231588.882440 + Penalty 6609.818735 = -118224979.063705 nChanged 334 SP:Iteration 150Q (1510.380000 sec): 3 clusters Score: Raw -118231613.250842 + Penalty 6609.818735 = -118225003.432107 nChanged 319 SP:Iteration 151Q (1513.140000 sec): 3 clusters Score: Raw -118231638.008439 + Penalty 6609.818735 = -118225028.189704 nChanged 313 SP:Iteration 152Q (1516.080000 sec): 3 clusters Score: Raw -118231662.836668 + Penalty 6609.818735 = -118225053.017933 nChanged 318 SP:Iteration 153Q (1518.950000 sec): 3 clusters Score: Raw -118231688.809282 + Penalty 6609.818735 = -118225078.990547 nChanged 291 SP:Iteration 154Q (1521.990000 sec): 3 clusters Score: Raw -118231710.829572 + Penalty 6609.818735 = -118225101.010837 nChanged 277 SP:Iteration 155Q (1525.100000 sec): 3 clusters Score: Raw -118231732.261194 + Penalty 6609.818735 = -118225122.442459 nChanged 279 SP:Iteration 156Q (1527.840000 sec): 3 clusters Score: Raw -118231753.261305 + Penalty 6609.818735 = -118225143.442570 nChanged 281 SP:Iteration 157Q (1530.750000 sec): 3 clusters Score: Raw -118231772.010686 + Penalty 6609.818735 = -118225162.191951 nChanged 230 SP:Iteration 158Q (1533.730000 sec): 3 clusters Score: Raw -118231785.477314 + Penalty 6609.818735 = -118225175.658579 nChanged 197 SP:Iteration 159Q (1536.520000 sec): 3 clusters Score: Raw -118231796.422558 + Penalty 6609.818735 = -118225186.603823 nChanged 202 SP:Iteration 160F (1539.710000 sec): 3 clusters Score: Raw -118231806.892610 + Penalty 6609.818735 = -118225197.073875 nChanged 171 SP:Iteration 161Q (1542.440000 sec): 3 clusters Score: Raw -118231814.472787 + Penalty 6609.818735 = -118225204.654052 nChanged 161 SP:Iteration 162Q (1545.020000 sec): 3 clusters Score: Raw -118231820.738584 + Penalty 6609.818735 = -118225210.919848 nChanged 116 SP:Iteration 163Q (1547.740000 sec): 3 clusters Score: Raw -118231825.132216 + Penalty 6609.818735 = -118225215.313481 nChanged 106 SP:Iteration 164Q (1550.870000 sec): 3 clusters Score: Raw -118231829.003443 + Penalty 6609.818735 = -118225219.184707 nChanged 104 SP:Iteration 165Q (1553.680000 sec): 3 clusters Score: Raw -118231832.939642 + Penalty 6609.818735 = -118225223.120906 nChanged 101 SP:Iteration 166Q (1556.420000 sec): 3 clusters Score: Raw -118231837.320606 + Penalty 6609.818735 = -118225227.501871 nChanged 121 SP:Iteration 167Q (1559.260000 sec): 3 clusters Score: Raw -118231841.707699 + Penalty 6609.818735 = -118225231.888964 nChanged 110 SP:Iteration 168Q (1562.120000 sec): 3 clusters Score: Raw -118231845.795957 + Penalty 6609.818735 = -118225235.977222 nChanged 93 SP:Iteration 169Q (1565.270000 sec): 3 clusters Score: Raw -118231849.374183 + Penalty 6609.818735 = -118225239.555448 nChanged 88 SP:Iteration 170Q (1568.270000 sec): 3 clusters Score: Raw -118231852.076801 + Penalty 6609.818735 = -118225242.258065 nChanged 80 SP:Iteration 171Q (1571.030000 sec): 3 clusters Score: Raw -118231854.428509 + Penalty 6609.818735 = -118225244.609774 nChanged 52 SP:Iteration 172Q (1574.280000 sec): 3 clusters Score: Raw -118231856.050801 + Penalty 6609.818735 = -118225246.232065 nChanged 68 SP:Iteration 173Q (1577.160000 sec): 3 clusters Score: Raw -118231857.945925 + Penalty 6609.818735 = -118225248.127190 nChanged 65 SP:Iteration 174Q (1579.860000 sec): 3 clusters Score: Raw -118231860.112489 + Penalty 6609.818735 = -118225250.293753 nChanged 77 SP:Iteration 175Q (1582.740000 sec): 3 clusters Score: Raw -118231862.512784 + Penalty 6609.818735 = -118225252.694048 nChanged 55 SP:Iteration 176Q (1585.790000 sec): 3 clusters Score: Raw -118231864.457740 + Penalty 6609.818735 = -118225254.639005 nChanged 57 SP:Iteration 177Q (1588.940000 sec): 3 clusters Score: Raw -118231866.248192 + Penalty 6609.818735 = -118225256.429456 nChanged 54 SP:Iteration 178Q (1592.030000 sec): 3 clusters Score: Raw -118231868.187183 + Penalty 6609.818735 = -118225258.368448 nChanged 60 SP:Iteration 179Q (1595.110000 sec): 3 clusters Score: Raw -118231870.514756 + Penalty 6609.818735 = -118225260.696021 nChanged 68 SP:Iteration 180F (1598.350000 sec): 3 clusters Score: Raw -118231872.771849 + Penalty 6609.818735 = -118225262.953114 nChanged 64 SP:Iteration 181Q (1601.060000 sec): 3 clusters Score: Raw -118231874.516474 + Penalty 6609.818735 = -118225264.697739 nChanged 60 SP:Iteration 182Q (1603.890000 sec): 3 clusters Score: Raw -118231876.552363 + Penalty 6609.818735 = -118225266.733627 nChanged 56 SP:Iteration 183Q (1606.770000 sec): 3 clusters Score: Raw -118231878.389308 + Penalty 6609.818735 = -118225268.570573 nChanged 57 SP:Iteration 184Q (1609.730000 sec): 3 clusters Score: Raw -118231880.203566 + Penalty 6609.818735 = -118225270.384831 nChanged 52 SP:Iteration 185Q (1612.620000 sec): 3 clusters Score: Raw -118231881.814675 + Penalty 6609.818735 = -118225271.995940 nChanged 54 SP:Iteration 186Q (1615.360000 sec): 3 clusters Score: Raw -118231883.403389 + Penalty 6609.818735 = -118225273.584654 nChanged 55 SP:Iteration 187Q (1618.390000 sec): 3 clusters Score: Raw -118231885.042307 + Penalty 6609.818735 = -118225275.223572 nChanged 56 SP:Iteration 188Q (1621.190000 sec): 3 clusters Score: Raw -118231886.779551 + Penalty 6609.818735 = -118225276.960816 nChanged 52 SP:Iteration 189Q (1624.390000 sec): 3 clusters Score: Raw -118231888.172339 + Penalty 6609.818735 = -118225278.353604 nChanged 43 SP:Iteration 190Q (1627.210000 sec): 3 clusters Score: Raw -118231889.315316 + Penalty 6609.818735 = -118225279.496580 nChanged 41 SP:Iteration 191Q (1630.520000 sec): 3 clusters Score: Raw -118231890.539655 + Penalty 6609.818735 = -118225280.720920 nChanged 49 SP:Iteration 192Q (1633.560000 sec): 3 clusters Score: Raw -118231891.881642 + Penalty 6609.818735 = -118225282.062907 nChanged 49 SP:Iteration 193Q (1636.470000 sec): 3 clusters Score: Raw -118231893.370861 + Penalty 6609.818735 = -118225283.552126 nChanged 58 SP:Iteration 194Q (1639.660000 sec): 3 clusters Score: Raw -118231895.215865 + Penalty 6609.818735 = -118225285.397130 nChanged 45 SP:Iteration 195Q (1642.560000 sec): 3 clusters Score: Raw -118231896.804262 + Penalty 6609.818735 = -118225286.985527 nChanged 60 SP:Iteration 196Q (1645.520000 sec): 3 clusters Score: Raw -118231899.224463 + Penalty 6609.818735 = -118225289.405728 nChanged 76 SP:Iteration 197Q (1648.430000 sec): 3 clusters Score: Raw -118231902.069214 + Penalty 6609.818735 = -118225292.250478 nChanged 72 SP:Iteration 198Q (1651.870000 sec): 3 clusters Score: Raw -118231904.702807 + Penalty 6609.818735 = -118225294.884072 nChanged 64 SP:Iteration 199Q (1655.140000 sec): 3 clusters Score: Raw -118231906.808143 + Penalty 6609.818735 = -118225296.989407 nChanged 57 SP:Iteration 200F (1658.360000 sec): 3 clusters Score: Raw -118231908.424348 + Penalty 6609.818735 = -118225298.605612 nChanged 55 SP:Iteration 201Q (1661.000000 sec): 3 clusters Score: Raw -118231910.135261 + Penalty 6609.818735 = -118225300.316526 nChanged 63 SP:Iteration 202Q (1663.640000 sec): 3 clusters Score: Raw -118231912.327272 + Penalty 6609.818735 = -118225302.508537 nChanged 63 SP:Iteration 203Q (1666.040000 sec): 3 clusters Score: Raw -118231914.528042 + Penalty 6609.818735 = -118225304.709307 nChanged 60 SP:Iteration 204Q (1668.800000 sec): 3 clusters Score: Raw -118231917.095115 + Penalty 6609.818735 = -118225307.276380 nChanged 71 SP:Iteration 205Q (1671.620000 sec): 3 clusters Score: Raw -118231919.648909 + Penalty 6609.818735 = -118225309.830174 nChanged 65 SP:Iteration 206Q (1674.350000 sec): 3 clusters Score: Raw -118231921.620419 + Penalty 6609.818735 = -118225311.801684 nChanged 62 SP:Iteration 207Q (1677.210000 sec): 3 clusters Score: Raw -118231923.711868 + Penalty 6609.818735 = -118225313.893133 nChanged 69 SP:Iteration 208Q (1680.030000 sec): 3 clusters Score: Raw -118231925.963901 + Penalty 6609.818735 = -118225316.145166 nChanged 61 SP:Iteration 209Q (1682.670000 sec): 3 clusters Score: Raw -118231928.011251 + Penalty 6609.818735 = -118225318.192516 nChanged 58 SP:Iteration 210Q (1685.600000 sec): 3 clusters Score: Raw -118231930.010228 + Penalty 6609.818735 = -118225320.191492 nChanged 58 SP:Iteration 211Q (1688.870000 sec): 3 clusters Score: Raw -118231931.964594 + Penalty 6609.818735 = -118225322.145859 nChanged 66 SP:Iteration 212Q (1691.730000 sec): 3 clusters Score: Raw -118231934.158907 + Penalty 6609.818735 = -118225324.340172 nChanged 57 SP:Iteration 213Q (1694.790000 sec): 3 clusters Score: Raw -118231936.122047 + Penalty 6609.818735 = -118225326.303312 nChanged 60 SP:Iteration 214Q (1697.600000 sec): 3 clusters Score: Raw -118231937.899370 + Penalty 6609.818735 = -118225328.080635 nChanged 46 SP:Iteration 215Q (1700.390000 sec): 3 clusters Score: Raw -118231939.192852 + Penalty 6609.818735 = -118225329.374117 nChanged 38 SP:Iteration 216Q (1703.240000 sec): 3 clusters Score: Raw -118231940.358881 + Penalty 6609.818735 = -118225330.540146 nChanged 41 SP:Iteration 217Q (1706.170000 sec): 3 clusters Score: Raw -118231941.778094 + Penalty 6609.818735 = -118225331.959359 nChanged 49 SP:Iteration 218Q (1708.980000 sec): 3 clusters Score: Raw -118231943.257322 + Penalty 6609.818735 = -118225333.438587 nChanged 50 SP:Iteration 219Q (1711.770000 sec): 3 clusters Score: Raw -118231944.952642 + Penalty 6609.818735 = -118225335.133907 nChanged 47 SP:Iteration 220F (1715.050000 sec): 3 clusters Score: Raw -118231946.593171 + Penalty 6609.818735 = -118225336.774435 nChanged 48 SP:Iteration 221Q (1717.890000 sec): 3 clusters Score: Raw -118231948.083685 + Penalty 6609.818735 = -118225338.264950 nChanged 45 SP:Iteration 222Q (1720.780000 sec): 3 clusters Score: Raw -118231949.326546 + Penalty 6609.818735 = -118225339.507811 nChanged 44 SP:Iteration 223Q (1723.790000 sec): 3 clusters Score: Raw -118231950.688175 + Penalty 6609.818735 = -118225340.869440 nChanged 46 SP:Iteration 224Q (1726.950000 sec): 3 clusters Score: Raw -118231951.885692 + Penalty 6609.818735 = -118225342.066957 nChanged 35 SP:Iteration 225Q (1729.910000 sec): 3 clusters Score: Raw -118231952.674853 + Penalty 6609.818735 = -118225342.856118 nChanged 36 SP:Iteration 226Q (1732.920000 sec): 3 clusters Score: Raw -118231953.623731 + Penalty 6609.818735 = -118225343.804995 nChanged 35 SP:Iteration 227Q (1735.940000 sec): 3 clusters Score: Raw -118231954.539989 + Penalty 6609.818735 = -118225344.721254 nChanged 27 SP:Iteration 228Q (1738.880000 sec): 3 clusters Score: Raw -118231955.286323 + Penalty 6609.818735 = -118225345.467587 nChanged 24 SP:Iteration 229Q (1741.660000 sec): 3 clusters Score: Raw -118231955.998998 + Penalty 6609.818735 = -118225346.180263 nChanged 30 SP:Iteration 230Q (1744.950000 sec): 3 clusters Score: Raw -118231956.754756 + Penalty 6609.818735 = -118225346.936021 nChanged 33 SP:Iteration 231Q (1747.780000 sec): 3 clusters Score: Raw -118231957.606734 + Penalty 6609.818735 = -118225347.787999 nChanged 40 SP:Iteration 232Q (1750.490000 sec): 3 clusters Score: Raw -118231958.960756 + Penalty 6609.818735 = -118225349.142021 nChanged 52 SP:Iteration 233Q (1753.260000 sec): 3 clusters Score: Raw -118231960.947771 + Penalty 6609.818735 = -118225351.129036 nChanged 63 SP:Iteration 234Q (1756.050000 sec): 3 clusters Score: Raw -118231963.153511 + Penalty 6609.818735 = -118225353.334776 nChanged 62 SP:Iteration 235Q (1759.110000 sec): 3 clusters Score: Raw -118231965.452369 + Penalty 6609.818735 = -118225355.633634 nChanged 60 SP:Iteration 236Q (1762.050000 sec): 3 clusters Score: Raw -118231967.455350 + Penalty 6609.818735 = -118225357.636615 nChanged 58 SP:Iteration 237Q (1765.170000 sec): 3 clusters Score: Raw -118231969.296555 + Penalty 6609.818735 = -118225359.477820 nChanged 45 SP:Iteration 238Q (1768.150000 sec): 3 clusters Score: Raw -118231970.770714 + Penalty 6609.818735 = -118225360.951979 nChanged 46 SP:Iteration 239Q (1771.080000 sec): 3 clusters Score: Raw -118231972.324741 + Penalty 6609.818735 = -118225362.506006 nChanged 48 SP:Iteration 240F (1774.430000 sec): 3 clusters Score: Raw -118231973.927268 + Penalty 6609.818735 = -118225364.108533 nChanged 41 SP:Iteration 241Q (1777.650000 sec): 3 clusters Score: Raw -118231975.272815 + Penalty 6609.818735 = -118225365.454080 nChanged 43 SP:Iteration 242Q (1780.340000 sec): 3 clusters Score: Raw -118231976.712185 + Penalty 6609.818735 = -118225366.893450 nChanged 45 SP:Iteration 243Q (1783.460000 sec): 3 clusters Score: Raw -118231977.961453 + Penalty 6609.818735 = -118225368.142717 nChanged 47 SP:Iteration 244Q (1786.150000 sec): 3 clusters Score: Raw -118231979.440242 + Penalty 6609.818735 = -118225369.621507 nChanged 44 SP:Iteration 245Q (1788.840000 sec): 3 clusters Score: Raw -118231980.696713 + Penalty 6609.818735 = -118225370.877978 nChanged 45 SP:Iteration 246Q (1791.590000 sec): 3 clusters Score: Raw -118231982.010983 + Penalty 6609.818735 = -118225372.192248 nChanged 51 SP:Iteration 247Q (1794.450000 sec): 3 clusters Score: Raw -118231983.508412 + Penalty 6609.818735 = -118225373.689677 nChanged 40 SP:Iteration 248Q (1797.210000 sec): 3 clusters Score: Raw -118231984.845292 + Penalty 6609.818735 = -118225375.026557 nChanged 46 SP:Iteration 249Q (1800.170000 sec): 3 clusters Score: Raw -118231986.336241 + Penalty 6609.818735 = -118225376.517505 nChanged 41 SP:Iteration 250Q (1803.280000 sec): 3 clusters Score: Raw -118231987.796618 + Penalty 6609.818735 = -118225377.977882 nChanged 40 SP:Iteration 251Q (1806.270000 sec): 3 clusters Score: Raw -118231989.388698 + Penalty 6609.818735 = -118225379.569963 nChanged 50 SP:Iteration 252Q (1808.940000 sec): 3 clusters Score: Raw -118231991.312863 + Penalty 6609.818735 = -118225381.494128 nChanged 49 SP:Iteration 253Q (1811.660000 sec): 3 clusters Score: Raw -118231992.912763 + Penalty 6609.818735 = -118225383.094028 nChanged 42 SP:Iteration 254Q (1814.490000 sec): 3 clusters Score: Raw -118231994.307465 + Penalty 6609.818735 = -118225384.488729 nChanged 43 SP:Iteration 255Q (1817.200000 sec): 3 clusters Score: Raw -118231995.778442 + Penalty 6609.818735 = -118225385.959707 nChanged 46 SP:Iteration 256Q (1819.970000 sec): 3 clusters Score: Raw -118231997.233515 + Penalty 6609.818735 = -118225387.414779 nChanged 34 SP:Iteration 257Q (1822.860000 sec): 3 clusters Score: Raw -118231998.208338 + Penalty 6609.818735 = -118225388.389602 nChanged 35 SP:Iteration 258Q (1825.700000 sec): 3 clusters Score: Raw -118231999.270349 + Penalty 6609.818735 = -118225389.451614 nChanged 39 SP:Iteration 259Q (1828.290000 sec): 3 clusters Score: Raw -118232000.503154 + Penalty 6609.818735 = -118225390.684419 nChanged 35 SP:Iteration 260F (1831.600000 sec): 3 clusters Score: Raw -118232001.574536 + Penalty 6609.818735 = -118225391.755801 nChanged 39 SP:Iteration 261Q (1834.590000 sec): 3 clusters Score: Raw -118232002.667368 + Penalty 6609.818735 = -118225392.848633 nChanged 33 SP:Iteration 262Q (1837.340000 sec): 3 clusters Score: Raw -118232003.528034 + Penalty 6609.818735 = -118225393.709299 nChanged 32 SP:Iteration 263Q (1840.470000 sec): 3 clusters Score: Raw -118232004.372311 + Penalty 6609.818735 = -118225394.553576 nChanged 30 SP:Iteration 264Q (1843.340000 sec): 3 clusters Score: Raw -118232005.046004 + Penalty 6609.818735 = -118225395.227268 nChanged 27 SP:Iteration 265Q (1846.240000 sec): 3 clusters Score: Raw -118232005.809677 + Penalty 6609.818735 = -118225395.990942 nChanged 32 SP:Iteration 266Q (1848.830000 sec): 3 clusters Score: Raw -118232006.673834 + Penalty 6609.818735 = -118225396.855099 nChanged 30 SP:Iteration 267Q (1851.380000 sec): 3 clusters Score: Raw -118232007.600162 + Penalty 6609.818735 = -118225397.781427 nChanged 31 SP:Iteration 268Q (1854.010000 sec): 3 clusters Score: Raw -118232008.883767 + Penalty 6609.818735 = -118225399.065032 nChanged 41 SP:Iteration 269Q (1856.660000 sec): 3 clusters Score: Raw -118232010.310902 + Penalty 6609.818735 = -118225400.492166 nChanged 37 SP:Iteration 270Q (1859.420000 sec): 3 clusters Score: Raw -118232011.468744 + Penalty 6609.818735 = -118225401.650009 nChanged 34 SP:Iteration 271Q (1862.060000 sec): 3 clusters Score: Raw -118232012.573765 + Penalty 6609.818735 = -118225402.755029 nChanged 38 SP:Iteration 272Q (1865.140000 sec): 3 clusters Score: Raw -118232013.875679 + Penalty 6609.818735 = -118225404.056943 nChanged 36 SP:Iteration 273Q (1868.180000 sec): 3 clusters Score: Raw -118232015.106496 + Penalty 6609.818735 = -118225405.287761 nChanged 41 SP:Iteration 274Q (1870.980000 sec): 3 clusters Score: Raw -118232016.364423 + Penalty 6609.818735 = -118225406.545687 nChanged 35 SP:Iteration 275Q (1873.600000 sec): 3 clusters Score: Raw -118232017.482064 + Penalty 6609.818735 = -118225407.663329 nChanged 37 SP:Iteration 276Q (1876.300000 sec): 3 clusters Score: Raw -118232018.698567 + Penalty 6609.818735 = -118225408.879831 nChanged 46 SP:Iteration 277Q (1878.930000 sec): 3 clusters Score: Raw -118232020.199554 + Penalty 6609.818735 = -118225410.380819 nChanged 44 SP:Iteration 278Q (1882.060000 sec): 3 clusters Score: Raw -118232021.696012 + Penalty 6609.818735 = -118225411.877277 nChanged 43 SP:Iteration 279Q (1885.180000 sec): 3 clusters Score: Raw -118232022.899089 + Penalty 6609.818735 = -118225413.080354 nChanged 32 SP:Iteration 280F (1888.740000 sec): 3 clusters Score: Raw -118232023.905580 + Penalty 6609.818735 = -118225414.086845 nChanged 36 SP:Iteration 281Q (1891.560000 sec): 3 clusters Score: Raw -118232025.084616 + Penalty 6609.818735 = -118225415.265881 nChanged 40 SP:Iteration 282Q (1894.600000 sec): 3 clusters Score: Raw -118232026.470089 + Penalty 6609.818735 = -118225416.651354 nChanged 51 SP:Iteration 283Q (1897.490000 sec): 3 clusters Score: Raw -118232028.557235 + Penalty 6609.818735 = -118225418.738500 nChanged 52 SP:Iteration 284Q (1900.260000 sec): 3 clusters Score: Raw -118232030.805111 + Penalty 6609.818735 = -118225420.986376 nChanged 59 SP:Iteration 285Q (1903.340000 sec): 3 clusters Score: Raw -118232033.089027 + Penalty 6609.818735 = -118225423.270292 nChanged 59 SP:Iteration 286Q (1906.110000 sec): 3 clusters Score: Raw -118232035.526698 + Penalty 6609.818735 = -118225425.707963 nChanged 72 SP:Iteration 287Q (1908.880000 sec): 3 clusters Score: Raw -118232038.519722 + Penalty 6609.818735 = -118225428.700987 nChanged 73 SP:Iteration 288Q (1911.650000 sec): 3 clusters Score: Raw -118232041.579586 + Penalty 6609.818735 = -118225431.760850 nChanged 64 SP:Iteration 289Q (1914.320000 sec): 3 clusters Score: Raw -118232044.098485 + Penalty 6609.818735 = -118225434.279750 nChanged 61 SP:Iteration 290Q (1917.080000 sec): 3 clusters Score: Raw -118232046.564349 + Penalty 6609.818735 = -118225436.745614 nChanged 68 SP:Iteration 291Q (1919.890000 sec): 3 clusters Score: Raw -118232049.383750 + Penalty 6609.818735 = -118225439.565015 nChanged 71 SP:Iteration 292Q (1922.770000 sec): 3 clusters Score: Raw -118232051.958591 + Penalty 6609.818735 = -118225442.139856 nChanged 61 SP:Iteration 293Q (1925.630000 sec): 3 clusters Score: Raw -118232054.748487 + Penalty 6609.818735 = -118225444.929752 nChanged 66 SP:Iteration 294Q (1928.490000 sec): 3 clusters Score: Raw -118232057.410813 + Penalty 6609.818735 = -118225447.592078 nChanged 54 SP:Iteration 295Q (1931.070000 sec): 3 clusters Score: Raw -118232059.453567 + Penalty 6609.818735 = -118225449.634832 nChanged 62 SP:Iteration 296Q (1933.630000 sec): 3 clusters Score: Raw -118232062.083906 + Penalty 6609.818735 = -118225452.265171 nChanged 69 SP:Iteration 297Q (1936.490000 sec): 3 clusters Score: Raw -118232065.309868 + Penalty 6609.818735 = -118225455.491133 nChanged 73 SP:Iteration 298Q (1939.510000 sec): 3 clusters Score: Raw -118232068.420506 + Penalty 6609.818735 = -118225458.601771 nChanged 69 SP:Iteration 299Q (1942.590000 sec): 3 clusters Score: Raw -118232071.618581 + Penalty 6609.818735 = -118225461.799846 nChanged 74 SP:Iteration 300F (1945.850000 sec): 3 clusters Score: Raw -118232074.148376 + Penalty 6609.818735 = -118225464.329641 nChanged 53 SP:Iteration 301Q (1948.850000 sec): 3 clusters Score: Raw -118232075.747884 + Penalty 6609.818735 = -118225465.929149 nChanged 40 SP:Iteration 302Q (1951.550000 sec): 3 clusters Score: Raw -118232077.103979 + Penalty 6609.818735 = -118225467.285243 nChanged 48 SP:Iteration 303Q (1954.220000 sec): 3 clusters Score: Raw -118232078.754534 + Penalty 6609.818735 = -118225468.935799 nChanged 43 SP:Iteration 304Q (1957.160000 sec): 3 clusters Score: Raw -118232080.104547 + Penalty 6609.818735 = -118225470.285812 nChanged 43 SP:Iteration 305Q (1960.010000 sec): 3 clusters Score: Raw -118232081.424789 + Penalty 6609.818735 = -118225471.606054 nChanged 36 SP:Iteration 306Q (1962.860000 sec): 3 clusters Score: Raw -118232082.486103 + Penalty 6609.818735 = -118225472.667368 nChanged 35 SP:Iteration 307Q (1965.450000 sec): 3 clusters Score: Raw -118232083.555620 + Penalty 6609.818735 = -118225473.736885 nChanged 19 SP:Iteration 308Q (1968.130000 sec): 3 clusters Score: Raw -118232083.986330 + Penalty 6609.818735 = -118225474.167594 nChanged 16 SP:Iteration 309Q (1971.030000 sec): 3 clusters Score: Raw -118232084.400720 + Penalty 6609.818735 = -118225474.581985 nChanged 15 SP:Iteration 310Q (1973.860000 sec): 3 clusters Score: Raw -118232084.750974 + Penalty 6609.818735 = -118225474.932239 nChanged 15 SP:Iteration 311Q (1976.710000 sec): 3 clusters Score: Raw -118232085.132272 + Penalty 6609.818735 = -118225475.313537 nChanged 10 SP:Iteration 312Q (1979.450000 sec): 3 clusters Score: Raw -118232085.422581 + Penalty 6609.818735 = -118225475.603846 nChanged 17 SP:Iteration 313Q (1982.300000 sec): 3 clusters Score: Raw -118232085.872015 + Penalty 6609.818735 = -118225476.053280 nChanged 17 SP:Iteration 314Q (1984.950000 sec): 3 clusters Score: Raw -118232086.287143 + Penalty 6609.818735 = -118225476.468408 nChanged 26 SP:Iteration 315Q (1987.700000 sec): 3 clusters Score: Raw -118232087.092062 + Penalty 6609.818735 = -118225477.273327 nChanged 32 SP:Iteration 316Q (1990.500000 sec): 3 clusters Score: Raw -118232088.085342 + Penalty 6609.818735 = -118225478.266607 nChanged 28 SP:Iteration 317Q (1993.600000 sec): 3 clusters Score: Raw -118232088.739504 + Penalty 6609.818735 = -118225478.920769 nChanged 21 SP:Iteration 318Q (1996.540000 sec): 3 clusters Score: Raw -118232089.249245 + Penalty 6609.818735 = -118225479.430510 nChanged 15 SP:Iteration 319Q (1999.590000 sec): 3 clusters Score: Raw -118232089.600336 + Penalty 6609.818735 = -118225479.781601 nChanged 20 SP:Iteration 320F (2002.800000 sec): 3 clusters Score: Raw -118232090.118171 + Penalty 6609.818735 = -118225480.299436 nChanged 23 SP:Iteration 321Q (2005.600000 sec): 3 clusters Score: Raw -118232090.746510 + Penalty 6609.818735 = -118225480.927775 nChanged 24 SP:Iteration 322Q (2008.280000 sec): 3 clusters Score: Raw -118232091.400727 + Penalty 6609.818735 = -118225481.581991 nChanged 21 SP:Iteration 323Q (2011.280000 sec): 3 clusters Score: Raw -118232092.051200 + Penalty 6609.818735 = -118225482.232465 nChanged 31 SP:Iteration 324Q (2014.100000 sec): 3 clusters Score: Raw -118232093.112964 + Penalty 6609.818735 = -118225483.294228 nChanged 26 SP:Iteration 325Q (2016.880000 sec): 3 clusters Score: Raw -118232093.893845 + Penalty 6609.818735 = -118225484.075110 nChanged 24 SP:Iteration 326Q (2019.970000 sec): 3 clusters Score: Raw -118232094.503108 + Penalty 6609.818735 = -118225484.684372 nChanged 24 SP:Iteration 327Q (2022.860000 sec): 3 clusters Score: Raw -118232095.115362 + Penalty 6609.818735 = -118225485.296627 nChanged 26 SP:Iteration 328Q (2025.590000 sec): 3 clusters Score: Raw -118232095.947038 + Penalty 6609.818735 = -118225486.128303 nChanged 21 SP:Iteration 329Q (2028.350000 sec): 3 clusters Score: Raw -118232096.589275 + Penalty 6609.818735 = -118225486.770540 nChanged 27 SP:Iteration 330Q (2031.070000 sec): 3 clusters Score: Raw -118232097.246482 + Penalty 6609.818735 = -118225487.427747 nChanged 25 SP:Iteration 331Q (2033.930000 sec): 3 clusters Score: Raw -118232098.022270 + Penalty 6609.818735 = -118225488.203535 nChanged 30 SP:Iteration 332Q (2036.770000 sec): 3 clusters Score: Raw -118232099.067531 + Penalty 6609.818735 = -118225489.248796 nChanged 27 SP:Iteration 333Q (2039.610000 sec): 3 clusters Score: Raw -118232099.778233 + Penalty 6609.818735 = -118225489.959498 nChanged 19 SP:Iteration 334Q (2042.430000 sec): 3 clusters Score: Raw -118232100.308137 + Penalty 6609.818735 = -118225490.489402 nChanged 20 SP:Iteration 335Q (2045.320000 sec): 3 clusters Score: Raw -118232100.928348 + Penalty 6609.818735 = -118225491.109613 nChanged 31 SP:Iteration 336Q (2048.170000 sec): 3 clusters Score: Raw -118232101.897550 + Penalty 6609.818735 = -118225492.078815 nChanged 30 SP:Iteration 337Q (2051.220000 sec): 3 clusters Score: Raw -118232102.818486 + Penalty 6609.818735 = -118225492.999751 nChanged 28 SP:Iteration 338Q (2054.060000 sec): 3 clusters Score: Raw -118232103.656212 + Penalty 6609.818735 = -118225493.837477 nChanged 30 SP:Iteration 339Q (2057.250000 sec): 3 clusters Score: Raw -118232104.394232 + Penalty 6609.818735 = -118225494.575497 nChanged 27 SP:Iteration 340F (2060.710000 sec): 3 clusters Score: Raw -118232105.124296 + Penalty 6609.818735 = -118225495.305561 nChanged 22 SP:Iteration 341Q (2063.640000 sec): 3 clusters Score: Raw -118232105.745824 + Penalty 6609.818735 = -118225495.927089 nChanged 24 SP:Iteration 342Q (2066.420000 sec): 3 clusters Score: Raw -118232106.499558 + Penalty 6609.818735 = -118225496.680823 nChanged 27 SP:Iteration 343Q (2069.140000 sec): 3 clusters Score: Raw -118232107.333805 + Penalty 6609.818735 = -118225497.515070 nChanged 23 SP:Iteration 344Q (2071.890000 sec): 3 clusters Score: Raw -118232108.036175 + Penalty 6609.818735 = -118225498.217440 nChanged 22 SP:Iteration 345Q (2074.840000 sec): 3 clusters Score: Raw -118232108.685101 + Penalty 6609.818735 = -118225498.866366 nChanged 31 SP:Iteration 346Q (2077.650000 sec): 3 clusters Score: Raw -118232109.596213 + Penalty 6609.818735 = -118225499.777478 nChanged 28 SP:Iteration 347Q (2080.470000 sec): 3 clusters Score: Raw -118232110.428689 + Penalty 6609.818735 = -118225500.609954 nChanged 28 SP:Iteration 348Q (2083.430000 sec): 3 clusters Score: Raw -118232111.296226 + Penalty 6609.818735 = -118225501.477491 nChanged 21 SP:Iteration 349Q (2086.210000 sec): 3 clusters Score: Raw -118232111.897445 + Penalty 6609.818735 = -118225502.078710 nChanged 16 SP:Iteration 350Q (2088.930000 sec): 3 clusters Score: Raw -118232112.425481 + Penalty 6609.818735 = -118225502.606745 nChanged 24 SP:Iteration 351Q (2091.660000 sec): 3 clusters Score: Raw -118232113.256005 + Penalty 6609.818735 = -118225503.437270 nChanged 27 SP:Iteration 352Q (2094.320000 sec): 3 clusters Score: Raw -118232114.042124 + Penalty 6609.818735 = -118225504.223389 nChanged 25 SP:Iteration 353Q (2097.270000 sec): 3 clusters Score: Raw -118232114.712665 + Penalty 6609.818735 = -118225504.893930 nChanged 25 SP:Iteration 354Q (2099.970000 sec): 3 clusters Score: Raw -118232115.402232 + Penalty 6609.818735 = -118225505.583497 nChanged 21 SP:Iteration 355Q (2102.550000 sec): 3 clusters Score: Raw -118232116.034323 + Penalty 6609.818735 = -118225506.215588 nChanged 21 SP:Iteration 356Q (2105.520000 sec): 3 clusters Score: Raw -118232116.675163 + Penalty 6609.818735 = -118225506.856428 nChanged 19 SP:Iteration 357Q (2108.190000 sec): 3 clusters Score: Raw -118232117.241212 + Penalty 6609.818735 = -118225507.422477 nChanged 15 SP:Iteration 358Q (2110.930000 sec): 3 clusters Score: Raw -118232117.677124 + Penalty 6609.818735 = -118225507.858389 nChanged 12 SP:Iteration 359Q (2113.740000 sec): 3 clusters Score: Raw -118232118.048912 + Penalty 6609.818735 = -118225508.230177 nChanged 15 SP:Iteration 360F (2117.020000 sec): 3 clusters Score: Raw -118232118.492249 + Penalty 6609.818735 = -118225508.673514 nChanged 17 SP:Iteration 361Q (2119.720000 sec): 3 clusters Score: Raw -118232118.958789 + Penalty 6609.818735 = -118225509.140054 nChanged 18 SP:Iteration 362Q (2122.220000 sec): 3 clusters Score: Raw -118232119.483793 + Penalty 6609.818735 = -118225509.665058 nChanged 22 SP:Iteration 363Q (2125.120000 sec): 3 clusters Score: Raw -118232120.105946 + Penalty 6609.818735 = -118225510.287210 nChanged 21 SP:Iteration 364Q (2128.040000 sec): 3 clusters Score: Raw -118232120.851402 + Penalty 6609.818735 = -118225511.032666 nChanged 28 SP:Iteration 365Q (2130.790000 sec): 3 clusters Score: Raw -118232121.831086 + Penalty 6609.818735 = -118225512.012350 nChanged 29 SP:Iteration 366Q (2133.690000 sec): 3 clusters Score: Raw -118232122.805415 + Penalty 6609.818735 = -118225512.986680 nChanged 24 SP:Iteration 367Q (2136.570000 sec): 3 clusters Score: Raw -118232123.476802 + Penalty 6609.818735 = -118225513.658067 nChanged 29 SP:Iteration 368Q (2139.180000 sec): 3 clusters Score: Raw -118232124.394534 + Penalty 6609.818735 = -118225514.575799 nChanged 29 SP:Iteration 369Q (2141.920000 sec): 3 clusters Score: Raw -118232125.433259 + Penalty 6609.818735 = -118225515.614523 nChanged 40 SP:Iteration 370Q (2144.560000 sec): 3 clusters Score: Raw -118232127.291040 + Penalty 6609.818735 = -118225517.472305 nChanged 45 SP:Iteration 371Q (2147.250000 sec): 3 clusters Score: Raw -118232129.321786 + Penalty 6609.818735 = -118225519.503051 nChanged 43 SP:Iteration 372Q (2149.950000 sec): 3 clusters Score: Raw -118232131.222578 + Penalty 6609.818735 = -118225521.403843 nChanged 49 SP:Iteration 373Q (2152.860000 sec): 3 clusters Score: Raw -118232133.064239 + Penalty 6609.818735 = -118225523.245504 nChanged 58 SP:Iteration 374Q (2155.600000 sec): 3 clusters Score: Raw -118232135.477228 + Penalty 6609.818735 = -118225525.658493 nChanged 59 SP:Iteration 375Q (2158.460000 sec): 3 clusters Score: Raw -118232137.643502 + Penalty 6609.818735 = -118225527.824767 nChanged 57 SP:Iteration 376Q (2161.420000 sec): 3 clusters Score: Raw -118232139.914607 + Penalty 6609.818735 = -118225530.095871 nChanged 41 SP:Iteration 377Q (2164.200000 sec): 3 clusters Score: Raw -118232141.385739 + Penalty 6609.818735 = -118225531.567004 nChanged 42 SP:Iteration 378Q (2166.750000 sec): 3 clusters Score: Raw -118232142.769909 + Penalty 6609.818735 = -118225532.951174 nChanged 37 SP:Iteration 379Q (2169.440000 sec): 3 clusters Score: Raw -118232143.941704 + Penalty 6609.818735 = -118225534.122969 nChanged 32 SP:Iteration 380F (2172.780000 sec): 3 clusters Score: Raw -118232145.000341 + Penalty 6609.818735 = -118225535.181606 nChanged 32 SP:Iteration 381Q (2175.490000 sec): 3 clusters Score: Raw -118232146.037682 + Penalty 6609.818735 = -118225536.218947 nChanged 34 SP:Iteration 382Q (2178.570000 sec): 3 clusters Score: Raw -118232147.260587 + Penalty 6609.818735 = -118225537.441852 nChanged 47 SP:Iteration 383Q (2181.490000 sec): 3 clusters Score: Raw -118232149.001254 + Penalty 6609.818735 = -118225539.182519 nChanged 44 SP:Iteration 384Q (2184.260000 sec): 3 clusters Score: Raw -118232150.670915 + Penalty 6609.818735 = -118225540.852180 nChanged 45 SP:Iteration 385Q (2187.030000 sec): 3 clusters Score: Raw -118232152.571875 + Penalty 6609.818735 = -118225542.753140 nChanged 45 SP:Iteration 386Q (2190.070000 sec): 3 clusters Score: Raw -118232154.382263 + Penalty 6609.818735 = -118225544.563528 nChanged 36 SP:Iteration 387Q (2192.760000 sec): 3 clusters Score: Raw -118232155.907285 + Penalty 6609.818735 = -118225546.088550 nChanged 43 SP:Iteration 388Q (2195.570000 sec): 3 clusters Score: Raw -118232157.943472 + Penalty 6609.818735 = -118225548.124737 nChanged 54 SP:Iteration 389Q (2198.040000 sec): 3 clusters Score: Raw -118232160.452509 + Penalty 6609.818735 = -118225550.633774 nChanged 53 SP:Iteration 390Q (2200.840000 sec): 3 clusters Score: Raw -118232162.532484 + Penalty 6609.818735 = -118225552.713749 nChanged 43 SP:Iteration 391Q (2203.780000 sec): 3 clusters Score: Raw -118232163.958469 + Penalty 6609.818735 = -118225554.139734 nChanged 40 SP:Iteration 392Q (2206.720000 sec): 3 clusters Score: Raw -118232165.578211 + Penalty 6609.818735 = -118225555.759476 nChanged 41 SP:Iteration 393Q (2210.100000 sec): 3 clusters Score: Raw -118232167.318414 + Penalty 6609.818735 = -118225557.499679 nChanged 52 SP:Iteration 394Q (2212.910000 sec): 3 clusters Score: Raw -118232169.720955 + Penalty 6609.818735 = -118225559.902220 nChanged 59 SP:Iteration 395Q (2215.980000 sec): 3 clusters Score: Raw -118232172.075079 + Penalty 6609.818735 = -118225562.256344 nChanged 55 SP:Iteration 396Q (2218.700000 sec): 3 clusters Score: Raw -118232174.501277 + Penalty 6609.818735 = -118225564.682542 nChanged 43 SP:Iteration 397Q (2221.330000 sec): 3 clusters Score: Raw -118232176.283709 + Penalty 6609.818735 = -118225566.464974 nChanged 49 SP:Iteration 398Q (2224.200000 sec): 3 clusters Score: Raw -118232177.891134 + Penalty 6609.818735 = -118225568.072399 nChanged 33 SP:Iteration 399Q (2227.230000 sec): 3 clusters Score: Raw -118232178.858911 + Penalty 6609.818735 = -118225569.040176 nChanged 19 SP:Iteration 400F (2230.400000 sec): 3 clusters Score: Raw -118232179.502086 + Penalty 6609.818735 = -118225569.683351 nChanged 26 SP:Iteration 401Q (2233.130000 sec): 3 clusters Score: Raw -118232180.349193 + Penalty 6609.818735 = -118225570.530458 nChanged 30 SP:Iteration 402Q (2235.940000 sec): 3 clusters Score: Raw -118232181.319338 + Penalty 6609.818735 = -118225571.500603 nChanged 27 SP:Iteration 403Q (2238.700000 sec): 3 clusters Score: Raw -118232182.223949 + Penalty 6609.818735 = -118225572.405214 nChanged 22 SP:Iteration 404Q (2241.480000 sec): 3 clusters Score: Raw -118232182.975730 + Penalty 6609.818735 = -118225573.156995 nChanged 19 SP:Iteration 405Q (2244.250000 sec): 3 clusters Score: Raw -118232183.578176 + Penalty 6609.818735 = -118225573.759441 nChanged 15 SP:Iteration 406Q (2247.130000 sec): 3 clusters Score: Raw -118232184.101088 + Penalty 6609.818735 = -118225574.282353 nChanged 15 SP:Iteration 407Q (2250.040000 sec): 3 clusters Score: Raw -118232184.561179 + Penalty 6609.818735 = -118225574.742444 nChanged 12 SP:Iteration 408Q (2253.000000 sec): 3 clusters Score: Raw -118232184.818609 + Penalty 6609.818735 = -118225574.999873 nChanged 8 SP:Iteration 409Q (2255.840000 sec): 3 clusters Score: Raw -118232185.044405 + Penalty 6609.818735 = -118225575.225670 nChanged 14 SP:Iteration 410Q (2258.710000 sec): 3 clusters Score: Raw -118232185.437281 + Penalty 6609.818735 = -118225575.618546 nChanged 11 SP:Iteration 411Q (2261.660000 sec): 3 clusters Score: Raw -118232185.758071 + Penalty 6609.818735 = -118225575.939336 nChanged 12 SP:Iteration 412Q (2264.480000 sec): 3 clusters Score: Raw -118232186.216612 + Penalty 6609.818735 = -118225576.397877 nChanged 25 SP:Iteration 413Q (2267.670000 sec): 3 clusters Score: Raw -118232187.167765 + Penalty 6609.818735 = -118225577.349030 nChanged 22 SP:Iteration 414Q (2270.490000 sec): 3 clusters Score: Raw -118232187.965027 + Penalty 6609.818735 = -118225578.146292 nChanged 16 SP:Iteration 415Q (2273.140000 sec): 3 clusters Score: Raw -118232188.416796 + Penalty 6609.818735 = -118225578.598061 nChanged 16 SP:Iteration 416Q (2275.880000 sec): 3 clusters Score: Raw -118232189.048893 + Penalty 6609.818735 = -118225579.230158 nChanged 21 SP:Iteration 417Q (2278.600000 sec): 3 clusters Score: Raw -118232189.952725 + Penalty 6609.818735 = -118225580.133989 nChanged 19 SP:Iteration 418Q (2281.020000 sec): 3 clusters Score: Raw -118232190.655817 + Penalty 6609.818735 = -118225580.837082 nChanged 26 SP:Iteration 419Q (2284.020000 sec): 3 clusters Score: Raw -118232191.464022 + Penalty 6609.818735 = -118225581.645287 nChanged 23 SP:Iteration 420F (2287.490000 sec): 3 clusters Score: Raw -118232192.105459 + Penalty 6609.818735 = -118225582.286723 nChanged 18 SP:Iteration 421Q (2290.250000 sec): 3 clusters Score: Raw -118232192.644005 + Penalty 6609.818735 = -118225582.825270 nChanged 15 SP:Iteration 422Q (2293.080000 sec): 3 clusters Score: Raw -118232193.111877 + Penalty 6609.818735 = -118225583.293141 nChanged 14 SP:Iteration 423Q (2295.830000 sec): 3 clusters Score: Raw -118232193.546988 + Penalty 6609.818735 = -118225583.728253 nChanged 16 SP:Iteration 424Q (2298.820000 sec): 3 clusters Score: Raw -118232194.102866 + Penalty 6609.818735 = -118225584.284131 nChanged 17 SP:Iteration 425Q (2301.540000 sec): 3 clusters Score: Raw -118232194.550969 + Penalty 6609.818735 = -118225584.732234 nChanged 11 SP:Iteration 426Q (2304.830000 sec): 3 clusters Score: Raw -118232194.808369 + Penalty 6609.818735 = -118225584.989634 nChanged 11 SP:Iteration 427Q (2308.040000 sec): 3 clusters Score: Raw -118232195.091656 + Penalty 6609.818735 = -118225585.272921 nChanged 8 SP:Iteration 428Q (2310.850000 sec): 3 clusters Score: Raw -118232195.338585 + Penalty 6609.818735 = -118225585.519849 nChanged 15 SP:Iteration 429Q (2313.730000 sec): 3 clusters Score: Raw -118232195.787430 + Penalty 6609.818735 = -118225585.968695 nChanged 20 SP:Iteration 430Q (2316.450000 sec): 3 clusters Score: Raw -118232196.502056 + Penalty 6609.818735 = -118225586.683321 nChanged 13 SP:Iteration 431Q (2319.250000 sec): 3 clusters Score: Raw -118232196.963256 + Penalty 6609.818735 = -118225587.144521 nChanged 24 SP:Iteration 432Q (2322.140000 sec): 3 clusters Score: Raw -118232197.818479 + Penalty 6609.818735 = -118225587.999743 nChanged 14 SP:Iteration 433Q (2325.280000 sec): 3 clusters Score: Raw -118232198.280990 + Penalty 6609.818735 = -118225588.462255 nChanged 15 SP:Iteration 434Q (2328.200000 sec): 3 clusters Score: Raw -118232198.736307 + Penalty 6609.818735 = -118225588.917572 nChanged 14 SP:Iteration 435Q (2331.170000 sec): 3 clusters Score: Raw -118232199.185913 + Penalty 6609.818735 = -118225589.367178 nChanged 13 SP:Iteration 436Q (2333.940000 sec): 3 clusters Score: Raw -118232199.591317 + Penalty 6609.818735 = -118225589.772582 nChanged 8 SP:Iteration 437Q (2336.870000 sec): 3 clusters Score: Raw -118232199.810216 + Penalty 6609.818735 = -118225589.991481 nChanged 9 SP:Iteration 438Q (2339.690000 sec): 3 clusters Score: Raw -118232200.149225 + Penalty 6609.818735 = -118225590.330490 nChanged 14 SP:Iteration 439Q (2342.300000 sec): 3 clusters Score: Raw -118232200.684859 + Penalty 6609.818735 = -118225590.866124 nChanged 18 SP:Iteration 440F (2346.360000 sec): 3 clusters Score: Raw -118232201.309338 + Penalty 6609.818735 = -118225591.490603 nChanged 13 SP:Iteration 441Q (2349.240000 sec): 3 clusters Score: Raw -118232201.811000 + Penalty 6609.818735 = -118225591.992265 nChanged 14 SP:Iteration 442Q (2351.960000 sec): 3 clusters Score: Raw -118232202.320685 + Penalty 6609.818735 = -118225592.501950 nChanged 16 SP:Iteration 443Q (2354.640000 sec): 3 clusters Score: Raw -118232202.866712 + Penalty 6609.818735 = -118225593.047977 nChanged 22 SP:Iteration 444Q (2357.450000 sec): 3 clusters Score: Raw -118232203.607207 + Penalty 6609.818735 = -118225593.788472 nChanged 17 SP:Iteration 445Q (2360.350000 sec): 3 clusters Score: Raw -118232204.173274 + Penalty 6609.818735 = -118225594.354538 nChanged 19 SP:Iteration 446Q (2362.810000 sec): 3 clusters Score: Raw -118232205.113895 + Penalty 6609.818735 = -118225595.295160 nChanged 25 SP:Iteration 447Q (2365.310000 sec): 3 clusters Score: Raw -118232206.183381 + Penalty 6609.818735 = -118225596.364646 nChanged 17 SP:Iteration 448Q (2368.070000 sec): 3 clusters Score: Raw -118232206.846950 + Penalty 6609.818735 = -118225597.028214 nChanged 20 SP:Iteration 449Q (2370.830000 sec): 3 clusters Score: Raw -118232207.806960 + Penalty 6609.818735 = -118225597.988225 nChanged 26 SP:Iteration 450Q (2373.420000 sec): 3 clusters Score: Raw -118232208.866194 + Penalty 6609.818735 = -118225599.047458 nChanged 32 SP:Iteration 451Q (2376.360000 sec): 3 clusters Score: Raw -118232210.052283 + Penalty 6609.818735 = -118225600.233548 nChanged 27 SP:Iteration 452Q (2379.350000 sec): 3 clusters Score: Raw -118232210.991635 + Penalty 6609.818735 = -118225601.172900 nChanged 21 SP:Iteration 453Q (2382.040000 sec): 3 clusters Score: Raw -118232211.945029 + Penalty 6609.818735 = -118225602.126294 nChanged 28 SP:Iteration 454Q (2384.950000 sec): 3 clusters Score: Raw -118232212.951534 + Penalty 6609.818735 = -118225603.132799 nChanged 26 SP:Iteration 455Q (2388.020000 sec): 3 clusters Score: Raw -118232213.881417 + Penalty 6609.818735 = -118225604.062682 nChanged 18 SP:Iteration 456Q (2390.470000 sec): 3 clusters Score: Raw -118232214.471373 + Penalty 6609.818735 = -118225604.652637 nChanged 18 SP:Iteration 457Q (2393.160000 sec): 3 clusters Score: Raw -118232215.054133 + Penalty 6609.818735 = -118225605.235398 nChanged 23 SP:Iteration 458Q (2395.970000 sec): 3 clusters Score: Raw -118232215.797975 + Penalty 6609.818735 = -118225605.979240 nChanged 14 SP:Iteration 459Q (2398.710000 sec): 3 clusters Score: Raw -118232216.301358 + Penalty 6609.818735 = -118225606.482623 nChanged 16 SP:Iteration 460F (2401.820000 sec): 3 clusters Score: Raw -118232216.965653 + Penalty 6609.818735 = -118225607.146918 nChanged 17 SP:Iteration 461Q (2404.470000 sec): 3 clusters Score: Raw -118232217.686303 + Penalty 6609.818735 = -118225607.867568 nChanged 17 SP:Iteration 462Q (2407.210000 sec): 3 clusters Score: Raw -118232218.183250 + Penalty 6609.818735 = -118225608.364515 nChanged 16 SP:Iteration 463Q (2410.040000 sec): 3 clusters Score: Raw -118232218.678251 + Penalty 6609.818735 = -118225608.859516 nChanged 10 SP:Iteration 464Q (2412.930000 sec): 3 clusters Score: Raw -118232218.902074 + Penalty 6609.818735 = -118225609.083339 nChanged 5 SP:Iteration 465Q (2415.860000 sec): 3 clusters Score: Raw -118232219.058807 + Penalty 6609.818735 = -118225609.240072 nChanged 5 SP:Iteration 466Q (2418.860000 sec): 3 clusters Score: Raw -118232219.209581 + Penalty 6609.818735 = -118225609.390846 nChanged 4 SP:Iteration 467Q (2421.770000 sec): 3 clusters Score: Raw -118232219.324364 + Penalty 6609.818735 = -118225609.505629 nChanged 5 SP:Iteration 468Q (2424.590000 sec): 3 clusters Score: Raw -118232219.439397 + Penalty 6609.818735 = -118225609.620662 nChanged 6 SP:Iteration 469Q (2427.320000 sec): 3 clusters Score: Raw -118232219.577094 + Penalty 6609.818735 = -118225609.758359 nChanged 0 SP:Iteration 470F (2430.560000 sec): 3 clusters Score: Raw -118232219.577094 + Penalty 6609.818735 = -118225609.758359 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (23441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.100000 sec): 2 clusters Score: Raw -4162423.116151 + Penalty 2495.435992 = -4159927.680159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.420000 sec): 3 clusters Score: Raw -4148610.386896 + Penalty 4990.871985 = -4143619.514911 nChanged 10398 SP:Iteration 1F (2431.750000 sec): 3 clusters Score: Raw -4155155.955251 + Penalty 4990.871985 = -4150165.083266 nChanged 1981 SP:Iteration 2F (2432.100000 sec): 3 clusters Score: Raw -4156856.590351 + Penalty 4990.871985 = -4151865.718366 nChanged 2003 SP:Iteration 3F (2432.380000 sec): 3 clusters Score: Raw -4159216.551931 + Penalty 4990.871985 = -4154225.679946 nChanged 2139 SP:Iteration 4F (2432.740000 sec): 3 clusters Score: Raw -4162464.216581 + Penalty 4990.871985 = -4157473.344596 nChanged 2351 SP:Iteration 5F (2433.040000 sec): 3 clusters Score: Raw -4166976.830900 + Penalty 4990.871985 = -4161985.958915 nChanged 2419 SP:Iteration 6F (2433.330000 sec): 3 clusters Score: Raw -4171996.945704 + Penalty 4990.871985 = -4167006.073719 nChanged 2182 SP:Iteration 7F (2433.650000 sec): 3 clusters Score: Raw -4175883.060515 + Penalty 4990.871985 = -4170892.188530 nChanged 1365 SP:Iteration 8F (2433.970000 sec): 3 clusters Score: Raw -4178055.772139 + Penalty 4990.871985 = -4173064.900154 nChanged 737 SP:Iteration 9Q (2434.260000 sec): 3 clusters Score: Raw -4178910.896378 + Penalty 4990.871985 = -4173920.024393 nChanged 477 SP:Iteration 10Q (2434.520000 sec): 3 clusters Score: Raw -4179359.232772 + Penalty 4990.871985 = -4174368.360787 nChanged 381 SP:Iteration 11Q (2434.790000 sec): 3 clusters Score: Raw -4179693.409499 + Penalty 4990.871985 = -4174702.537514 nChanged 343 SP:Iteration 12Q (2435.080000 sec): 3 clusters Score: Raw -4180041.881963 + Penalty 4990.871985 = -4175051.009978 nChanged 371 SP:Iteration 13Q (2435.400000 sec): 3 clusters Score: Raw -4180491.768360 + Penalty 4990.871985 = -4175500.896375 nChanged 371 SP:Iteration 14Q (2435.700000 sec): 3 clusters Score: Raw -4180924.479620 + Penalty 4990.871985 = -4175933.607635 nChanged 314 SP:Iteration 15Q (2435.980000 sec): 3 clusters Score: Raw -4181194.903234 + Penalty 4990.871985 = -4176204.031249 nChanged 190 SP:Iteration 16Q (2436.280000 sec): 3 clusters Score: Raw -4181307.413295 + Penalty 4990.871985 = -4176316.541310 nChanged 123 SP:Iteration 17Q (2436.580000 sec): 3 clusters Score: Raw -4181356.070779 + Penalty 4990.871985 = -4176365.198795 nChanged 75 SP:Iteration 18Q (2436.920000 sec): 3 clusters Score: Raw -4181378.285444 + Penalty 4990.871985 = -4176387.413459 nChanged 44 SP:Iteration 19Q (2437.210000 sec): 3 clusters Score: Raw -4181388.806564 + Penalty 4990.871985 = -4176397.934579 nChanged 33 SP:Iteration 20F (2437.500000 sec): 3 clusters Score: Raw -4181396.224102 + Penalty 4990.871985 = -4176405.352117 nChanged 24 SP:Iteration 21Q (2437.820000 sec): 3 clusters Score: Raw -4181401.128856 + Penalty 4990.871985 = -4176410.256872 nChanged 18 SP:Iteration 22Q (2438.110000 sec): 3 clusters Score: Raw -4181404.033100 + Penalty 4990.871985 = -4176413.161116 nChanged 14 SP:Iteration 23Q (2438.370000 sec): 3 clusters Score: Raw -4181405.906994 + Penalty 4990.871985 = -4176415.035009 nChanged 14 SP:Iteration 24Q (2438.640000 sec): 3 clusters Score: Raw -4181408.034393 + Penalty 4990.871985 = -4176417.162408 nChanged 9 SP:Iteration 25Q (2438.970000 sec): 3 clusters Score: Raw -4181408.816775 + Penalty 4990.871985 = -4176417.944790 nChanged 4 SP:Iteration 26Q (2439.240000 sec): 3 clusters Score: Raw -4181409.227294 + Penalty 4990.871985 = -4176418.355309 nChanged 3 SP:Iteration 27Q (2439.530000 sec): 3 clusters Score: Raw -4181409.481952 + Penalty 4990.871985 = -4176418.609967 nChanged 1 SP:Iteration 28Q (2439.810000 sec): 3 clusters Score: Raw -4181409.572772 + Penalty 4990.871985 = -4176418.700787 nChanged 0 SP:Iteration 29F (2440.070000 sec): 3 clusters Score: Raw -4181409.572772 + Penalty 4990.871985 = -4176418.700787 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 10. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2440.230000 sec): 2 clusters Score: Raw -143102.133318 + Penalty 1725.459348 = -141376.673970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2440.410000 sec): 3 clusters Score: Raw -143238.171056 + Penalty 3450.918696 = -139787.252360 nChanged 376 SP:Iteration 1F (2440.640000 sec): 3 clusters Score: Raw -144332.738335 + Penalty 3450.918696 = -140881.819639 nChanged 122 SP:Iteration 2F (2440.830000 sec): 3 clusters Score: Raw -144893.185499 + Penalty 3450.918696 = -141442.266803 nChanged 95 SP:Iteration 3F (2441.000000 sec): 3 clusters Score: Raw -145415.229934 + Penalty 3450.918696 = -141964.311238 nChanged 76 SP:Iteration 4F (2441.220000 sec): 3 clusters Score: Raw -146032.392662 + Penalty 3450.918696 = -142581.473967 nChanged 75 SP:Iteration 5F (2441.420000 sec): 3 clusters Score: Raw -146862.122212 + Penalty 3450.918696 = -143411.203516 nChanged 51 SP:Iteration 6Q (2441.570000 sec): 3 clusters Score: Raw -147437.359074 + Penalty 3450.918696 = -143986.440378 nChanged 33 SP:Iteration 7Q (2441.740000 sec): 3 clusters Score: Raw -147546.464878 + Penalty 3450.918696 = -144095.546182 nChanged 17 SP:Iteration 8Q (2441.940000 sec): 3 clusters Score: Raw -147591.654285 + Penalty 3450.918696 = -144140.735589 nChanged 12 SP:Iteration 9Q (2442.160000 sec): 3 clusters Score: Raw -147621.161119 + Penalty 3450.918696 = -144170.242423 nChanged 9 SP:Iteration 10Q (2442.320000 sec): 3 clusters Score: Raw -147635.159169 + Penalty 3450.918696 = -144184.240473 nChanged 1 SP:Iteration 11Q (2442.540000 sec): 3 clusters Score: Raw -147635.760411 + Penalty 3450.918696 = -144184.841715 nChanged 0 SP:Iteration 12F (2442.720000 sec): 3 clusters Score: Raw -147635.760411 + Penalty 3450.918696 = -144184.841715 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 20. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (785849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2447.940000 sec): 2 clusters Score: Raw -143863762.822116 + Penalty 3366.480945 = -143860396.341171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2452.310000 sec): 3 clusters Score: Raw -143334887.088833 + Penalty 6732.961891 = -143328154.126943 nChanged 384814 SP:Iteration 1F (2456.350000 sec): 3 clusters Score: Raw -143576698.868486 + Penalty 6732.961891 = -143569965.906596 nChanged 30884 SP:Iteration 2Q (2460.970000 sec): 3 clusters Score: Raw -143590968.956818 + Penalty 6732.961891 = -143584235.994927 nChanged 41101 SP:Iteration 3F (2465.050000 sec): 3 clusters Score: Raw -143614526.197348 + Penalty 6732.961891 = -143607793.235457 nChanged 51496 SP:Iteration 4F (2469.240000 sec): 3 clusters Score: Raw -143648593.207256 + Penalty 6732.961891 = -143641860.245365 nChanged 58053 SP:Iteration 5F (2473.660000 sec): 3 clusters Score: Raw -143689394.291561 + Penalty 6732.961891 = -143682661.329670 nChanged 57058 SP:Iteration 6F (2477.940000 sec): 3 clusters Score: Raw -143727589.771784 + Penalty 6732.961891 = -143720856.809893 nChanged 49084 SP:Iteration 7F (2482.260000 sec): 3 clusters Score: Raw -143756792.838288 + Penalty 6732.961891 = -143750059.876398 nChanged 38238 SP:Iteration 8Q (2486.600000 sec): 3 clusters Score: Raw -143777066.059269 + Penalty 6732.961891 = -143770333.097378 nChanged 29533 SP:Iteration 9Q (2491.050000 sec): 3 clusters Score: Raw -143791222.723763 + Penalty 6732.961891 = -143784489.761873 nChanged 23461 SP:Iteration 10Q (2496.420000 sec): 3 clusters Score: Raw -143801237.463147 + Penalty 6732.961891 = -143794504.501256 nChanged 18790 SP:Iteration 11Q (2500.800000 sec): 3 clusters Score: Raw -143808195.365080 + Penalty 6732.961891 = -143801462.403189 nChanged 15259 SP:Iteration 12Q (2504.980000 sec): 3 clusters Score: Raw -143812949.121109 + Penalty 6732.961891 = -143806216.159218 nChanged 12248 SP:Iteration 13Q (2509.170000 sec): 3 clusters Score: Raw -143816062.244498 + Penalty 6732.961891 = -143809329.282607 nChanged 9797 SP:Iteration 14Q (2513.450000 sec): 3 clusters Score: Raw -143818125.385612 + Penalty 6732.961891 = -143811392.423721 nChanged 8292 SP:Iteration 15Q (2518.050000 sec): 3 clusters Score: Raw -143819640.827127 + Penalty 6732.961891 = -143812907.865237 nChanged 7404 SP:Iteration 16Q (2522.130000 sec): 3 clusters Score: Raw -143820817.869649 + Penalty 6732.961891 = -143814084.907758 nChanged 6922 SP:Iteration 17Q (2526.820000 sec): 3 clusters Score: Raw -143821816.634103 + Penalty 6732.961891 = -143815083.672213 nChanged 6875 SP:Iteration 18Q (2531.260000 sec): 3 clusters Score: Raw -143822748.199859 + Penalty 6732.961891 = -143816015.237968 nChanged 6652 SP:Iteration 19Q (2535.610000 sec): 3 clusters Score: Raw -143823631.084253 + Penalty 6732.961891 = -143816898.122362 nChanged 6763 SP:Iteration 20F (2539.890000 sec): 3 clusters Score: Raw -143824538.883400 + Penalty 6732.961891 = -143817805.921509 nChanged 6663 SP:Iteration 21Q (2544.530000 sec): 3 clusters Score: Raw -143825437.642420 + Penalty 6732.961891 = -143818704.680530 nChanged 6604 SP:Iteration 22Q (2548.480000 sec): 3 clusters Score: Raw -143826350.450959 + Penalty 6732.961891 = -143819617.489068 nChanged 6774 SP:Iteration 23Q (2552.690000 sec): 3 clusters Score: Raw -143827343.343757 + Penalty 6732.961891 = -143820610.381866 nChanged 7011 SP:Iteration 24Q (2557.080000 sec): 3 clusters Score: Raw -143828434.436537 + Penalty 6732.961891 = -143821701.474646 nChanged 7244 SP:Iteration 25Q (2561.320000 sec): 3 clusters Score: Raw -143829637.347124 + Penalty 6732.961891 = -143822904.385233 nChanged 7518 SP:Iteration 26Q (2565.530000 sec): 3 clusters Score: Raw -143830979.206005 + Penalty 6732.961891 = -143824246.244114 nChanged 7968 SP:Iteration 27Q (2569.590000 sec): 3 clusters Score: Raw -143832522.230837 + Penalty 6732.961891 = -143825789.268946 nChanged 8384 SP:Iteration 28Q (2574.060000 sec): 3 clusters Score: Raw -143834241.490719 + Penalty 6732.961891 = -143827508.528828 nChanged 8861 SP:Iteration 29Q (2578.890000 sec): 3 clusters Score: Raw -143836129.029996 + Penalty 6732.961891 = -143829396.068105 nChanged 9239 SP:Iteration 30Q (2583.020000 sec): 3 clusters Score: Raw -143838111.419740 + Penalty 6732.961891 = -143831378.457850 nChanged 9480 SP:Iteration 31Q (2587.260000 sec): 3 clusters Score: Raw -143840111.791759 + Penalty 6732.961891 = -143833378.829868 nChanged 9443 SP:Iteration 32Q (2591.430000 sec): 3 clusters Score: Raw -143842075.119795 + Penalty 6732.961891 = -143835342.157904 nChanged 9400 SP:Iteration 33Q (2595.550000 sec): 3 clusters Score: Raw -143843966.732807 + Penalty 6732.961891 = -143837233.770917 nChanged 9241 SP:Iteration 34Q (2600.030000 sec): 3 clusters Score: Raw -143845807.872734 + Penalty 6732.961891 = -143839074.910843 nChanged 8936 SP:Iteration 35Q (2603.820000 sec): 3 clusters Score: Raw -143847543.248731 + Penalty 6732.961891 = -143840810.286841 nChanged 8886 SP:Iteration 36Q (2607.720000 sec): 3 clusters Score: Raw -143849231.532870 + Penalty 6732.961891 = -143842498.570980 nChanged 8679 SP:Iteration 37Q (2611.690000 sec): 3 clusters Score: Raw -143850865.460788 + Penalty 6732.961891 = -143844132.498897 nChanged 8446 SP:Iteration 38Q (2615.610000 sec): 3 clusters Score: Raw -143852422.287514 + Penalty 6732.961891 = -143845689.325624 nChanged 8165 SP:Iteration 39Q (2619.570000 sec): 3 clusters Score: Raw -143853910.696922 + Penalty 6732.961891 = -143847177.735031 nChanged 7891 SP:Iteration 40F (2623.690000 sec): 3 clusters Score: Raw -143855335.842261 + Penalty 6732.961891 = -143848602.880370 nChanged 7651 SP:Iteration 41Q (2627.450000 sec): 3 clusters Score: Raw -143856676.075260 + Penalty 6732.961891 = -143849943.113369 nChanged 7302 SP:Iteration 42Q (2631.290000 sec): 3 clusters Score: Raw -143857932.258116 + Penalty 6732.961891 = -143851199.296225 nChanged 7076 SP:Iteration 43Q (2635.470000 sec): 3 clusters Score: Raw -143859140.429298 + Penalty 6732.961891 = -143852407.467408 nChanged 6693 SP:Iteration 44Q (2639.220000 sec): 3 clusters Score: Raw -143860252.306729 + Penalty 6732.961891 = -143853519.344839 nChanged 6313 SP:Iteration 45Q (2643.190000 sec): 3 clusters Score: Raw -143861274.827653 + Penalty 6732.961891 = -143854541.865762 nChanged 6049 SP:Iteration 46Q (2646.970000 sec): 3 clusters Score: Raw -143862233.501776 + Penalty 6732.961891 = -143855500.539885 nChanged 5656 SP:Iteration 47Q (2650.900000 sec): 3 clusters Score: Raw -143863101.584854 + Penalty 6732.961891 = -143856368.622963 nChanged 5336 SP:Iteration 48Q (2655.030000 sec): 3 clusters Score: Raw -143863911.478569 + Penalty 6732.961891 = -143857178.516678 nChanged 5070 SP:Iteration 49Q (2658.720000 sec): 3 clusters Score: Raw -143864670.678612 + Penalty 6732.961891 = -143857937.716721 nChanged 4804 SP:Iteration 50Q (2662.440000 sec): 3 clusters Score: Raw -143865363.113826 + Penalty 6732.961891 = -143858630.151935 nChanged 4379 SP:Iteration 51Q (2666.680000 sec): 3 clusters Score: Raw -143865957.585553 + Penalty 6732.961891 = -143859224.623663 nChanged 4063 SP:Iteration 52Q (2670.490000 sec): 3 clusters Score: Raw -143866489.705792 + Penalty 6732.961891 = -143859756.743902 nChanged 3882 SP:Iteration 53Q (2674.560000 sec): 3 clusters Score: Raw -143866985.121050 + Penalty 6732.961891 = -143860252.159159 nChanged 3577 SP:Iteration 54Q (2678.430000 sec): 3 clusters Score: Raw -143867417.212220 + Penalty 6732.961891 = -143860684.250329 nChanged 3326 SP:Iteration 55Q (2682.300000 sec): 3 clusters Score: Raw -143867800.982940 + Penalty 6732.961891 = -143861068.021049 nChanged 3005 SP:Iteration 56Q (2685.970000 sec): 3 clusters Score: Raw -143868131.065632 + Penalty 6732.961891 = -143861398.103741 nChanged 2827 SP:Iteration 57Q (2689.490000 sec): 3 clusters Score: Raw -143868437.218298 + Penalty 6732.961891 = -143861704.256408 nChanged 2583 SP:Iteration 58Q (2693.530000 sec): 3 clusters Score: Raw -143868703.516690 + Penalty 6732.961891 = -143861970.554799 nChanged 2414 SP:Iteration 59Q (2697.030000 sec): 3 clusters Score: Raw -143868934.461305 + Penalty 6732.961891 = -143862201.499414 nChanged 2184 SP:Iteration 60F (2701.070000 sec): 3 clusters Score: Raw -143869127.475536 + Penalty 6732.961891 = -143862394.513645 nChanged 1989 SP:Iteration 61Q (2704.670000 sec): 3 clusters Score: Raw -143869297.199000 + Penalty 6732.961891 = -143862564.237109 nChanged 1810 SP:Iteration 62Q (2708.260000 sec): 3 clusters Score: Raw -143869440.652055 + Penalty 6732.961891 = -143862707.690164 nChanged 1698 SP:Iteration 63Q (2711.910000 sec): 3 clusters Score: Raw -143869565.808681 + Penalty 6732.961891 = -143862832.846791 nChanged 1496 SP:Iteration 64Q (2716.130000 sec): 3 clusters Score: Raw -143869674.740547 + Penalty 6732.961891 = -143862941.778656 nChanged 1408 SP:Iteration 65Q (2719.780000 sec): 3 clusters Score: Raw -143869775.340316 + Penalty 6732.961891 = -143863042.378425 nChanged 1305 SP:Iteration 66Q (2723.440000 sec): 3 clusters Score: Raw -143869862.110018 + Penalty 6732.961891 = -143863129.148127 nChanged 1119 SP:Iteration 67Q (2727.030000 sec): 3 clusters Score: Raw -143869929.944948 + Penalty 6732.961891 = -143863196.983057 nChanged 1079 SP:Iteration 68Q (2730.980000 sec): 3 clusters Score: Raw -143869992.555227 + Penalty 6732.961891 = -143863259.593336 nChanged 995 SP:Iteration 69Q (2734.770000 sec): 3 clusters Score: Raw -143870046.355680 + Penalty 6732.961891 = -143863313.393789 nChanged 893 SP:Iteration 70Q (2738.770000 sec): 3 clusters Score: Raw -143870094.763424 + Penalty 6732.961891 = -143863361.801534 nChanged 891 SP:Iteration 71Q (2742.400000 sec): 3 clusters Score: Raw -143870139.860525 + Penalty 6732.961891 = -143863406.898635 nChanged 770 SP:Iteration 72Q (2746.150000 sec): 3 clusters Score: Raw -143870177.976415 + Penalty 6732.961891 = -143863445.014525 nChanged 766 SP:Iteration 73Q (2749.990000 sec): 3 clusters Score: Raw -143870215.872295 + Penalty 6732.961891 = -143863482.910404 nChanged 735 SP:Iteration 74Q (2753.680000 sec): 3 clusters Score: Raw -143870249.790027 + Penalty 6732.961891 = -143863516.828136 nChanged 660 SP:Iteration 75Q (2757.720000 sec): 3 clusters Score: Raw -143870278.954458 + Penalty 6732.961891 = -143863545.992567 nChanged 627 SP:Iteration 76Q (2761.560000 sec): 3 clusters Score: Raw -143870306.086190 + Penalty 6732.961891 = -143863573.124300 nChanged 559 SP:Iteration 77Q (2765.330000 sec): 3 clusters Score: Raw -143870328.485004 + Penalty 6732.961891 = -143863595.523114 nChanged 506 SP:Iteration 78Q (2769.050000 sec): 3 clusters Score: Raw -143870347.152245 + Penalty 6732.961891 = -143863614.190354 nChanged 447 SP:Iteration 79Q (2772.770000 sec): 3 clusters Score: Raw -143870362.406928 + Penalty 6732.961891 = -143863629.445037 nChanged 415 SP:Iteration 80F (2777.410000 sec): 3 clusters Score: Raw -143870376.513271 + Penalty 6732.961891 = -143863643.551380 nChanged 381 SP:Iteration 81Q (2781.050000 sec): 3 clusters Score: Raw -143870390.837561 + Penalty 6732.961891 = -143863657.875670 nChanged 394 SP:Iteration 82Q (2784.790000 sec): 3 clusters Score: Raw -143870405.254243 + Penalty 6732.961891 = -143863672.292352 nChanged 365 SP:Iteration 83Q (2788.260000 sec): 3 clusters Score: Raw -143870418.145914 + Penalty 6732.961891 = -143863685.184023 nChanged 370 SP:Iteration 84Q (2791.850000 sec): 3 clusters Score: Raw -143870431.105456 + Penalty 6732.961891 = -143863698.143565 nChanged 340 SP:Iteration 85Q (2795.720000 sec): 3 clusters Score: Raw -143870442.586307 + Penalty 6732.961891 = -143863709.624417 nChanged 307 SP:Iteration 86Q (2799.360000 sec): 3 clusters Score: Raw -143870451.310580 + Penalty 6732.961891 = -143863718.348689 nChanged 276 SP:Iteration 87Q (2802.970000 sec): 3 clusters Score: Raw -143870459.201409 + Penalty 6732.961891 = -143863726.239519 nChanged 238 SP:Iteration 88Q (2806.480000 sec): 3 clusters Score: Raw -143870465.132554 + Penalty 6732.961891 = -143863732.170663 nChanged 214 SP:Iteration 89Q (2810.230000 sec): 3 clusters Score: Raw -143870470.469720 + Penalty 6732.961891 = -143863737.507829 nChanged 194 SP:Iteration 90Q (2813.900000 sec): 3 clusters Score: Raw -143870475.051484 + Penalty 6732.961891 = -143863742.089593 nChanged 191 SP:Iteration 91Q (2817.800000 sec): 3 clusters Score: Raw -143870479.541444 + Penalty 6732.961891 = -143863746.579554 nChanged 176 SP:Iteration 92Q (2821.360000 sec): 3 clusters Score: Raw -143870483.681154 + Penalty 6732.961891 = -143863750.719263 nChanged 178 SP:Iteration 93Q (2825.180000 sec): 3 clusters Score: Raw -143870488.118611 + Penalty 6732.961891 = -143863755.156720 nChanged 172 SP:Iteration 94Q (2828.770000 sec): 3 clusters Score: Raw -143870492.381237 + Penalty 6732.961891 = -143863759.419346 nChanged 165 SP:Iteration 95Q (2832.690000 sec): 3 clusters Score: Raw -143870496.283097 + Penalty 6732.961891 = -143863763.321206 nChanged 159 SP:Iteration 96Q (2836.500000 sec): 3 clusters Score: Raw -143870500.025185 + Penalty 6732.961891 = -143863767.063295 nChanged 143 SP:Iteration 97Q (2840.760000 sec): 3 clusters Score: Raw -143870503.026890 + Penalty 6732.961891 = -143863770.065000 nChanged 151 SP:Iteration 98Q (2844.700000 sec): 3 clusters Score: Raw -143870506.147306 + Penalty 6732.961891 = -143863773.185415 nChanged 145 SP:Iteration 99Q (2848.410000 sec): 3 clusters Score: Raw -143870508.965049 + Penalty 6732.961891 = -143863776.003158 nChanged 111 SP:Iteration 100F (2852.710000 sec): 3 clusters Score: Raw -143870511.070740 + Penalty 6732.961891 = -143863778.108849 nChanged 117 SP:Iteration 101Q (2856.560000 sec): 3 clusters Score: Raw -143870513.559105 + Penalty 6732.961891 = -143863780.597214 nChanged 128 SP:Iteration 102Q (2860.480000 sec): 3 clusters Score: Raw -143870516.157452 + Penalty 6732.961891 = -143863783.195561 nChanged 111 SP:Iteration 103Q (2864.210000 sec): 3 clusters Score: Raw -143870518.190597 + Penalty 6732.961891 = -143863785.228707 nChanged 102 SP:Iteration 104Q (2868.090000 sec): 3 clusters Score: Raw -143870520.168545 + Penalty 6732.961891 = -143863787.206654 nChanged 112 SP:Iteration 105Q (2871.800000 sec): 3 clusters Score: Raw -143870522.191876 + Penalty 6732.961891 = -143863789.229985 nChanged 92 SP:Iteration 106Q (2875.810000 sec): 3 clusters Score: Raw -143870523.840173 + Penalty 6732.961891 = -143863790.878282 nChanged 84 SP:Iteration 107Q (2880.360000 sec): 3 clusters Score: Raw -143870525.291417 + Penalty 6732.961891 = -143863792.329527 nChanged 73 SP:Iteration 108Q (2884.210000 sec): 3 clusters Score: Raw -143870526.540610 + Penalty 6732.961891 = -143863793.578719 nChanged 68 SP:Iteration 109Q (2888.000000 sec): 3 clusters Score: Raw -143870527.640538 + Penalty 6732.961891 = -143863794.678647 nChanged 59 SP:Iteration 110Q (2891.740000 sec): 3 clusters Score: Raw -143870528.463123 + Penalty 6732.961891 = -143863795.501232 nChanged 51 SP:Iteration 111Q (2895.470000 sec): 3 clusters Score: Raw -143870529.316800 + Penalty 6732.961891 = -143863796.354909 nChanged 56 SP:Iteration 112Q (2899.930000 sec): 3 clusters Score: Raw -143870530.298560 + Penalty 6732.961891 = -143863797.336669 nChanged 53 SP:Iteration 113Q (2903.590000 sec): 3 clusters Score: Raw -143870531.194572 + Penalty 6732.961891 = -143863798.232681 nChanged 51 SP:Iteration 114Q (2907.400000 sec): 3 clusters Score: Raw -143870531.978091 + Penalty 6732.961891 = -143863799.016200 nChanged 50 SP:Iteration 115Q (2911.110000 sec): 3 clusters Score: Raw -143870532.714026 + Penalty 6732.961891 = -143863799.752135 nChanged 49 SP:Iteration 116Q (2914.920000 sec): 3 clusters Score: Raw -143870533.424285 + Penalty 6732.961891 = -143863800.462395 nChanged 47 SP:Iteration 117Q (2918.610000 sec): 3 clusters Score: Raw -143870534.092730 + Penalty 6732.961891 = -143863801.130839 nChanged 47 SP:Iteration 118Q (2922.270000 sec): 3 clusters Score: Raw -143870534.917604 + Penalty 6732.961891 = -143863801.955713 nChanged 63 SP:Iteration 119Q (2925.860000 sec): 3 clusters Score: Raw -143870535.854974 + Penalty 6732.961891 = -143863802.893084 nChanged 62 SP:Iteration 120F (2929.890000 sec): 3 clusters Score: Raw -143870536.832864 + Penalty 6732.961891 = -143863803.870973 nChanged 62 SP:Iteration 121Q (2933.330000 sec): 3 clusters Score: Raw -143870537.952903 + Penalty 6732.961891 = -143863804.991012 nChanged 67 SP:Iteration 122Q (2936.930000 sec): 3 clusters Score: Raw -143870539.052182 + Penalty 6732.961891 = -143863806.090291 nChanged 63 SP:Iteration 123Q (2940.580000 sec): 3 clusters Score: Raw -143870540.091250 + Penalty 6732.961891 = -143863807.129359 nChanged 64 SP:Iteration 124Q (2944.290000 sec): 3 clusters Score: Raw -143870540.839823 + Penalty 6732.961891 = -143863807.877933 nChanged 51 SP:Iteration 125Q (2947.990000 sec): 3 clusters Score: Raw -143870541.488555 + Penalty 6732.961891 = -143863808.526665 nChanged 45 SP:Iteration 126Q (2951.590000 sec): 3 clusters Score: Raw -143870542.064873 + Penalty 6732.961891 = -143863809.102982 nChanged 41 SP:Iteration 127Q (2954.990000 sec): 3 clusters Score: Raw -143870542.587974 + Penalty 6732.961891 = -143863809.626084 nChanged 46 SP:Iteration 128Q (2958.910000 sec): 3 clusters Score: Raw -143870543.087604 + Penalty 6732.961891 = -143863810.125714 nChanged 40 SP:Iteration 129Q (2962.750000 sec): 3 clusters Score: Raw -143870543.595966 + Penalty 6732.961891 = -143863810.634075 nChanged 39 SP:Iteration 130Q (2966.420000 sec): 3 clusters Score: Raw -143870544.149082 + Penalty 6732.961891 = -143863811.187191 nChanged 40 SP:Iteration 131Q (2969.920000 sec): 3 clusters Score: Raw -143870544.642712 + Penalty 6732.961891 = -143863811.680821 nChanged 33 SP:Iteration 132Q (2973.460000 sec): 3 clusters Score: Raw -143870545.086665 + Penalty 6732.961891 = -143863812.124774 nChanged 35 SP:Iteration 133Q (2978.100000 sec): 3 clusters Score: Raw -143870545.473829 + Penalty 6732.961891 = -143863812.511938 nChanged 37 SP:Iteration 134Q (2981.890000 sec): 3 clusters Score: Raw -143870546.094112 + Penalty 6732.961891 = -143863813.132221 nChanged 52 SP:Iteration 135Q (2985.800000 sec): 3 clusters Score: Raw -143870546.889186 + Penalty 6732.961891 = -143863813.927295 nChanged 38 SP:Iteration 136Q (2989.610000 sec): 3 clusters Score: Raw -143870547.567766 + Penalty 6732.961891 = -143863814.605875 nChanged 46 SP:Iteration 137Q (2993.560000 sec): 3 clusters Score: Raw -143870548.211465 + Penalty 6732.961891 = -143863815.249574 nChanged 41 SP:Iteration 138Q (2997.470000 sec): 3 clusters Score: Raw -143870548.822400 + Penalty 6732.961891 = -143863815.860509 nChanged 39 SP:Iteration 139Q (3001.150000 sec): 3 clusters Score: Raw -143870549.428959 + Penalty 6732.961891 = -143863816.467068 nChanged 36 SP:Iteration 140F (3005.650000 sec): 3 clusters Score: Raw -143870549.880121 + Penalty 6732.961891 = -143863816.918231 nChanged 25 SP:Iteration 141Q (3009.440000 sec): 3 clusters Score: Raw -143870550.138312 + Penalty 6732.961891 = -143863817.176422 nChanged 29 SP:Iteration 142Q (3013.090000 sec): 3 clusters Score: Raw -143870550.496115 + Penalty 6732.961891 = -143863817.534224 nChanged 22 SP:Iteration 143Q (3017.030000 sec): 3 clusters Score: Raw -143870550.717588 + Penalty 6732.961891 = -143863817.755697 nChanged 26 SP:Iteration 144Q (3021.430000 sec): 3 clusters Score: Raw -143870550.989996 + Penalty 6732.961891 = -143863818.028105 nChanged 16 SP:Iteration 145Q (3025.160000 sec): 3 clusters Score: Raw -143870551.159023 + Penalty 6732.961891 = -143863818.197132 nChanged 15 SP:Iteration 146Q (3029.120000 sec): 3 clusters Score: Raw -143870551.295774 + Penalty 6732.961891 = -143863818.333884 nChanged 11 SP:Iteration 147Q (3033.080000 sec): 3 clusters Score: Raw -143870551.465417 + Penalty 6732.961891 = -143863818.503526 nChanged 17 SP:Iteration 148Q (3036.620000 sec): 3 clusters Score: Raw -143870551.660515 + Penalty 6732.961891 = -143863818.698625 nChanged 17 SP:Iteration 149Q (3040.450000 sec): 3 clusters Score: Raw -143870551.856075 + Penalty 6732.961891 = -143863818.894184 nChanged 21 SP:Iteration 150Q (3044.050000 sec): 3 clusters Score: Raw -143870552.147030 + Penalty 6732.961891 = -143863819.185139 nChanged 22 SP:Iteration 151Q (3047.510000 sec): 3 clusters Score: Raw -143870552.375548 + Penalty 6732.961891 = -143863819.413657 nChanged 23 SP:Iteration 152Q (3050.850000 sec): 3 clusters Score: Raw -143870552.651746 + Penalty 6732.961891 = -143863819.689855 nChanged 22 SP:Iteration 153Q (3053.940000 sec): 3 clusters Score: Raw -143870552.891986 + Penalty 6732.961891 = -143863819.930095 nChanged 17 SP:Iteration 154Q (3057.390000 sec): 3 clusters Score: Raw -143870553.049846 + Penalty 6732.961891 = -143863820.087955 nChanged 6 SP:Iteration 155Q (3060.930000 sec): 3 clusters Score: Raw -143870553.122862 + Penalty 6732.961891 = -143863820.160971 nChanged 10 SP:Iteration 156Q (3064.460000 sec): 3 clusters Score: Raw -143870553.197165 + Penalty 6732.961891 = -143863820.235274 nChanged 8 SP:Iteration 157Q (3068.400000 sec): 3 clusters Score: Raw -143870553.306862 + Penalty 6732.961891 = -143863820.344971 nChanged 7 SP:Iteration 158Q (3072.030000 sec): 3 clusters Score: Raw -143870553.381215 + Penalty 6732.961891 = -143863820.419324 nChanged 12 SP:Iteration 159Q (3075.850000 sec): 3 clusters Score: Raw -143870553.475394 + Penalty 6732.961891 = -143863820.513504 nChanged 6 SP:Iteration 160F (3080.130000 sec): 3 clusters Score: Raw -143870553.535395 + Penalty 6732.961891 = -143863820.573504 nChanged 6 SP:Iteration 161Q (3084.200000 sec): 3 clusters Score: Raw -143870553.584923 + Penalty 6732.961891 = -143863820.623032 nChanged 6 SP:Iteration 162Q (3088.850000 sec): 3 clusters Score: Raw -143870553.639479 + Penalty 6732.961891 = -143863820.677588 nChanged 9 SP:Iteration 163Q (3092.460000 sec): 3 clusters Score: Raw -143870553.717675 + Penalty 6732.961891 = -143863820.755784 nChanged 7 SP:Iteration 164Q (3096.110000 sec): 3 clusters Score: Raw -143870553.785184 + Penalty 6732.961891 = -143863820.823293 nChanged 4 SP:Iteration 165Q (3099.720000 sec): 3 clusters Score: Raw -143870553.815400 + Penalty 6732.961891 = -143863820.853509 nChanged 4 SP:Iteration 166Q (3103.480000 sec): 3 clusters Score: Raw -143870553.850790 + Penalty 6732.961891 = -143863820.888899 nChanged 3 SP:Iteration 167Q (3107.740000 sec): 3 clusters Score: Raw -143870553.874251 + Penalty 6732.961891 = -143863820.912361 nChanged 2 SP:Iteration 168Q (3111.460000 sec): 3 clusters Score: Raw -143870553.883491 + Penalty 6732.961891 = -143863820.921601 nChanged 2 SP:Iteration 169Q (3115.280000 sec): 3 clusters Score: Raw -143870553.897259 + Penalty 6732.961891 = -143863820.935369 nChanged 2 SP:Iteration 170Q (3119.070000 sec): 3 clusters Score: Raw -143870553.911627 + Penalty 6732.961891 = -143863820.949737 nChanged 0 SP:Iteration 171F (3123.040000 sec): 3 clusters Score: Raw -143870553.911627 + Penalty 6732.961891 = -143863820.949737 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (2162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3123.580000 sec): 2 clusters Score: Raw -365928.768294 + Penalty 1904.339672 = -364024.428623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3123.810000 sec): 3 clusters Score: Raw -365063.877946 + Penalty 3808.679343 = -361255.198603 nChanged 782 SP:Iteration 1F (3123.990000 sec): 3 clusters Score: Raw -365847.533891 + Penalty 3808.679343 = -362038.854547 nChanged 261 SP:Iteration 2F (3124.260000 sec): 3 clusters Score: Raw -366636.529572 + Penalty 3808.679343 = -362827.850229 nChanged 246 SP:Iteration 3F (3124.490000 sec): 3 clusters Score: Raw -367721.648575 + Penalty 3808.679343 = -363912.969232 nChanged 226 SP:Iteration 4F (3124.660000 sec): 3 clusters Score: Raw -368758.574596 + Penalty 3808.679343 = -364949.895253 nChanged 150 SP:Iteration 5F (3124.880000 sec): 3 clusters Score: Raw -369133.472890 + Penalty 3808.679343 = -365324.793547 nChanged 86 SP:Iteration 6Q (3125.100000 sec): 3 clusters Score: Raw -369268.572867 + Penalty 3808.679343 = -365459.893524 nChanged 39 SP:Iteration 7Q (3125.280000 sec): 3 clusters Score: Raw -369325.376224 + Penalty 3808.679343 = -365516.696881 nChanged 21 SP:Iteration 8Q (3125.460000 sec): 3 clusters Score: Raw -369349.935695 + Penalty 3808.679343 = -365541.256352 nChanged 9 SP:Iteration 9Q (3125.660000 sec): 3 clusters Score: Raw -369361.152222 + Penalty 3808.679343 = -365552.472879 nChanged 7 SP:Iteration 10Q (3125.840000 sec): 3 clusters Score: Raw -369373.430079 + Penalty 3808.679343 = -365564.750736 nChanged 10 SP:Iteration 11Q (3126.000000 sec): 3 clusters Score: Raw -369392.436919 + Penalty 3808.679343 = -365583.757576 nChanged 7 SP:Iteration 12Q (3126.220000 sec): 3 clusters Score: Raw -369402.499781 + Penalty 3808.679343 = -365593.820438 nChanged 8 SP:Iteration 13Q (3126.420000 sec): 3 clusters Score: Raw -369411.070460 + Penalty 3808.679343 = -365602.391117 nChanged 6 SP:Iteration 14Q (3126.570000 sec): 3 clusters Score: Raw -369417.525390 + Penalty 3808.679343 = -365608.846046 nChanged 4 SP:Iteration 15Q (3126.800000 sec): 3 clusters Score: Raw -369419.982703 + Penalty 3808.679343 = -365611.303360 nChanged 0 SP:Iteration 16F (3126.980000 sec): 3 clusters Score: Raw -369419.982703 + Penalty 3808.679343 = -365611.303360 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (1056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.100000 sec): 2 clusters Score: Raw -103870.737944 + Penalty 1726.636379 = -102144.101565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.240000 sec): 3 clusters Score: Raw -103993.815720 + Penalty 3453.272758 = -100540.542962 nChanged 373 SP:Iteration 1F (3127.440000 sec): 3 clusters Score: Raw -106076.607111 + Penalty 3453.272758 = -102623.334353 nChanged 173 SP:Iteration 2F (3127.640000 sec): 3 clusters Score: Raw -108461.069980 + Penalty 3453.272758 = -105007.797222 nChanged 116 SP:Iteration 3F (3127.770000 sec): 3 clusters Score: Raw -111722.864306 + Penalty 3453.272758 = -108269.591547 nChanged 46 SP:Iteration 4Q (3127.960000 sec): 3 clusters Score: Raw -114545.424937 + Penalty 3453.272758 = -111092.152178 nChanged 17 SP:Iteration 5Q (3128.130000 sec): 3 clusters Score: Raw -115310.959832 + Penalty 3453.272758 = -111857.687073 nChanged 5 SP:Iteration 6Q (3128.310000 sec): 3 clusters Score: Raw -115790.176890 + Penalty 3453.272758 = -112336.904132 nChanged 4 SP:Iteration 7Q (3128.490000 sec): 3 clusters Score: Raw -116053.956518 + Penalty 3453.272758 = -112600.683759 nChanged 3 SP:Iteration 8Q (3128.680000 sec): 3 clusters Score: Raw -116203.985772 + Penalty 3453.272758 = -112750.713014 nChanged 0 SP:Iteration 9F (3128.870000 sec): 3 clusters Score: Raw -116231.625737 + Penalty 3453.272758 = -112778.352978 nChanged 2 SP:Iteration 10Q (3129.040000 sec): 3 clusters Score: Raw -116482.086739 + Penalty 3453.272758 = -113028.813981 nChanged 1 SP:Iteration 11Q (3129.200000 sec): 3 clusters Score: Raw -116707.251179 + Penalty 3453.272758 = -113253.978421 nChanged 2 SP:Iteration 12Q (3129.430000 sec): 3 clusters Score: Raw -117569.878234 + Penalty 3453.272758 = -114116.605476 nChanged 0 SP:Iteration 13F (3129.570000 sec): 3 clusters Score: Raw -117569.878234 + Penalty 3453.272758 = -114116.605476 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3129.700000 sec): 2 clusters Score: Raw -211479.146276 + Penalty 1813.678656 = -209665.467620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3129.890000 sec): 3 clusters Score: Raw -211266.199881 + Penalty 3627.357312 = -207638.842569 nChanged 534 SP:Iteration 1F (3130.110000 sec): 3 clusters Score: Raw -213123.878757 + Penalty 3627.357312 = -209496.521445 nChanged 227 SP:Iteration 2F (3130.250000 sec): 3 clusters Score: Raw -214177.832002 + Penalty 3627.357312 = -210550.474690 nChanged 140 SP:Iteration 3F (3130.420000 sec): 3 clusters Score: Raw -215057.445088 + Penalty 3627.357312 = -211430.087776 nChanged 62 SP:Iteration 4Q (3130.600000 sec): 3 clusters Score: Raw -215356.748597 + Penalty 3627.357312 = -211729.391285 nChanged 36 SP:Iteration 5Q (3130.800000 sec): 3 clusters Score: Raw -215623.030051 + Penalty 3627.357312 = -211995.672739 nChanged 31 SP:Iteration 6Q (3131.070000 sec): 3 clusters Score: Raw -216113.663030 + Penalty 3627.357312 = -212486.305718 nChanged 21 SP:Iteration 7Q (3131.210000 sec): 3 clusters Score: Raw -216227.851007 + Penalty 3627.357312 = -212600.493695 nChanged 18 SP:Iteration 8Q (3131.360000 sec): 3 clusters Score: Raw -216268.783618 + Penalty 3627.357312 = -212641.426306 nChanged 12 SP:Iteration 9Q (3131.610000 sec): 3 clusters Score: Raw -216288.393157 + Penalty 3627.357312 = -212661.035845 nChanged 6 SP:Iteration 10Q (3131.790000 sec): 3 clusters Score: Raw -216317.053896 + Penalty 3627.357312 = -212689.696584 nChanged 3 SP:Iteration 11Q (3131.970000 sec): 3 clusters Score: Raw -216331.189554 + Penalty 3627.357312 = -212703.832242 nChanged 3 SP:Iteration 12Q (3132.190000 sec): 3 clusters Score: Raw -216334.152000 + Penalty 3627.357312 = -212706.794688 nChanged 2 SP:Iteration 13Q (3132.370000 sec): 3 clusters Score: Raw -216336.995191 + Penalty 3627.357312 = -212709.637879 nChanged 1 SP:Iteration 14Q (3132.520000 sec): 3 clusters Score: Raw -216337.288635 + Penalty 3627.357312 = -212709.931323 nChanged 0 SP:Iteration 15F (3132.740000 sec): 3 clusters Score: Raw -216337.288635 + Penalty 3627.357312 = -212709.931323 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (106200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3133.350000 sec): 2 clusters Score: Raw -19363086.062977 + Penalty 2870.123688 = -19360215.939289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3134.080000 sec): 3 clusters Score: Raw -19294666.974798 + Penalty 5740.247376 = -19288926.727422 nChanged 50491 SP:Iteration 1F (3134.890000 sec): 3 clusters Score: Raw -19325937.628602 + Penalty 5740.247376 = -19320197.381225 nChanged 6517 SP:Iteration 2F (3135.730000 sec): 3 clusters Score: Raw -19330587.910336 + Penalty 5740.247376 = -19324847.662959 nChanged 8640 SP:Iteration 3F (3136.470000 sec): 3 clusters Score: Raw -19339349.362280 + Penalty 5740.247376 = -19333609.114904 nChanged 10325 SP:Iteration 4F (3137.180000 sec): 3 clusters Score: Raw -19352235.601574 + Penalty 5740.247376 = -19346495.354198 nChanged 9949 SP:Iteration 5F (3137.880000 sec): 3 clusters Score: Raw -19364312.746410 + Penalty 5740.247376 = -19358572.499033 nChanged 7662 SP:Iteration 6F (3138.610000 sec): 3 clusters Score: Raw -19371612.551297 + Penalty 5740.247376 = -19365872.303920 nChanged 4756 SP:Iteration 7Q (3139.350000 sec): 3 clusters Score: Raw -19375594.802683 + Penalty 5740.247376 = -19369854.555307 nChanged 3193 SP:Iteration 8Q (3140.100000 sec): 3 clusters Score: Raw -19378126.428920 + Penalty 5740.247376 = -19372386.181544 nChanged 2453 SP:Iteration 9Q (3140.890000 sec): 3 clusters Score: Raw -19379743.092747 + Penalty 5740.247376 = -19374002.845371 nChanged 1844 SP:Iteration 10Q (3141.610000 sec): 3 clusters Score: Raw -19380632.657042 + Penalty 5740.247376 = -19374892.409666 nChanged 1440 SP:Iteration 11Q (3142.370000 sec): 3 clusters Score: Raw -19381147.948956 + Penalty 5740.247376 = -19375407.701579 nChanged 1096 SP:Iteration 12Q (3143.040000 sec): 3 clusters Score: Raw -19381432.499592 + Penalty 5740.247376 = -19375692.252216 nChanged 819 SP:Iteration 13Q (3143.770000 sec): 3 clusters Score: Raw -19381591.571963 + Penalty 5740.247376 = -19375851.324587 nChanged 653 SP:Iteration 14Q (3144.440000 sec): 3 clusters Score: Raw -19381692.261303 + Penalty 5740.247376 = -19375952.013926 nChanged 527 SP:Iteration 15Q (3145.190000 sec): 3 clusters Score: Raw -19381756.934638 + Penalty 5740.247376 = -19376016.687262 nChanged 413 SP:Iteration 16Q (3145.890000 sec): 3 clusters Score: Raw -19381802.909400 + Penalty 5740.247376 = -19376062.662023 nChanged 351 SP:Iteration 17Q (3146.610000 sec): 3 clusters Score: Raw -19381835.287635 + Penalty 5740.247376 = -19376095.040259 nChanged 293 SP:Iteration 18Q (3147.360000 sec): 3 clusters Score: Raw -19381858.246108 + Penalty 5740.247376 = -19376117.998731 nChanged 228 SP:Iteration 19Q (3148.150000 sec): 3 clusters Score: Raw -19381874.719898 + Penalty 5740.247376 = -19376134.472521 nChanged 211 SP:Iteration 20F (3148.880000 sec): 3 clusters Score: Raw -19381888.506942 + Penalty 5740.247376 = -19376148.259565 nChanged 174 SP:Iteration 21Q (3149.630000 sec): 3 clusters Score: Raw -19381899.413762 + Penalty 5740.247376 = -19376159.166385 nChanged 155 SP:Iteration 22Q (3150.440000 sec): 3 clusters Score: Raw -19381907.507055 + Penalty 5740.247376 = -19376167.259679 nChanged 136 SP:Iteration 23Q (3151.140000 sec): 3 clusters Score: Raw -19381914.015566 + Penalty 5740.247376 = -19376173.768190 nChanged 119 SP:Iteration 24Q (3151.900000 sec): 3 clusters Score: Raw -19381918.761828 + Penalty 5740.247376 = -19376178.514451 nChanged 86 SP:Iteration 25Q (3152.680000 sec): 3 clusters Score: Raw -19381921.631442 + Penalty 5740.247376 = -19376181.384065 nChanged 80 SP:Iteration 26Q (3153.360000 sec): 3 clusters Score: Raw -19381924.413244 + Penalty 5740.247376 = -19376184.165868 nChanged 58 SP:Iteration 27Q (3154.080000 sec): 3 clusters Score: Raw -19381926.107764 + Penalty 5740.247376 = -19376185.860388 nChanged 48 SP:Iteration 28Q (3154.760000 sec): 3 clusters Score: Raw -19381927.382567 + Penalty 5740.247376 = -19376187.135191 nChanged 31 SP:Iteration 29Q (3155.460000 sec): 3 clusters Score: Raw -19381928.308501 + Penalty 5740.247376 = -19376188.061125 nChanged 34 SP:Iteration 30Q (3156.200000 sec): 3 clusters Score: Raw -19381929.327388 + Penalty 5740.247376 = -19376189.080011 nChanged 40 SP:Iteration 31Q (3156.940000 sec): 3 clusters Score: Raw -19381930.380292 + Penalty 5740.247376 = -19376190.132915 nChanged 40 SP:Iteration 32Q (3157.730000 sec): 3 clusters Score: Raw -19381931.534608 + Penalty 5740.247376 = -19376191.287232 nChanged 41 SP:Iteration 33Q (3158.450000 sec): 3 clusters Score: Raw -19381932.896193 + Penalty 5740.247376 = -19376192.648817 nChanged 36 SP:Iteration 34Q (3159.140000 sec): 3 clusters Score: Raw -19381934.197348 + Penalty 5740.247376 = -19376193.949972 nChanged 34 SP:Iteration 35Q (3159.910000 sec): 3 clusters Score: Raw -19381935.254229 + Penalty 5740.247376 = -19376195.006853 nChanged 37 SP:Iteration 36Q (3160.710000 sec): 3 clusters Score: Raw -19381936.254772 + Penalty 5740.247376 = -19376196.007395 nChanged 36 SP:Iteration 37Q (3161.460000 sec): 3 clusters Score: Raw -19381937.132644 + Penalty 5740.247376 = -19376196.885268 nChanged 32 SP:Iteration 38Q (3162.160000 sec): 3 clusters Score: Raw -19381937.835423 + Penalty 5740.247376 = -19376197.588047 nChanged 17 SP:Iteration 39Q (3162.920000 sec): 3 clusters Score: Raw -19381938.287352 + Penalty 5740.247376 = -19376198.039975 nChanged 19 SP:Iteration 40F (3163.640000 sec): 3 clusters Score: Raw -19381938.813578 + Penalty 5740.247376 = -19376198.566201 nChanged 14 SP:Iteration 41Q (3164.430000 sec): 3 clusters Score: Raw -19381939.062600 + Penalty 5740.247376 = -19376198.815223 nChanged 9 SP:Iteration 42Q (3165.210000 sec): 3 clusters Score: Raw -19381939.214584 + Penalty 5740.247376 = -19376198.967208 nChanged 8 SP:Iteration 43Q (3165.930000 sec): 3 clusters Score: Raw -19381939.370014 + Penalty 5740.247376 = -19376199.122637 nChanged 9 SP:Iteration 44Q (3166.720000 sec): 3 clusters Score: Raw -19381939.533840 + Penalty 5740.247376 = -19376199.286463 nChanged 6 SP:Iteration 45Q (3167.490000 sec): 3 clusters Score: Raw -19381939.677019 + Penalty 5740.247376 = -19376199.429643 nChanged 8 SP:Iteration 46Q (3168.150000 sec): 3 clusters Score: Raw -19381939.882047 + Penalty 5740.247376 = -19376199.634670 nChanged 11 SP:Iteration 47Q (3168.900000 sec): 3 clusters Score: Raw -19381940.136518 + Penalty 5740.247376 = -19376199.889141 nChanged 6 SP:Iteration 48Q (3169.660000 sec): 3 clusters Score: Raw -19381940.229925 + Penalty 5740.247376 = -19376199.982548 nChanged 6 SP:Iteration 49Q (3170.520000 sec): 3 clusters Score: Raw -19381940.323091 + Penalty 5740.247376 = -19376200.075715 nChanged 3 SP:Iteration 50Q (3171.340000 sec): 3 clusters Score: Raw -19381940.352007 + Penalty 5740.247376 = -19376200.104631 nChanged 0 SP:Iteration 51F (3172.140000 sec): 3 clusters Score: Raw -19381940.352007 + Penalty 5740.247376 = -19376200.104631 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (1560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3172.250000 sec): 2 clusters Score: Raw -253355.551169 + Penalty 1823.405393 = -251532.145776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3172.450000 sec): 3 clusters Score: Raw -253287.706766 + Penalty 3646.810786 = -249640.895980 nChanged 532 SP:Iteration 1F (3172.630000 sec): 3 clusters Score: Raw -257670.911861 + Penalty 3646.810786 = -254024.101075 nChanged 295 SP:Iteration 2F (3172.790000 sec): 3 clusters Score: Raw -263134.381584 + Penalty 3646.810786 = -259487.570798 nChanged 76 SP:Iteration 3Q (3172.970000 sec): 3 clusters Score: Raw -264199.067527 + Penalty 3646.810786 = -260552.256741 nChanged 23 SP:Iteration 4Q (3173.170000 sec): 3 clusters Score: Raw -264280.160566 + Penalty 3646.810786 = -260633.349781 nChanged 11 SP:Iteration 5Q (3173.350000 sec): 3 clusters Score: Raw -264296.461401 + Penalty 3646.810786 = -260649.650616 nChanged 4 SP:Iteration 6Q (3173.510000 sec): 3 clusters Score: Raw -264301.232402 + Penalty 3646.810786 = -260654.421617 nChanged 1 SP:Iteration 7Q (3173.700000 sec): 3 clusters Score: Raw -264302.176110 + Penalty 3646.810786 = -260655.365324 nChanged 0 SP:Iteration 8F (3173.890000 sec): 3 clusters Score: Raw -264302.176110 + Penalty 3646.810786 = -260655.365324 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (79938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3174.350000 sec): 2 clusters Score: Raw -14100918.711533 + Penalty 2799.673640 = -14098119.037893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3174.930000 sec): 3 clusters Score: Raw -14050236.900288 + Penalty 5599.347280 = -14044637.553007 nChanged 37549 SP:Iteration 1F (3175.460000 sec): 3 clusters Score: Raw -14072962.313657 + Penalty 5599.347280 = -14067362.966377 nChanged 4910 SP:Iteration 2F (3176.010000 sec): 3 clusters Score: Raw -14077019.704245 + Penalty 5599.347280 = -14071420.356965 nChanged 6594 SP:Iteration 3F (3176.560000 sec): 3 clusters Score: Raw -14085331.854876 + Penalty 5599.347280 = -14079732.507596 nChanged 8645 SP:Iteration 4F (3177.130000 sec): 3 clusters Score: Raw -14098153.664411 + Penalty 5599.347280 = -14092554.317131 nChanged 9103 SP:Iteration 5F (3177.740000 sec): 3 clusters Score: Raw -14110278.438499 + Penalty 5599.347280 = -14104679.091219 nChanged 6711 SP:Iteration 6F (3178.330000 sec): 3 clusters Score: Raw -14116479.000017 + Penalty 5599.347280 = -14110879.652737 nChanged 4023 SP:Iteration 7F (3178.900000 sec): 3 clusters Score: Raw -14118764.505959 + Penalty 5599.347280 = -14113165.158679 nChanged 2387 SP:Iteration 8Q (3179.490000 sec): 3 clusters Score: Raw -14119697.872864 + Penalty 5599.347280 = -14114098.525583 nChanged 1586 SP:Iteration 9Q (3180.100000 sec): 3 clusters Score: Raw -14120211.685550 + Penalty 5599.347280 = -14114612.338270 nChanged 1239 SP:Iteration 10Q (3180.710000 sec): 3 clusters Score: Raw -14120562.002372 + Penalty 5599.347280 = -14114962.655091 nChanged 995 SP:Iteration 11Q (3181.250000 sec): 3 clusters Score: Raw -14120800.363049 + Penalty 5599.347280 = -14115201.015769 nChanged 969 SP:Iteration 12Q (3181.850000 sec): 3 clusters Score: Raw -14121017.621303 + Penalty 5599.347280 = -14115418.274023 nChanged 894 SP:Iteration 13Q (3182.430000 sec): 3 clusters Score: Raw -14121198.883637 + Penalty 5599.347280 = -14115599.536357 nChanged 841 SP:Iteration 14Q (3183.050000 sec): 3 clusters Score: Raw -14121357.038885 + Penalty 5599.347280 = -14115757.691605 nChanged 741 SP:Iteration 15Q (3183.650000 sec): 3 clusters Score: Raw -14121486.655228 + Penalty 5599.347280 = -14115887.307948 nChanged 705 SP:Iteration 16Q (3184.190000 sec): 3 clusters Score: Raw -14121614.752638 + Penalty 5599.347280 = -14116015.405357 nChanged 632 SP:Iteration 17Q (3184.760000 sec): 3 clusters Score: Raw -14121725.394541 + Penalty 5599.347280 = -14116126.047261 nChanged 592 SP:Iteration 18Q (3185.300000 sec): 3 clusters Score: Raw -14121821.660355 + Penalty 5599.347280 = -14116222.313075 nChanged 553 SP:Iteration 19Q (3185.840000 sec): 3 clusters Score: Raw -14121899.674083 + Penalty 5599.347280 = -14116300.326803 nChanged 514 SP:Iteration 20F (3186.440000 sec): 3 clusters Score: Raw -14121968.337134 + Penalty 5599.347280 = -14116368.989854 nChanged 430 SP:Iteration 21Q (3187.040000 sec): 3 clusters Score: Raw -14122015.503034 + Penalty 5599.347280 = -14116416.155754 nChanged 393 SP:Iteration 22Q (3187.630000 sec): 3 clusters Score: Raw -14122058.262758 + Penalty 5599.347280 = -14116458.915478 nChanged 365 SP:Iteration 23Q (3188.290000 sec): 3 clusters Score: Raw -14122093.846976 + Penalty 5599.347280 = -14116494.499696 nChanged 289 SP:Iteration 24Q (3188.930000 sec): 3 clusters Score: Raw -14122119.455639 + Penalty 5599.347280 = -14116520.108359 nChanged 265 SP:Iteration 25Q (3189.560000 sec): 3 clusters Score: Raw -14122143.993778 + Penalty 5599.347280 = -14116544.646497 nChanged 261 SP:Iteration 26Q (3190.180000 sec): 3 clusters Score: Raw -14122165.249466 + Penalty 5599.347280 = -14116565.902185 nChanged 216 SP:Iteration 27Q (3190.810000 sec): 3 clusters Score: Raw -14122180.328686 + Penalty 5599.347280 = -14116580.981406 nChanged 177 SP:Iteration 28Q (3191.460000 sec): 3 clusters Score: Raw -14122191.589713 + Penalty 5599.347280 = -14116592.242432 nChanged 175 SP:Iteration 29Q (3192.150000 sec): 3 clusters Score: Raw -14122202.363865 + Penalty 5599.347280 = -14116603.016585 nChanged 142 SP:Iteration 30Q (3192.750000 sec): 3 clusters Score: Raw -14122210.311682 + Penalty 5599.347280 = -14116610.964402 nChanged 121 SP:Iteration 31Q (3193.390000 sec): 3 clusters Score: Raw -14122215.997622 + Penalty 5599.347280 = -14116616.650342 nChanged 105 SP:Iteration 32Q (3194.050000 sec): 3 clusters Score: Raw -14122220.848313 + Penalty 5599.347280 = -14116621.501033 nChanged 83 SP:Iteration 33Q (3194.670000 sec): 3 clusters Score: Raw -14122224.236406 + Penalty 5599.347280 = -14116624.889126 nChanged 72 SP:Iteration 34Q (3195.320000 sec): 3 clusters Score: Raw -14122226.905166 + Penalty 5599.347280 = -14116627.557886 nChanged 63 SP:Iteration 35Q (3195.900000 sec): 3 clusters Score: Raw -14122229.362232 + Penalty 5599.347280 = -14116630.014952 nChanged 69 SP:Iteration 36Q (3196.430000 sec): 3 clusters Score: Raw -14122232.145758 + Penalty 5599.347280 = -14116632.798478 nChanged 78 SP:Iteration 37Q (3197.010000 sec): 3 clusters Score: Raw -14122235.123712 + Penalty 5599.347280 = -14116635.776432 nChanged 65 SP:Iteration 38Q (3197.570000 sec): 3 clusters Score: Raw -14122237.537677 + Penalty 5599.347280 = -14116638.190397 nChanged 51 SP:Iteration 39Q (3198.180000 sec): 3 clusters Score: Raw -14122239.716621 + Penalty 5599.347280 = -14116640.369341 nChanged 44 SP:Iteration 40F (3198.780000 sec): 3 clusters Score: Raw -14122241.849300 + Penalty 5599.347280 = -14116642.502020 nChanged 54 SP:Iteration 41Q (3199.380000 sec): 3 clusters Score: Raw -14122244.419038 + Penalty 5599.347280 = -14116645.071758 nChanged 48 SP:Iteration 42Q (3199.950000 sec): 3 clusters Score: Raw -14122246.365851 + Penalty 5599.347280 = -14116647.018571 nChanged 47 SP:Iteration 43Q (3200.510000 sec): 3 clusters Score: Raw -14122247.845725 + Penalty 5599.347280 = -14116648.498445 nChanged 36 SP:Iteration 44Q (3201.070000 sec): 3 clusters Score: Raw -14122248.887846 + Penalty 5599.347280 = -14116649.540566 nChanged 19 SP:Iteration 45Q (3201.630000 sec): 3 clusters Score: Raw -14122249.363325 + Penalty 5599.347280 = -14116650.016045 nChanged 19 SP:Iteration 46Q (3202.200000 sec): 3 clusters Score: Raw -14122249.994786 + Penalty 5599.347280 = -14116650.647505 nChanged 19 SP:Iteration 47Q (3202.790000 sec): 3 clusters Score: Raw -14122250.481307 + Penalty 5599.347280 = -14116651.134027 nChanged 15 SP:Iteration 48Q (3203.350000 sec): 3 clusters Score: Raw -14122250.773602 + Penalty 5599.347280 = -14116651.426322 nChanged 14 SP:Iteration 49Q (3203.950000 sec): 3 clusters Score: Raw -14122251.018653 + Penalty 5599.347280 = -14116651.671373 nChanged 8 SP:Iteration 50Q (3204.530000 sec): 3 clusters Score: Raw -14122251.200876 + Penalty 5599.347280 = -14116651.853596 nChanged 10 SP:Iteration 51Q (3205.090000 sec): 3 clusters Score: Raw -14122251.398791 + Penalty 5599.347280 = -14116652.051511 nChanged 9 SP:Iteration 52Q (3205.650000 sec): 3 clusters Score: Raw -14122251.570505 + Penalty 5599.347280 = -14116652.223225 nChanged 9 SP:Iteration 53Q (3206.210000 sec): 3 clusters Score: Raw -14122251.760180 + Penalty 5599.347280 = -14116652.412899 nChanged 8 SP:Iteration 54Q (3206.790000 sec): 3 clusters Score: Raw -14122251.875110 + Penalty 5599.347280 = -14116652.527830 nChanged 5 SP:Iteration 55Q (3207.380000 sec): 3 clusters Score: Raw -14122252.036382 + Penalty 5599.347280 = -14116652.689102 nChanged 3 SP:Iteration 56Q (3207.930000 sec): 3 clusters Score: Raw -14122252.146583 + Penalty 5599.347280 = -14116652.799302 nChanged 5 SP:Iteration 57Q (3208.530000 sec): 3 clusters Score: Raw -14122252.252976 + Penalty 5599.347280 = -14116652.905695 nChanged 1 SP:Iteration 58Q (3209.150000 sec): 3 clusters Score: Raw -14122252.274295 + Penalty 5599.347280 = -14116652.927014 nChanged 3 SP:Iteration 59Q (3209.720000 sec): 3 clusters Score: Raw -14122252.299516 + Penalty 5599.347280 = -14116652.952236 nChanged 1 SP:Iteration 60F (3210.290000 sec): 3 clusters Score: Raw -14122252.348113 + Penalty 5599.347280 = -14116653.000833 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (2117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.430000 sec): 2 clusters Score: Raw -343854.832103 + Penalty 1899.123307 = -341955.708796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.650000 sec): 3 clusters Score: Raw -343199.562404 + Penalty 3798.246614 = -339401.315789 nChanged 723 SP:Iteration 1F (3210.810000 sec): 3 clusters Score: Raw -344737.618864 + Penalty 3798.246614 = -340939.372249 nChanged 331 SP:Iteration 2F (3210.990000 sec): 3 clusters Score: Raw -346711.706788 + Penalty 3798.246614 = -342913.460173 nChanged 287 SP:Iteration 3F (3211.170000 sec): 3 clusters Score: Raw -348756.529787 + Penalty 3798.246614 = -344958.283172 nChanged 186 SP:Iteration 4F (3211.310000 sec): 3 clusters Score: Raw -350049.739831 + Penalty 3798.246614 = -346251.493216 nChanged 119 SP:Iteration 5F (3211.450000 sec): 3 clusters Score: Raw -351051.969216 + Penalty 3798.246614 = -347253.722601 nChanged 91 SP:Iteration 6Q (3211.630000 sec): 3 clusters Score: Raw -351957.368793 + Penalty 3798.246614 = -348159.122179 nChanged 74 SP:Iteration 7Q (3211.790000 sec): 3 clusters Score: Raw -352769.160373 + Penalty 3798.246614 = -348970.913759 nChanged 45 SP:Iteration 8Q (3211.960000 sec): 3 clusters Score: Raw -353522.108019 + Penalty 3798.246614 = -349723.861404 nChanged 11 SP:Iteration 9Q (3212.190000 sec): 3 clusters Score: Raw -353549.899076 + Penalty 3798.246614 = -349751.652462 nChanged 5 SP:Iteration 10Q (3212.360000 sec): 3 clusters Score: Raw -353561.565956 + Penalty 3798.246614 = -349763.319341 nChanged 3 SP:Iteration 11Q (3212.530000 sec): 3 clusters Score: Raw -353576.634702 + Penalty 3798.246614 = -349778.388087 nChanged 2 SP:Iteration 12Q (3212.690000 sec): 3 clusters Score: Raw -353590.074198 + Penalty 3798.246614 = -349791.827584 nChanged 4 SP:Iteration 13Q (3212.840000 sec): 3 clusters Score: Raw -353622.840999 + Penalty 3798.246614 = -349824.594384 nChanged 5 SP:Iteration 14Q (3213.030000 sec): 3 clusters Score: Raw -353712.315084 + Penalty 3798.246614 = -349914.068469 nChanged 3 SP:Iteration 15Q (3213.220000 sec): 3 clusters Score: Raw -353745.743107 + Penalty 3798.246614 = -349947.496493 nChanged 1 SP:Iteration 16Q (3213.430000 sec): 3 clusters Score: Raw -353747.520281 + Penalty 3798.246614 = -349949.273666 nChanged 0 SP:Iteration 17F (3213.580000 sec): 3 clusters Score: Raw -353747.520281 + Penalty 3798.246614 = -349949.273666 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (12412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3213.740000 sec): 2 clusters Score: Raw -2054314.658411 + Penalty 2337.751918 = -2051976.906493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3213.980000 sec): 3 clusters Score: Raw -2047655.636160 + Penalty 4675.503837 = -2042980.132323 nChanged 5345 SP:Iteration 1F (3214.210000 sec): 3 clusters Score: Raw -2054044.054706 + Penalty 4675.503837 = -2049368.550869 nChanged 1935 SP:Iteration 2F (3214.500000 sec): 3 clusters Score: Raw -2059380.275490 + Penalty 4675.503837 = -2054704.771653 nChanged 1962 SP:Iteration 3F (3214.720000 sec): 3 clusters Score: Raw -2064609.707372 + Penalty 4675.503837 = -2059934.203536 nChanged 1171 SP:Iteration 4F (3214.980000 sec): 3 clusters Score: Raw -2067008.459957 + Penalty 4675.503837 = -2062332.956120 nChanged 518 SP:Iteration 5Q (3215.220000 sec): 3 clusters Score: Raw -2067666.741155 + Penalty 4675.503837 = -2062991.237318 nChanged 234 SP:Iteration 6Q (3215.480000 sec): 3 clusters Score: Raw -2067883.969794 + Penalty 4675.503837 = -2063208.465958 nChanged 132 SP:Iteration 7Q (3215.700000 sec): 3 clusters Score: Raw -2067988.719473 + Penalty 4675.503837 = -2063313.215636 nChanged 105 SP:Iteration 8Q (3215.960000 sec): 3 clusters Score: Raw -2068065.228404 + Penalty 4675.503837 = -2063389.724568 nChanged 88 SP:Iteration 9Q (3216.190000 sec): 3 clusters Score: Raw -2068107.953034 + Penalty 4675.503837 = -2063432.449197 nChanged 63 SP:Iteration 10Q (3216.400000 sec): 3 clusters Score: Raw -2068152.048383 + Penalty 4675.503837 = -2063476.544546 nChanged 60 SP:Iteration 11Q (3216.640000 sec): 3 clusters Score: Raw -2068186.719900 + Penalty 4675.503837 = -2063511.216063 nChanged 68 SP:Iteration 12Q (3216.890000 sec): 3 clusters Score: Raw -2068225.882137 + Penalty 4675.503837 = -2063550.378301 nChanged 61 SP:Iteration 13Q (3217.120000 sec): 3 clusters Score: Raw -2068257.289618 + Penalty 4675.503837 = -2063581.785781 nChanged 61 SP:Iteration 14Q (3217.340000 sec): 3 clusters Score: Raw -2068285.357515 + Penalty 4675.503837 = -2063609.853679 nChanged 51 SP:Iteration 15Q (3217.560000 sec): 3 clusters Score: Raw -2068312.502428 + Penalty 4675.503837 = -2063636.998592 nChanged 46 SP:Iteration 16Q (3217.880000 sec): 3 clusters Score: Raw -2068327.672309 + Penalty 4675.503837 = -2063652.168472 nChanged 33 SP:Iteration 17Q (3218.130000 sec): 3 clusters Score: Raw -2068339.824258 + Penalty 4675.503837 = -2063664.320421 nChanged 29 SP:Iteration 18Q (3218.390000 sec): 3 clusters Score: Raw -2068350.202048 + Penalty 4675.503837 = -2063674.698211 nChanged 26 SP:Iteration 19Q (3218.560000 sec): 3 clusters Score: Raw -2068360.646740 + Penalty 4675.503837 = -2063685.142903 nChanged 32 SP:Iteration 20F (3218.810000 sec): 3 clusters Score: Raw -2068378.710473 + Penalty 4675.503837 = -2063703.206637 nChanged 27 SP:Iteration 21Q (3219.070000 sec): 3 clusters Score: Raw -2068389.779808 + Penalty 4675.503837 = -2063714.275972 nChanged 34 SP:Iteration 22Q (3219.310000 sec): 3 clusters Score: Raw -2068403.719706 + Penalty 4675.503837 = -2063728.215869 nChanged 36 SP:Iteration 23Q (3219.560000 sec): 3 clusters Score: Raw -2068414.136202 + Penalty 4675.503837 = -2063738.632365 nChanged 26 SP:Iteration 24Q (3219.850000 sec): 3 clusters Score: Raw -2068420.580136 + Penalty 4675.503837 = -2063745.076299 nChanged 19 SP:Iteration 25Q (3220.070000 sec): 3 clusters Score: Raw -2068426.108677 + Penalty 4675.503837 = -2063750.604841 nChanged 23 SP:Iteration 26Q (3220.340000 sec): 3 clusters Score: Raw -2068433.089888 + Penalty 4675.503837 = -2063757.586051 nChanged 17 SP:Iteration 27Q (3220.550000 sec): 3 clusters Score: Raw -2068436.548248 + Penalty 4675.503837 = -2063761.044412 nChanged 15 SP:Iteration 28Q (3220.790000 sec): 3 clusters Score: Raw -2068441.356815 + Penalty 4675.503837 = -2063765.852979 nChanged 10 SP:Iteration 29Q (3221.100000 sec): 3 clusters Score: Raw -2068443.844846 + Penalty 4675.503837 = -2063768.341009 nChanged 7 SP:Iteration 30Q (3221.380000 sec): 3 clusters Score: Raw -2068446.059976 + Penalty 4675.503837 = -2063770.556139 nChanged 7 SP:Iteration 31Q (3221.620000 sec): 3 clusters Score: Raw -2068448.430578 + Penalty 4675.503837 = -2063772.926741 nChanged 9 SP:Iteration 32Q (3221.940000 sec): 3 clusters Score: Raw -2068453.331835 + Penalty 4675.503837 = -2063777.827998 nChanged 15 SP:Iteration 33Q (3222.220000 sec): 3 clusters Score: Raw -2068459.466851 + Penalty 4675.503837 = -2063783.963014 nChanged 18 SP:Iteration 34Q (3222.450000 sec): 3 clusters Score: Raw -2068463.513730 + Penalty 4675.503837 = -2063788.009894 nChanged 18 SP:Iteration 35Q (3222.680000 sec): 3 clusters Score: Raw -2068467.050824 + Penalty 4675.503837 = -2063791.546987 nChanged 15 SP:Iteration 36Q (3222.890000 sec): 3 clusters Score: Raw -2068469.402827 + Penalty 4675.503837 = -2063793.898990 nChanged 8 SP:Iteration 37Q (3223.170000 sec): 3 clusters Score: Raw -2068472.015048 + Penalty 4675.503837 = -2063796.511211 nChanged 4 SP:Iteration 38Q (3223.380000 sec): 3 clusters Score: Raw -2068472.722728 + Penalty 4675.503837 = -2063797.218891 nChanged 4 SP:Iteration 39Q (3223.650000 sec): 3 clusters Score: Raw -2068473.359471 + Penalty 4675.503837 = -2063797.855634 nChanged 6 SP:Iteration 40F (3223.910000 sec): 3 clusters Score: Raw -2068475.003371 + Penalty 4675.503837 = -2063799.499534 nChanged 8 SP:Iteration 41Q (3224.150000 sec): 3 clusters Score: Raw -2068476.771878 + Penalty 4675.503837 = -2063801.268041 nChanged 5 SP:Iteration 42Q (3224.380000 sec): 3 clusters Score: Raw -2068477.633499 + Penalty 4675.503837 = -2063802.129662 nChanged 3 SP:Iteration 43Q (3224.660000 sec): 3 clusters Score: Raw -2068478.556858 + Penalty 4675.503837 = -2063803.053021 nChanged 3 SP:Iteration 44Q (3224.840000 sec): 3 clusters Score: Raw -2068478.998744 + Penalty 4675.503837 = -2063803.494907 nChanged 2 SP:Iteration 45Q (3225.110000 sec): 3 clusters Score: Raw -2068479.229351 + Penalty 4675.503837 = -2063803.725515 nChanged 2 SP:Iteration 46Q (3225.360000 sec): 3 clusters Score: Raw -2068479.382209 + Penalty 4675.503837 = -2063803.878373 nChanged 0 SP:Iteration 47F (3225.580000 sec): 3 clusters Score: Raw -2068479.382209 + Penalty 4675.503837 = -2063803.878373 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (4488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3225.700000 sec): 2 clusters Score: Raw -768040.614989 + Penalty 2085.472287 = -765955.142702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3225.940000 sec): 3 clusters Score: Raw -766216.583570 + Penalty 4170.944574 = -762045.638996 nChanged 1795 SP:Iteration 1F (3226.120000 sec): 3 clusters Score: Raw -771970.113008 + Penalty 4170.944574 = -767799.168434 nChanged 1056 SP:Iteration 2F (3226.320000 sec): 3 clusters Score: Raw -779425.957302 + Penalty 4170.944574 = -775255.012728 nChanged 429 SP:Iteration 3F (3226.480000 sec): 3 clusters Score: Raw -781539.438995 + Penalty 4170.944574 = -777368.494421 nChanged 148 SP:Iteration 4Q (3226.690000 sec): 3 clusters Score: Raw -782049.724372 + Penalty 4170.944574 = -777878.779799 nChanged 97 SP:Iteration 5Q (3226.910000 sec): 3 clusters Score: Raw -782311.302641 + Penalty 4170.944574 = -778140.358067 nChanged 65 SP:Iteration 6Q (3227.070000 sec): 3 clusters Score: Raw -782405.957334 + Penalty 4170.944574 = -778235.012761 nChanged 36 SP:Iteration 7Q (3227.250000 sec): 3 clusters Score: Raw -782437.484044 + Penalty 4170.944574 = -778266.539471 nChanged 20 SP:Iteration 8Q (3227.430000 sec): 3 clusters Score: Raw -782449.013557 + Penalty 4170.944574 = -778278.068983 nChanged 15 SP:Iteration 9Q (3227.660000 sec): 3 clusters Score: Raw -782455.903365 + Penalty 4170.944574 = -778284.958791 nChanged 5 SP:Iteration 10Q (3227.810000 sec): 3 clusters Score: Raw -782457.443417 + Penalty 4170.944574 = -778286.498843 nChanged 3 SP:Iteration 11Q (3228.010000 sec): 3 clusters Score: Raw -782458.080295 + Penalty 4170.944574 = -778287.135721 nChanged 2 SP:Iteration 12Q (3228.220000 sec): 3 clusters Score: Raw -782459.006880 + Penalty 4170.944574 = -778288.062306 nChanged 0 SP:Iteration 13F (3228.430000 sec): 3 clusters Score: Raw -782459.006880 + Penalty 4170.944574 = -778288.062306 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (8598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3228.540000 sec): 2 clusters Score: Raw -1505302.754615 + Penalty 2246.702654 = -1503056.051960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3228.770000 sec): 3 clusters Score: Raw -1501028.489482 + Penalty 4493.405309 = -1496535.084173 nChanged 3561 SP:Iteration 1F (3229.020000 sec): 3 clusters Score: Raw -1505197.971479 + Penalty 4493.405309 = -1500704.566170 nChanged 1224 SP:Iteration 2F (3229.240000 sec): 3 clusters Score: Raw -1508194.234232 + Penalty 4493.405309 = -1503700.828923 nChanged 1139 SP:Iteration 3F (3229.430000 sec): 3 clusters Score: Raw -1510258.592368 + Penalty 4493.405309 = -1505765.187059 nChanged 743 SP:Iteration 4F (3229.620000 sec): 3 clusters Score: Raw -1511060.837799 + Penalty 4493.405309 = -1506567.432491 nChanged 365 SP:Iteration 5Q (3229.820000 sec): 3 clusters Score: Raw -1511311.400095 + Penalty 4493.405309 = -1506817.994786 nChanged 181 SP:Iteration 6Q (3230.060000 sec): 3 clusters Score: Raw -1511401.683629 + Penalty 4493.405309 = -1506908.278320 nChanged 109 SP:Iteration 7Q (3230.270000 sec): 3 clusters Score: Raw -1511448.406980 + Penalty 4493.405309 = -1506955.001671 nChanged 65 SP:Iteration 8Q (3230.540000 sec): 3 clusters Score: Raw -1511472.729615 + Penalty 4493.405309 = -1506979.324307 nChanged 39 SP:Iteration 9Q (3230.730000 sec): 3 clusters Score: Raw -1511497.253137 + Penalty 4493.405309 = -1507003.847828 nChanged 40 SP:Iteration 10Q (3230.950000 sec): 3 clusters Score: Raw -1511515.033261 + Penalty 4493.405309 = -1507021.627953 nChanged 32 SP:Iteration 11Q (3231.210000 sec): 3 clusters Score: Raw -1511527.212306 + Penalty 4493.405309 = -1507033.806998 nChanged 23 SP:Iteration 12Q (3231.400000 sec): 3 clusters Score: Raw -1511532.413216 + Penalty 4493.405309 = -1507039.007907 nChanged 13 SP:Iteration 13Q (3231.650000 sec): 3 clusters Score: Raw -1511534.984437 + Penalty 4493.405309 = -1507041.579128 nChanged 11 SP:Iteration 14Q (3231.880000 sec): 3 clusters Score: Raw -1511537.888760 + Penalty 4493.405309 = -1507044.483451 nChanged 14 SP:Iteration 15Q (3232.130000 sec): 3 clusters Score: Raw -1511541.844224 + Penalty 4493.405309 = -1507048.438915 nChanged 7 SP:Iteration 16Q (3232.370000 sec): 3 clusters Score: Raw -1511543.526720 + Penalty 4493.405309 = -1507050.121411 nChanged 8 SP:Iteration 17Q (3232.560000 sec): 3 clusters Score: Raw -1511545.468345 + Penalty 4493.405309 = -1507052.063036 nChanged 7 SP:Iteration 18Q (3232.820000 sec): 3 clusters Score: Raw -1511547.384574 + Penalty 4493.405309 = -1507053.979265 nChanged 8 SP:Iteration 19Q (3233.100000 sec): 3 clusters Score: Raw -1511549.276890 + Penalty 4493.405309 = -1507055.871581 nChanged 12 SP:Iteration 20F (3233.320000 sec): 3 clusters Score: Raw -1511554.075334 + Penalty 4493.405309 = -1507060.670025 nChanged 12 SP:Iteration 21Q (3233.570000 sec): 3 clusters Score: Raw -1511557.978665 + Penalty 4493.405309 = -1507064.573356 nChanged 8 SP:Iteration 22Q (3233.780000 sec): 3 clusters Score: Raw -1511560.777261 + Penalty 4493.405309 = -1507067.371952 nChanged 11 SP:Iteration 23Q (3233.990000 sec): 3 clusters Score: Raw -1511563.677235 + Penalty 4493.405309 = -1507070.271926 nChanged 11 SP:Iteration 24Q (3234.260000 sec): 3 clusters Score: Raw -1511567.578885 + Penalty 4493.405309 = -1507074.173577 nChanged 11 SP:Iteration 25Q (3234.460000 sec): 3 clusters Score: Raw -1511570.442399 + Penalty 4493.405309 = -1507077.037090 nChanged 12 SP:Iteration 26Q (3234.700000 sec): 3 clusters Score: Raw -1511573.547488 + Penalty 4493.405309 = -1507080.142179 nChanged 8 SP:Iteration 27Q (3234.880000 sec): 3 clusters Score: Raw -1511574.797220 + Penalty 4493.405309 = -1507081.391911 nChanged 3 SP:Iteration 28Q (3235.150000 sec): 3 clusters Score: Raw -1511575.620172 + Penalty 4493.405309 = -1507082.214863 nChanged 3 SP:Iteration 29Q (3235.370000 sec): 3 clusters Score: Raw -1511576.714365 + Penalty 4493.405309 = -1507083.309056 nChanged 5 SP:Iteration 30Q (3235.590000 sec): 3 clusters Score: Raw -1511578.697747 + Penalty 4493.405309 = -1507085.292438 nChanged 5 SP:Iteration 31Q (3235.830000 sec): 3 clusters Score: Raw -1511580.312204 + Penalty 4493.405309 = -1507086.906895 nChanged 2 SP:Iteration 32Q (3236.040000 sec): 3 clusters Score: Raw -1511580.974031 + Penalty 4493.405309 = -1507087.568722 nChanged 4 SP:Iteration 33Q (3236.240000 sec): 3 clusters Score: Raw -1511581.475512 + Penalty 4493.405309 = -1507088.070203 nChanged 4 SP:Iteration 34Q (3236.470000 sec): 3 clusters Score: Raw -1511582.108804 + Penalty 4493.405309 = -1507088.703495 nChanged 3 SP:Iteration 35Q (3236.680000 sec): 3 clusters Score: Raw -1511582.890345 + Penalty 4493.405309 = -1507089.485036 nChanged 4 SP:Iteration 36Q (3236.890000 sec): 3 clusters Score: Raw -1511583.755256 + Penalty 4493.405309 = -1507090.349947 nChanged 3 SP:Iteration 37Q (3237.120000 sec): 3 clusters Score: Raw -1511584.091207 + Penalty 4493.405309 = -1507090.685898 nChanged 1 SP:Iteration 38Q (3237.340000 sec): 3 clusters Score: Raw -1511584.177800 + Penalty 4493.405309 = -1507090.772491 nChanged 0 SP:Iteration 39F (3237.540000 sec): 3 clusters Score: Raw -1511584.177800 + Penalty 4493.405309 = -1507090.772491 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (1490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.640000 sec): 2 clusters Score: Raw -161041.655431 + Penalty 1812.019787 = -159229.635644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.820000 sec): 3 clusters Score: Raw -161315.133656 + Penalty 3624.039574 = -157691.094082 nChanged 570 SP:Iteration 1F (3238.030000 sec): 3 clusters Score: Raw -163470.832125 + Penalty 3624.039574 = -159846.792551 nChanged 240 SP:Iteration 2F (3238.200000 sec): 3 clusters Score: Raw -164765.701188 + Penalty 3624.039574 = -161141.661614 nChanged 152 SP:Iteration 3F (3238.470000 sec): 3 clusters Score: Raw -165693.995311 + Penalty 3624.039574 = -162069.955737 nChanged 87 SP:Iteration 4F (3238.620000 sec): 3 clusters Score: Raw -166240.160096 + Penalty 3624.039574 = -162616.120522 nChanged 61 SP:Iteration 5Q (3238.820000 sec): 3 clusters Score: Raw -166566.148531 + Penalty 3624.039574 = -162942.108957 nChanged 51 SP:Iteration 6Q (3238.980000 sec): 3 clusters Score: Raw -166808.710038 + Penalty 3624.039574 = -163184.670464 nChanged 35 SP:Iteration 7Q (3239.160000 sec): 3 clusters Score: Raw -167039.795841 + Penalty 3624.039574 = -163415.756268 nChanged 38 SP:Iteration 8Q (3239.330000 sec): 3 clusters Score: Raw -167338.193768 + Penalty 3624.039574 = -163714.154194 nChanged 28 SP:Iteration 9Q (3239.510000 sec): 3 clusters Score: Raw -167545.329730 + Penalty 3624.039574 = -163921.290156 nChanged 23 SP:Iteration 10Q (3239.720000 sec): 3 clusters Score: Raw -167624.707635 + Penalty 3624.039574 = -164000.668061 nChanged 11 SP:Iteration 11Q (3239.900000 sec): 3 clusters Score: Raw -167693.697518 + Penalty 3624.039574 = -164069.657944 nChanged 14 SP:Iteration 12Q (3240.050000 sec): 3 clusters Score: Raw -167742.124880 + Penalty 3624.039574 = -164118.085306 nChanged 11 SP:Iteration 13Q (3240.220000 sec): 3 clusters Score: Raw -167779.561005 + Penalty 3624.039574 = -164155.521431 nChanged 12 SP:Iteration 14Q (3240.390000 sec): 3 clusters Score: Raw -167807.004848 + Penalty 3624.039574 = -164182.965274 nChanged 9 SP:Iteration 15Q (3240.600000 sec): 3 clusters Score: Raw -167826.013876 + Penalty 3624.039574 = -164201.974302 nChanged 9 SP:Iteration 16Q (3240.740000 sec): 3 clusters Score: Raw -167858.526070 + Penalty 3624.039574 = -164234.486496 nChanged 8 SP:Iteration 17Q (3240.920000 sec): 3 clusters Score: Raw -167909.887747 + Penalty 3624.039574 = -164285.848173 nChanged 7 SP:Iteration 18Q (3241.110000 sec): 3 clusters Score: Raw -167951.376279 + Penalty 3624.039574 = -164327.336705 nChanged 5 SP:Iteration 19Q (3241.240000 sec): 3 clusters Score: Raw -167994.079818 + Penalty 3624.039574 = -164370.040244 nChanged 6 SP:Iteration 20F (3241.470000 sec): 3 clusters Score: Raw -168088.116408 + Penalty 3624.039574 = -164464.076834 nChanged 18 SP:Iteration 21Q (3241.610000 sec): 3 clusters Score: Raw -168518.578959 + Penalty 3624.039574 = -164894.539386 nChanged 27 SP:Iteration 22Q (3241.800000 sec): 3 clusters Score: Raw -169049.422034 + Penalty 3624.039574 = -165425.382460 nChanged 29 SP:Iteration 23Q (3242.010000 sec): 3 clusters Score: Raw -169599.807555 + Penalty 3624.039574 = -165975.767981 nChanged 21 SP:Iteration 24Q (3242.220000 sec): 3 clusters Score: Raw -169988.141705 + Penalty 3624.039574 = -166364.102131 nChanged 19 SP:Iteration 25Q (3242.380000 sec): 3 clusters Score: Raw -170114.307159 + Penalty 3624.039574 = -166490.267585 nChanged 7 SP:Iteration 26Q (3242.570000 sec): 3 clusters Score: Raw -170159.239515 + Penalty 3624.039574 = -166535.199941 nChanged 6 SP:Iteration 27Q (3242.770000 sec): 3 clusters Score: Raw -170187.850331 + Penalty 3624.039574 = -166563.810757 nChanged 5 SP:Iteration 28Q (3242.980000 sec): 3 clusters Score: Raw -170200.354171 + Penalty 3624.039574 = -166576.314597 nChanged 6 SP:Iteration 29Q (3243.180000 sec): 3 clusters Score: Raw -170217.549902 + Penalty 3624.039574 = -166593.510328 nChanged 5 SP:Iteration 30Q (3243.380000 sec): 3 clusters Score: Raw -170233.796606 + Penalty 3624.039574 = -166609.757033 nChanged 3 SP:Iteration 31Q (3243.570000 sec): 3 clusters Score: Raw -170240.585215 + Penalty 3624.039574 = -166616.545641 nChanged 4 SP:Iteration 32Q (3243.720000 sec): 3 clusters Score: Raw -170249.804790 + Penalty 3624.039574 = -166625.765216 nChanged 2 SP:Iteration 33Q (3243.930000 sec): 3 clusters Score: Raw -170254.187846 + Penalty 3624.039574 = -166630.148272 nChanged 2 SP:Iteration 34Q (3244.100000 sec): 3 clusters Score: Raw -170259.597533 + Penalty 3624.039574 = -166635.557959 nChanged 4 SP:Iteration 35Q (3244.310000 sec): 3 clusters Score: Raw -170270.896406 + Penalty 3624.039574 = -166646.856832 nChanged 4 SP:Iteration 36Q (3244.450000 sec): 3 clusters Score: Raw -170280.020363 + Penalty 3624.039574 = -166655.980789 nChanged 3 SP:Iteration 37Q (3244.640000 sec): 3 clusters Score: Raw -170286.807951 + Penalty 3624.039574 = -166662.768377 nChanged 2 SP:Iteration 38Q (3244.800000 sec): 3 clusters Score: Raw -170290.750811 + Penalty 3624.039574 = -166666.711237 nChanged 0 SP:Iteration 39F (3245.000000 sec): 3 clusters Score: Raw -170290.750811 + Penalty 3624.039574 = -166666.711237 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (3841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3245.100000 sec): 2 clusters Score: Raw -608346.635205 + Penalty 2046.865031 = -606299.770174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3245.310000 sec): 3 clusters Score: Raw -606900.959324 + Penalty 4093.730062 = -602807.229262 nChanged 1481 SP:Iteration 1F (3245.540000 sec): 3 clusters Score: Raw -610078.806221 + Penalty 4093.730062 = -605985.076159 nChanged 737 SP:Iteration 2F (3245.750000 sec): 3 clusters Score: Raw -614525.717227 + Penalty 4093.730062 = -610431.987165 nChanged 432 SP:Iteration 3F (3245.970000 sec): 3 clusters Score: Raw -617058.711829 + Penalty 4093.730062 = -612964.981767 nChanged 234 SP:Iteration 4F (3246.170000 sec): 3 clusters Score: Raw -617797.519083 + Penalty 4093.730062 = -613703.789021 nChanged 107 SP:Iteration 5Q (3246.410000 sec): 3 clusters Score: Raw -617968.790995 + Penalty 4093.730062 = -613875.060933 nChanged 42 SP:Iteration 6Q (3246.590000 sec): 3 clusters Score: Raw -618019.631497 + Penalty 4093.730062 = -613925.901435 nChanged 26 SP:Iteration 7Q (3246.760000 sec): 3 clusters Score: Raw -618053.139943 + Penalty 4093.730062 = -613959.409881 nChanged 13 SP:Iteration 8Q (3246.980000 sec): 3 clusters Score: Raw -618062.035107 + Penalty 4093.730062 = -613968.305045 nChanged 10 SP:Iteration 9Q (3247.160000 sec): 3 clusters Score: Raw -618066.172833 + Penalty 4093.730062 = -613972.442771 nChanged 3 SP:Iteration 10Q (3247.380000 sec): 3 clusters Score: Raw -618067.028815 + Penalty 4093.730062 = -613973.298753 nChanged 0 SP:Iteration 11F (3247.580000 sec): 3 clusters Score: Raw -618067.028815 + Penalty 4093.730062 = -613973.298753 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (194810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3248.610000 sec): 2 clusters Score: Raw -36130520.977243 + Penalty 3020.585441 = -36127500.391802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3249.810000 sec): 3 clusters Score: Raw -36002943.321590 + Penalty 6041.170882 = -35996902.150708 nChanged 93386 SP:Iteration 1F (3250.900000 sec): 3 clusters Score: Raw -36060882.397190 + Penalty 6041.170882 = -36054841.226309 nChanged 10568 SP:Iteration 2F (3252.060000 sec): 3 clusters Score: Raw -36069142.676351 + Penalty 6041.170882 = -36063101.505469 nChanged 15566 SP:Iteration 3F (3253.210000 sec): 3 clusters Score: Raw -36085636.775746 + Penalty 6041.170882 = -36079595.604864 nChanged 20063 SP:Iteration 4F (3254.420000 sec): 3 clusters Score: Raw -36108899.536626 + Penalty 6041.170882 = -36102858.365744 nChanged 19907 SP:Iteration 5F (3255.560000 sec): 3 clusters Score: Raw -36127982.738846 + Penalty 6041.170882 = -36121941.567964 nChanged 13774 SP:Iteration 6F (3256.770000 sec): 3 clusters Score: Raw -36136178.882628 + Penalty 6041.170882 = -36130137.711747 nChanged 7765 SP:Iteration 7Q (3258.020000 sec): 3 clusters Score: Raw -36138933.159052 + Penalty 6041.170882 = -36132891.988171 nChanged 4537 SP:Iteration 8Q (3259.280000 sec): 3 clusters Score: Raw -36140112.103791 + Penalty 6041.170882 = -36134070.932909 nChanged 3168 SP:Iteration 9Q (3260.500000 sec): 3 clusters Score: Raw -36140786.075371 + Penalty 6041.170882 = -36134744.904489 nChanged 2672 SP:Iteration 10Q (3261.740000 sec): 3 clusters Score: Raw -36141295.857498 + Penalty 6041.170882 = -36135254.686617 nChanged 2444 SP:Iteration 11Q (3262.930000 sec): 3 clusters Score: Raw -36141710.785552 + Penalty 6041.170882 = -36135669.614670 nChanged 2258 SP:Iteration 12Q (3264.190000 sec): 3 clusters Score: Raw -36142063.540823 + Penalty 6041.170882 = -36136022.369941 nChanged 2095 SP:Iteration 13Q (3265.530000 sec): 3 clusters Score: Raw -36142375.607308 + Penalty 6041.170882 = -36136334.436427 nChanged 2042 SP:Iteration 14Q (3266.880000 sec): 3 clusters Score: Raw -36142670.628232 + Penalty 6041.170882 = -36136629.457350 nChanged 1956 SP:Iteration 15Q (3268.160000 sec): 3 clusters Score: Raw -36142942.761777 + Penalty 6041.170882 = -36136901.590895 nChanged 1919 SP:Iteration 16Q (3269.350000 sec): 3 clusters Score: Raw -36143209.042404 + Penalty 6041.170882 = -36137167.871523 nChanged 1859 SP:Iteration 17Q (3270.600000 sec): 3 clusters Score: Raw -36143455.065884 + Penalty 6041.170882 = -36137413.895002 nChanged 1738 SP:Iteration 18Q (3271.850000 sec): 3 clusters Score: Raw -36143672.271334 + Penalty 6041.170882 = -36137631.100452 nChanged 1666 SP:Iteration 19Q (3272.980000 sec): 3 clusters Score: Raw -36143880.728316 + Penalty 6041.170882 = -36137839.557434 nChanged 1646 SP:Iteration 20F (3274.180000 sec): 3 clusters Score: Raw -36144083.167025 + Penalty 6041.170882 = -36138041.996144 nChanged 1619 SP:Iteration 21Q (3275.340000 sec): 3 clusters Score: Raw -36144277.580348 + Penalty 6041.170882 = -36138236.409467 nChanged 1560 SP:Iteration 22Q (3276.590000 sec): 3 clusters Score: Raw -36144454.295378 + Penalty 6041.170882 = -36138413.124496 nChanged 1436 SP:Iteration 23Q (3277.880000 sec): 3 clusters Score: Raw -36144608.479368 + Penalty 6041.170882 = -36138567.308486 nChanged 1385 SP:Iteration 24Q (3279.120000 sec): 3 clusters Score: Raw -36144753.615518 + Penalty 6041.170882 = -36138712.444636 nChanged 1283 SP:Iteration 25Q (3280.350000 sec): 3 clusters Score: Raw -36144877.482669 + Penalty 6041.170882 = -36138836.311787 nChanged 1157 SP:Iteration 26Q (3281.550000 sec): 3 clusters Score: Raw -36144984.273056 + Penalty 6041.170882 = -36138943.102174 nChanged 1092 SP:Iteration 27Q (3282.780000 sec): 3 clusters Score: Raw -36145081.438127 + Penalty 6041.170882 = -36139040.267246 nChanged 1055 SP:Iteration 28Q (3283.960000 sec): 3 clusters Score: Raw -36145172.827066 + Penalty 6041.170882 = -36139131.656184 nChanged 1022 SP:Iteration 29Q (3285.090000 sec): 3 clusters Score: Raw -36145259.850590 + Penalty 6041.170882 = -36139218.679708 nChanged 922 SP:Iteration 30Q (3286.310000 sec): 3 clusters Score: Raw -36145333.476551 + Penalty 6041.170882 = -36139292.305670 nChanged 888 SP:Iteration 31Q (3287.500000 sec): 3 clusters Score: Raw -36145401.787765 + Penalty 6041.170882 = -36139360.616883 nChanged 877 SP:Iteration 32Q (3288.700000 sec): 3 clusters Score: Raw -36145468.120011 + Penalty 6041.170882 = -36139426.949129 nChanged 867 SP:Iteration 33Q (3289.860000 sec): 3 clusters Score: Raw -36145532.734370 + Penalty 6041.170882 = -36139491.563488 nChanged 787 SP:Iteration 34Q (3291.130000 sec): 3 clusters Score: Raw -36145587.937222 + Penalty 6041.170882 = -36139546.766340 nChanged 779 SP:Iteration 35Q (3292.330000 sec): 3 clusters Score: Raw -36145641.874354 + Penalty 6041.170882 = -36139600.703472 nChanged 771 SP:Iteration 36Q (3293.550000 sec): 3 clusters Score: Raw -36145694.831221 + Penalty 6041.170882 = -36139653.660339 nChanged 728 SP:Iteration 37Q (3294.770000 sec): 3 clusters Score: Raw -36145744.014905 + Penalty 6041.170882 = -36139702.844023 nChanged 718 SP:Iteration 38Q (3295.950000 sec): 3 clusters Score: Raw -36145791.841323 + Penalty 6041.170882 = -36139750.670441 nChanged 697 SP:Iteration 39Q (3297.120000 sec): 3 clusters Score: Raw -36145840.669267 + Penalty 6041.170882 = -36139799.498385 nChanged 736 SP:Iteration 40F (3298.280000 sec): 3 clusters Score: Raw -36145893.123909 + Penalty 6041.170882 = -36139851.953027 nChanged 734 SP:Iteration 41Q (3299.550000 sec): 3 clusters Score: Raw -36145944.086455 + Penalty 6041.170882 = -36139902.915573 nChanged 688 SP:Iteration 42Q (3300.730000 sec): 3 clusters Score: Raw -36145989.114073 + Penalty 6041.170882 = -36139947.943191 nChanged 621 SP:Iteration 43Q (3301.930000 sec): 3 clusters Score: Raw -36146029.067610 + Penalty 6041.170882 = -36139987.896728 nChanged 616 SP:Iteration 44Q (3303.130000 sec): 3 clusters Score: Raw -36146069.388057 + Penalty 6041.170882 = -36140028.217176 nChanged 626 SP:Iteration 45Q (3304.350000 sec): 3 clusters Score: Raw -36146107.305430 + Penalty 6041.170882 = -36140066.134548 nChanged 571 SP:Iteration 46Q (3305.550000 sec): 3 clusters Score: Raw -36146140.683607 + Penalty 6041.170882 = -36140099.512725 nChanged 538 SP:Iteration 47Q (3306.720000 sec): 3 clusters Score: Raw -36146171.874058 + Penalty 6041.170882 = -36140130.703176 nChanged 537 SP:Iteration 48Q (3307.850000 sec): 3 clusters Score: Raw -36146202.948224 + Penalty 6041.170882 = -36140161.777342 nChanged 538 SP:Iteration 49Q (3309.010000 sec): 3 clusters Score: Raw -36146235.655687 + Penalty 6041.170882 = -36140194.484806 nChanged 563 SP:Iteration 50Q (3310.200000 sec): 3 clusters Score: Raw -36146271.882014 + Penalty 6041.170882 = -36140230.711133 nChanged 550 SP:Iteration 51Q (3311.360000 sec): 3 clusters Score: Raw -36146304.637278 + Penalty 6041.170882 = -36140263.466396 nChanged 523 SP:Iteration 52Q (3312.510000 sec): 3 clusters Score: Raw -36146334.449246 + Penalty 6041.170882 = -36140293.278364 nChanged 503 SP:Iteration 53Q (3313.640000 sec): 3 clusters Score: Raw -36146362.341747 + Penalty 6041.170882 = -36140321.170865 nChanged 483 SP:Iteration 54Q (3314.710000 sec): 3 clusters Score: Raw -36146389.615503 + Penalty 6041.170882 = -36140348.444621 nChanged 493 SP:Iteration 55Q (3315.820000 sec): 3 clusters Score: Raw -36146417.535039 + Penalty 6041.170882 = -36140376.364157 nChanged 499 SP:Iteration 56Q (3316.860000 sec): 3 clusters Score: Raw -36146445.598622 + Penalty 6041.170882 = -36140404.427741 nChanged 465 SP:Iteration 57Q (3317.950000 sec): 3 clusters Score: Raw -36146469.637349 + Penalty 6041.170882 = -36140428.466467 nChanged 418 SP:Iteration 58Q (3319.070000 sec): 3 clusters Score: Raw -36146489.480835 + Penalty 6041.170882 = -36140448.309954 nChanged 377 SP:Iteration 59Q (3320.190000 sec): 3 clusters Score: Raw -36146506.931139 + Penalty 6041.170882 = -36140465.760258 nChanged 339 SP:Iteration 60F (3321.410000 sec): 3 clusters Score: Raw -36146521.514285 + Penalty 6041.170882 = -36140480.343404 nChanged 293 SP:Iteration 61Q (3322.640000 sec): 3 clusters Score: Raw -36146532.839038 + Penalty 6041.170882 = -36140491.668156 nChanged 253 SP:Iteration 62Q (3323.770000 sec): 3 clusters Score: Raw -36146542.353356 + Penalty 6041.170882 = -36140501.182475 nChanged 227 SP:Iteration 63Q (3324.940000 sec): 3 clusters Score: Raw -36146551.542351 + Penalty 6041.170882 = -36140510.371469 nChanged 240 SP:Iteration 64Q (3326.100000 sec): 3 clusters Score: Raw -36146560.213801 + Penalty 6041.170882 = -36140519.042919 nChanged 245 SP:Iteration 65Q (3327.280000 sec): 3 clusters Score: Raw -36146569.120929 + Penalty 6041.170882 = -36140527.950047 nChanged 247 SP:Iteration 66Q (3328.490000 sec): 3 clusters Score: Raw -36146578.601277 + Penalty 6041.170882 = -36140537.430395 nChanged 226 SP:Iteration 67Q (3329.720000 sec): 3 clusters Score: Raw -36146586.774875 + Penalty 6041.170882 = -36140545.603994 nChanged 224 SP:Iteration 68Q (3330.890000 sec): 3 clusters Score: Raw -36146594.529747 + Penalty 6041.170882 = -36140553.358865 nChanged 197 SP:Iteration 69Q (3332.000000 sec): 3 clusters Score: Raw -36146600.468029 + Penalty 6041.170882 = -36140559.297147 nChanged 172 SP:Iteration 70Q (3333.150000 sec): 3 clusters Score: Raw -36146606.209895 + Penalty 6041.170882 = -36140565.039013 nChanged 181 SP:Iteration 71Q (3334.350000 sec): 3 clusters Score: Raw -36146612.403186 + Penalty 6041.170882 = -36140571.232305 nChanged 150 SP:Iteration 72Q (3335.540000 sec): 3 clusters Score: Raw -36146616.719248 + Penalty 6041.170882 = -36140575.548366 nChanged 132 SP:Iteration 73Q (3336.680000 sec): 3 clusters Score: Raw -36146620.778159 + Penalty 6041.170882 = -36140579.607278 nChanged 136 SP:Iteration 74Q (3337.770000 sec): 3 clusters Score: Raw -36146624.513277 + Penalty 6041.170882 = -36140583.342396 nChanged 121 SP:Iteration 75Q (3338.940000 sec): 3 clusters Score: Raw -36146627.767443 + Penalty 6041.170882 = -36140586.596561 nChanged 119 SP:Iteration 76Q (3340.130000 sec): 3 clusters Score: Raw -36146630.530346 + Penalty 6041.170882 = -36140589.359464 nChanged 98 SP:Iteration 77Q (3341.250000 sec): 3 clusters Score: Raw -36146632.814728 + Penalty 6041.170882 = -36140591.643846 nChanged 96 SP:Iteration 78Q (3342.320000 sec): 3 clusters Score: Raw -36146635.231270 + Penalty 6041.170882 = -36140594.060388 nChanged 88 SP:Iteration 79Q (3343.560000 sec): 3 clusters Score: Raw -36146637.154068 + Penalty 6041.170882 = -36140595.983186 nChanged 87 SP:Iteration 80F (3344.880000 sec): 3 clusters Score: Raw -36146638.932852 + Penalty 6041.170882 = -36140597.761970 nChanged 75 SP:Iteration 81Q (3346.080000 sec): 3 clusters Score: Raw -36146640.540659 + Penalty 6041.170882 = -36140599.369777 nChanged 70 SP:Iteration 82Q (3347.270000 sec): 3 clusters Score: Raw -36146642.156863 + Penalty 6041.170882 = -36140600.985981 nChanged 78 SP:Iteration 83Q (3348.430000 sec): 3 clusters Score: Raw -36146643.840626 + Penalty 6041.170882 = -36140602.669744 nChanged 74 SP:Iteration 84Q (3349.710000 sec): 3 clusters Score: Raw -36146645.195091 + Penalty 6041.170882 = -36140604.024209 nChanged 51 SP:Iteration 85Q (3350.980000 sec): 3 clusters Score: Raw -36146646.006293 + Penalty 6041.170882 = -36140604.835411 nChanged 41 SP:Iteration 86Q (3352.240000 sec): 3 clusters Score: Raw -36146646.630792 + Penalty 6041.170882 = -36140605.459911 nChanged 45 SP:Iteration 87Q (3353.340000 sec): 3 clusters Score: Raw -36146647.338193 + Penalty 6041.170882 = -36140606.167311 nChanged 35 SP:Iteration 88Q (3354.430000 sec): 3 clusters Score: Raw -36146647.835346 + Penalty 6041.170882 = -36140606.664464 nChanged 31 SP:Iteration 89Q (3355.540000 sec): 3 clusters Score: Raw -36146648.372129 + Penalty 6041.170882 = -36140607.201247 nChanged 29 SP:Iteration 90Q (3356.620000 sec): 3 clusters Score: Raw -36146648.824586 + Penalty 6041.170882 = -36140607.653704 nChanged 31 SP:Iteration 91Q (3357.700000 sec): 3 clusters Score: Raw -36146649.271671 + Penalty 6041.170882 = -36140608.100789 nChanged 23 SP:Iteration 92Q (3358.770000 sec): 3 clusters Score: Raw -36146649.635784 + Penalty 6041.170882 = -36140608.464902 nChanged 25 SP:Iteration 93Q (3359.830000 sec): 3 clusters Score: Raw -36146650.150670 + Penalty 6041.170882 = -36140608.979788 nChanged 29 SP:Iteration 94Q (3360.920000 sec): 3 clusters Score: Raw -36146650.581868 + Penalty 6041.170882 = -36140609.410986 nChanged 27 SP:Iteration 95Q (3362.200000 sec): 3 clusters Score: Raw -36146650.933440 + Penalty 6041.170882 = -36140609.762558 nChanged 21 SP:Iteration 96Q (3363.430000 sec): 3 clusters Score: Raw -36146651.241823 + Penalty 6041.170882 = -36140610.070941 nChanged 21 SP:Iteration 97Q (3364.640000 sec): 3 clusters Score: Raw -36146651.581773 + Penalty 6041.170882 = -36140610.410891 nChanged 19 SP:Iteration 98Q (3365.880000 sec): 3 clusters Score: Raw -36146651.813824 + Penalty 6041.170882 = -36140610.642942 nChanged 19 SP:Iteration 99Q (3367.040000 sec): 3 clusters Score: Raw -36146652.025168 + Penalty 6041.170882 = -36140610.854286 nChanged 16 SP:Iteration 100F (3368.310000 sec): 3 clusters Score: Raw -36146652.172867 + Penalty 6041.170882 = -36140611.001985 nChanged 5 SP:Iteration 101Q (3369.540000 sec): 3 clusters Score: Raw -36146652.211752 + Penalty 6041.170882 = -36140611.040870 nChanged 4 SP:Iteration 102Q (3370.700000 sec): 3 clusters Score: Raw -36146652.274709 + Penalty 6041.170882 = -36140611.103827 nChanged 5 SP:Iteration 103Q (3371.880000 sec): 3 clusters Score: Raw -36146652.362600 + Penalty 6041.170882 = -36140611.191718 nChanged 6 SP:Iteration 104Q (3373.000000 sec): 3 clusters Score: Raw -36146652.438786 + Penalty 6041.170882 = -36140611.267904 nChanged 8 SP:Iteration 105Q (3374.080000 sec): 3 clusters Score: Raw -36146652.511586 + Penalty 6041.170882 = -36140611.340704 nChanged 6 SP:Iteration 106Q (3375.110000 sec): 3 clusters Score: Raw -36146652.590611 + Penalty 6041.170882 = -36140611.419730 nChanged 10 SP:Iteration 107Q (3376.180000 sec): 3 clusters Score: Raw -36146652.678063 + Penalty 6041.170882 = -36140611.507181 nChanged 3 SP:Iteration 108Q (3377.160000 sec): 3 clusters Score: Raw -36146652.709908 + Penalty 6041.170882 = -36140611.539027 nChanged 3 SP:Iteration 109Q (3378.220000 sec): 3 clusters Score: Raw -36146652.746980 + Penalty 6041.170882 = -36140611.576098 nChanged 4 SP:Iteration 110Q (3379.250000 sec): 3 clusters Score: Raw -36146652.796185 + Penalty 6041.170882 = -36140611.625303 nChanged 1 SP:Iteration 111Q (3380.240000 sec): 3 clusters Score: Raw -36146652.812693 + Penalty 6041.170882 = -36140611.641811 nChanged 2 SP:Iteration 112Q (3381.280000 sec): 3 clusters Score: Raw -36146652.835983 + Penalty 6041.170882 = -36140611.665101 nChanged 4 SP:Iteration 113Q (3382.330000 sec): 3 clusters Score: Raw -36146652.874420 + Penalty 6041.170882 = -36140611.703539 nChanged 8 SP:Iteration 114Q (3383.490000 sec): 3 clusters Score: Raw -36146652.953597 + Penalty 6041.170882 = -36140611.782715 nChanged 5 SP:Iteration 115Q (3384.810000 sec): 3 clusters Score: Raw -36146652.996173 + Penalty 6041.170882 = -36140611.825291 nChanged 5 SP:Iteration 116Q (3386.100000 sec): 3 clusters Score: Raw -36146653.055825 + Penalty 6041.170882 = -36140611.884944 nChanged 6 SP:Iteration 117Q (3387.340000 sec): 3 clusters Score: Raw -36146653.131892 + Penalty 6041.170882 = -36140611.961010 nChanged 6 SP:Iteration 118Q (3388.490000 sec): 3 clusters Score: Raw -36146653.200639 + Penalty 6041.170882 = -36140612.029758 nChanged 8 SP:Iteration 119Q (3389.680000 sec): 3 clusters Score: Raw -36146653.282979 + Penalty 6041.170882 = -36140612.112097 nChanged 10 SP:Iteration 120F (3390.940000 sec): 3 clusters Score: Raw -36146653.425362 + Penalty 6041.170882 = -36140612.254480 nChanged 6 SP:Iteration 121Q (3392.050000 sec): 3 clusters Score: Raw -36146653.496105 + Penalty 6041.170882 = -36140612.325223 nChanged 7 SP:Iteration 122Q (3393.260000 sec): 3 clusters Score: Raw -36146653.569895 + Penalty 6041.170882 = -36140612.399013 nChanged 4 SP:Iteration 123Q (3394.400000 sec): 3 clusters Score: Raw -36146653.596310 + Penalty 6041.170882 = -36140612.425428 nChanged 0 SP:Iteration 124F (3395.580000 sec): 3 clusters Score: Raw -36146653.596310 + Penalty 6041.170882 = -36140612.425428 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (1785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3395.770000 sec): 2 clusters Score: Raw -242669.556652 + Penalty 1856.819076 = -240812.737576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3395.980000 sec): 3 clusters Score: Raw -242410.519626 + Penalty 3713.638152 = -238696.881474 nChanged 682 SP:Iteration 1F (3396.220000 sec): 3 clusters Score: Raw -244374.578366 + Penalty 3713.638152 = -240660.940213 nChanged 275 SP:Iteration 2F (3396.420000 sec): 3 clusters Score: Raw -245869.498166 + Penalty 3713.638152 = -242155.860013 nChanged 212 SP:Iteration 3F (3396.580000 sec): 3 clusters Score: Raw -247754.176177 + Penalty 3713.638152 = -244040.538025 nChanged 233 SP:Iteration 4F (3396.780000 sec): 3 clusters Score: Raw -249757.621191 + Penalty 3713.638152 = -246043.983039 nChanged 143 SP:Iteration 5F (3396.960000 sec): 3 clusters Score: Raw -250452.958717 + Penalty 3713.638152 = -246739.320565 nChanged 63 SP:Iteration 6Q (3397.160000 sec): 3 clusters Score: Raw -250653.992224 + Penalty 3713.638152 = -246940.354072 nChanged 24 SP:Iteration 7Q (3397.340000 sec): 3 clusters Score: Raw -250743.562299 + Penalty 3713.638152 = -247029.924146 nChanged 14 SP:Iteration 8Q (3397.530000 sec): 3 clusters Score: Raw -250778.452541 + Penalty 3713.638152 = -247064.814389 nChanged 5 SP:Iteration 9Q (3397.680000 sec): 3 clusters Score: Raw -250781.448470 + Penalty 3713.638152 = -247067.810318 nChanged 1 SP:Iteration 10Q (3397.870000 sec): 3 clusters Score: Raw -250781.960892 + Penalty 3713.638152 = -247068.322740 nChanged 1 SP:Iteration 11Q (3398.030000 sec): 3 clusters Score: Raw -250792.004147 + Penalty 3713.638152 = -247078.365995 nChanged 1 SP:Iteration 12Q (3398.200000 sec): 3 clusters Score: Raw -250795.604162 + Penalty 3713.638152 = -247081.966010 nChanged 0 SP:Iteration 13F (3398.380000 sec): 3 clusters Score: Raw -250810.961512 + Penalty 3713.638152 = -247097.323359 nChanged 2 SP:Iteration 14Q (3398.550000 sec): 3 clusters Score: Raw -250901.369144 + Penalty 3713.638152 = -247187.730992 nChanged 8 SP:Iteration 15Q (3398.740000 sec): 3 clusters Score: Raw -250913.033994 + Penalty 3713.638152 = -247199.395841 nChanged 0 SP:Iteration 16F (3398.940000 sec): 3 clusters Score: Raw -250913.033994 + Penalty 3713.638152 = -247199.395841 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Iteration 20F (3526.430000 sec): 36 clusters Score: Raw -340140493.827304 + Penalty 125257.950328 = -340015235.876976 nChanged 70286 Iteration 21Q (3590.570000 sec): 36 clusters Score: Raw -340177475.304190 + Penalty 125257.950328 = -340052217.353863 nChanged 43429 Iteration 22Q (3652.610000 sec): 36 clusters Score: Raw -340197093.463768 + Penalty 125257.950328 = -340071835.513440 nChanged 38629 Iteration 23Q (3714.080000 sec): 36 clusters Score: Raw -340212435.942207 + Penalty 125257.950328 = -340087177.991879 nChanged 35592 Iteration 24Q (3773.170000 sec): 36 clusters Score: Raw -340224458.501385 + Penalty 125257.950328 = -340099200.551057 nChanged 32886 Iteration 25Q (3841.060000 sec): 36 clusters Score: Raw -340234123.781134 + Penalty 125257.950328 = -340108865.830806 nChanged 30145 Iteration 26Q (3903.140000 sec): 36 clusters Score: Raw -340242000.286809 + Penalty 125257.950328 = -340116742.336481 nChanged 27806 Iteration 27Q (3964.410000 sec): 36 clusters Score: Raw -340248624.347563 + Penalty 125257.950328 = -340123366.397235 nChanged 25464 Iteration 28Q (4027.110000 sec): 36 clusters Score: Raw -340254099.183315 + Penalty 125257.950328 = -340128841.232987 nChanged 23383 Iteration 29Q (4091.310000 sec): 36 clusters Score: Raw -340258547.858479 + Penalty 125257.950328 = -340133289.908152 nChanged 21391 Iteration 30Q (4154.190000 sec): 36 clusters Score: Raw -340262244.216260 + Penalty 125257.950328 = -340136986.265933 nChanged 19327 Iteration 31Q (4210.350000 sec): 36 clusters Score: Raw -340265369.663251 + Penalty 125257.950328 = -340140111.712923 nChanged 17981 Iteration 32Q (4269.020000 sec): 36 clusters Score: Raw -340268060.529169 + Penalty 125257.950328 = -340142802.578841 nChanged 16462 Iteration 33Q (4329.310000 sec): 36 clusters Score: Raw -340270360.763719 + Penalty 125257.950328 = -340145102.813391 nChanged 15228 Iteration 34Q (4391.630000 sec): 36 clusters Score: Raw -340272358.899954 + Penalty 125257.950328 = -340147100.949626 nChanged 14014 Iteration 35Q (4450.650000 sec): 36 clusters Score: Raw -340274085.510497 + Penalty 125257.950328 = -340148827.560169 nChanged 12920 Iteration 36Q (4518.790000 sec): 36 clusters Score: Raw -340275638.167497 + Penalty 125257.950328 = -340150380.217169 nChanged 11945 Iteration 37Q (4579.770000 sec): 36 clusters Score: Raw -340277030.763584 + Penalty 125257.950328 = -340151772.813256 nChanged 11133 Iteration 38Q (4641.700000 sec): 36 clusters Score: Raw -340278326.315805 + Penalty 125257.950328 = -340153068.365478 nChanged 10560 Iteration 39Q (4701.240000 sec): 36 clusters Score: Raw -340279586.568764 + Penalty 125257.950328 = -340154328.618436 nChanged 10079 Iteration 40F (4824.900000 sec): 36 clusters Score: Raw -340283159.078537 + Penalty 125257.950328 = -340157901.128209 nChanged 10651 Iteration 41Q (4889.600000 sec): 36 clusters Score: Raw -340286496.755750 + Penalty 125257.950328 = -340161238.805423 nChanged 10504 Iteration 42Q (4961.390000 sec): 36 clusters Score: Raw -340288645.800423 + Penalty 125257.950328 = -340163387.850096 nChanged 10135 Iteration 43Q (5025.380000 sec): 36 clusters Score: Raw -340290562.333236 + Penalty 125257.950328 = -340165304.382908 nChanged 9697 Iteration 44Q (5084.970000 sec): 36 clusters Score: Raw -340292070.926466 + Penalty 125257.950328 = -340166812.976138 nChanged 9081 Iteration 45Q (5144.030000 sec): 36 clusters Score: Raw -340293360.194005 + Penalty 125257.950328 = -340168102.243677 nChanged 8412 Iteration 46Q (5206.550000 sec): 36 clusters Score: Raw -340294447.914088 + Penalty 125257.950328 = -340169189.963761 nChanged 7753 Iteration 47Q (5268.320000 sec): 36 clusters Score: Raw -340295306.793266 + Penalty 125257.950328 = -340170048.842938 nChanged 7070 Iteration 48Q (5330.430000 sec): 36 clusters Score: Raw -340296059.555661 + Penalty 125257.950328 = -340170801.605334 nChanged 6492 Iteration 49Q (5382.370000 sec): 36 clusters Score: Raw -340296643.795643 + Penalty 125257.950328 = -340171385.845315 nChanged 5943 Iteration 50Q (5439.270000 sec): 36 clusters Score: Raw -340297223.532731 + Penalty 125257.950328 = -340171965.582403 nChanged 5578 Iteration 51Q (5498.670000 sec): 36 clusters Score: Raw -340297707.375396 + Penalty 125257.950328 = -340172449.425068 nChanged 5127 Iteration 52Q (5553.670000 sec): 36 clusters Score: Raw -340298235.378134 + Penalty 125257.950328 = -340172977.427807 nChanged 4883 Iteration 53Q (5608.630000 sec): 36 clusters Score: Raw -340298883.513479 + Penalty 125257.950328 = -340173625.563151 nChanged 4596 Iteration 54Q (5667.560000 sec): 36 clusters Score: Raw -340299320.581196 + Penalty 125257.950328 = -340174062.630868 nChanged 4426 Iteration 55Q (5718.220000 sec): 36 clusters Score: Raw -340299750.103186 + Penalty 125257.950328 = -340174492.152858 nChanged 4069 Iteration 56Q (5775.360000 sec): 36 clusters Score: Raw -340300128.492281 + Penalty 125257.950328 = -340174870.541953 nChanged 3789 Iteration 57Q (5828.190000 sec): 36 clusters Score: Raw -340300455.138653 + Penalty 125257.950328 = -340175197.188325 nChanged 3653 Iteration 58Q (5888.550000 sec): 36 clusters Score: Raw -340300780.092786 + Penalty 125257.950328 = -340175522.142458 nChanged 3433 Writing temp clu file Because OldScore, -340175197.188325, is greater than current (better) Score,-340175522.142458 Compute initial score before splitting: Score: Raw -340300780.092786 + Penalty 125257.950328 = -340175522.142458 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (483226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5891.250000 sec): 2 clusters Score: Raw -93691820.531812 + Penalty 3245.883454 = -93688574.648358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5893.850000 sec): 3 clusters Score: Raw -93368901.481078 + Penalty 6491.766907 = -93362409.714171 nChanged 235568 SP:Iteration 1F (5896.440000 sec): 3 clusters Score: Raw -93510108.366084 + Penalty 6491.766907 = -93503616.599177 nChanged 13024 SP:Iteration 2Q (5899.090000 sec): 3 clusters Score: Raw -93512826.271631 + Penalty 6491.766907 = -93506334.504724 nChanged 15648 SP:Iteration 3Q (5901.720000 sec): 3 clusters Score: Raw -93517079.561533 + Penalty 6491.766907 = -93510587.794625 nChanged 20232 SP:Iteration 4Q (5904.310000 sec): 3 clusters Score: Raw -93524664.957056 + Penalty 6491.766907 = -93518173.190148 nChanged 27254 SP:Iteration 5F (5906.760000 sec): 3 clusters Score: Raw -93538798.322597 + Penalty 6491.766907 = -93532306.555689 nChanged 35755 SP:Iteration 6F (5909.210000 sec): 3 clusters Score: Raw -93563609.166872 + Penalty 6491.766907 = -93557117.399965 nChanged 42695 SP:Iteration 7F (5911.670000 sec): 3 clusters Score: Raw -93600757.263502 + Penalty 6491.766907 = -93594265.496595 nChanged 41537 SP:Iteration 8F (5914.290000 sec): 3 clusters Score: Raw -93642256.873121 + Penalty 6491.766907 = -93635765.106213 nChanged 29772 SP:Iteration 9F (5916.790000 sec): 3 clusters Score: Raw -93672974.843805 + Penalty 6491.766907 = -93666483.076898 nChanged 13924 SP:Iteration 10Q (5919.610000 sec): 3 clusters Score: Raw -93686491.912915 + Penalty 6491.766907 = -93680000.146008 nChanged 4468 SP:Iteration 11Q (5922.300000 sec): 3 clusters Score: Raw -93690541.746831 + Penalty 6491.766907 = -93684049.979924 nChanged 1129 SP:Iteration 12Q (5924.480000 sec): 3 clusters Score: Raw -93691586.455800 + Penalty 6491.766907 = -93685094.688893 nChanged 284 SP:Iteration 13Q (5926.640000 sec): 3 clusters Score: Raw -93691909.258480 + Penalty 6491.766907 = -93685417.491572 nChanged 107 SP:Iteration 14Q (5928.870000 sec): 3 clusters Score: Raw -93692046.562270 + Penalty 6491.766907 = -93685554.795362 nChanged 45 SP:Iteration 15Q (5931.050000 sec): 3 clusters Score: Raw -93692102.113078 + Penalty 6491.766907 = -93685610.346171 nChanged 26 SP:Iteration 16Q (5933.340000 sec): 3 clusters Score: Raw -93692138.579796 + Penalty 6491.766907 = -93685646.812889 nChanged 18 SP:Iteration 17Q (5935.570000 sec): 3 clusters Score: Raw -93692162.285205 + Penalty 6491.766907 = -93685670.518297 nChanged 8 SP:Iteration 18Q (5937.820000 sec): 3 clusters Score: Raw -93692174.588988 + Penalty 6491.766907 = -93685682.822081 nChanged 7 SP:Iteration 19Q (5939.950000 sec): 3 clusters Score: Raw -93692184.753479 + Penalty 6491.766907 = -93685692.986572 nChanged 5 SP:Iteration 20F (5942.460000 sec): 3 clusters Score: Raw -93692190.833836 + Penalty 6491.766907 = -93685699.066929 nChanged 4 SP:Iteration 21Q (5944.480000 sec): 3 clusters Score: Raw -93692194.039817 + Penalty 6491.766907 = -93685702.272910 nChanged 2 SP:Iteration 22Q (5946.580000 sec): 3 clusters Score: Raw -93692197.369769 + Penalty 6491.766907 = -93685705.602862 nChanged 3 SP:Iteration 23Q (5948.670000 sec): 3 clusters Score: Raw -93692199.972744 + Penalty 6491.766907 = -93685708.205837 nChanged 2 SP:Iteration 24Q (5950.720000 sec): 3 clusters Score: Raw -93692201.077517 + Penalty 6491.766907 = -93685709.310609 nChanged 1 SP:Iteration 25Q (5952.740000 sec): 3 clusters Score: Raw -93692202.240377 + Penalty 6491.766907 = -93685710.473469 nChanged 1 SP:Iteration 26Q (5954.700000 sec): 3 clusters Score: Raw -93692203.322444 + Penalty 6491.766907 = -93685711.555537 nChanged 0 SP:Iteration 27F (5957.210000 sec): 3 clusters Score: Raw -93692203.322444 + Penalty 6491.766907 = -93685711.555537 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (11409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5957.500000 sec): 2 clusters Score: Raw -2051116.688028 + Penalty 2316.855134 = -2048799.832894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5957.770000 sec): 3 clusters Score: Raw -2044900.376140 + Penalty 4633.710267 = -2040266.665872 nChanged 4899 SP:Iteration 1F (5958.010000 sec): 3 clusters Score: Raw -2047917.138327 + Penalty 4633.710267 = -2043283.428060 nChanged 1032 SP:Iteration 2F (5958.210000 sec): 3 clusters Score: Raw -2049052.138775 + Penalty 4633.710267 = -2044418.428508 nChanged 1186 SP:Iteration 3F (5958.460000 sec): 3 clusters Score: Raw -2051185.928234 + Penalty 4633.710267 = -2046552.217967 nChanged 1230 SP:Iteration 4F (5958.670000 sec): 3 clusters Score: Raw -2053695.011382 + Penalty 4633.710267 = -2049061.301115 nChanged 1045 SP:Iteration 5F (5958.900000 sec): 3 clusters Score: Raw -2055074.843575 + Penalty 4633.710267 = -2050441.133308 nChanged 683 SP:Iteration 6F (5959.130000 sec): 3 clusters Score: Raw -2055759.205946 + Penalty 4633.710267 = -2051125.495679 nChanged 410 SP:Iteration 7Q (5959.380000 sec): 3 clusters Score: Raw -2056125.136969 + Penalty 4633.710267 = -2051491.426702 nChanged 251 SP:Iteration 8Q (5959.630000 sec): 3 clusters Score: Raw -2056339.800360 + Penalty 4633.710267 = -2051706.090093 nChanged 173 SP:Iteration 9Q (5959.830000 sec): 3 clusters Score: Raw -2056456.509679 + Penalty 4633.710267 = -2051822.799412 nChanged 130 SP:Iteration 10Q (5960.060000 sec): 3 clusters Score: Raw -2056539.149867 + Penalty 4633.710267 = -2051905.439600 nChanged 116 SP:Iteration 11Q (5960.300000 sec): 3 clusters Score: Raw -2056607.093915 + Penalty 4633.710267 = -2051973.383648 nChanged 84 SP:Iteration 12Q (5960.540000 sec): 3 clusters Score: Raw -2056648.334506 + Penalty 4633.710267 = -2052014.624239 nChanged 80 SP:Iteration 13Q (5960.760000 sec): 3 clusters Score: Raw -2056687.375121 + Penalty 4633.710267 = -2052053.664854 nChanged 63 SP:Iteration 14Q (5961.000000 sec): 3 clusters Score: Raw -2056715.373085 + Penalty 4633.710267 = -2052081.662818 nChanged 56 SP:Iteration 15Q (5961.240000 sec): 3 clusters Score: Raw -2056736.706905 + Penalty 4633.710267 = -2052102.996638 nChanged 44 SP:Iteration 16Q (5961.460000 sec): 3 clusters Score: Raw -2056752.213846 + Penalty 4633.710267 = -2052118.503579 nChanged 33 SP:Iteration 17Q (5961.640000 sec): 3 clusters Score: Raw -2056766.717768 + Penalty 4633.710267 = -2052133.007501 nChanged 33 SP:Iteration 18Q (5961.870000 sec): 3 clusters Score: Raw -2056777.825533 + Penalty 4633.710267 = -2052144.115266 nChanged 35 SP:Iteration 19Q (5962.100000 sec): 3 clusters Score: Raw -2056786.209155 + Penalty 4633.710267 = -2052152.498888 nChanged 21 SP:Iteration 20F (5962.300000 sec): 3 clusters Score: Raw -2056790.720169 + Penalty 4633.710267 = -2052157.009902 nChanged 15 SP:Iteration 21Q (5962.520000 sec): 3 clusters Score: Raw -2056794.357773 + Penalty 4633.710267 = -2052160.647506 nChanged 20 SP:Iteration 22Q (5962.770000 sec): 3 clusters Score: Raw -2056798.724336 + Penalty 4633.710267 = -2052165.014068 nChanged 9 SP:Iteration 23Q (5962.980000 sec): 3 clusters Score: Raw -2056800.404626 + Penalty 4633.710267 = -2052166.694359 nChanged 7 SP:Iteration 24Q (5963.180000 sec): 3 clusters Score: Raw -2056802.526059 + Penalty 4633.710267 = -2052168.815792 nChanged 8 SP:Iteration 25Q (5963.390000 sec): 3 clusters Score: Raw -2056804.126956 + Penalty 4633.710267 = -2052170.416689 nChanged 4 SP:Iteration 26Q (5963.580000 sec): 3 clusters Score: Raw -2056804.762074 + Penalty 4633.710267 = -2052171.051807 nChanged 2 SP:Iteration 27Q (5963.850000 sec): 3 clusters Score: Raw -2056805.298827 + Penalty 4633.710267 = -2052171.588560 nChanged 1 SP:Iteration 28Q (5964.050000 sec): 3 clusters Score: Raw -2056805.434431 + Penalty 4633.710267 = -2052171.724164 nChanged 0 SP:Iteration 29F (5964.290000 sec): 3 clusters Score: Raw -2056805.434431 + Penalty 4633.710267 = -2052171.724164 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (1095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5964.410000 sec): 2 clusters Score: Raw -166053.413611 + Penalty 1735.630391 = -164317.783220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5964.550000 sec): 3 clusters Score: Raw -165980.752148 + Penalty 3471.260783 = -162509.491365 nChanged 367 SP:Iteration 1F (5964.730000 sec): 3 clusters Score: Raw -166722.630060 + Penalty 3471.260783 = -163251.369277 nChanged 158 SP:Iteration 2F (5964.970000 sec): 3 clusters Score: Raw -167279.135896 + Penalty 3471.260783 = -163807.875114 nChanged 90 SP:Iteration 3F (5965.130000 sec): 3 clusters Score: Raw -167552.508321 + Penalty 3471.260783 = -164081.247539 nChanged 51 SP:Iteration 4Q (5965.310000 sec): 3 clusters Score: Raw -167808.524362 + Penalty 3471.260783 = -164337.263579 nChanged 50 SP:Iteration 5Q (5965.500000 sec): 3 clusters Score: Raw -168120.255491 + Penalty 3471.260783 = -164648.994709 nChanged 51 SP:Iteration 6Q (5965.680000 sec): 3 clusters Score: Raw -168321.750500 + Penalty 3471.260783 = -164850.489717 nChanged 31 SP:Iteration 7Q (5965.840000 sec): 3 clusters Score: Raw -168657.972232 + Penalty 3471.260783 = -165186.711450 nChanged 31 SP:Iteration 8Q (5966.030000 sec): 3 clusters Score: Raw -168794.282206 + Penalty 3471.260783 = -165323.021424 nChanged 20 SP:Iteration 9Q (5966.220000 sec): 3 clusters Score: Raw -168901.885235 + Penalty 3471.260783 = -165430.624453 nChanged 16 SP:Iteration 10Q (5966.420000 sec): 3 clusters Score: Raw -168961.681407 + Penalty 3471.260783 = -165490.420625 nChanged 15 SP:Iteration 11Q (5966.590000 sec): 3 clusters Score: Raw -168994.481536 + Penalty 3471.260783 = -165523.220754 nChanged 6 SP:Iteration 12Q (5966.760000 sec): 3 clusters Score: Raw -169012.014241 + Penalty 3471.260783 = -165540.753459 nChanged 5 SP:Iteration 13Q (5966.940000 sec): 3 clusters Score: Raw -169024.894324 + Penalty 3471.260783 = -165553.633541 nChanged 9 SP:Iteration 14Q (5967.120000 sec): 3 clusters Score: Raw -169057.752264 + Penalty 3471.260783 = -165586.491482 nChanged 6 SP:Iteration 15Q (5967.400000 sec): 3 clusters Score: Raw -169079.383554 + Penalty 3471.260783 = -165608.122771 nChanged 4 SP:Iteration 16Q (5967.560000 sec): 3 clusters Score: Raw -169082.479664 + Penalty 3471.260783 = -165611.218882 nChanged 0 SP:Iteration 17F (5967.760000 sec): 3 clusters Score: Raw -169082.479664 + Penalty 3471.260783 = -165611.218882 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (108215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5968.320000 sec): 2 clusters Score: Raw -19921331.451812 + Penalty 2874.785066 = -19918456.666746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5969.100000 sec): 3 clusters Score: Raw -19851587.903453 + Penalty 5749.570133 = -19845838.333320 nChanged 51369 SP:Iteration 1F (5969.890000 sec): 3 clusters Score: Raw -19881151.865027 + Penalty 5749.570133 = -19875402.294894 nChanged 3508 SP:Iteration 2Q (5970.690000 sec): 3 clusters Score: Raw -19881996.310291 + Penalty 5749.570133 = -19876246.740158 nChanged 3719 SP:Iteration 3Q (5971.420000 sec): 3 clusters Score: Raw -19883021.481807 + Penalty 5749.570133 = -19877271.911674 nChanged 4130 SP:Iteration 4Q (5972.260000 sec): 3 clusters Score: Raw -19884386.941910 + Penalty 5749.570133 = -19878637.371777 nChanged 5002 SP:Iteration 5Q (5973.160000 sec): 3 clusters Score: Raw -19886500.654627 + Penalty 5749.570133 = -19880751.084494 nChanged 6213 SP:Iteration 6F (5973.870000 sec): 3 clusters Score: Raw -19889936.301569 + Penalty 5749.570133 = -19884186.731436 nChanged 7591 SP:Iteration 7F (5974.700000 sec): 3 clusters Score: Raw -19895284.595522 + Penalty 5749.570133 = -19889535.025389 nChanged 8890 SP:Iteration 8F (5975.440000 sec): 3 clusters Score: Raw -19902899.981426 + Penalty 5749.570133 = -19897150.411293 nChanged 8374 SP:Iteration 9F (5976.170000 sec): 3 clusters Score: Raw -19910856.365165 + Penalty 5749.570133 = -19905106.795032 nChanged 6035 SP:Iteration 10F (5976.900000 sec): 3 clusters Score: Raw -19916793.460767 + Penalty 5749.570133 = -19911043.890634 nChanged 3182 SP:Iteration 11Q (5977.670000 sec): 3 clusters Score: Raw -19919826.661048 + Penalty 5749.570133 = -19914077.090915 nChanged 1266 SP:Iteration 12Q (5978.320000 sec): 3 clusters Score: Raw -19920982.175851 + Penalty 5749.570133 = -19915232.605718 nChanged 392 SP:Iteration 13Q (5978.920000 sec): 3 clusters Score: Raw -19921369.239353 + Penalty 5749.570133 = -19915619.669221 nChanged 124 SP:Iteration 14Q (5979.690000 sec): 3 clusters Score: Raw -19921501.886941 + Penalty 5749.570133 = -19915752.316808 nChanged 44 SP:Iteration 15Q (5980.340000 sec): 3 clusters Score: Raw -19921559.090234 + Penalty 5749.570133 = -19915809.520101 nChanged 25 SP:Iteration 16Q (5980.980000 sec): 3 clusters Score: Raw -19921590.275386 + Penalty 5749.570133 = -19915840.705253 nChanged 12 SP:Iteration 17Q (5981.560000 sec): 3 clusters Score: Raw -19921605.902373 + Penalty 5749.570133 = -19915856.332240 nChanged 14 SP:Iteration 18Q (5982.200000 sec): 3 clusters Score: Raw -19921631.540381 + Penalty 5749.570133 = -19915881.970248 nChanged 9 SP:Iteration 19Q (5982.800000 sec): 3 clusters Score: Raw -19921648.102840 + Penalty 5749.570133 = -19915898.532707 nChanged 6 SP:Iteration 20F (5983.520000 sec): 3 clusters Score: Raw -19921658.379663 + Penalty 5749.570133 = -19915908.809530 nChanged 4 SP:Iteration 21Q (5984.160000 sec): 3 clusters Score: Raw -19921665.646360 + Penalty 5749.570133 = -19915916.076227 nChanged 4 SP:Iteration 22Q (5984.740000 sec): 3 clusters Score: Raw -19921671.817748 + Penalty 5749.570133 = -19915922.247615 nChanged 3 SP:Iteration 23Q (5985.380000 sec): 3 clusters Score: Raw -19921674.791575 + Penalty 5749.570133 = -19915925.221443 nChanged 2 SP:Iteration 24Q (5986.010000 sec): 3 clusters Score: Raw -19921677.166026 + Penalty 5749.570133 = -19915927.595893 nChanged 0 SP:Iteration 25F (5986.740000 sec): 3 clusters Score: Raw -19921677.166026 + Penalty 5749.570133 = -19915927.595893 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (6166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5986.890000 sec): 2 clusters Score: Raw -1072249.733757 + Penalty 2164.247791 = -1070085.485966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5987.090000 sec): 3 clusters Score: Raw -1069160.074824 + Penalty 4328.495582 = -1064831.579242 nChanged 2530 SP:Iteration 1F (5987.230000 sec): 3 clusters Score: Raw -1070698.229008 + Penalty 4328.495582 = -1066369.733426 nChanged 477 SP:Iteration 2F (5987.420000 sec): 3 clusters Score: Raw -1071034.000604 + Penalty 4328.495582 = -1066705.505022 nChanged 367 SP:Iteration 3F (5987.660000 sec): 3 clusters Score: Raw -1071286.223487 + Penalty 4328.495582 = -1066957.727905 nChanged 296 SP:Iteration 4Q (5987.880000 sec): 3 clusters Score: Raw -1071488.397833 + Penalty 4328.495582 = -1067159.902251 nChanged 288 SP:Iteration 5Q (5988.060000 sec): 3 clusters Score: Raw -1071703.162345 + Penalty 4328.495582 = -1067374.666764 nChanged 291 SP:Iteration 6Q (5988.270000 sec): 3 clusters Score: Raw -1071946.331695 + Penalty 4328.495582 = -1067617.836113 nChanged 264 SP:Iteration 7Q (5988.470000 sec): 3 clusters Score: Raw -1072195.321035 + Penalty 4328.495582 = -1067866.825453 nChanged 248 SP:Iteration 8Q (5988.700000 sec): 3 clusters Score: Raw -1072429.730146 + Penalty 4328.495582 = -1068101.234565 nChanged 239 SP:Iteration 9Q (5988.910000 sec): 3 clusters Score: Raw -1072661.475464 + Penalty 4328.495582 = -1068332.979882 nChanged 219 SP:Iteration 10Q (5989.080000 sec): 3 clusters Score: Raw -1072876.832668 + Penalty 4328.495582 = -1068548.337087 nChanged 187 SP:Iteration 11Q (5989.300000 sec): 3 clusters Score: Raw -1073036.398968 + Penalty 4328.495582 = -1068707.903387 nChanged 148 SP:Iteration 12Q (5989.450000 sec): 3 clusters Score: Raw -1073149.809546 + Penalty 4328.495582 = -1068821.313965 nChanged 110 SP:Iteration 13Q (5989.680000 sec): 3 clusters Score: Raw -1073237.331883 + Penalty 4328.495582 = -1068908.836301 nChanged 104 SP:Iteration 14Q (5989.900000 sec): 3 clusters Score: Raw -1073327.481280 + Penalty 4328.495582 = -1068998.985698 nChanged 94 SP:Iteration 15Q (5990.100000 sec): 3 clusters Score: Raw -1073401.977535 + Penalty 4328.495582 = -1069073.481953 nChanged 73 SP:Iteration 16Q (5990.290000 sec): 3 clusters Score: Raw -1073468.529407 + Penalty 4328.495582 = -1069140.033825 nChanged 57 SP:Iteration 17Q (5990.450000 sec): 3 clusters Score: Raw -1073534.571689 + Penalty 4328.495582 = -1069206.076107 nChanged 69 SP:Iteration 18Q (5990.620000 sec): 3 clusters Score: Raw -1073608.284694 + Penalty 4328.495582 = -1069279.789112 nChanged 71 SP:Iteration 19Q (5990.820000 sec): 3 clusters Score: Raw -1073666.266737 + Penalty 4328.495582 = -1069337.771156 nChanged 56 SP:Iteration 20F (5991.000000 sec): 3 clusters Score: Raw -1073706.141096 + Penalty 4328.495582 = -1069377.645514 nChanged 48 SP:Iteration 21Q (5991.240000 sec): 3 clusters Score: Raw -1073736.285470 + Penalty 4328.495582 = -1069407.789889 nChanged 35 SP:Iteration 22Q (5991.410000 sec): 3 clusters Score: Raw -1073757.886559 + Penalty 4328.495582 = -1069429.390977 nChanged 37 SP:Iteration 23Q (5991.640000 sec): 3 clusters Score: Raw -1073779.728731 + Penalty 4328.495582 = -1069451.233150 nChanged 32 SP:Iteration 24Q (5991.870000 sec): 3 clusters Score: Raw -1073797.522431 + Penalty 4328.495582 = -1069469.026850 nChanged 28 SP:Iteration 25Q (5992.040000 sec): 3 clusters Score: Raw -1073816.949466 + Penalty 4328.495582 = -1069488.453884 nChanged 30 SP:Iteration 26Q (5992.270000 sec): 3 clusters Score: Raw -1073842.444528 + Penalty 4328.495582 = -1069513.948946 nChanged 28 SP:Iteration 27Q (5992.480000 sec): 3 clusters Score: Raw -1073859.735551 + Penalty 4328.495582 = -1069531.239969 nChanged 21 SP:Iteration 28Q (5992.700000 sec): 3 clusters Score: Raw -1073870.683579 + Penalty 4328.495582 = -1069542.187997 nChanged 11 SP:Iteration 29Q (5992.860000 sec): 3 clusters Score: Raw -1073874.904114 + Penalty 4328.495582 = -1069546.408532 nChanged 7 SP:Iteration 30Q (5993.050000 sec): 3 clusters Score: Raw -1073877.801021 + Penalty 4328.495582 = -1069549.305439 nChanged 9 SP:Iteration 31Q (5993.270000 sec): 3 clusters Score: Raw -1073882.726222 + Penalty 4328.495582 = -1069554.230640 nChanged 6 SP:Iteration 32Q (5993.430000 sec): 3 clusters Score: Raw -1073884.625822 + Penalty 4328.495582 = -1069556.130240 nChanged 3 SP:Iteration 33Q (5993.660000 sec): 3 clusters Score: Raw -1073885.498939 + Penalty 4328.495582 = -1069557.003357 nChanged 3 SP:Iteration 34Q (5993.820000 sec): 3 clusters Score: Raw -1073887.718256 + Penalty 4328.495582 = -1069559.222675 nChanged 4 SP:Iteration 35Q (5994.020000 sec): 3 clusters Score: Raw -1073889.843870 + Penalty 4328.495582 = -1069561.348288 nChanged 3 SP:Iteration 36Q (5994.190000 sec): 3 clusters Score: Raw -1073890.939124 + Penalty 4328.495582 = -1069562.443542 nChanged 4 SP:Iteration 37Q (5994.410000 sec): 3 clusters Score: Raw -1073891.932569 + Penalty 4328.495582 = -1069563.436987 nChanged 1 SP:Iteration 38Q (5994.610000 sec): 3 clusters Score: Raw -1073892.329247 + Penalty 4328.495582 = -1069563.833665 nChanged 1 SP:Iteration 39Q (5994.810000 sec): 3 clusters Score: Raw -1073892.846973 + Penalty 4328.495582 = -1069564.351392 nChanged 0 SP:Iteration 40F (5995.000000 sec): 3 clusters Score: Raw -1073892.846973 + Penalty 4328.495582 = -1069564.351392 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.100000 sec): 2 clusters Score: Raw -72531.485446 + Penalty 1644.736441 = -70886.749005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.300000 sec): 3 clusters Score: Raw -72822.249795 + Penalty 3289.472882 = -69532.776913 nChanged 230 SP:Iteration 1F (5995.450000 sec): 3 clusters Score: Raw -73645.524858 + Penalty 3289.472882 = -70356.051976 nChanged 110 SP:Iteration 2F (5995.640000 sec): 3 clusters Score: Raw -74436.867157 + Penalty 3289.472882 = -71147.394275 nChanged 98 SP:Iteration 3F (5995.810000 sec): 3 clusters Score: Raw -75254.269953 + Penalty 3289.472882 = -71964.797072 nChanged 64 SP:Iteration 4F (5995.970000 sec): 3 clusters Score: Raw -75843.146268 + Penalty 3289.472882 = -72553.673387 nChanged 27 SP:Iteration 5Q (5996.170000 sec): 3 clusters Score: Raw -76101.310401 + Penalty 3289.472882 = -72811.837520 nChanged 13 SP:Iteration 6Q (5996.340000 sec): 3 clusters Score: Raw -76137.580073 + Penalty 3289.472882 = -72848.107191 nChanged 5 SP:Iteration 7Q (5996.490000 sec): 3 clusters Score: Raw -76159.386309 + Penalty 3289.472882 = -72869.913427 nChanged 0 SP:Iteration 8F (5996.660000 sec): 3 clusters Score: Raw -76159.386309 + Penalty 3289.472882 = -72869.913427 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5996.790000 sec): 2 clusters Score: Raw -234206.516254 + Penalty 1816.309980 = -232390.206274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5996.960000 sec): 3 clusters Score: Raw -233966.232088 + Penalty 3632.619961 = -230333.612127 nChanged 527 SP:Iteration 1F (5997.160000 sec): 3 clusters Score: Raw -235649.080672 + Penalty 3632.619961 = -232016.460712 nChanged 257 SP:Iteration 2F (5997.320000 sec): 3 clusters Score: Raw -237521.314395 + Penalty 3632.619961 = -233888.694434 nChanged 137 SP:Iteration 3F (5997.490000 sec): 3 clusters Score: Raw -237913.082682 + Penalty 3632.619961 = -234280.462721 nChanged 46 SP:Iteration 4Q (5997.650000 sec): 3 clusters Score: Raw -237969.786678 + Penalty 3632.619961 = -234337.166718 nChanged 23 SP:Iteration 5Q (5997.810000 sec): 3 clusters Score: Raw -237988.958186 + Penalty 3632.619961 = -234356.338225 nChanged 5 SP:Iteration 6Q (5998.030000 sec): 3 clusters Score: Raw -237996.246879 + Penalty 3632.619961 = -234363.626918 nChanged 6 SP:Iteration 7Q (5998.170000 sec): 3 clusters Score: Raw -238003.402727 + Penalty 3632.619961 = -234370.782766 nChanged 5 SP:Iteration 8Q (5998.380000 sec): 3 clusters Score: Raw -238007.761693 + Penalty 3632.619961 = -234375.141732 nChanged 5 SP:Iteration 9Q (5998.550000 sec): 3 clusters Score: Raw -238011.629982 + Penalty 3632.619961 = -234379.010021 nChanged 7 SP:Iteration 10Q (5998.730000 sec): 3 clusters Score: Raw -238017.416332 + Penalty 3632.619961 = -234384.796371 nChanged 3 SP:Iteration 11Q (5999.000000 sec): 3 clusters Score: Raw -238021.983945 + Penalty 3632.619961 = -234389.363984 nChanged 6 SP:Iteration 12Q (5999.230000 sec): 3 clusters Score: Raw -238029.227312 + Penalty 3632.619961 = -234396.607351 nChanged 1 SP:Iteration 13Q (5999.370000 sec): 3 clusters Score: Raw -238030.085853 + Penalty 3632.619961 = -234397.465892 nChanged 1 SP:Iteration 14Q (5999.540000 sec): 3 clusters Score: Raw -238030.765896 + Penalty 3632.619961 = -234398.145935 nChanged 1 SP:Iteration 15Q (5999.760000 sec): 3 clusters Score: Raw -238030.945928 + Penalty 3632.619961 = -234398.325967 nChanged 1 SP:Iteration 16Q (5999.940000 sec): 3 clusters Score: Raw -238031.475289 + Penalty 3632.619961 = -234398.855328 nChanged 0 SP:Iteration 17F (6000.090000 sec): 3 clusters Score: Raw -238031.475289 + Penalty 3632.619961 = -234398.855328 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6000.410000 sec): 2 clusters Score: Raw -8813469.052497 + Penalty 2670.087781 = -8810798.964716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6000.830000 sec): 3 clusters Score: Raw -8784196.634476 + Penalty 5340.175562 = -8778856.458914 nChanged 21802 SP:Iteration 1F (6001.210000 sec): 3 clusters Score: Raw -8796217.472776 + Penalty 5340.175562 = -8790877.297214 nChanged 1924 SP:Iteration 2Q (6001.600000 sec): 3 clusters Score: Raw -8796765.508329 + Penalty 5340.175562 = -8791425.332767 nChanged 1813 SP:Iteration 3Q (6002.000000 sec): 3 clusters Score: Raw -8797305.469521 + Penalty 5340.175562 = -8791965.293960 nChanged 1791 SP:Iteration 4Q (6002.390000 sec): 3 clusters Score: Raw -8797941.885822 + Penalty 5340.175562 = -8792601.710261 nChanged 1927 SP:Iteration 5Q (6002.780000 sec): 3 clusters Score: Raw -8798724.717746 + Penalty 5340.175562 = -8793384.542184 nChanged 2117 SP:Iteration 6Q (6003.220000 sec): 3 clusters Score: Raw -8799733.771129 + Penalty 5340.175562 = -8794393.595567 nChanged 2365 SP:Iteration 7Q (6003.720000 sec): 3 clusters Score: Raw -8801115.901103 + Penalty 5340.175562 = -8795775.725541 nChanged 2719 SP:Iteration 8F (6004.130000 sec): 3 clusters Score: Raw -8803046.116731 + Penalty 5340.175562 = -8797705.941170 nChanged 3032 SP:Iteration 9F (6004.540000 sec): 3 clusters Score: Raw -8805290.186294 + Penalty 5340.175562 = -8799950.010732 nChanged 2923 SP:Iteration 10F (6005.010000 sec): 3 clusters Score: Raw -8807200.102594 + Penalty 5340.175562 = -8801859.927032 nChanged 2258 SP:Iteration 11Q (6005.510000 sec): 3 clusters Score: Raw -8808256.067401 + Penalty 5340.175562 = -8802915.891839 nChanged 1516 SP:Iteration 12Q (6006.010000 sec): 3 clusters Score: Raw -8808720.333370 + Penalty 5340.175562 = -8803380.157808 nChanged 948 SP:Iteration 13Q (6006.420000 sec): 3 clusters Score: Raw -8808958.141039 + Penalty 5340.175562 = -8803617.965477 nChanged 693 SP:Iteration 14Q (6006.890000 sec): 3 clusters Score: Raw -8809127.452263 + Penalty 5340.175562 = -8803787.276701 nChanged 623 SP:Iteration 15Q (6007.320000 sec): 3 clusters Score: Raw -8809268.519634 + Penalty 5340.175562 = -8803928.344073 nChanged 537 SP:Iteration 16Q (6007.800000 sec): 3 clusters Score: Raw -8809383.729928 + Penalty 5340.175562 = -8804043.554366 nChanged 507 SP:Iteration 17Q (6008.240000 sec): 3 clusters Score: Raw -8809497.745919 + Penalty 5340.175562 = -8804157.570358 nChanged 503 SP:Iteration 18Q (6008.600000 sec): 3 clusters Score: Raw -8809629.199538 + Penalty 5340.175562 = -8804289.023976 nChanged 546 SP:Iteration 19Q (6009.030000 sec): 3 clusters Score: Raw -8809768.402209 + Penalty 5340.175562 = -8804428.226647 nChanged 547 SP:Iteration 20F (6009.470000 sec): 3 clusters Score: Raw -8809913.075147 + Penalty 5340.175562 = -8804572.899585 nChanged 561 SP:Iteration 21Q (6009.970000 sec): 3 clusters Score: Raw -8810084.053774 + Penalty 5340.175562 = -8804743.878212 nChanged 553 SP:Iteration 22Q (6010.390000 sec): 3 clusters Score: Raw -8810258.296287 + Penalty 5340.175562 = -8804918.120726 nChanged 559 SP:Iteration 23Q (6010.830000 sec): 3 clusters Score: Raw -8810433.733208 + Penalty 5340.175562 = -8805093.557646 nChanged 515 SP:Iteration 24Q (6011.300000 sec): 3 clusters Score: Raw -8810582.099765 + Penalty 5340.175562 = -8805241.924203 nChanged 457 SP:Iteration 25Q (6011.740000 sec): 3 clusters Score: Raw -8810701.011139 + Penalty 5340.175562 = -8805360.835577 nChanged 424 SP:Iteration 26Q (6012.230000 sec): 3 clusters Score: Raw -8810798.823449 + Penalty 5340.175562 = -8805458.647888 nChanged 386 SP:Iteration 27Q (6012.690000 sec): 3 clusters Score: Raw -8810875.883039 + Penalty 5340.175562 = -8805535.707477 nChanged 343 SP:Iteration 28Q (6013.060000 sec): 3 clusters Score: Raw -8810936.245196 + Penalty 5340.175562 = -8805596.069634 nChanged 299 SP:Iteration 29Q (6013.470000 sec): 3 clusters Score: Raw -8810988.046696 + Penalty 5340.175562 = -8805647.871135 nChanged 285 SP:Iteration 30Q (6013.950000 sec): 3 clusters Score: Raw -8811032.472021 + Penalty 5340.175562 = -8805692.296460 nChanged 268 SP:Iteration 31Q (6014.370000 sec): 3 clusters Score: Raw -8811073.061052 + Penalty 5340.175562 = -8805732.885490 nChanged 224 SP:Iteration 32Q (6014.760000 sec): 3 clusters Score: Raw -8811102.446517 + Penalty 5340.175562 = -8805762.270956 nChanged 240 SP:Iteration 33Q (6015.180000 sec): 3 clusters Score: Raw -8811135.886483 + Penalty 5340.175562 = -8805795.710921 nChanged 226 SP:Iteration 34Q (6015.620000 sec): 3 clusters Score: Raw -8811164.434270 + Penalty 5340.175562 = -8805824.258708 nChanged 214 SP:Iteration 35Q (6016.110000 sec): 3 clusters Score: Raw -8811191.199520 + Penalty 5340.175562 = -8805851.023959 nChanged 214 SP:Iteration 36Q (6016.560000 sec): 3 clusters Score: Raw -8811215.685882 + Penalty 5340.175562 = -8805875.510320 nChanged 194 SP:Iteration 37Q (6016.980000 sec): 3 clusters Score: Raw -8811235.060524 + Penalty 5340.175562 = -8805894.884963 nChanged 184 SP:Iteration 38Q (6017.450000 sec): 3 clusters Score: Raw -8811253.246420 + Penalty 5340.175562 = -8805913.070858 nChanged 181 SP:Iteration 39Q (6017.950000 sec): 3 clusters Score: Raw -8811272.260693 + Penalty 5340.175562 = -8805932.085132 nChanged 168 SP:Iteration 40F (6018.390000 sec): 3 clusters Score: Raw -8811288.734750 + Penalty 5340.175562 = -8805948.559189 nChanged 156 SP:Iteration 41Q (6018.830000 sec): 3 clusters Score: Raw -8811304.181570 + Penalty 5340.175562 = -8805964.006008 nChanged 146 SP:Iteration 42Q (6019.320000 sec): 3 clusters Score: Raw -8811317.590164 + Penalty 5340.175562 = -8805977.414602 nChanged 138 SP:Iteration 43Q (6019.720000 sec): 3 clusters Score: Raw -8811330.191298 + Penalty 5340.175562 = -8805990.015736 nChanged 156 SP:Iteration 44Q (6020.190000 sec): 3 clusters Score: Raw -8811344.277141 + Penalty 5340.175562 = -8806004.101579 nChanged 138 SP:Iteration 45Q (6020.660000 sec): 3 clusters Score: Raw -8811355.739108 + Penalty 5340.175562 = -8806015.563546 nChanged 142 SP:Iteration 46Q (6021.040000 sec): 3 clusters Score: Raw -8811369.438704 + Penalty 5340.175562 = -8806029.263142 nChanged 140 SP:Iteration 47Q (6021.560000 sec): 3 clusters Score: Raw -8811383.232807 + Penalty 5340.175562 = -8806043.057246 nChanged 169 SP:Iteration 48Q (6022.020000 sec): 3 clusters Score: Raw -8811400.878673 + Penalty 5340.175562 = -8806060.703111 nChanged 168 SP:Iteration 49Q (6022.410000 sec): 3 clusters Score: Raw -8811418.470140 + Penalty 5340.175562 = -8806078.294579 nChanged 172 SP:Iteration 50Q (6022.860000 sec): 3 clusters Score: Raw -8811434.307633 + Penalty 5340.175562 = -8806094.132071 nChanged 159 SP:Iteration 51Q (6023.300000 sec): 3 clusters Score: Raw -8811448.482141 + Penalty 5340.175562 = -8806108.306579 nChanged 144 SP:Iteration 52Q (6023.730000 sec): 3 clusters Score: Raw -8811461.053838 + Penalty 5340.175562 = -8806120.878276 nChanged 156 SP:Iteration 53Q (6024.210000 sec): 3 clusters Score: Raw -8811475.785947 + Penalty 5340.175562 = -8806135.610385 nChanged 160 SP:Iteration 54Q (6024.650000 sec): 3 clusters Score: Raw -8811490.383178 + Penalty 5340.175562 = -8806150.207616 nChanged 155 SP:Iteration 55Q (6025.110000 sec): 3 clusters Score: Raw -8811504.972484 + Penalty 5340.175562 = -8806164.796922 nChanged 169 SP:Iteration 56Q (6025.630000 sec): 3 clusters Score: Raw -8811522.088975 + Penalty 5340.175562 = -8806181.913413 nChanged 166 SP:Iteration 57Q (6026.060000 sec): 3 clusters Score: Raw -8811539.591200 + Penalty 5340.175562 = -8806199.415638 nChanged 175 SP:Iteration 58Q (6026.480000 sec): 3 clusters Score: Raw -8811557.316987 + Penalty 5340.175562 = -8806217.141426 nChanged 169 SP:Iteration 59Q (6026.930000 sec): 3 clusters Score: Raw -8811575.571923 + Penalty 5340.175562 = -8806235.396361 nChanged 193 SP:Iteration 60F (6027.370000 sec): 3 clusters Score: Raw -8811595.544504 + Penalty 5340.175562 = -8806255.368942 nChanged 180 SP:Iteration 61Q (6027.770000 sec): 3 clusters Score: Raw -8811615.117014 + Penalty 5340.175562 = -8806274.941453 nChanged 195 SP:Iteration 62Q (6028.180000 sec): 3 clusters Score: Raw -8811639.017223 + Penalty 5340.175562 = -8806298.841662 nChanged 218 SP:Iteration 63Q (6028.600000 sec): 3 clusters Score: Raw -8811666.919585 + Penalty 5340.175562 = -8806326.744023 nChanged 222 SP:Iteration 64Q (6029.060000 sec): 3 clusters Score: Raw -8811694.242090 + Penalty 5340.175562 = -8806354.066528 nChanged 223 SP:Iteration 65Q (6029.440000 sec): 3 clusters Score: Raw -8811721.505197 + Penalty 5340.175562 = -8806381.329635 nChanged 208 SP:Iteration 66Q (6029.860000 sec): 3 clusters Score: Raw -8811747.136042 + Penalty 5340.175562 = -8806406.960480 nChanged 205 SP:Iteration 67Q (6030.260000 sec): 3 clusters Score: Raw -8811772.789652 + Penalty 5340.175562 = -8806432.614090 nChanged 218 SP:Iteration 68Q (6030.670000 sec): 3 clusters Score: Raw -8811800.268829 + Penalty 5340.175562 = -8806460.093267 nChanged 218 SP:Iteration 69Q (6031.100000 sec): 3 clusters Score: Raw -8811828.181055 + Penalty 5340.175562 = -8806488.005493 nChanged 217 SP:Iteration 70Q (6031.560000 sec): 3 clusters Score: Raw -8811854.296133 + Penalty 5340.175562 = -8806514.120572 nChanged 194 SP:Iteration 71Q (6032.020000 sec): 3 clusters Score: Raw -8811877.381695 + Penalty 5340.175562 = -8806537.206133 nChanged 207 SP:Iteration 72Q (6032.450000 sec): 3 clusters Score: Raw -8811905.018439 + Penalty 5340.175562 = -8806564.842878 nChanged 220 SP:Iteration 73Q (6032.920000 sec): 3 clusters Score: Raw -8811935.606932 + Penalty 5340.175562 = -8806595.431370 nChanged 208 SP:Iteration 74Q (6033.340000 sec): 3 clusters Score: Raw -8811966.180201 + Penalty 5340.175562 = -8806626.004640 nChanged 221 SP:Iteration 75Q (6033.810000 sec): 3 clusters Score: Raw -8812001.078270 + Penalty 5340.175562 = -8806660.902709 nChanged 236 SP:Iteration 76Q (6034.260000 sec): 3 clusters Score: Raw -8812034.193916 + Penalty 5340.175562 = -8806694.018354 nChanged 220 SP:Iteration 77Q (6034.730000 sec): 3 clusters Score: Raw -8812065.909849 + Penalty 5340.175562 = -8806725.734287 nChanged 212 SP:Iteration 78Q (6035.220000 sec): 3 clusters Score: Raw -8812096.486977 + Penalty 5340.175562 = -8806756.311415 nChanged 236 SP:Iteration 79Q (6035.750000 sec): 3 clusters Score: Raw -8812131.914867 + Penalty 5340.175562 = -8806791.739305 nChanged 214 SP:Iteration 80F (6036.180000 sec): 3 clusters Score: Raw -8812163.509858 + Penalty 5340.175562 = -8806823.334296 nChanged 240 SP:Iteration 81Q (6036.690000 sec): 3 clusters Score: Raw -8812200.592491 + Penalty 5340.175562 = -8806860.416930 nChanged 237 SP:Iteration 82Q (6037.140000 sec): 3 clusters Score: Raw -8812238.462766 + Penalty 5340.175562 = -8806898.287205 nChanged 231 SP:Iteration 83Q (6037.590000 sec): 3 clusters Score: Raw -8812276.742082 + Penalty 5340.175562 = -8806936.566520 nChanged 225 SP:Iteration 84Q (6038.020000 sec): 3 clusters Score: Raw -8812313.245869 + Penalty 5340.175562 = -8806973.070307 nChanged 211 SP:Iteration 85Q (6038.430000 sec): 3 clusters Score: Raw -8812348.233465 + Penalty 5340.175562 = -8807008.057903 nChanged 201 SP:Iteration 86Q (6038.810000 sec): 3 clusters Score: Raw -8812381.654289 + Penalty 5340.175562 = -8807041.478728 nChanged 219 SP:Iteration 87Q (6039.220000 sec): 3 clusters Score: Raw -8812417.024629 + Penalty 5340.175562 = -8807076.849067 nChanged 221 SP:Iteration 88Q (6039.670000 sec): 3 clusters Score: Raw -8812451.070676 + Penalty 5340.175562 = -8807110.895115 nChanged 209 SP:Iteration 89Q (6040.050000 sec): 3 clusters Score: Raw -8812483.024747 + Penalty 5340.175562 = -8807142.849185 nChanged 213 SP:Iteration 90Q (6040.450000 sec): 3 clusters Score: Raw -8812517.194593 + Penalty 5340.175562 = -8807177.019031 nChanged 198 SP:Iteration 91Q (6040.920000 sec): 3 clusters Score: Raw -8812550.945270 + Penalty 5340.175562 = -8807210.769708 nChanged 216 SP:Iteration 92Q (6041.430000 sec): 3 clusters Score: Raw -8812590.891511 + Penalty 5340.175562 = -8807250.715950 nChanged 232 SP:Iteration 93Q (6041.820000 sec): 3 clusters Score: Raw -8812634.380021 + Penalty 5340.175562 = -8807294.204459 nChanged 246 SP:Iteration 94Q (6042.240000 sec): 3 clusters Score: Raw -8812685.505171 + Penalty 5340.175562 = -8807345.329609 nChanged 252 SP:Iteration 95Q (6042.640000 sec): 3 clusters Score: Raw -8812735.519556 + Penalty 5340.175562 = -8807395.343994 nChanged 237 SP:Iteration 96Q (6043.080000 sec): 3 clusters Score: Raw -8812785.764000 + Penalty 5340.175562 = -8807445.588438 nChanged 233 SP:Iteration 97Q (6043.560000 sec): 3 clusters Score: Raw -8812835.267118 + Penalty 5340.175562 = -8807495.091556 nChanged 233 SP:Iteration 98Q (6044.000000 sec): 3 clusters Score: Raw -8812887.595879 + Penalty 5340.175562 = -8807547.420318 nChanged 239 SP:Iteration 99Q (6044.380000 sec): 3 clusters Score: Raw -8812943.063699 + Penalty 5340.175562 = -8807602.888137 nChanged 256 SP:Iteration 100F (6044.830000 sec): 3 clusters Score: Raw -8813005.854369 + Penalty 5340.175562 = -8807665.678807 nChanged 233 SP:Iteration 101Q (6045.250000 sec): 3 clusters Score: Raw -8813062.843746 + Penalty 5340.175562 = -8807722.668184 nChanged 248 SP:Iteration 102Q (6045.660000 sec): 3 clusters Score: Raw -8813127.998410 + Penalty 5340.175562 = -8807787.822848 nChanged 257 SP:Iteration 103Q (6046.110000 sec): 3 clusters Score: Raw -8813196.089426 + Penalty 5340.175562 = -8807855.913864 nChanged 259 SP:Iteration 104Q (6046.530000 sec): 3 clusters Score: Raw -8813264.885762 + Penalty 5340.175562 = -8807924.710201 nChanged 224 SP:Iteration 105Q (6046.890000 sec): 3 clusters Score: Raw -8813320.023090 + Penalty 5340.175562 = -8807979.847528 nChanged 213 SP:Iteration 106Q (6047.330000 sec): 3 clusters Score: Raw -8813372.057971 + Penalty 5340.175562 = -8808031.882409 nChanged 203 SP:Iteration 107Q (6047.780000 sec): 3 clusters Score: Raw -8813423.576695 + Penalty 5340.175562 = -8808083.401134 nChanged 177 SP:Iteration 108Q (6048.150000 sec): 3 clusters Score: Raw -8813466.715997 + Penalty 5340.175562 = -8808126.540435 nChanged 151 SP:Iteration 109Q (6048.580000 sec): 3 clusters Score: Raw -8813499.815340 + Penalty 5340.175562 = -8808159.639778 nChanged 131 SP:Iteration 110Q (6048.990000 sec): 3 clusters Score: Raw -8813527.240700 + Penalty 5340.175562 = -8808187.065138 nChanged 118 SP:Iteration 111Q (6049.400000 sec): 3 clusters Score: Raw -8813556.031809 + Penalty 5340.175562 = -8808215.856247 nChanged 105 SP:Iteration 112Q (6049.810000 sec): 3 clusters Score: Raw -8813581.952052 + Penalty 5340.175562 = -8808241.776490 nChanged 95 SP:Iteration 113Q (6050.220000 sec): 3 clusters Score: Raw -8813603.248083 + Penalty 5340.175562 = -8808263.072521 nChanged 94 SP:Iteration 114Q (6050.620000 sec): 3 clusters Score: Raw -8813623.927804 + Penalty 5340.175562 = -8808283.752242 nChanged 87 SP:Iteration 115Q (6051.040000 sec): 3 clusters Score: Raw -8813643.879466 + Penalty 5340.175562 = -8808303.703905 nChanged 96 SP:Iteration 116Q (6051.450000 sec): 3 clusters Score: Raw -8813666.015325 + Penalty 5340.175562 = -8808325.839764 nChanged 94 SP:Iteration 117Q (6051.900000 sec): 3 clusters Score: Raw -8813687.685141 + Penalty 5340.175562 = -8808347.509580 nChanged 94 SP:Iteration 118Q (6052.290000 sec): 3 clusters Score: Raw -8813710.623863 + Penalty 5340.175562 = -8808370.448302 nChanged 98 SP:Iteration 119Q (6052.690000 sec): 3 clusters Score: Raw -8813737.835174 + Penalty 5340.175562 = -8808397.659612 nChanged 102 SP:Iteration 120F (6053.130000 sec): 3 clusters Score: Raw -8813765.165521 + Penalty 5340.175562 = -8808424.989959 nChanged 107 SP:Iteration 121Q (6053.550000 sec): 3 clusters Score: Raw -8813792.234608 + Penalty 5340.175562 = -8808452.059046 nChanged 85 SP:Iteration 122Q (6053.920000 sec): 3 clusters Score: Raw -8813813.867941 + Penalty 5340.175562 = -8808473.692379 nChanged 79 SP:Iteration 123Q (6054.350000 sec): 3 clusters Score: Raw -8813835.572053 + Penalty 5340.175562 = -8808495.396492 nChanged 84 SP:Iteration 124Q (6054.760000 sec): 3 clusters Score: Raw -8813858.312936 + Penalty 5340.175562 = -8808518.137375 nChanged 83 SP:Iteration 125Q (6055.110000 sec): 3 clusters Score: Raw -8813884.992604 + Penalty 5340.175562 = -8808544.817042 nChanged 76 SP:Iteration 126Q (6055.540000 sec): 3 clusters Score: Raw -8813910.015702 + Penalty 5340.175562 = -8808569.840140 nChanged 92 SP:Iteration 127Q (6055.950000 sec): 3 clusters Score: Raw -8813938.565295 + Penalty 5340.175562 = -8808598.389733 nChanged 83 SP:Iteration 128Q (6056.310000 sec): 3 clusters Score: Raw -8813963.428828 + Penalty 5340.175562 = -8808623.253266 nChanged 72 SP:Iteration 129Q (6056.770000 sec): 3 clusters Score: Raw -8813985.863807 + Penalty 5340.175562 = -8808645.688245 nChanged 72 SP:Iteration 130Q (6057.130000 sec): 3 clusters Score: Raw -8814006.262093 + Penalty 5340.175562 = -8808666.086531 nChanged 47 SP:Iteration 131Q (6057.530000 sec): 3 clusters Score: Raw -8814017.400466 + Penalty 5340.175562 = -8808677.224904 nChanged 34 SP:Iteration 132Q (6057.920000 sec): 3 clusters Score: Raw -8814027.938975 + Penalty 5340.175562 = -8808687.763414 nChanged 37 SP:Iteration 133Q (6058.330000 sec): 3 clusters Score: Raw -8814037.103709 + Penalty 5340.175562 = -8808696.928148 nChanged 27 SP:Iteration 134Q (6058.740000 sec): 3 clusters Score: Raw -8814043.170921 + Penalty 5340.175562 = -8808702.995360 nChanged 31 SP:Iteration 135Q (6059.130000 sec): 3 clusters Score: Raw -8814051.806839 + Penalty 5340.175562 = -8808711.631277 nChanged 30 SP:Iteration 136Q (6059.530000 sec): 3 clusters Score: Raw -8814060.091458 + Penalty 5340.175562 = -8808719.915896 nChanged 25 SP:Iteration 137Q (6059.980000 sec): 3 clusters Score: Raw -8814065.974600 + Penalty 5340.175562 = -8808725.799038 nChanged 22 SP:Iteration 138Q (6060.330000 sec): 3 clusters Score: Raw -8814071.198085 + Penalty 5340.175562 = -8808731.022524 nChanged 17 SP:Iteration 139Q (6060.720000 sec): 3 clusters Score: Raw -8814074.836025 + Penalty 5340.175562 = -8808734.660464 nChanged 19 SP:Iteration 140F (6061.140000 sec): 3 clusters Score: Raw -8814079.059899 + Penalty 5340.175562 = -8808738.884337 nChanged 20 SP:Iteration 141Q (6061.530000 sec): 3 clusters Score: Raw -8814082.612158 + Penalty 5340.175562 = -8808742.436597 nChanged 13 SP:Iteration 142Q (6061.930000 sec): 3 clusters Score: Raw -8814085.949755 + Penalty 5340.175562 = -8808745.774194 nChanged 14 SP:Iteration 143Q (6062.250000 sec): 3 clusters Score: Raw -8814089.878194 + Penalty 5340.175562 = -8808749.702633 nChanged 14 SP:Iteration 144Q (6062.620000 sec): 3 clusters Score: Raw -8814093.214806 + Penalty 5340.175562 = -8808753.039244 nChanged 6 SP:Iteration 145Q (6062.990000 sec): 3 clusters Score: Raw -8814094.381664 + Penalty 5340.175562 = -8808754.206102 nChanged 6 SP:Iteration 146Q (6063.380000 sec): 3 clusters Score: Raw -8814095.317428 + Penalty 5340.175562 = -8808755.141866 nChanged 7 SP:Iteration 147Q (6063.840000 sec): 3 clusters Score: Raw -8814096.716341 + Penalty 5340.175562 = -8808756.540779 nChanged 10 SP:Iteration 148Q (6064.200000 sec): 3 clusters Score: Raw -8814098.453730 + Penalty 5340.175562 = -8808758.278168 nChanged 9 SP:Iteration 149Q (6064.520000 sec): 3 clusters Score: Raw -8814100.413549 + Penalty 5340.175562 = -8808760.237987 nChanged 8 SP:Iteration 150Q (6064.870000 sec): 3 clusters Score: Raw -8814102.940003 + Penalty 5340.175562 = -8808762.764441 nChanged 9 SP:Iteration 151Q (6065.170000 sec): 3 clusters Score: Raw -8814105.205747 + Penalty 5340.175562 = -8808765.030185 nChanged 6 SP:Iteration 152Q (6065.520000 sec): 3 clusters Score: Raw -8814106.312155 + Penalty 5340.175562 = -8808766.136593 nChanged 6 SP:Iteration 153Q (6065.940000 sec): 3 clusters Score: Raw -8814107.712624 + Penalty 5340.175562 = -8808767.537062 nChanged 5 SP:Iteration 154Q (6066.300000 sec): 3 clusters Score: Raw -8814108.362700 + Penalty 5340.175562 = -8808768.187138 nChanged 3 SP:Iteration 155Q (6066.740000 sec): 3 clusters Score: Raw -8814109.027949 + Penalty 5340.175562 = -8808768.852387 nChanged 2 SP:Iteration 156Q (6067.140000 sec): 3 clusters Score: Raw -8814109.325137 + Penalty 5340.175562 = -8808769.149575 nChanged 0 SP:Iteration 157F (6067.540000 sec): 3 clusters Score: Raw -8814109.325137 + Penalty 5340.175562 = -8808769.149575 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6067.630000 sec): 2 clusters Score: Raw -106397.466431 + Penalty 1616.015883 = -104781.450548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6067.830000 sec): 3 clusters Score: Raw -106407.442753 + Penalty 3232.031766 = -103175.410987 nChanged 187 SP:Iteration 1F (6068.020000 sec): 3 clusters Score: Raw -106876.590749 + Penalty 3232.031766 = -103644.558983 nChanged 72 SP:Iteration 2F (6068.180000 sec): 3 clusters Score: Raw -107268.032274 + Penalty 3232.031766 = -104036.000508 nChanged 60 SP:Iteration 3F (6068.390000 sec): 3 clusters Score: Raw -107506.572308 + Penalty 3232.031766 = -104274.540542 nChanged 41 SP:Iteration 4F (6068.550000 sec): 3 clusters Score: Raw -107787.371421 + Penalty 3232.031766 = -104555.339655 nChanged 25 SP:Iteration 5Q (6068.740000 sec): 3 clusters Score: Raw -108014.849097 + Penalty 3232.031766 = -104782.817331 nChanged 20 SP:Iteration 6Q (6068.870000 sec): 3 clusters Score: Raw -108132.107853 + Penalty 3232.031766 = -104900.076087 nChanged 15 SP:Iteration 7Q (6069.050000 sec): 3 clusters Score: Raw -108181.980435 + Penalty 3232.031766 = -104949.948670 nChanged 10 SP:Iteration 8Q (6069.230000 sec): 3 clusters Score: Raw -108217.003323 + Penalty 3232.031766 = -104984.971557 nChanged 7 SP:Iteration 9Q (6069.440000 sec): 3 clusters Score: Raw -108242.005527 + Penalty 3232.031766 = -105009.973761 nChanged 4 SP:Iteration 10Q (6069.620000 sec): 3 clusters Score: Raw -108249.979317 + Penalty 3232.031766 = -105017.947552 nChanged 2 SP:Iteration 11Q (6069.810000 sec): 3 clusters Score: Raw -108253.599247 + Penalty 3232.031766 = -105021.567481 nChanged 0 SP:Iteration 12F (6069.960000 sec): 3 clusters Score: Raw -108253.599247 + Penalty 3232.031766 = -105021.567481 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (10625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6070.100000 sec): 2 clusters Score: Raw -1953782.547184 + Penalty 2299.199318 = -1951483.347866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6070.390000 sec): 3 clusters Score: Raw -1948133.741987 + Penalty 4598.398637 = -1943535.343350 nChanged 4409 SP:Iteration 1F (6070.600000 sec): 3 clusters Score: Raw -1950515.896058 + Penalty 4598.398637 = -1945917.497421 nChanged 754 SP:Iteration 2F (6070.800000 sec): 3 clusters Score: Raw -1950971.758983 + Penalty 4598.398637 = -1946373.360346 nChanged 658 SP:Iteration 3F (6071.000000 sec): 3 clusters Score: Raw -1951363.380393 + Penalty 4598.398637 = -1946764.981756 nChanged 589 SP:Iteration 4F (6071.270000 sec): 3 clusters Score: Raw -1951747.869510 + Penalty 4598.398637 = -1947149.470873 nChanged 580 SP:Iteration 5F (6071.470000 sec): 3 clusters Score: Raw -1952106.209621 + Penalty 4598.398637 = -1947507.810984 nChanged 528 SP:Iteration 6Q (6071.720000 sec): 3 clusters Score: Raw -1952419.183857 + Penalty 4598.398637 = -1947820.785220 nChanged 483 SP:Iteration 7Q (6071.940000 sec): 3 clusters Score: Raw -1952728.824591 + Penalty 4598.398637 = -1948130.425954 nChanged 488 SP:Iteration 8Q (6072.150000 sec): 3 clusters Score: Raw -1953097.179730 + Penalty 4598.398637 = -1948498.781094 nChanged 525 SP:Iteration 9Q (6072.350000 sec): 3 clusters Score: Raw -1953553.831314 + Penalty 4598.398637 = -1948955.432677 nChanged 505 SP:Iteration 10Q (6072.570000 sec): 3 clusters Score: Raw -1954058.810912 + Penalty 4598.398637 = -1949460.412275 nChanged 517 SP:Iteration 11Q (6072.770000 sec): 3 clusters Score: Raw -1954769.149248 + Penalty 4598.398637 = -1950170.750611 nChanged 537 SP:Iteration 12F (6073.040000 sec): 3 clusters Score: Raw -1955815.840960 + Penalty 4598.398637 = -1951217.442323 nChanged 571 SP:Iteration 13F (6073.230000 sec): 3 clusters Score: Raw -1957363.187852 + Penalty 4598.398637 = -1952764.789215 nChanged 531 SP:Iteration 14Q (6073.470000 sec): 3 clusters Score: Raw -1959027.953557 + Penalty 4598.398637 = -1954429.554920 nChanged 380 SP:Iteration 15Q (6073.730000 sec): 3 clusters Score: Raw -1959773.923667 + Penalty 4598.398637 = -1955175.525030 nChanged 227 SP:Iteration 16Q (6073.940000 sec): 3 clusters Score: Raw -1960001.872695 + Penalty 4598.398637 = -1955403.474058 nChanged 116 SP:Iteration 17Q (6074.150000 sec): 3 clusters Score: Raw -1960061.164147 + Penalty 4598.398637 = -1955462.765510 nChanged 62 SP:Iteration 18Q (6074.370000 sec): 3 clusters Score: Raw -1960081.994943 + Penalty 4598.398637 = -1955483.596306 nChanged 33 SP:Iteration 19Q (6074.590000 sec): 3 clusters Score: Raw -1960091.365331 + Penalty 4598.398637 = -1955492.966694 nChanged 22 SP:Iteration 20F (6074.830000 sec): 3 clusters Score: Raw -1960097.636666 + Penalty 4598.398637 = -1955499.238029 nChanged 19 SP:Iteration 21Q (6075.070000 sec): 3 clusters Score: Raw -1960102.046112 + Penalty 4598.398637 = -1955503.647475 nChanged 14 SP:Iteration 22Q (6075.310000 sec): 3 clusters Score: Raw -1960104.661233 + Penalty 4598.398637 = -1955506.262596 nChanged 8 SP:Iteration 23Q (6075.480000 sec): 3 clusters Score: Raw -1960106.299902 + Penalty 4598.398637 = -1955507.901266 nChanged 5 SP:Iteration 24Q (6075.710000 sec): 3 clusters Score: Raw -1960107.475519 + Penalty 4598.398637 = -1955509.076882 nChanged 9 SP:Iteration 25Q (6075.940000 sec): 3 clusters Score: Raw -1960108.709286 + Penalty 4598.398637 = -1955510.310649 nChanged 3 SP:Iteration 26Q (6076.150000 sec): 3 clusters Score: Raw -1960109.189081 + Penalty 4598.398637 = -1955510.790444 nChanged 4 SP:Iteration 27Q (6076.400000 sec): 3 clusters Score: Raw -1960109.756544 + Penalty 4598.398637 = -1955511.357908 nChanged 5 SP:Iteration 28Q (6076.630000 sec): 3 clusters Score: Raw -1960110.522361 + Penalty 4598.398637 = -1955512.123724 nChanged 4 SP:Iteration 29Q (6076.860000 sec): 3 clusters Score: Raw -1960111.119266 + Penalty 4598.398637 = -1955512.720629 nChanged 1 SP:Iteration 30Q (6077.100000 sec): 3 clusters Score: Raw -1960111.256146 + Penalty 4598.398637 = -1955512.857509 nChanged 0 SP:Iteration 31F (6077.280000 sec): 3 clusters Score: Raw -1960111.256146 + Penalty 4598.398637 = -1955512.857509 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (66350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6077.680000 sec): 2 clusters Score: Raw -11944163.192531 + Penalty 2753.469362 = -11941409.723169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6078.250000 sec): 3 clusters Score: Raw -11902494.783625 + Penalty 5506.938724 = -11896987.844901 nChanged 30976 SP:Iteration 1F (6078.730000 sec): 3 clusters Score: Raw -11920745.977571 + Penalty 5506.938724 = -11915239.038847 nChanged 3267 SP:Iteration 2Q (6079.300000 sec): 3 clusters Score: Raw -11922322.749485 + Penalty 5506.938724 = -11916815.810761 nChanged 3554 SP:Iteration 3F (6079.830000 sec): 3 clusters Score: Raw -11924121.073117 + Penalty 5506.938724 = -11918614.134393 nChanged 3764 SP:Iteration 4F (6080.340000 sec): 3 clusters Score: Raw -11926034.646668 + Penalty 5506.938724 = -11920527.707944 nChanged 3863 SP:Iteration 5F (6080.860000 sec): 3 clusters Score: Raw -11928141.380852 + Penalty 5506.938724 = -11922634.442129 nChanged 3808 SP:Iteration 6F (6081.450000 sec): 3 clusters Score: Raw -11930308.617326 + Penalty 5506.938724 = -11924801.678602 nChanged 3527 SP:Iteration 7F (6082.010000 sec): 3 clusters Score: Raw -11932487.792153 + Penalty 5506.938724 = -11926980.853429 nChanged 3191 SP:Iteration 8Q (6082.530000 sec): 3 clusters Score: Raw -11934465.997481 + Penalty 5506.938724 = -11928959.058757 nChanged 2747 SP:Iteration 9Q (6083.120000 sec): 3 clusters Score: Raw -11936063.868668 + Penalty 5506.938724 = -11930556.929944 nChanged 2251 SP:Iteration 10Q (6083.660000 sec): 3 clusters Score: Raw -11937241.308913 + Penalty 5506.938724 = -11931734.370190 nChanged 1858 SP:Iteration 11Q (6084.160000 sec): 3 clusters Score: Raw -11938153.907421 + Penalty 5506.938724 = -11932646.968698 nChanged 1662 SP:Iteration 12Q (6084.700000 sec): 3 clusters Score: Raw -11938932.638781 + Penalty 5506.938724 = -11933425.700057 nChanged 1530 SP:Iteration 13Q (6085.260000 sec): 3 clusters Score: Raw -11939658.908554 + Penalty 5506.938724 = -11934151.969830 nChanged 1471 SP:Iteration 14Q (6085.820000 sec): 3 clusters Score: Raw -11940359.092591 + Penalty 5506.938724 = -11934852.153867 nChanged 1397 SP:Iteration 15Q (6086.310000 sec): 3 clusters Score: Raw -11941036.605412 + Penalty 5506.938724 = -11935529.666688 nChanged 1377 SP:Iteration 16Q (6086.810000 sec): 3 clusters Score: Raw -11941775.039925 + Penalty 5506.938724 = -11936268.101202 nChanged 1276 SP:Iteration 17Q (6087.310000 sec): 3 clusters Score: Raw -11942478.056453 + Penalty 5506.938724 = -11936971.117729 nChanged 1097 SP:Iteration 18Q (6087.890000 sec): 3 clusters Score: Raw -11943062.241373 + Penalty 5506.938724 = -11937555.302649 nChanged 950 SP:Iteration 19Q (6088.400000 sec): 3 clusters Score: Raw -11943576.660497 + Penalty 5506.938724 = -11938069.721774 nChanged 813 SP:Iteration 20F (6088.930000 sec): 3 clusters Score: Raw -11944028.359198 + Penalty 5506.938724 = -11938521.420475 nChanged 653 SP:Iteration 21Q (6089.490000 sec): 3 clusters Score: Raw -11944407.970036 + Penalty 5506.938724 = -11938901.031312 nChanged 582 SP:Iteration 22Q (6089.970000 sec): 3 clusters Score: Raw -11944780.943541 + Penalty 5506.938724 = -11939274.004817 nChanged 516 SP:Iteration 23Q (6090.520000 sec): 3 clusters Score: Raw -11945105.391810 + Penalty 5506.938724 = -11939598.453087 nChanged 419 SP:Iteration 24Q (6091.010000 sec): 3 clusters Score: Raw -11945358.114976 + Penalty 5506.938724 = -11939851.176252 nChanged 324 SP:Iteration 25Q (6091.480000 sec): 3 clusters Score: Raw -11945542.731743 + Penalty 5506.938724 = -11940035.793019 nChanged 267 SP:Iteration 26Q (6091.920000 sec): 3 clusters Score: Raw -11945682.072304 + Penalty 5506.938724 = -11940175.133580 nChanged 213 SP:Iteration 27Q (6092.400000 sec): 3 clusters Score: Raw -11945772.930388 + Penalty 5506.938724 = -11940265.991664 nChanged 164 SP:Iteration 28Q (6092.880000 sec): 3 clusters Score: Raw -11945829.501939 + Penalty 5506.938724 = -11940322.563215 nChanged 112 SP:Iteration 29Q (6093.330000 sec): 3 clusters Score: Raw -11945863.167040 + Penalty 5506.938724 = -11940356.228317 nChanged 87 SP:Iteration 30Q (6093.790000 sec): 3 clusters Score: Raw -11945890.572288 + Penalty 5506.938724 = -11940383.633564 nChanged 65 SP:Iteration 31Q (6094.270000 sec): 3 clusters Score: Raw -11945904.769537 + Penalty 5506.938724 = -11940397.830813 nChanged 50 SP:Iteration 32Q (6094.790000 sec): 3 clusters Score: Raw -11945915.839954 + Penalty 5506.938724 = -11940408.901230 nChanged 39 SP:Iteration 33Q (6095.280000 sec): 3 clusters Score: Raw -11945924.217795 + Penalty 5506.938724 = -11940417.279071 nChanged 28 SP:Iteration 34Q (6095.760000 sec): 3 clusters Score: Raw -11945930.176835 + Penalty 5506.938724 = -11940423.238111 nChanged 32 SP:Iteration 35Q (6096.230000 sec): 3 clusters Score: Raw -11945937.330144 + Penalty 5506.938724 = -11940430.391420 nChanged 28 SP:Iteration 36Q (6096.670000 sec): 3 clusters Score: Raw -11945943.419322 + Penalty 5506.938724 = -11940436.480598 nChanged 24 SP:Iteration 37Q (6097.170000 sec): 3 clusters Score: Raw -11945947.478679 + Penalty 5506.938724 = -11940440.539955 nChanged 21 SP:Iteration 38Q (6097.690000 sec): 3 clusters Score: Raw -11945950.624436 + Penalty 5506.938724 = -11940443.685713 nChanged 12 SP:Iteration 39Q (6098.150000 sec): 3 clusters Score: Raw -11945952.250487 + Penalty 5506.938724 = -11940445.311763 nChanged 7 SP:Iteration 40F (6098.660000 sec): 3 clusters Score: Raw -11945953.341401 + Penalty 5506.938724 = -11940446.402677 nChanged 8 SP:Iteration 41Q (6099.150000 sec): 3 clusters Score: Raw -11945954.286322 + Penalty 5506.938724 = -11940447.347598 nChanged 5 SP:Iteration 42Q (6099.690000 sec): 3 clusters Score: Raw -11945955.156670 + Penalty 5506.938724 = -11940448.217946 nChanged 4 SP:Iteration 43Q (6100.140000 sec): 3 clusters Score: Raw -11945955.855943 + Penalty 5506.938724 = -11940448.917219 nChanged 7 SP:Iteration 44Q (6100.640000 sec): 3 clusters Score: Raw -11945956.856527 + Penalty 5506.938724 = -11940449.917803 nChanged 4 SP:Iteration 45Q (6101.150000 sec): 3 clusters Score: Raw -11945957.580343 + Penalty 5506.938724 = -11940450.641619 nChanged 1 SP:Iteration 46Q (6101.680000 sec): 3 clusters Score: Raw -11945957.720252 + Penalty 5506.938724 = -11940450.781529 nChanged 3 SP:Iteration 47Q (6102.150000 sec): 3 clusters Score: Raw -11945957.984932 + Penalty 5506.938724 = -11940451.046208 nChanged 0 SP:Iteration 48F (6102.690000 sec): 3 clusters Score: Raw -11945957.984932 + Penalty 5506.938724 = -11940451.046208 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (1331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6102.780000 sec): 2 clusters Score: Raw -234303.647739 + Penalty 1784.034083 = -232519.613656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6102.990000 sec): 3 clusters Score: Raw -233893.774583 + Penalty 3568.068166 = -230325.706417 nChanged 388 SP:Iteration 1F (6103.160000 sec): 3 clusters Score: Raw -234313.402811 + Penalty 3568.068166 = -230745.334645 nChanged 134 SP:Iteration 2F (6103.380000 sec): 3 clusters Score: Raw -234633.818008 + Penalty 3568.068166 = -231065.749842 nChanged 144 SP:Iteration 3F (6103.550000 sec): 3 clusters Score: Raw -235158.112622 + Penalty 3568.068166 = -231590.044456 nChanged 161 SP:Iteration 4F (6103.720000 sec): 3 clusters Score: Raw -236025.134433 + Penalty 3568.068166 = -232457.066267 nChanged 140 SP:Iteration 5F (6103.940000 sec): 3 clusters Score: Raw -237242.016038 + Penalty 3568.068166 = -233673.947872 nChanged 75 SP:Iteration 6F (6104.080000 sec): 3 clusters Score: Raw -238521.124879 + Penalty 3568.068166 = -234953.056713 nChanged 23 SP:Iteration 7Q (6104.260000 sec): 3 clusters Score: Raw -238877.053716 + Penalty 3568.068166 = -235308.985550 nChanged 8 SP:Iteration 8Q (6104.480000 sec): 3 clusters Score: Raw -238948.078558 + Penalty 3568.068166 = -235380.010392 nChanged 5 SP:Iteration 9Q (6104.580000 sec): 3 clusters Score: Raw -239001.043352 + Penalty 3568.068166 = -235432.975186 nChanged 5 SP:Iteration 10Q (6104.720000 sec): 3 clusters Score: Raw -239044.752193 + Penalty 3568.068166 = -235476.684027 nChanged 1 SP:Iteration 11Q (6104.860000 sec): 3 clusters Score: Raw -239047.052296 + Penalty 3568.068166 = -235478.984130 nChanged 0 SP:Iteration 12F (6105.040000 sec): 3 clusters Score: Raw -239049.555738 + Penalty 3568.068166 = -235481.487572 nChanged 2 SP:Iteration 13Q (6105.250000 sec): 3 clusters Score: Raw -239063.747604 + Penalty 3568.068166 = -235495.679438 nChanged 3 SP:Iteration 14Q (6105.380000 sec): 3 clusters Score: Raw -239078.095028 + Penalty 3568.068166 = -235510.026862 nChanged 3 SP:Iteration 15Q (6105.580000 sec): 3 clusters Score: Raw -239084.859704 + Penalty 3568.068166 = -235516.791538 nChanged 1 SP:Iteration 16Q (6105.740000 sec): 3 clusters Score: Raw -239086.581651 + Penalty 3568.068166 = -235518.513485 nChanged 0 SP:Iteration 17F (6105.910000 sec): 3 clusters Score: Raw -239086.581651 + Penalty 3568.068166 = -235518.513485 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (4866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6106.050000 sec): 2 clusters Score: Raw -811305.984528 + Penalty 2105.526826 = -809200.457702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6106.230000 sec): 3 clusters Score: Raw -809060.846555 + Penalty 4211.053652 = -804849.792903 nChanged 1883 SP:Iteration 1F (6106.420000 sec): 3 clusters Score: Raw -810996.749714 + Penalty 4211.053652 = -806785.696062 nChanged 646 SP:Iteration 2F (6106.580000 sec): 3 clusters Score: Raw -812146.403157 + Penalty 4211.053652 = -807935.349506 nChanged 486 SP:Iteration 3F (6106.800000 sec): 3 clusters Score: Raw -812986.455248 + Penalty 4211.053652 = -808775.401596 nChanged 337 SP:Iteration 4F (6106.980000 sec): 3 clusters Score: Raw -813402.010756 + Penalty 4211.053652 = -809190.957105 nChanged 229 SP:Iteration 5Q (6107.160000 sec): 3 clusters Score: Raw -813630.018127 + Penalty 4211.053652 = -809418.964475 nChanged 155 SP:Iteration 6Q (6107.350000 sec): 3 clusters Score: Raw -813736.477300 + Penalty 4211.053652 = -809525.423649 nChanged 90 SP:Iteration 7Q (6107.560000 sec): 3 clusters Score: Raw -813803.184290 + Penalty 4211.053652 = -809592.130639 nChanged 74 SP:Iteration 8Q (6107.720000 sec): 3 clusters Score: Raw -813864.880284 + Penalty 4211.053652 = -809653.826632 nChanged 68 SP:Iteration 9Q (6107.930000 sec): 3 clusters Score: Raw -813923.946575 + Penalty 4211.053652 = -809712.892923 nChanged 61 SP:Iteration 10Q (6108.090000 sec): 3 clusters Score: Raw -813962.349968 + Penalty 4211.053652 = -809751.296316 nChanged 49 SP:Iteration 11Q (6108.280000 sec): 3 clusters Score: Raw -813988.408414 + Penalty 4211.053652 = -809777.354762 nChanged 39 SP:Iteration 12Q (6108.500000 sec): 3 clusters Score: Raw -814004.948257 + Penalty 4211.053652 = -809793.894605 nChanged 40 SP:Iteration 13Q (6108.680000 sec): 3 clusters Score: Raw -814028.873127 + Penalty 4211.053652 = -809817.819476 nChanged 36 SP:Iteration 14Q (6108.880000 sec): 3 clusters Score: Raw -814050.348276 + Penalty 4211.053652 = -809839.294625 nChanged 35 SP:Iteration 15Q (6109.050000 sec): 3 clusters Score: Raw -814074.858034 + Penalty 4211.053652 = -809863.804382 nChanged 36 SP:Iteration 16Q (6109.240000 sec): 3 clusters Score: Raw -814102.361988 + Penalty 4211.053652 = -809891.308336 nChanged 30 SP:Iteration 17Q (6109.470000 sec): 3 clusters Score: Raw -814129.138457 + Penalty 4211.053652 = -809918.084806 nChanged 31 SP:Iteration 18Q (6109.650000 sec): 3 clusters Score: Raw -814153.432104 + Penalty 4211.053652 = -809942.378452 nChanged 37 SP:Iteration 19Q (6109.840000 sec): 3 clusters Score: Raw -814177.137146 + Penalty 4211.053652 = -809966.083495 nChanged 28 SP:Iteration 20F (6110.050000 sec): 3 clusters Score: Raw -814193.311353 + Penalty 4211.053652 = -809982.257702 nChanged 27 SP:Iteration 21Q (6110.240000 sec): 3 clusters Score: Raw -814208.255206 + Penalty 4211.053652 = -809997.201554 nChanged 26 SP:Iteration 22Q (6110.460000 sec): 3 clusters Score: Raw -814221.020585 + Penalty 4211.053652 = -810009.966934 nChanged 18 SP:Iteration 23Q (6110.610000 sec): 3 clusters Score: Raw -814228.302113 + Penalty 4211.053652 = -810017.248462 nChanged 13 SP:Iteration 24Q (6110.830000 sec): 3 clusters Score: Raw -814233.669969 + Penalty 4211.053652 = -810022.616317 nChanged 13 SP:Iteration 25Q (6111.040000 sec): 3 clusters Score: Raw -814238.554164 + Penalty 4211.053652 = -810027.500512 nChanged 9 SP:Iteration 26Q (6111.200000 sec): 3 clusters Score: Raw -814242.149331 + Penalty 4211.053652 = -810031.095680 nChanged 7 SP:Iteration 27Q (6111.400000 sec): 3 clusters Score: Raw -814245.045969 + Penalty 4211.053652 = -810033.992318 nChanged 10 SP:Iteration 28Q (6111.590000 sec): 3 clusters Score: Raw -814249.531580 + Penalty 4211.053652 = -810038.477928 nChanged 12 SP:Iteration 29Q (6111.780000 sec): 3 clusters Score: Raw -814255.875669 + Penalty 4211.053652 = -810044.822017 nChanged 15 SP:Iteration 30Q (6111.950000 sec): 3 clusters Score: Raw -814262.260842 + Penalty 4211.053652 = -810051.207190 nChanged 10 SP:Iteration 31Q (6112.130000 sec): 3 clusters Score: Raw -814265.045698 + Penalty 4211.053652 = -810053.992046 nChanged 6 SP:Iteration 32Q (6112.360000 sec): 3 clusters Score: Raw -814266.810778 + Penalty 4211.053652 = -810055.757127 nChanged 2 SP:Iteration 33Q (6112.560000 sec): 3 clusters Score: Raw -814267.750795 + Penalty 4211.053652 = -810056.697144 nChanged 2 SP:Iteration 34Q (6112.710000 sec): 3 clusters Score: Raw -814269.884577 + Penalty 4211.053652 = -810058.830925 nChanged 3 SP:Iteration 35Q (6112.930000 sec): 3 clusters Score: Raw -814270.675790 + Penalty 4211.053652 = -810059.622138 nChanged 1 SP:Iteration 36Q (6113.120000 sec): 3 clusters Score: Raw -814270.803936 + Penalty 4211.053652 = -810059.750285 nChanged 0 SP:Iteration 37F (6113.320000 sec): 3 clusters Score: Raw -814270.803936 + Penalty 4211.053652 = -810059.750285 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (2629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6113.410000 sec): 2 clusters Score: Raw -483667.813527 + Penalty 1952.840989 = -481714.972539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6113.600000 sec): 3 clusters Score: Raw -482732.998268 + Penalty 3905.681977 = -478827.316291 nChanged 864 SP:Iteration 1F (6113.800000 sec): 3 clusters Score: Raw -483551.973947 + Penalty 3905.681977 = -479646.291970 nChanged 312 SP:Iteration 2F (6114.010000 sec): 3 clusters Score: Raw -484677.449559 + Penalty 3905.681977 = -480771.767582 nChanged 423 SP:Iteration 3F (6114.160000 sec): 3 clusters Score: Raw -487009.216658 + Penalty 3905.681977 = -483103.534681 nChanged 292 SP:Iteration 4F (6114.350000 sec): 3 clusters Score: Raw -488393.429460 + Penalty 3905.681977 = -484487.747483 nChanged 108 SP:Iteration 5Q (6114.530000 sec): 3 clusters Score: Raw -489041.287445 + Penalty 3905.681977 = -485135.605467 nChanged 64 SP:Iteration 6Q (6114.710000 sec): 3 clusters Score: Raw -489636.540647 + Penalty 3905.681977 = -485730.858670 nChanged 40 SP:Iteration 7Q (6114.870000 sec): 3 clusters Score: Raw -489823.932053 + Penalty 3905.681977 = -485918.250076 nChanged 9 SP:Iteration 8Q (6115.060000 sec): 3 clusters Score: Raw -489873.946003 + Penalty 3905.681977 = -485968.264026 nChanged 8 SP:Iteration 9Q (6115.230000 sec): 3 clusters Score: Raw -489890.083541 + Penalty 3905.681977 = -485984.401564 nChanged 2 SP:Iteration 10Q (6115.420000 sec): 3 clusters Score: Raw -489892.096161 + Penalty 3905.681977 = -485986.414183 nChanged 1 SP:Iteration 11Q (6115.580000 sec): 3 clusters Score: Raw -489893.213016 + Penalty 3905.681977 = -485987.531039 nChanged 0 SP:Iteration 12F (6115.740000 sec): 3 clusters Score: Raw -489893.213016 + Penalty 3905.681977 = -485987.531039 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6115.880000 sec): 2 clusters Score: Raw -1091443.576252 + Penalty 2166.808640 = -1089276.767612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6116.070000 sec): 3 clusters Score: Raw -1088390.111155 + Penalty 4333.617279 = -1084056.493875 nChanged 2444 SP:Iteration 1F (6116.250000 sec): 3 clusters Score: Raw -1089862.023500 + Penalty 4333.617279 = -1085528.406221 nChanged 541 SP:Iteration 2F (6116.500000 sec): 3 clusters Score: Raw -1090348.946974 + Penalty 4333.617279 = -1086015.329695 nChanged 459 SP:Iteration 3F (6116.710000 sec): 3 clusters Score: Raw -1090792.729966 + Penalty 4333.617279 = -1086459.112686 nChanged 432 SP:Iteration 4F (6116.880000 sec): 3 clusters Score: Raw -1091245.896201 + Penalty 4333.617279 = -1086912.278922 nChanged 454 SP:Iteration 5F (6117.100000 sec): 3 clusters Score: Raw -1091736.939186 + Penalty 4333.617279 = -1087403.321906 nChanged 421 SP:Iteration 6F (6117.300000 sec): 3 clusters Score: Raw -1092137.460078 + Penalty 4333.617279 = -1087803.842798 nChanged 326 SP:Iteration 7F (6117.530000 sec): 3 clusters Score: Raw -1092437.612641 + Penalty 4333.617279 = -1088103.995362 nChanged 222 SP:Iteration 8Q (6117.720000 sec): 3 clusters Score: Raw -1092611.577912 + Penalty 4333.617279 = -1088277.960633 nChanged 149 SP:Iteration 9Q (6117.930000 sec): 3 clusters Score: Raw -1092724.346171 + Penalty 4333.617279 = -1088390.728891 nChanged 98 SP:Iteration 10Q (6118.150000 sec): 3 clusters Score: Raw -1092786.814019 + Penalty 4333.617279 = -1088453.196740 nChanged 76 SP:Iteration 11Q (6118.330000 sec): 3 clusters Score: Raw -1092825.948888 + Penalty 4333.617279 = -1088492.331608 nChanged 61 SP:Iteration 12Q (6118.540000 sec): 3 clusters Score: Raw -1092850.459841 + Penalty 4333.617279 = -1088516.842562 nChanged 38 SP:Iteration 13Q (6118.750000 sec): 3 clusters Score: Raw -1092865.871940 + Penalty 4333.617279 = -1088532.254661 nChanged 25 SP:Iteration 14Q (6118.920000 sec): 3 clusters Score: Raw -1092875.485187 + Penalty 4333.617279 = -1088541.867908 nChanged 19 SP:Iteration 15Q (6119.130000 sec): 3 clusters Score: Raw -1092882.767769 + Penalty 4333.617279 = -1088549.150490 nChanged 16 SP:Iteration 16Q (6119.340000 sec): 3 clusters Score: Raw -1092889.316967 + Penalty 4333.617279 = -1088555.699688 nChanged 10 SP:Iteration 17Q (6119.520000 sec): 3 clusters Score: Raw -1092893.563278 + Penalty 4333.617279 = -1088559.945998 nChanged 11 SP:Iteration 18Q (6119.750000 sec): 3 clusters Score: Raw -1092897.379510 + Penalty 4333.617279 = -1088563.762231 nChanged 11 SP:Iteration 19Q (6119.940000 sec): 3 clusters Score: Raw -1092900.708777 + Penalty 4333.617279 = -1088567.091497 nChanged 5 SP:Iteration 20F (6120.190000 sec): 3 clusters Score: Raw -1092902.771949 + Penalty 4333.617279 = -1088569.154669 nChanged 3 SP:Iteration 21Q (6120.410000 sec): 3 clusters Score: Raw -1092903.963470 + Penalty 4333.617279 = -1088570.346191 nChanged 5 SP:Iteration 22Q (6120.580000 sec): 3 clusters Score: Raw -1092905.132605 + Penalty 4333.617279 = -1088571.515325 nChanged 3 SP:Iteration 23Q (6120.770000 sec): 3 clusters Score: Raw -1092905.916850 + Penalty 4333.617279 = -1088572.299570 nChanged 0 SP:Iteration 24F (6120.960000 sec): 3 clusters Score: Raw -1092905.916850 + Penalty 4333.617279 = -1088572.299570 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6121.090000 sec): 2 clusters Score: Raw -80249.817544 + Penalty 1570.653348 = -78679.164196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6121.240000 sec): 3 clusters Score: Raw -80756.574611 + Penalty 3141.306696 = -77615.267915 nChanged 162 SP:Iteration 1F (6121.430000 sec): 3 clusters Score: Raw -81695.074807 + Penalty 3141.306696 = -78553.768111 nChanged 66 SP:Iteration 2F (6121.610000 sec): 3 clusters Score: Raw -82293.588468 + Penalty 3141.306696 = -79152.281773 nChanged 43 SP:Iteration 3F (6121.800000 sec): 3 clusters Score: Raw -82551.516197 + Penalty 3141.306696 = -79410.209502 nChanged 29 SP:Iteration 4F (6121.980000 sec): 3 clusters Score: Raw -82812.549365 + Penalty 3141.306696 = -79671.242669 nChanged 21 SP:Iteration 5Q (6122.170000 sec): 3 clusters Score: Raw -82974.122827 + Penalty 3141.306696 = -79832.816131 nChanged 13 SP:Iteration 6Q (6122.330000 sec): 3 clusters Score: Raw -83024.256316 + Penalty 3141.306696 = -79882.949620 nChanged 12 SP:Iteration 7Q (6122.480000 sec): 3 clusters Score: Raw -83067.618043 + Penalty 3141.306696 = -79926.311348 nChanged 6 SP:Iteration 8Q (6122.670000 sec): 3 clusters Score: Raw -83088.773232 + Penalty 3141.306696 = -79947.466536 nChanged 1 SP:Iteration 9Q (6122.850000 sec): 3 clusters Score: Raw -83091.112129 + Penalty 3141.306696 = -79949.805433 nChanged 0 SP:Iteration 10F (6123.020000 sec): 3 clusters Score: Raw -83096.477873 + Penalty 3141.306696 = -79955.171178 nChanged 5 SP:Iteration 11Q (6123.170000 sec): 3 clusters Score: Raw -83142.230116 + Penalty 3141.306696 = -80000.923421 nChanged 2 SP:Iteration 12Q (6123.320000 sec): 3 clusters Score: Raw -83149.525808 + Penalty 3141.306696 = -80008.219112 nChanged 0 SP:Iteration 13F (6123.530000 sec): 3 clusters Score: Raw -83149.525808 + Penalty 3141.306696 = -80008.219112 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (1627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6123.610000 sec): 2 clusters Score: Raw -258536.170823 + Penalty 1833.834291 = -256702.336532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.830000 sec): 3 clusters Score: Raw -258044.557152 + Penalty 3667.668581 = -254376.888571 nChanged 524 SP:Iteration 1F (6124.000000 sec): 3 clusters Score: Raw -259029.615414 + Penalty 3667.668581 = -255361.946833 nChanged 238 SP:Iteration 2F (6124.180000 sec): 3 clusters Score: Raw -260050.408154 + Penalty 3667.668581 = -256382.739573 nChanged 187 SP:Iteration 3F (6124.340000 sec): 3 clusters Score: Raw -260874.572062 + Penalty 3667.668581 = -257206.903480 nChanged 111 SP:Iteration 4F (6124.500000 sec): 3 clusters Score: Raw -261257.172451 + Penalty 3667.668581 = -257589.503870 nChanged 67 SP:Iteration 5Q (6124.650000 sec): 3 clusters Score: Raw -261593.767461 + Penalty 3667.668581 = -257926.098880 nChanged 61 SP:Iteration 6Q (6124.830000 sec): 3 clusters Score: Raw -261861.432164 + Penalty 3667.668581 = -258193.763583 nChanged 40 SP:Iteration 7Q (6125.030000 sec): 3 clusters Score: Raw -262011.492767 + Penalty 3667.668581 = -258343.824185 nChanged 27 SP:Iteration 8Q (6125.190000 sec): 3 clusters Score: Raw -262101.413994 + Penalty 3667.668581 = -258433.745413 nChanged 21 SP:Iteration 9Q (6125.410000 sec): 3 clusters Score: Raw -262151.720697 + Penalty 3667.668581 = -258484.052115 nChanged 12 SP:Iteration 10Q (6125.600000 sec): 3 clusters Score: Raw -262169.755708 + Penalty 3667.668581 = -258502.087127 nChanged 7 SP:Iteration 11Q (6125.770000 sec): 3 clusters Score: Raw -262177.750498 + Penalty 3667.668581 = -258510.081917 nChanged 2 SP:Iteration 12Q (6125.970000 sec): 3 clusters Score: Raw -262181.160488 + Penalty 3667.668581 = -258513.491907 nChanged 3 SP:Iteration 13Q (6126.150000 sec): 3 clusters Score: Raw -262184.851812 + Penalty 3667.668581 = -258517.183231 nChanged 1 SP:Iteration 14Q (6126.350000 sec): 3 clusters Score: Raw -262185.902635 + Penalty 3667.668581 = -258518.234054 nChanged 2 SP:Iteration 15Q (6126.480000 sec): 3 clusters Score: Raw -262188.681336 + Penalty 3667.668581 = -258521.012755 nChanged 2 SP:Iteration 16Q (6126.640000 sec): 3 clusters Score: Raw -262191.121875 + Penalty 3667.668581 = -258523.453294 nChanged 2 SP:Iteration 17Q (6126.840000 sec): 3 clusters Score: Raw -262194.737199 + Penalty 3667.668581 = -258527.068618 nChanged 3 SP:Iteration 18Q (6127.000000 sec): 3 clusters Score: Raw -262197.691735 + Penalty 3667.668581 = -258530.023154 nChanged 2 SP:Iteration 19Q (6127.200000 sec): 3 clusters Score: Raw -262199.036133 + Penalty 3667.668581 = -258531.367552 nChanged 2 SP:Iteration 20F (6127.380000 sec): 3 clusters Score: Raw -262200.772971 + Penalty 3667.668581 = -258533.104390 nChanged 2 SP:Iteration 21Q (6127.540000 sec): 3 clusters Score: Raw -262202.637025 + Penalty 3667.668581 = -258534.968444 nChanged 3 SP:Iteration 22Q (6127.720000 sec): 3 clusters Score: Raw -262204.476620 + Penalty 3667.668581 = -258536.808039 nChanged 1 SP:Iteration 23Q (6127.910000 sec): 3 clusters Score: Raw -262206.063640 + Penalty 3667.668581 = -258538.395059 nChanged 2 SP:Iteration 24Q (6128.090000 sec): 3 clusters Score: Raw -262210.387490 + Penalty 3667.668581 = -258542.718909 nChanged 3 SP:Iteration 25Q (6128.270000 sec): 3 clusters Score: Raw -262213.869705 + Penalty 3667.668581 = -258546.201124 nChanged 5 SP:Iteration 26Q (6128.440000 sec): 3 clusters Score: Raw -262220.219080 + Penalty 3667.668581 = -258552.550499 nChanged 2 SP:Iteration 27Q (6128.620000 sec): 3 clusters Score: Raw -262222.288605 + Penalty 3667.668581 = -258554.620024 nChanged 2 SP:Iteration 28Q (6128.840000 sec): 3 clusters Score: Raw -262223.907609 + Penalty 3667.668581 = -258556.239027 nChanged 2 SP:Iteration 29Q (6128.990000 sec): 3 clusters Score: Raw -262226.716578 + Penalty 3667.668581 = -258559.047997 nChanged 3 SP:Iteration 30Q (6129.180000 sec): 3 clusters Score: Raw -262233.193178 + Penalty 3667.668581 = -258565.524597 nChanged 5 SP:Iteration 31Q (6129.350000 sec): 3 clusters Score: Raw -262245.933720 + Penalty 3667.668581 = -258578.265139 nChanged 5 SP:Iteration 32Q (6129.540000 sec): 3 clusters Score: Raw -262253.065413 + Penalty 3667.668581 = -258585.396831 nChanged 2 SP:Iteration 33Q (6129.760000 sec): 3 clusters Score: Raw -262255.710374 + Penalty 3667.668581 = -258588.041793 nChanged 2 SP:Iteration 34Q (6129.900000 sec): 3 clusters Score: Raw -262258.703114 + Penalty 3667.668581 = -258591.034533 nChanged 4 SP:Iteration 35Q (6130.120000 sec): 3 clusters Score: Raw -262265.577228 + Penalty 3667.668581 = -258597.908647 nChanged 4 SP:Iteration 36Q (6130.290000 sec): 3 clusters Score: Raw -262272.085359 + Penalty 3667.668581 = -258604.416778 nChanged 3 SP:Iteration 37Q (6130.430000 sec): 3 clusters Score: Raw -262274.439083 + Penalty 3667.668581 = -258606.770501 nChanged 3 SP:Iteration 38Q (6130.630000 sec): 3 clusters Score: Raw -262276.549269 + Penalty 3667.668581 = -258608.880687 nChanged 2 SP:Iteration 39Q (6130.830000 sec): 3 clusters Score: Raw -262278.560494 + Penalty 3667.668581 = -258610.891913 nChanged 4 SP:Iteration 40F (6130.990000 sec): 3 clusters Score: Raw -262285.986547 + Penalty 3667.668581 = -258618.317966 nChanged 4 SP:Iteration 41Q (6131.210000 sec): 3 clusters Score: Raw -262292.859839 + Penalty 3667.668581 = -258625.191258 nChanged 7 SP:Iteration 42Q (6131.360000 sec): 3 clusters Score: Raw -262308.937737 + Penalty 3667.668581 = -258641.269156 nChanged 12 SP:Iteration 43Q (6131.540000 sec): 3 clusters Score: Raw -262342.734631 + Penalty 3667.668581 = -258675.066050 nChanged 11 SP:Iteration 44Q (6131.760000 sec): 3 clusters Score: Raw -262363.558113 + Penalty 3667.668581 = -258695.889532 nChanged 8 SP:Iteration 45Q (6131.930000 sec): 3 clusters Score: Raw -262377.137337 + Penalty 3667.668581 = -258709.468756 nChanged 6 SP:Iteration 46Q (6132.110000 sec): 3 clusters Score: Raw -262385.632049 + Penalty 3667.668581 = -258717.963468 nChanged 4 SP:Iteration 47Q (6132.300000 sec): 3 clusters Score: Raw -262391.603917 + Penalty 3667.668581 = -258723.935336 nChanged 6 SP:Iteration 48Q (6132.510000 sec): 3 clusters Score: Raw -262399.860240 + Penalty 3667.668581 = -258732.191659 nChanged 5 SP:Iteration 49Q (6132.700000 sec): 3 clusters Score: Raw -262405.479953 + Penalty 3667.668581 = -258737.811372 nChanged 5 SP:Iteration 50Q (6132.870000 sec): 3 clusters Score: Raw -262412.031582 + Penalty 3667.668581 = -258744.363001 nChanged 5 SP:Iteration 51Q (6133.040000 sec): 3 clusters Score: Raw -262416.801765 + Penalty 3667.668581 = -258749.133184 nChanged 2 SP:Iteration 52Q (6133.240000 sec): 3 clusters Score: Raw -262419.427949 + Penalty 3667.668581 = -258751.759368 nChanged 1 SP:Iteration 53Q (6133.380000 sec): 3 clusters Score: Raw -262419.724094 + Penalty 3667.668581 = -258752.055513 nChanged 0 SP:Iteration 54F (6133.580000 sec): 3 clusters Score: Raw -262419.724094 + Penalty 3667.668581 = -258752.055513 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (37452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6133.820000 sec): 2 clusters Score: Raw -7159637.385651 + Penalty 2611.642217 = -7157025.743434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6134.250000 sec): 3 clusters Score: Raw -7136905.563324 + Penalty 5223.284434 = -7131682.278890 nChanged 17018 SP:Iteration 1F (6134.600000 sec): 3 clusters Score: Raw -7146232.439475 + Penalty 5223.284434 = -7141009.155040 nChanged 1853 SP:Iteration 2Q (6134.980000 sec): 3 clusters Score: Raw -7146990.209082 + Penalty 5223.284434 = -7141766.924647 nChanged 2038 SP:Iteration 3F (6135.360000 sec): 3 clusters Score: Raw -7147964.283541 + Penalty 5223.284434 = -7142740.999106 nChanged 2264 SP:Iteration 4F (6135.730000 sec): 3 clusters Score: Raw -7149332.777323 + Penalty 5223.284434 = -7144109.492889 nChanged 2609 SP:Iteration 5F (6136.080000 sec): 3 clusters Score: Raw -7151292.634227 + Penalty 5223.284434 = -7146069.349792 nChanged 2812 SP:Iteration 6F (6136.430000 sec): 3 clusters Score: Raw -7153702.717188 + Penalty 5223.284434 = -7148479.432754 nChanged 2618 SP:Iteration 7F (6136.820000 sec): 3 clusters Score: Raw -7156055.672852 + Penalty 5223.284434 = -7150832.388417 nChanged 1934 SP:Iteration 8F (6137.210000 sec): 3 clusters Score: Raw -7157798.159704 + Penalty 5223.284434 = -7152574.875270 nChanged 1162 SP:Iteration 9Q (6137.570000 sec): 3 clusters Score: Raw -7158825.906751 + Penalty 5223.284434 = -7153602.622316 nChanged 669 SP:Iteration 10Q (6137.990000 sec): 3 clusters Score: Raw -7159381.391136 + Penalty 5223.284434 = -7154158.106701 nChanged 367 SP:Iteration 11Q (6138.310000 sec): 3 clusters Score: Raw -7159660.927502 + Penalty 5223.284434 = -7154437.643068 nChanged 232 SP:Iteration 12Q (6138.730000 sec): 3 clusters Score: Raw -7159824.301531 + Penalty 5223.284434 = -7154601.017097 nChanged 139 SP:Iteration 13Q (6139.090000 sec): 3 clusters Score: Raw -7159910.105652 + Penalty 5223.284434 = -7154686.821217 nChanged 96 SP:Iteration 14Q (6139.460000 sec): 3 clusters Score: Raw -7159967.074649 + Penalty 5223.284434 = -7154743.790214 nChanged 76 SP:Iteration 15Q (6139.820000 sec): 3 clusters Score: Raw -7160011.044257 + Penalty 5223.284434 = -7154787.759823 nChanged 61 SP:Iteration 16Q (6140.180000 sec): 3 clusters Score: Raw -7160043.023009 + Penalty 5223.284434 = -7154819.738574 nChanged 42 SP:Iteration 17Q (6140.520000 sec): 3 clusters Score: Raw -7160064.095379 + Penalty 5223.284434 = -7154840.810945 nChanged 27 SP:Iteration 18Q (6140.890000 sec): 3 clusters Score: Raw -7160077.043154 + Penalty 5223.284434 = -7154853.758719 nChanged 22 SP:Iteration 19Q (6141.240000 sec): 3 clusters Score: Raw -7160088.334411 + Penalty 5223.284434 = -7154865.049977 nChanged 21 SP:Iteration 20F (6141.600000 sec): 3 clusters Score: Raw -7160098.323537 + Penalty 5223.284434 = -7154875.039103 nChanged 11 SP:Iteration 21Q (6141.920000 sec): 3 clusters Score: Raw -7160103.545719 + Penalty 5223.284434 = -7154880.261284 nChanged 11 SP:Iteration 22Q (6142.260000 sec): 3 clusters Score: Raw -7160107.231931 + Penalty 5223.284434 = -7154883.947496 nChanged 13 SP:Iteration 23Q (6142.630000 sec): 3 clusters Score: Raw -7160112.480158 + Penalty 5223.284434 = -7154889.195724 nChanged 11 SP:Iteration 24Q (6142.950000 sec): 3 clusters Score: Raw -7160116.758905 + Penalty 5223.284434 = -7154893.474471 nChanged 3 SP:Iteration 25Q (6143.310000 sec): 3 clusters Score: Raw -7160117.811915 + Penalty 5223.284434 = -7154894.527480 nChanged 3 SP:Iteration 26Q (6143.670000 sec): 3 clusters Score: Raw -7160119.738659 + Penalty 5223.284434 = -7154896.454224 nChanged 4 SP:Iteration 27Q (6144.040000 sec): 3 clusters Score: Raw -7160121.771765 + Penalty 5223.284434 = -7154898.487330 nChanged 3 SP:Iteration 28Q (6144.430000 sec): 3 clusters Score: Raw -7160124.218626 + Penalty 5223.284434 = -7154900.934192 nChanged 8 SP:Iteration 29Q (6144.780000 sec): 3 clusters Score: Raw -7160127.735458 + Penalty 5223.284434 = -7154904.451024 nChanged 6 SP:Iteration 30Q (6145.130000 sec): 3 clusters Score: Raw -7160131.063043 + Penalty 5223.284434 = -7154907.778609 nChanged 7 SP:Iteration 31Q (6145.500000 sec): 3 clusters Score: Raw -7160133.692556 + Penalty 5223.284434 = -7154910.408121 nChanged 6 SP:Iteration 32Q (6145.820000 sec): 3 clusters Score: Raw -7160136.328211 + Penalty 5223.284434 = -7154913.043777 nChanged 7 SP:Iteration 33Q (6146.190000 sec): 3 clusters Score: Raw -7160139.304237 + Penalty 5223.284434 = -7154916.019803 nChanged 7 SP:Iteration 34Q (6146.550000 sec): 3 clusters Score: Raw -7160142.079662 + Penalty 5223.284434 = -7154918.795228 nChanged 6 SP:Iteration 35Q (6146.890000 sec): 3 clusters Score: Raw -7160144.288515 + Penalty 5223.284434 = -7154921.004081 nChanged 3 SP:Iteration 36Q (6147.250000 sec): 3 clusters Score: Raw -7160145.398953 + Penalty 5223.284434 = -7154922.114519 nChanged 1 SP:Iteration 37Q (6147.620000 sec): 3 clusters Score: Raw -7160146.311305 + Penalty 5223.284434 = -7154923.026870 nChanged 3 SP:Iteration 38Q (6148.000000 sec): 3 clusters Score: Raw -7160148.110790 + Penalty 5223.284434 = -7154924.826356 nChanged 2 SP:Iteration 39Q (6148.320000 sec): 3 clusters Score: Raw -7160148.684985 + Penalty 5223.284434 = -7154925.400551 nChanged 1 SP:Iteration 40F (6148.730000 sec): 3 clusters Score: Raw -7160149.295444 + Penalty 5223.284434 = -7154926.011009 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.830000 sec): 2 clusters Score: Raw -114448.718889 + Penalty 1672.234398 = -112776.484491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6149.050000 sec): 3 clusters Score: Raw -114512.877987 + Penalty 3344.468795 = -111168.409192 nChanged 267 SP:Iteration 1F (6149.220000 sec): 3 clusters Score: Raw -115362.516735 + Penalty 3344.468795 = -112018.047940 nChanged 106 SP:Iteration 2F (6149.370000 sec): 3 clusters Score: Raw -115778.028491 + Penalty 3344.468795 = -112433.559696 nChanged 45 SP:Iteration 3F (6149.540000 sec): 3 clusters Score: Raw -116030.652944 + Penalty 3344.468795 = -112686.184149 nChanged 36 SP:Iteration 4Q (6149.740000 sec): 3 clusters Score: Raw -116198.092091 + Penalty 3344.468795 = -112853.623296 nChanged 14 SP:Iteration 5Q (6149.900000 sec): 3 clusters Score: Raw -116260.903253 + Penalty 3344.468795 = -112916.434458 nChanged 8 SP:Iteration 6Q (6150.050000 sec): 3 clusters Score: Raw -116304.106576 + Penalty 3344.468795 = -112959.637781 nChanged 7 SP:Iteration 7Q (6150.260000 sec): 3 clusters Score: Raw -116325.351311 + Penalty 3344.468795 = -112980.882516 nChanged 7 SP:Iteration 8Q (6150.390000 sec): 3 clusters Score: Raw -116343.064593 + Penalty 3344.468795 = -112998.595798 nChanged 2 SP:Iteration 9Q (6150.580000 sec): 3 clusters Score: Raw -116353.445911 + Penalty 3344.468795 = -113008.977115 nChanged 1 SP:Iteration 10Q (6150.760000 sec): 3 clusters Score: Raw -116373.118206 + Penalty 3344.468795 = -113028.649410 nChanged 7 SP:Iteration 11Q (6150.940000 sec): 3 clusters Score: Raw -116426.304057 + Penalty 3344.468795 = -113081.835262 nChanged 9 SP:Iteration 12Q (6151.050000 sec): 3 clusters Score: Raw -116470.496553 + Penalty 3344.468795 = -113126.027758 nChanged 4 SP:Iteration 13Q (6151.230000 sec): 3 clusters Score: Raw -116484.341734 + Penalty 3344.468795 = -113139.872939 nChanged 3 SP:Iteration 14Q (6151.430000 sec): 3 clusters Score: Raw -116495.175846 + Penalty 3344.468795 = -113150.707051 nChanged 4 SP:Iteration 15Q (6151.610000 sec): 3 clusters Score: Raw -116503.686762 + Penalty 3344.468795 = -113159.217966 nChanged 1 SP:Iteration 16Q (6151.780000 sec): 3 clusters Score: Raw -116505.164480 + Penalty 3344.468795 = -113160.695685 nChanged 0 SP:Iteration 17F (6151.960000 sec): 3 clusters Score: Raw -116505.164480 + Penalty 3344.468795 = -113160.695685 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6152.040000 sec): 2 clusters Score: Raw -41458.592109 + Penalty 1432.857776 = -40025.734333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6152.280000 sec): 3 clusters Score: Raw -41852.910484 + Penalty 2865.715552 = -38987.194932 nChanged 72 SP:Iteration 1F (6152.420000 sec): 3 clusters Score: Raw -42156.543827 + Penalty 2865.715552 = -39290.828275 nChanged 18 SP:Iteration 2F (6152.580000 sec): 3 clusters Score: Raw -42222.570432 + Penalty 2865.715552 = -39356.854880 nChanged 5 SP:Iteration 3Q (6152.760000 sec): 3 clusters Score: Raw -42244.240120 + Penalty 2865.715552 = -39378.524567 nChanged 3 SP:Iteration 4Q (6152.910000 sec): 3 clusters Score: Raw -42252.010728 + Penalty 2865.715552 = -39386.295176 nChanged 1 SP:Iteration 5Q (6153.120000 sec): 3 clusters Score: Raw -42253.055560 + Penalty 2865.715552 = -39387.340008 nChanged 0 SP:Iteration 6F (6153.290000 sec): 3 clusters Score: Raw -42253.055560 + Penalty 2865.715552 = -39387.340008 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (742204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6156.610000 sec): 2 clusters Score: Raw -137575290.590800 + Penalty 3352.310095 = -137571938.280705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6161.040000 sec): 3 clusters Score: Raw -137075613.023146 + Penalty 6704.620191 = -137068908.402955 nChanged 363562 SP:Iteration 1F (6165.110000 sec): 3 clusters Score: Raw -137295906.645836 + Penalty 6704.620191 = -137289202.025645 nChanged 17560 SP:Iteration 2Q (6169.700000 sec): 3 clusters Score: Raw -137299441.680163 + Penalty 6704.620191 = -137292737.059972 nChanged 21702 SP:Iteration 3Q (6174.310000 sec): 3 clusters Score: Raw -137305333.541888 + Penalty 6704.620191 = -137298628.921697 nChanged 28379 SP:Iteration 4Q (6179.220000 sec): 3 clusters Score: Raw -137315453.080055 + Penalty 6704.620191 = -137308748.459864 nChanged 36497 SP:Iteration 5Q (6183.900000 sec): 3 clusters Score: Raw -137332075.666976 + Penalty 6704.620191 = -137325371.046785 nChanged 44617 SP:Iteration 6F (6188.110000 sec): 3 clusters Score: Raw -137356245.902723 + Penalty 6704.620191 = -137349541.282532 nChanged 49338 SP:Iteration 7F (6192.490000 sec): 3 clusters Score: Raw -137385687.441057 + Penalty 6704.620191 = -137378982.820866 nChanged 49746 SP:Iteration 8F (6196.440000 sec): 3 clusters Score: Raw -137417493.526950 + Penalty 6704.620191 = -137410788.906759 nChanged 47439 SP:Iteration 9F (6200.600000 sec): 3 clusters Score: Raw -137450604.946709 + Penalty 6704.620191 = -137443900.326518 nChanged 44989 SP:Iteration 10F (6204.700000 sec): 3 clusters Score: Raw -137485389.446440 + Penalty 6704.620191 = -137478684.826249 nChanged 40360 SP:Iteration 11F (6209.290000 sec): 3 clusters Score: Raw -137519750.972454 + Penalty 6704.620191 = -137513046.352263 nChanged 31273 SP:Iteration 12Q (6213.150000 sec): 3 clusters Score: Raw -137547762.194262 + Penalty 6704.620191 = -137541057.574071 nChanged 19007 SP:Iteration 13Q (6216.840000 sec): 3 clusters Score: Raw -137564678.731983 + Penalty 6704.620191 = -137557974.111792 nChanged 8588 SP:Iteration 14Q (6220.560000 sec): 3 clusters Score: Raw -137571834.876867 + Penalty 6704.620191 = -137565130.256676 nChanged 3088 SP:Iteration 15Q (6223.900000 sec): 3 clusters Score: Raw -137574237.761814 + Penalty 6704.620191 = -137567533.141623 nChanged 1010 SP:Iteration 16Q (6227.120000 sec): 3 clusters Score: Raw -137575007.624421 + Penalty 6704.620191 = -137568303.004230 nChanged 384 SP:Iteration 17Q (6230.360000 sec): 3 clusters Score: Raw -137575344.209821 + Penalty 6704.620191 = -137568639.589630 nChanged 130 SP:Iteration 18Q (6233.660000 sec): 3 clusters Score: Raw -137575475.268113 + Penalty 6704.620191 = -137568770.647922 nChanged 71 SP:Iteration 19Q (6236.840000 sec): 3 clusters Score: Raw -137575532.378334 + Penalty 6704.620191 = -137568827.758144 nChanged 47 SP:Iteration 20F (6240.560000 sec): 3 clusters Score: Raw -137575577.807527 + Penalty 6704.620191 = -137568873.187336 nChanged 35 SP:Iteration 21Q (6243.450000 sec): 3 clusters Score: Raw -137575614.462522 + Penalty 6704.620191 = -137568909.842331 nChanged 22 SP:Iteration 22Q (6246.640000 sec): 3 clusters Score: Raw -137575635.492620 + Penalty 6704.620191 = -137568930.872429 nChanged 16 SP:Iteration 23Q (6249.830000 sec): 3 clusters Score: Raw -137575651.026756 + Penalty 6704.620191 = -137568946.406565 nChanged 16 SP:Iteration 24Q (6253.040000 sec): 3 clusters Score: Raw -137575666.395530 + Penalty 6704.620191 = -137568961.775339 nChanged 13 SP:Iteration 25Q (6256.220000 sec): 3 clusters Score: Raw -137575677.519049 + Penalty 6704.620191 = -137568972.898858 nChanged 11 SP:Iteration 26Q (6259.650000 sec): 3 clusters Score: Raw -137575688.915373 + Penalty 6704.620191 = -137568984.295182 nChanged 6 SP:Iteration 27Q (6262.930000 sec): 3 clusters Score: Raw -137575696.089798 + Penalty 6704.620191 = -137568991.469607 nChanged 6 SP:Iteration 28Q (6266.430000 sec): 3 clusters Score: Raw -137575701.454823 + Penalty 6704.620191 = -137568996.834632 nChanged 6 SP:Iteration 29Q (6270.150000 sec): 3 clusters Score: Raw -137575709.477784 + Penalty 6704.620191 = -137569004.857593 nChanged 11 SP:Iteration 30Q (6273.340000 sec): 3 clusters Score: Raw -137575719.717122 + Penalty 6704.620191 = -137569015.096931 nChanged 8 SP:Iteration 31Q (6276.830000 sec): 3 clusters Score: Raw -137575724.578469 + Penalty 6704.620191 = -137569019.958279 nChanged 3 SP:Iteration 32Q (6280.140000 sec): 3 clusters Score: Raw -137575725.899414 + Penalty 6704.620191 = -137569021.279223 nChanged 1 SP:Iteration 33Q (6283.630000 sec): 3 clusters Score: Raw -137575726.350381 + Penalty 6704.620191 = -137569021.730190 nChanged 0 SP:Iteration 34F (6288.410000 sec): 3 clusters Score: Raw -137575726.350381 + Penalty 6704.620191 = -137569021.730190 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6288.900000 sec): 2 clusters Score: Raw -103824.951703 + Penalty 1592.562322 = -102232.389381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6289.110000 sec): 3 clusters Score: Raw -103841.954768 + Penalty 3185.124645 = -100656.830123 nChanged 128 SP:Iteration 1F (6289.340000 sec): 3 clusters Score: Raw -104133.918963 + Penalty 3185.124645 = -100948.794318 nChanged 43 SP:Iteration 2F (6289.540000 sec): 3 clusters Score: Raw -104341.030767 + Penalty 3185.124645 = -101155.906122 nChanged 33 SP:Iteration 3F (6289.740000 sec): 3 clusters Score: Raw -104576.977095 + Penalty 3185.124645 = -101391.852450 nChanged 29 SP:Iteration 4Q (6289.890000 sec): 3 clusters Score: Raw -104735.721571 + Penalty 3185.124645 = -101550.596926 nChanged 22 SP:Iteration 5Q (6290.080000 sec): 3 clusters Score: Raw -104836.685969 + Penalty 3185.124645 = -101651.561324 nChanged 19 SP:Iteration 6Q (6290.240000 sec): 3 clusters Score: Raw -104938.256940 + Penalty 3185.124645 = -101753.132296 nChanged 19 SP:Iteration 7Q (6290.480000 sec): 3 clusters Score: Raw -105005.968756 + Penalty 3185.124645 = -101820.844111 nChanged 10 SP:Iteration 8Q (6290.640000 sec): 3 clusters Score: Raw -105030.298488 + Penalty 3185.124645 = -101845.173844 nChanged 4 SP:Iteration 9Q (6290.810000 sec): 3 clusters Score: Raw -105036.515662 + Penalty 3185.124645 = -101851.391017 nChanged 5 SP:Iteration 10Q (6291.010000 sec): 3 clusters Score: Raw -105046.414924 + Penalty 3185.124645 = -101861.290279 nChanged 3 SP:Iteration 11Q (6291.210000 sec): 3 clusters Score: Raw -105050.149092 + Penalty 3185.124645 = -101865.024448 nChanged 2 SP:Iteration 12Q (6291.370000 sec): 3 clusters Score: Raw -105052.309475 + Penalty 3185.124645 = -101867.184830 nChanged 2 SP:Iteration 13Q (6291.590000 sec): 3 clusters Score: Raw -105053.491345 + Penalty 3185.124645 = -101868.366700 nChanged 0 SP:Iteration 14F (6291.790000 sec): 3 clusters Score: Raw -105053.491345 + Penalty 3185.124645 = -101868.366700 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6291.870000 sec): 2 clusters Score: Raw -74665.051167 + Penalty 1561.225968 = -73103.825199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6292.030000 sec): 3 clusters Score: Raw -74916.277413 + Penalty 3122.451937 = -71793.825477 nChanged 149 SP:Iteration 1F (6292.250000 sec): 3 clusters Score: Raw -75791.910699 + Penalty 3122.451937 = -72669.458762 nChanged 77 SP:Iteration 2F (6292.410000 sec): 3 clusters Score: Raw -76370.605400 + Penalty 3122.451937 = -73248.153463 nChanged 36 SP:Iteration 3F (6292.580000 sec): 3 clusters Score: Raw -76667.681017 + Penalty 3122.451937 = -73545.229080 nChanged 18 SP:Iteration 4Q (6292.750000 sec): 3 clusters Score: Raw -76822.484733 + Penalty 3122.451937 = -73700.032797 nChanged 14 SP:Iteration 5Q (6292.960000 sec): 3 clusters Score: Raw -77075.328319 + Penalty 3122.451937 = -73952.876383 nChanged 9 SP:Iteration 6Q (6293.130000 sec): 3 clusters Score: Raw -77123.462990 + Penalty 3122.451937 = -74001.011053 nChanged 6 SP:Iteration 7Q (6293.310000 sec): 3 clusters Score: Raw -77152.845892 + Penalty 3122.451937 = -74030.393956 nChanged 3 SP:Iteration 8Q (6293.490000 sec): 3 clusters Score: Raw -77182.073979 + Penalty 3122.451937 = -74059.622042 nChanged 2 SP:Iteration 9Q (6293.680000 sec): 3 clusters Score: Raw -77196.398922 + Penalty 3122.451937 = -74073.946985 nChanged 2 SP:Iteration 10Q (6293.860000 sec): 3 clusters Score: Raw -77201.867980 + Penalty 3122.451937 = -74079.416043 nChanged 1 SP:Iteration 11Q (6294.050000 sec): 3 clusters Score: Raw -77203.392836 + Penalty 3122.451937 = -74080.940899 nChanged 1 SP:Iteration 12Q (6294.220000 sec): 3 clusters Score: Raw -77204.398382 + Penalty 3122.451937 = -74081.946445 nChanged 0 SP:Iteration 13F (6294.420000 sec): 3 clusters Score: Raw -77204.398382 + Penalty 3122.451937 = -74081.946445 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6294.540000 sec): 2 clusters Score: Raw -95378.967724 + Penalty 1601.667894 = -93777.299829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6294.680000 sec): 3 clusters Score: Raw -95456.788853 + Penalty 3203.335789 = -92253.453064 nChanged 154 SP:Iteration 1F (6294.900000 sec): 3 clusters Score: Raw -96247.135063 + Penalty 3203.335789 = -93043.799274 nChanged 74 SP:Iteration 2F (6295.080000 sec): 3 clusters Score: Raw -96786.053982 + Penalty 3203.335789 = -93582.718193 nChanged 56 SP:Iteration 3F (6295.260000 sec): 3 clusters Score: Raw -97028.896675 + Penalty 3203.335789 = -93825.560887 nChanged 35 SP:Iteration 4F (6295.450000 sec): 3 clusters Score: Raw -97148.521869 + Penalty 3203.335789 = -93945.186081 nChanged 31 SP:Iteration 5Q (6295.620000 sec): 3 clusters Score: Raw -97307.350273 + Penalty 3203.335789 = -94104.014484 nChanged 16 SP:Iteration 6Q (6295.800000 sec): 3 clusters Score: Raw -97368.347742 + Penalty 3203.335789 = -94165.011953 nChanged 11 SP:Iteration 7Q (6295.950000 sec): 3 clusters Score: Raw -97404.807411 + Penalty 3203.335789 = -94201.471623 nChanged 8 SP:Iteration 8Q (6296.110000 sec): 3 clusters Score: Raw -97439.142608 + Penalty 3203.335789 = -94235.806820 nChanged 11 SP:Iteration 9Q (6296.300000 sec): 3 clusters Score: Raw -97481.040439 + Penalty 3203.335789 = -94277.704650 nChanged 11 SP:Iteration 10Q (6296.460000 sec): 3 clusters Score: Raw -97530.794893 + Penalty 3203.335789 = -94327.459105 nChanged 7 SP:Iteration 11Q (6296.660000 sec): 3 clusters Score: Raw -97588.765653 + Penalty 3203.335789 = -94385.429864 nChanged 4 SP:Iteration 12Q (6296.850000 sec): 3 clusters Score: Raw -97620.798415 + Penalty 3203.335789 = -94417.462626 nChanged 4 SP:Iteration 13Q (6297.010000 sec): 3 clusters Score: Raw -97637.108002 + Penalty 3203.335789 = -94433.772214 nChanged 0 SP:Iteration 14F (6297.190000 sec): 3 clusters Score: Raw -97638.548837 + Penalty 3203.335789 = -94435.213049 nChanged 1 SP:Iteration 15Q (6297.380000 sec): 3 clusters Score: Raw -97642.952085 + Penalty 3203.335789 = -94439.616297 nChanged 2 SP:Iteration 16Q (6297.600000 sec): 3 clusters Score: Raw -97650.639959 + Penalty 3203.335789 = -94447.304170 nChanged 0 SP:Iteration 17F (6297.780000 sec): 3 clusters Score: Raw -97650.639959 + Penalty 3203.335789 = -94447.304170 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (130807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6298.500000 sec): 2 clusters Score: Raw -23841822.697477 + Penalty 2921.806602 = -23838900.890875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6299.430000 sec): 3 clusters Score: Raw -23757266.424909 + Penalty 5843.613204 = -23751422.811706 nChanged 62225 SP:Iteration 1F (6300.360000 sec): 3 clusters Score: Raw -23793545.353623 + Penalty 5843.613204 = -23787701.740419 nChanged 4718 SP:Iteration 2Q (6301.300000 sec): 3 clusters Score: Raw -23794996.697157 + Penalty 5843.613204 = -23789153.083953 nChanged 5500 SP:Iteration 3Q (6302.260000 sec): 3 clusters Score: Raw -23797434.895865 + Penalty 5843.613204 = -23791591.282661 nChanged 6919 SP:Iteration 4F (6303.210000 sec): 3 clusters Score: Raw -23801747.778567 + Penalty 5843.613204 = -23795904.165364 nChanged 8132 SP:Iteration 5F (6304.080000 sec): 3 clusters Score: Raw -23807808.597581 + Penalty 5843.613204 = -23801964.984377 nChanged 8510 SP:Iteration 6F (6305.010000 sec): 3 clusters Score: Raw -23813930.620717 + Penalty 5843.613204 = -23808087.007513 nChanged 8201 SP:Iteration 7F (6305.900000 sec): 3 clusters Score: Raw -23819924.043151 + Penalty 5843.613204 = -23814080.429947 nChanged 7205 SP:Iteration 8F (6306.870000 sec): 3 clusters Score: Raw -23825281.849356 + Penalty 5843.613204 = -23819438.236152 nChanged 5864 SP:Iteration 9Q (6307.740000 sec): 3 clusters Score: Raw -23829388.336579 + Penalty 5843.613204 = -23823544.723375 nChanged 4448 SP:Iteration 10Q (6308.580000 sec): 3 clusters Score: Raw -23831937.293298 + Penalty 5843.613204 = -23826093.680094 nChanged 3281 SP:Iteration 11Q (6309.410000 sec): 3 clusters Score: Raw -23833433.532544 + Penalty 5843.613204 = -23827589.919340 nChanged 2342 SP:Iteration 12Q (6310.230000 sec): 3 clusters Score: Raw -23834303.015412 + Penalty 5843.613204 = -23828459.402209 nChanged 1769 SP:Iteration 13Q (6311.010000 sec): 3 clusters Score: Raw -23834912.270146 + Penalty 5843.613204 = -23829068.656942 nChanged 1474 SP:Iteration 14Q (6311.980000 sec): 3 clusters Score: Raw -23835391.739192 + Penalty 5843.613204 = -23829548.125988 nChanged 1330 SP:Iteration 15Q (6312.810000 sec): 3 clusters Score: Raw -23835806.157954 + Penalty 5843.613204 = -23829962.544751 nChanged 1248 SP:Iteration 16Q (6313.740000 sec): 3 clusters Score: Raw -23836198.002047 + Penalty 5843.613204 = -23830354.388843 nChanged 1279 SP:Iteration 17Q (6314.590000 sec): 3 clusters Score: Raw -23836608.950463 + Penalty 5843.613204 = -23830765.337259 nChanged 1238 SP:Iteration 18Q (6315.500000 sec): 3 clusters Score: Raw -23836995.822066 + Penalty 5843.613204 = -23831152.208862 nChanged 1189 SP:Iteration 19Q (6316.320000 sec): 3 clusters Score: Raw -23837375.863265 + Penalty 5843.613204 = -23831532.250062 nChanged 1200 SP:Iteration 20F (6317.250000 sec): 3 clusters Score: Raw -23837785.721134 + Penalty 5843.613204 = -23831942.107931 nChanged 1220 SP:Iteration 21Q (6318.070000 sec): 3 clusters Score: Raw -23838230.570386 + Penalty 5843.613204 = -23832386.957182 nChanged 1164 SP:Iteration 22Q (6318.980000 sec): 3 clusters Score: Raw -23838668.498272 + Penalty 5843.613204 = -23832824.885068 nChanged 1103 SP:Iteration 23Q (6319.740000 sec): 3 clusters Score: Raw -23839110.464173 + Penalty 5843.613204 = -23833266.850969 nChanged 1043 SP:Iteration 24Q (6320.480000 sec): 3 clusters Score: Raw -23839563.674153 + Penalty 5843.613204 = -23833720.060949 nChanged 977 SP:Iteration 25Q (6321.280000 sec): 3 clusters Score: Raw -23840046.593559 + Penalty 5843.613204 = -23834202.980355 nChanged 913 SP:Iteration 26Q (6322.010000 sec): 3 clusters Score: Raw -23840582.442002 + Penalty 5843.613204 = -23834738.828798 nChanged 820 SP:Iteration 27Q (6322.920000 sec): 3 clusters Score: Raw -23841173.995212 + Penalty 5843.613204 = -23835330.382008 nChanged 667 SP:Iteration 28Q (6323.640000 sec): 3 clusters Score: Raw -23841728.192743 + Penalty 5843.613204 = -23835884.579539 nChanged 554 SP:Iteration 29Q (6324.460000 sec): 3 clusters Score: Raw -23842141.334269 + Penalty 5843.613204 = -23836297.721066 nChanged 436 SP:Iteration 30Q (6325.270000 sec): 3 clusters Score: Raw -23842375.727495 + Penalty 5843.613204 = -23836532.114291 nChanged 331 SP:Iteration 31Q (6326.100000 sec): 3 clusters Score: Raw -23842506.656681 + Penalty 5843.613204 = -23836663.043478 nChanged 282 SP:Iteration 32Q (6326.860000 sec): 3 clusters Score: Raw -23842598.537626 + Penalty 5843.613204 = -23836754.924423 nChanged 200 SP:Iteration 33Q (6327.610000 sec): 3 clusters Score: Raw -23842647.340017 + Penalty 5843.613204 = -23836803.726813 nChanged 160 SP:Iteration 34Q (6328.300000 sec): 3 clusters Score: Raw -23842684.446012 + Penalty 5843.613204 = -23836840.832808 nChanged 133 SP:Iteration 35Q (6329.000000 sec): 3 clusters Score: Raw -23842715.752075 + Penalty 5843.613204 = -23836872.138871 nChanged 125 SP:Iteration 36Q (6329.720000 sec): 3 clusters Score: Raw -23842742.463573 + Penalty 5843.613204 = -23836898.850369 nChanged 97 SP:Iteration 37Q (6330.490000 sec): 3 clusters Score: Raw -23842761.993810 + Penalty 5843.613204 = -23836918.380606 nChanged 80 SP:Iteration 38Q (6331.240000 sec): 3 clusters Score: Raw -23842775.566929 + Penalty 5843.613204 = -23836931.953725 nChanged 69 SP:Iteration 39Q (6332.020000 sec): 3 clusters Score: Raw -23842787.047906 + Penalty 5843.613204 = -23836943.434703 nChanged 55 SP:Iteration 40F (6332.830000 sec): 3 clusters Score: Raw -23842795.172746 + Penalty 5843.613204 = -23836951.559542 nChanged 37 SP:Iteration 41Q (6333.620000 sec): 3 clusters Score: Raw -23842799.833005 + Penalty 5843.613204 = -23836956.219801 nChanged 23 SP:Iteration 42Q (6334.390000 sec): 3 clusters Score: Raw -23842801.944938 + Penalty 5843.613204 = -23836958.331734 nChanged 13 SP:Iteration 43Q (6335.170000 sec): 3 clusters Score: Raw -23842803.879781 + Penalty 5843.613204 = -23836960.266577 nChanged 9 SP:Iteration 44Q (6335.990000 sec): 3 clusters Score: Raw -23842805.125809 + Penalty 5843.613204 = -23836961.512605 nChanged 9 SP:Iteration 45Q (6336.810000 sec): 3 clusters Score: Raw -23842806.121474 + Penalty 5843.613204 = -23836962.508270 nChanged 14 SP:Iteration 46Q (6337.570000 sec): 3 clusters Score: Raw -23842807.974798 + Penalty 5843.613204 = -23836964.361594 nChanged 19 SP:Iteration 47Q (6338.290000 sec): 3 clusters Score: Raw -23842810.573997 + Penalty 5843.613204 = -23836966.960793 nChanged 15 SP:Iteration 48Q (6339.040000 sec): 3 clusters Score: Raw -23842812.780370 + Penalty 5843.613204 = -23836969.167166 nChanged 10 SP:Iteration 49Q (6339.780000 sec): 3 clusters Score: Raw -23842814.079685 + Penalty 5843.613204 = -23836970.466481 nChanged 7 SP:Iteration 50Q (6340.450000 sec): 3 clusters Score: Raw -23842814.903718 + Penalty 5843.613204 = -23836971.290515 nChanged 6 SP:Iteration 51Q (6341.030000 sec): 3 clusters Score: Raw -23842815.604121 + Penalty 5843.613204 = -23836971.990917 nChanged 7 SP:Iteration 52Q (6341.660000 sec): 3 clusters Score: Raw -23842816.481398 + Penalty 5843.613204 = -23836972.868194 nChanged 4 SP:Iteration 53Q (6342.300000 sec): 3 clusters Score: Raw -23842816.959843 + Penalty 5843.613204 = -23836973.346639 nChanged 1 SP:Iteration 54Q (6343.000000 sec): 3 clusters Score: Raw -23842817.104437 + Penalty 5843.613204 = -23836973.491233 nChanged 2 SP:Iteration 55Q (6343.650000 sec): 3 clusters Score: Raw -23842817.311990 + Penalty 5843.613204 = -23836973.698786 nChanged 1 SP:Iteration 56Q (6344.300000 sec): 3 clusters Score: Raw -23842817.402283 + Penalty 5843.613204 = -23836973.789079 nChanged 2 SP:Iteration 57Q (6345.070000 sec): 3 clusters Score: Raw -23842817.583346 + Penalty 5843.613204 = -23836973.970143 nChanged 2 SP:Iteration 58Q (6345.800000 sec): 3 clusters Score: Raw -23842817.809032 + Penalty 5843.613204 = -23836974.195828 nChanged 4 SP:Iteration 59Q (6346.570000 sec): 3 clusters Score: Raw -23842818.557061 + Penalty 5843.613204 = -23836974.943857 nChanged 4 SP:Iteration 60F (6347.450000 sec): 3 clusters Score: Raw -23842819.204416 + Penalty 5843.613204 = -23836975.591212 nChanged 3 SP:Iteration 61Q (6348.150000 sec): 3 clusters Score: Raw -23842819.488413 + Penalty 5843.613204 = -23836975.875209 nChanged 4 SP:Iteration 62Q (6348.870000 sec): 3 clusters Score: Raw -23842820.048981 + Penalty 5843.613204 = -23836976.435777 nChanged 7 SP:Iteration 63Q (6349.600000 sec): 3 clusters Score: Raw -23842820.770244 + Penalty 5843.613204 = -23836977.157040 nChanged 5 SP:Iteration 64Q (6350.350000 sec): 3 clusters Score: Raw -23842821.544191 + Penalty 5843.613204 = -23836977.930987 nChanged 7 SP:Iteration 65Q (6351.070000 sec): 3 clusters Score: Raw -23842822.231929 + Penalty 5843.613204 = -23836978.618726 nChanged 5 SP:Iteration 66Q (6351.840000 sec): 3 clusters Score: Raw -23842822.638967 + Penalty 5843.613204 = -23836979.025763 nChanged 4 SP:Iteration 67Q (6352.560000 sec): 3 clusters Score: Raw -23842822.994286 + Penalty 5843.613204 = -23836979.381082 nChanged 0 SP:Iteration 68F (6353.400000 sec): 3 clusters Score: Raw -23842822.994286 + Penalty 5843.613204 = -23836979.381082 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6353.560000 sec): 2 clusters Score: Raw -341811.761162 + Penalty 1878.490504 = -339933.270658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6353.710000 sec): 3 clusters Score: Raw -341189.791132 + Penalty 3756.981008 = -337432.810124 nChanged 662 SP:Iteration 1F (6353.920000 sec): 3 clusters Score: Raw -342397.998915 + Penalty 3756.981008 = -338641.017907 nChanged 343 SP:Iteration 2F (6354.120000 sec): 3 clusters Score: Raw -344261.701107 + Penalty 3756.981008 = -340504.720099 nChanged 308 SP:Iteration 3F (6354.300000 sec): 3 clusters Score: Raw -345800.372239 + Penalty 3756.981008 = -342043.391231 nChanged 121 SP:Iteration 4F (6354.480000 sec): 3 clusters Score: Raw -346368.549769 + Penalty 3756.981008 = -342611.568761 nChanged 78 SP:Iteration 5Q (6354.640000 sec): 3 clusters Score: Raw -346660.275830 + Penalty 3756.981008 = -342903.294822 nChanged 49 SP:Iteration 6Q (6354.860000 sec): 3 clusters Score: Raw -346774.514111 + Penalty 3756.981008 = -343017.533103 nChanged 33 SP:Iteration 7Q (6355.020000 sec): 3 clusters Score: Raw -346833.508360 + Penalty 3756.981008 = -343076.527351 nChanged 16 SP:Iteration 8Q (6355.200000 sec): 3 clusters Score: Raw -346862.318684 + Penalty 3756.981008 = -343105.337675 nChanged 12 SP:Iteration 9Q (6355.340000 sec): 3 clusters Score: Raw -346875.608165 + Penalty 3756.981008 = -343118.627157 nChanged 8 SP:Iteration 10Q (6355.560000 sec): 3 clusters Score: Raw -346881.634201 + Penalty 3756.981008 = -343124.653193 nChanged 3 SP:Iteration 11Q (6355.700000 sec): 3 clusters Score: Raw -346883.545361 + Penalty 3756.981008 = -343126.564352 nChanged 4 SP:Iteration 12Q (6355.890000 sec): 3 clusters Score: Raw -346886.050777 + Penalty 3756.981008 = -343129.069768 nChanged 3 SP:Iteration 13Q (6356.040000 sec): 3 clusters Score: Raw -346888.015573 + Penalty 3756.981008 = -343131.034565 nChanged 1 SP:Iteration 14Q (6356.230000 sec): 3 clusters Score: Raw -346889.118851 + Penalty 3756.981008 = -343132.137843 nChanged 0 SP:Iteration 15F (6356.380000 sec): 3 clusters Score: Raw -346889.118851 + Penalty 3756.981008 = -343132.137843 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (37393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6356.650000 sec): 2 clusters Score: Raw -6569508.143861 + Penalty 2611.251222 = -6566896.892639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6357.030000 sec): 3 clusters Score: Raw -6546863.349835 + Penalty 5222.502445 = -6541640.847390 nChanged 17004 SP:Iteration 1F (6357.360000 sec): 3 clusters Score: Raw -6556360.365297 + Penalty 5222.502445 = -6551137.862852 nChanged 1852 SP:Iteration 2Q (6357.830000 sec): 3 clusters Score: Raw -6557047.139978 + Penalty 5222.502445 = -6551824.637533 nChanged 1811 SP:Iteration 3Q (6358.210000 sec): 3 clusters Score: Raw -6557805.666165 + Penalty 5222.502445 = -6552583.163720 nChanged 1921 SP:Iteration 4F (6358.550000 sec): 3 clusters Score: Raw -6558702.480239 + Penalty 5222.502445 = -6553479.977794 nChanged 2077 SP:Iteration 5F (6358.880000 sec): 3 clusters Score: Raw -6559777.881169 + Penalty 5222.502445 = -6554555.378724 nChanged 2168 SP:Iteration 6F (6359.260000 sec): 3 clusters Score: Raw -6560983.310326 + Penalty 5222.502445 = -6555760.807882 nChanged 2156 SP:Iteration 7F (6359.640000 sec): 3 clusters Score: Raw -6562260.577567 + Penalty 5222.502445 = -6557038.075122 nChanged 2022 SP:Iteration 8F (6360.000000 sec): 3 clusters Score: Raw -6563433.162078 + Penalty 5222.502445 = -6558210.659633 nChanged 1805 SP:Iteration 9Q (6360.360000 sec): 3 clusters Score: Raw -6564428.996169 + Penalty 5222.502445 = -6559206.493724 nChanged 1572 SP:Iteration 10Q (6360.740000 sec): 3 clusters Score: Raw -6565326.621750 + Penalty 5222.502445 = -6560104.119305 nChanged 1434 SP:Iteration 11Q (6361.120000 sec): 3 clusters Score: Raw -6566217.918367 + Penalty 5222.502445 = -6560995.415922 nChanged 1296 SP:Iteration 12Q (6361.540000 sec): 3 clusters Score: Raw -6567055.228839 + Penalty 5222.502445 = -6561832.726394 nChanged 1107 SP:Iteration 13Q (6361.900000 sec): 3 clusters Score: Raw -6567760.648868 + Penalty 5222.502445 = -6562538.146424 nChanged 926 SP:Iteration 14Q (6362.250000 sec): 3 clusters Score: Raw -6568330.348313 + Penalty 5222.502445 = -6563107.845868 nChanged 703 SP:Iteration 15Q (6362.640000 sec): 3 clusters Score: Raw -6568742.467366 + Penalty 5222.502445 = -6563519.964921 nChanged 577 SP:Iteration 16Q (6362.960000 sec): 3 clusters Score: Raw -6569071.796915 + Penalty 5222.502445 = -6563849.294470 nChanged 400 SP:Iteration 17Q (6363.300000 sec): 3 clusters Score: Raw -6569305.363851 + Penalty 5222.502445 = -6564082.861407 nChanged 292 SP:Iteration 18Q (6363.640000 sec): 3 clusters Score: Raw -6569475.243541 + Penalty 5222.502445 = -6564252.741096 nChanged 206 SP:Iteration 19Q (6363.950000 sec): 3 clusters Score: Raw -6569591.744511 + Penalty 5222.502445 = -6564369.242066 nChanged 177 SP:Iteration 20F (6364.330000 sec): 3 clusters Score: Raw -6569692.208705 + Penalty 5222.502445 = -6564469.706261 nChanged 106 SP:Iteration 21Q (6364.660000 sec): 3 clusters Score: Raw -6569746.660675 + Penalty 5222.502445 = -6564524.158230 nChanged 75 SP:Iteration 22Q (6364.990000 sec): 3 clusters Score: Raw -6569783.954274 + Penalty 5222.502445 = -6564561.451829 nChanged 64 SP:Iteration 23Q (6365.300000 sec): 3 clusters Score: Raw -6569808.760526 + Penalty 5222.502445 = -6564586.258081 nChanged 36 SP:Iteration 24Q (6365.680000 sec): 3 clusters Score: Raw -6569828.177840 + Penalty 5222.502445 = -6564605.675395 nChanged 36 SP:Iteration 25Q (6366.000000 sec): 3 clusters Score: Raw -6569846.533848 + Penalty 5222.502445 = -6564624.031403 nChanged 42 SP:Iteration 26Q (6366.340000 sec): 3 clusters Score: Raw -6569865.063287 + Penalty 5222.502445 = -6564642.560842 nChanged 22 SP:Iteration 27Q (6366.680000 sec): 3 clusters Score: Raw -6569876.651605 + Penalty 5222.502445 = -6564654.149160 nChanged 21 SP:Iteration 28Q (6366.990000 sec): 3 clusters Score: Raw -6569886.090760 + Penalty 5222.502445 = -6564663.588316 nChanged 20 SP:Iteration 29Q (6367.320000 sec): 3 clusters Score: Raw -6569894.471831 + Penalty 5222.502445 = -6564671.969386 nChanged 16 SP:Iteration 30Q (6367.680000 sec): 3 clusters Score: Raw -6569901.241518 + Penalty 5222.502445 = -6564678.739074 nChanged 14 SP:Iteration 31Q (6367.990000 sec): 3 clusters Score: Raw -6569906.228448 + Penalty 5222.502445 = -6564683.726003 nChanged 14 SP:Iteration 32Q (6368.300000 sec): 3 clusters Score: Raw -6569912.008152 + Penalty 5222.502445 = -6564689.505707 nChanged 14 SP:Iteration 33Q (6368.640000 sec): 3 clusters Score: Raw -6569919.911446 + Penalty 5222.502445 = -6564697.409001 nChanged 14 SP:Iteration 34Q (6368.960000 sec): 3 clusters Score: Raw -6569925.774272 + Penalty 5222.502445 = -6564703.271827 nChanged 12 SP:Iteration 35Q (6369.290000 sec): 3 clusters Score: Raw -6569931.716235 + Penalty 5222.502445 = -6564709.213790 nChanged 11 SP:Iteration 36Q (6369.590000 sec): 3 clusters Score: Raw -6569937.855382 + Penalty 5222.502445 = -6564715.352937 nChanged 10 SP:Iteration 37Q (6369.940000 sec): 3 clusters Score: Raw -6569942.274317 + Penalty 5222.502445 = -6564719.771872 nChanged 8 SP:Iteration 38Q (6370.220000 sec): 3 clusters Score: Raw -6569945.946367 + Penalty 5222.502445 = -6564723.443922 nChanged 7 SP:Iteration 39Q (6370.550000 sec): 3 clusters Score: Raw -6569948.961495 + Penalty 5222.502445 = -6564726.459050 nChanged 7 SP:Iteration 40F (6370.890000 sec): 3 clusters Score: Raw -6569953.400785 + Penalty 5222.502445 = -6564730.898341 nChanged 8 SP:Iteration 41Q (6371.260000 sec): 3 clusters Score: Raw -6569957.261942 + Penalty 5222.502445 = -6564734.759497 nChanged 7 SP:Iteration 42Q (6371.600000 sec): 3 clusters Score: Raw -6569961.729746 + Penalty 5222.502445 = -6564739.227301 nChanged 12 SP:Iteration 43Q (6371.920000 sec): 3 clusters Score: Raw -6569967.701487 + Penalty 5222.502445 = -6564745.199042 nChanged 5 SP:Iteration 44Q (6372.230000 sec): 3 clusters Score: Raw -6569970.442623 + Penalty 5222.502445 = -6564747.940178 nChanged 5 SP:Iteration 45Q (6372.590000 sec): 3 clusters Score: Raw -6569973.124293 + Penalty 5222.502445 = -6564750.621849 nChanged 7 SP:Iteration 46Q (6372.940000 sec): 3 clusters Score: Raw -6569977.453142 + Penalty 5222.502445 = -6564754.950697 nChanged 9 SP:Iteration 47Q (6373.290000 sec): 3 clusters Score: Raw -6569980.602178 + Penalty 5222.502445 = -6564758.099733 nChanged 2 SP:Iteration 48Q (6373.620000 sec): 3 clusters Score: Raw -6569981.659366 + Penalty 5222.502445 = -6564759.156921 nChanged 4 SP:Iteration 49Q (6373.980000 sec): 3 clusters Score: Raw -6569984.164433 + Penalty 5222.502445 = -6564761.661989 nChanged 4 SP:Iteration 50Q (6374.320000 sec): 3 clusters Score: Raw -6569986.510246 + Penalty 5222.502445 = -6564764.007801 nChanged 3 SP:Iteration 51Q (6374.690000 sec): 3 clusters Score: Raw -6569988.408377 + Penalty 5222.502445 = -6564765.905932 nChanged 0 SP:Iteration 52F (6375.080000 sec): 3 clusters Score: Raw -6569988.408377 + Penalty 5222.502445 = -6564765.905932 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (1149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.170000 sec): 2 clusters Score: Raw -187983.539338 + Penalty 1747.568525 = -186235.970813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6375.340000 sec): 3 clusters Score: Raw -187694.472654 + Penalty 3495.137050 = -184199.335604 nChanged 308 SP:Iteration 1F (6375.520000 sec): 3 clusters Score: Raw -188026.557655 + Penalty 3495.137050 = -184531.420606 nChanged 92 SP:Iteration 2F (6375.720000 sec): 3 clusters Score: Raw -188173.008794 + Penalty 3495.137050 = -184677.871745 nChanged 53 SP:Iteration 3Q (6375.890000 sec): 3 clusters Score: Raw -188270.236884 + Penalty 3495.137050 = -184775.099834 nChanged 47 SP:Iteration 4Q (6376.090000 sec): 3 clusters Score: Raw -188374.515784 + Penalty 3495.137050 = -184879.378735 nChanged 44 SP:Iteration 5Q (6376.260000 sec): 3 clusters Score: Raw -188452.599990 + Penalty 3495.137050 = -184957.462941 nChanged 45 SP:Iteration 6Q (6376.440000 sec): 3 clusters Score: Raw -188558.821299 + Penalty 3495.137050 = -185063.684249 nChanged 44 SP:Iteration 7Q (6376.610000 sec): 3 clusters Score: Raw -188667.284373 + Penalty 3495.137050 = -185172.147323 nChanged 51 SP:Iteration 8Q (6376.770000 sec): 3 clusters Score: Raw -188832.052002 + Penalty 3495.137050 = -185336.914952 nChanged 44 SP:Iteration 9Q (6376.920000 sec): 3 clusters Score: Raw -189009.072621 + Penalty 3495.137050 = -185513.935571 nChanged 56 SP:Iteration 10Q (6377.110000 sec): 3 clusters Score: Raw -189191.566665 + Penalty 3495.137050 = -185696.429615 nChanged 45 SP:Iteration 11Q (6377.270000 sec): 3 clusters Score: Raw -189320.888277 + Penalty 3495.137050 = -185825.751227 nChanged 40 SP:Iteration 12Q (6377.460000 sec): 3 clusters Score: Raw -189423.646269 + Penalty 3495.137050 = -185928.509219 nChanged 37 SP:Iteration 13Q (6377.640000 sec): 3 clusters Score: Raw -189539.564331 + Penalty 3495.137050 = -186044.427281 nChanged 38 SP:Iteration 14Q (6377.850000 sec): 3 clusters Score: Raw -189708.748402 + Penalty 3495.137050 = -186213.611352 nChanged 42 SP:Iteration 15Q (6378.030000 sec): 3 clusters Score: Raw -189859.691331 + Penalty 3495.137050 = -186364.554282 nChanged 42 SP:Iteration 16Q (6378.200000 sec): 3 clusters Score: Raw -190013.752596 + Penalty 3495.137050 = -186518.615546 nChanged 39 SP:Iteration 17Q (6378.360000 sec): 3 clusters Score: Raw -190193.715524 + Penalty 3495.137050 = -186698.578475 nChanged 35 SP:Iteration 18Q (6378.540000 sec): 3 clusters Score: Raw -190454.870037 + Penalty 3495.137050 = -186959.732987 nChanged 22 SP:Iteration 19Q (6378.750000 sec): 3 clusters Score: Raw -190669.126191 + Penalty 3495.137050 = -187173.989141 nChanged 4 SP:Iteration 20F (6378.890000 sec): 3 clusters Score: Raw -190750.098529 + Penalty 3495.137050 = -187254.961479 nChanged 13 SP:Iteration 21Q (6379.110000 sec): 3 clusters Score: Raw -191001.830437 + Penalty 3495.137050 = -187506.693387 nChanged 6 SP:Iteration 22Q (6379.270000 sec): 3 clusters Score: Raw -191203.827024 + Penalty 3495.137050 = -187708.689975 nChanged 0 SP:Iteration 23F (6379.450000 sec): 3 clusters Score: Raw -191203.827024 + Penalty 3495.137050 = -187708.689975 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (19961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6379.620000 sec): 2 clusters Score: Raw -3444328.999749 + Penalty 2455.580841 = -3441873.418908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6379.890000 sec): 3 clusters Score: Raw -3432726.988460 + Penalty 4911.161682 = -3427815.826778 nChanged 8734 SP:Iteration 1F (6380.150000 sec): 3 clusters Score: Raw -3437833.866018 + Penalty 4911.161682 = -3432922.704336 nChanged 1366 SP:Iteration 2F (6380.410000 sec): 3 clusters Score: Raw -3438820.098728 + Penalty 4911.161682 = -3433908.937046 nChanged 1401 SP:Iteration 3F (6380.690000 sec): 3 clusters Score: Raw -3439724.251693 + Penalty 4911.161682 = -3434813.090011 nChanged 1304 SP:Iteration 4F (6380.960000 sec): 3 clusters Score: Raw -3440543.636876 + Penalty 4911.161682 = -3435632.475194 nChanged 1304 SP:Iteration 5F (6381.230000 sec): 3 clusters Score: Raw -3441474.939173 + Penalty 4911.161682 = -3436563.777492 nChanged 1219 SP:Iteration 6F (6381.480000 sec): 3 clusters Score: Raw -3442503.078245 + Penalty 4911.161682 = -3437591.916563 nChanged 1111 SP:Iteration 7F (6381.780000 sec): 3 clusters Score: Raw -3443482.072696 + Penalty 4911.161682 = -3438570.911014 nChanged 946 SP:Iteration 8Q (6382.040000 sec): 3 clusters Score: Raw -3444150.751034 + Penalty 4911.161682 = -3439239.589353 nChanged 790 SP:Iteration 9Q (6382.260000 sec): 3 clusters Score: Raw -3444587.552585 + Penalty 4911.161682 = -3439676.390903 nChanged 664 SP:Iteration 10Q (6382.520000 sec): 3 clusters Score: Raw -3444912.062629 + Penalty 4911.161682 = -3440000.900947 nChanged 593 SP:Iteration 11Q (6382.760000 sec): 3 clusters Score: Raw -3445193.894811 + Penalty 4911.161682 = -3440282.733129 nChanged 517 SP:Iteration 12Q (6383.000000 sec): 3 clusters Score: Raw -3445434.696402 + Penalty 4911.161682 = -3440523.534720 nChanged 471 SP:Iteration 13Q (6383.270000 sec): 3 clusters Score: Raw -3445645.218103 + Penalty 4911.161682 = -3440734.056421 nChanged 403 SP:Iteration 14Q (6383.550000 sec): 3 clusters Score: Raw -3445820.442207 + Penalty 4911.161682 = -3440909.280525 nChanged 372 SP:Iteration 15Q (6383.770000 sec): 3 clusters Score: Raw -3445982.221467 + Penalty 4911.161682 = -3441071.059785 nChanged 338 SP:Iteration 16Q (6384.090000 sec): 3 clusters Score: Raw -3446134.338191 + Penalty 4911.161682 = -3441223.176509 nChanged 291 SP:Iteration 17Q (6384.350000 sec): 3 clusters Score: Raw -3446253.208509 + Penalty 4911.161682 = -3441342.046828 nChanged 209 SP:Iteration 18Q (6384.600000 sec): 3 clusters Score: Raw -3446332.771861 + Penalty 4911.161682 = -3441421.610179 nChanged 154 SP:Iteration 19Q (6384.900000 sec): 3 clusters Score: Raw -3446388.370444 + Penalty 4911.161682 = -3441477.208762 nChanged 118 SP:Iteration 20F (6385.180000 sec): 3 clusters Score: Raw -3446430.335969 + Penalty 4911.161682 = -3441519.174287 nChanged 95 SP:Iteration 21Q (6385.420000 sec): 3 clusters Score: Raw -3446461.380972 + Penalty 4911.161682 = -3441550.219290 nChanged 92 SP:Iteration 22Q (6385.690000 sec): 3 clusters Score: Raw -3446491.911259 + Penalty 4911.161682 = -3441580.749577 nChanged 86 SP:Iteration 23Q (6385.960000 sec): 3 clusters Score: Raw -3446516.201805 + Penalty 4911.161682 = -3441605.040124 nChanged 69 SP:Iteration 24Q (6386.250000 sec): 3 clusters Score: Raw -3446536.096991 + Penalty 4911.161682 = -3441624.935310 nChanged 54 SP:Iteration 25Q (6386.530000 sec): 3 clusters Score: Raw -3446552.179156 + Penalty 4911.161682 = -3441641.017474 nChanged 52 SP:Iteration 26Q (6386.840000 sec): 3 clusters Score: Raw -3446566.174405 + Penalty 4911.161682 = -3441655.012723 nChanged 39 SP:Iteration 27Q (6387.060000 sec): 3 clusters Score: Raw -3446576.903388 + Penalty 4911.161682 = -3441665.741706 nChanged 42 SP:Iteration 28Q (6387.360000 sec): 3 clusters Score: Raw -3446588.179803 + Penalty 4911.161682 = -3441677.018121 nChanged 32 SP:Iteration 29Q (6387.660000 sec): 3 clusters Score: Raw -3446595.721868 + Penalty 4911.161682 = -3441684.560186 nChanged 23 SP:Iteration 30Q (6387.940000 sec): 3 clusters Score: Raw -3446601.104067 + Penalty 4911.161682 = -3441689.942385 nChanged 19 SP:Iteration 31Q (6388.220000 sec): 3 clusters Score: Raw -3446605.607523 + Penalty 4911.161682 = -3441694.445841 nChanged 19 SP:Iteration 32Q (6388.460000 sec): 3 clusters Score: Raw -3446610.334386 + Penalty 4911.161682 = -3441699.172704 nChanged 17 SP:Iteration 33Q (6388.810000 sec): 3 clusters Score: Raw -3446613.966472 + Penalty 4911.161682 = -3441702.804790 nChanged 17 SP:Iteration 34Q (6389.130000 sec): 3 clusters Score: Raw -3446617.368046 + Penalty 4911.161682 = -3441706.206364 nChanged 14 SP:Iteration 35Q (6389.400000 sec): 3 clusters Score: Raw -3446620.708921 + Penalty 4911.161682 = -3441709.547239 nChanged 12 SP:Iteration 36Q (6389.700000 sec): 3 clusters Score: Raw -3446623.441621 + Penalty 4911.161682 = -3441712.279939 nChanged 10 SP:Iteration 37Q (6390.010000 sec): 3 clusters Score: Raw -3446625.768645 + Penalty 4911.161682 = -3441714.606963 nChanged 10 SP:Iteration 38Q (6390.300000 sec): 3 clusters Score: Raw -3446627.651795 + Penalty 4911.161682 = -3441716.490113 nChanged 5 SP:Iteration 39Q (6390.560000 sec): 3 clusters Score: Raw -3446628.374733 + Penalty 4911.161682 = -3441717.213051 nChanged 2 SP:Iteration 40F (6390.890000 sec): 3 clusters Score: Raw -3446628.804605 + Penalty 4911.161682 = -3441717.642923 nChanged 4 SP:Iteration 41Q (6391.160000 sec): 3 clusters Score: Raw -3446629.961700 + Penalty 4911.161682 = -3441718.800018 nChanged 4 SP:Iteration 42Q (6391.440000 sec): 3 clusters Score: Raw -3446630.757474 + Penalty 4911.161682 = -3441719.595792 nChanged 2 SP:Iteration 43Q (6391.700000 sec): 3 clusters Score: Raw -3446631.247723 + Penalty 4911.161682 = -3441720.086041 nChanged 2 SP:Iteration 44Q (6391.980000 sec): 3 clusters Score: Raw -3446631.738490 + Penalty 4911.161682 = -3441720.576808 nChanged 0 SP:Iteration 45F (6392.240000 sec): 3 clusters Score: Raw -3446631.738490 + Penalty 4911.161682 = -3441720.576808 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (2277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6392.370000 sec): 2 clusters Score: Raw -383141.935560 + Penalty 1917.192288 = -381224.743272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6392.520000 sec): 3 clusters Score: Raw -382353.044732 + Penalty 3834.384577 = -378518.660155 nChanged 770 SP:Iteration 1F (6392.690000 sec): 3 clusters Score: Raw -383237.503654 + Penalty 3834.384577 = -379403.119077 nChanged 287 SP:Iteration 2F (6392.840000 sec): 3 clusters Score: Raw -383860.489262 + Penalty 3834.384577 = -380026.104685 nChanged 211 SP:Iteration 3F (6393.040000 sec): 3 clusters Score: Raw -384242.935700 + Penalty 3834.384577 = -380408.551123 nChanged 128 SP:Iteration 4F (6393.240000 sec): 3 clusters Score: Raw -384497.820235 + Penalty 3834.384577 = -380663.435658 nChanged 103 SP:Iteration 5Q (6393.430000 sec): 3 clusters Score: Raw -384666.214181 + Penalty 3834.384577 = -380831.829604 nChanged 73 SP:Iteration 6Q (6393.620000 sec): 3 clusters Score: Raw -384786.889431 + Penalty 3834.384577 = -380952.504855 nChanged 77 SP:Iteration 7Q (6393.830000 sec): 3 clusters Score: Raw -384932.374589 + Penalty 3834.384577 = -381097.990013 nChanged 81 SP:Iteration 8Q (6394.000000 sec): 3 clusters Score: Raw -385090.311593 + Penalty 3834.384577 = -381255.927016 nChanged 86 SP:Iteration 9Q (6394.160000 sec): 3 clusters Score: Raw -385239.813873 + Penalty 3834.384577 = -381405.429296 nChanged 87 SP:Iteration 10Q (6394.390000 sec): 3 clusters Score: Raw -385387.077916 + Penalty 3834.384577 = -381552.693339 nChanged 77 SP:Iteration 11Q (6394.540000 sec): 3 clusters Score: Raw -385514.236275 + Penalty 3834.384577 = -381679.851698 nChanged 59 SP:Iteration 12Q (6394.760000 sec): 3 clusters Score: Raw -385623.856424 + Penalty 3834.384577 = -381789.471847 nChanged 51 SP:Iteration 13Q (6394.910000 sec): 3 clusters Score: Raw -385713.156386 + Penalty 3834.384577 = -381878.771809 nChanged 52 SP:Iteration 14Q (6395.120000 sec): 3 clusters Score: Raw -385777.125409 + Penalty 3834.384577 = -381942.740832 nChanged 44 SP:Iteration 15Q (6395.290000 sec): 3 clusters Score: Raw -385835.737144 + Penalty 3834.384577 = -382001.352567 nChanged 38 SP:Iteration 16Q (6395.490000 sec): 3 clusters Score: Raw -385903.766778 + Penalty 3834.384577 = -382069.382201 nChanged 41 SP:Iteration 17Q (6395.640000 sec): 3 clusters Score: Raw -385986.495198 + Penalty 3834.384577 = -382152.110621 nChanged 38 SP:Iteration 18Q (6395.850000 sec): 3 clusters Score: Raw -386055.414362 + Penalty 3834.384577 = -382221.029786 nChanged 35 SP:Iteration 19Q (6396.030000 sec): 3 clusters Score: Raw -386125.945918 + Penalty 3834.384577 = -382291.561341 nChanged 28 SP:Iteration 20F (6396.220000 sec): 3 clusters Score: Raw -386272.900847 + Penalty 3834.384577 = -382438.516270 nChanged 46 SP:Iteration 21Q (6396.390000 sec): 3 clusters Score: Raw -386414.314070 + Penalty 3834.384577 = -382579.929493 nChanged 38 SP:Iteration 22Q (6396.600000 sec): 3 clusters Score: Raw -386479.717607 + Penalty 3834.384577 = -382645.333030 nChanged 26 SP:Iteration 23Q (6396.780000 sec): 3 clusters Score: Raw -386518.193314 + Penalty 3834.384577 = -382683.808737 nChanged 17 SP:Iteration 24Q (6397.000000 sec): 3 clusters Score: Raw -386537.572867 + Penalty 3834.384577 = -382703.188290 nChanged 6 SP:Iteration 25Q (6397.170000 sec): 3 clusters Score: Raw -386542.593956 + Penalty 3834.384577 = -382708.209379 nChanged 3 SP:Iteration 26Q (6397.340000 sec): 3 clusters Score: Raw -386544.902062 + Penalty 3834.384577 = -382710.517485 nChanged 3 SP:Iteration 27Q (6397.540000 sec): 3 clusters Score: Raw -386548.007017 + Penalty 3834.384577 = -382713.622441 nChanged 2 SP:Iteration 28Q (6397.730000 sec): 3 clusters Score: Raw -386553.934294 + Penalty 3834.384577 = -382719.549718 nChanged 3 SP:Iteration 29Q (6397.900000 sec): 3 clusters Score: Raw -386556.163576 + Penalty 3834.384577 = -382721.778999 nChanged 0 SP:Iteration 30F (6398.080000 sec): 3 clusters Score: Raw -386556.163576 + Penalty 3834.384577 = -382721.778999 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (15580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6398.300000 sec): 2 clusters Score: Raw -2810822.943352 + Penalty 2394.128343 = -2808428.815009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6398.500000 sec): 3 clusters Score: Raw -2802041.222350 + Penalty 4788.256686 = -2797252.965664 nChanged 6693 SP:Iteration 1F (6398.750000 sec): 3 clusters Score: Raw -2806117.509388 + Penalty 4788.256686 = -2801329.252702 nChanged 1288 SP:Iteration 2F (6399.030000 sec): 3 clusters Score: Raw -2807323.896354 + Penalty 4788.256686 = -2802535.639667 nChanged 1371 SP:Iteration 3F (6399.290000 sec): 3 clusters Score: Raw -2808656.277590 + Penalty 4788.256686 = -2803868.020903 nChanged 1302 SP:Iteration 4F (6399.590000 sec): 3 clusters Score: Raw -2809845.861410 + Penalty 4788.256686 = -2805057.604723 nChanged 1160 SP:Iteration 5F (6399.820000 sec): 3 clusters Score: Raw -2810871.046487 + Penalty 4788.256686 = -2806082.789801 nChanged 895 SP:Iteration 6F (6400.130000 sec): 3 clusters Score: Raw -2811620.864150 + Penalty 4788.256686 = -2806832.607464 nChanged 666 SP:Iteration 7Q (6400.350000 sec): 3 clusters Score: Raw -2812047.051081 + Penalty 4788.256686 = -2807258.794395 nChanged 462 SP:Iteration 8Q (6400.690000 sec): 3 clusters Score: Raw -2812280.834175 + Penalty 4788.256686 = -2807492.577489 nChanged 327 SP:Iteration 9Q (6400.990000 sec): 3 clusters Score: Raw -2812417.976244 + Penalty 4788.256686 = -2807629.719558 nChanged 228 SP:Iteration 10Q (6401.240000 sec): 3 clusters Score: Raw -2812491.510098 + Penalty 4788.256686 = -2807703.253411 nChanged 167 SP:Iteration 11Q (6401.490000 sec): 3 clusters Score: Raw -2812541.319034 + Penalty 4788.256686 = -2807753.062347 nChanged 154 SP:Iteration 12Q (6401.740000 sec): 3 clusters Score: Raw -2812584.363943 + Penalty 4788.256686 = -2807796.107256 nChanged 131 SP:Iteration 13Q (6401.960000 sec): 3 clusters Score: Raw -2812619.445124 + Penalty 4788.256686 = -2807831.188438 nChanged 103 SP:Iteration 14Q (6402.200000 sec): 3 clusters Score: Raw -2812646.893162 + Penalty 4788.256686 = -2807858.636475 nChanged 93 SP:Iteration 15Q (6402.480000 sec): 3 clusters Score: Raw -2812670.050617 + Penalty 4788.256686 = -2807881.793931 nChanged 91 SP:Iteration 16Q (6402.720000 sec): 3 clusters Score: Raw -2812692.520864 + Penalty 4788.256686 = -2807904.264177 nChanged 88 SP:Iteration 17Q (6403.050000 sec): 3 clusters Score: Raw -2812711.018286 + Penalty 4788.256686 = -2807922.761600 nChanged 83 SP:Iteration 18Q (6403.310000 sec): 3 clusters Score: Raw -2812728.618042 + Penalty 4788.256686 = -2807940.361355 nChanged 91 SP:Iteration 19Q (6403.610000 sec): 3 clusters Score: Raw -2812748.929533 + Penalty 4788.256686 = -2807960.672846 nChanged 75 SP:Iteration 20F (6403.870000 sec): 3 clusters Score: Raw -2812763.905062 + Penalty 4788.256686 = -2807975.648376 nChanged 55 SP:Iteration 21Q (6404.070000 sec): 3 clusters Score: Raw -2812775.000614 + Penalty 4788.256686 = -2807986.743927 nChanged 54 SP:Iteration 22Q (6404.340000 sec): 3 clusters Score: Raw -2812784.536908 + Penalty 4788.256686 = -2807996.280222 nChanged 49 SP:Iteration 23Q (6404.610000 sec): 3 clusters Score: Raw -2812793.305701 + Penalty 4788.256686 = -2808005.049014 nChanged 37 SP:Iteration 24Q (6404.860000 sec): 3 clusters Score: Raw -2812799.369669 + Penalty 4788.256686 = -2808011.112982 nChanged 34 SP:Iteration 25Q (6405.120000 sec): 3 clusters Score: Raw -2812804.274031 + Penalty 4788.256686 = -2808016.017344 nChanged 31 SP:Iteration 26Q (6405.400000 sec): 3 clusters Score: Raw -2812809.023187 + Penalty 4788.256686 = -2808020.766501 nChanged 36 SP:Iteration 27Q (6405.590000 sec): 3 clusters Score: Raw -2812817.462244 + Penalty 4788.256686 = -2808029.205558 nChanged 35 SP:Iteration 28Q (6405.840000 sec): 3 clusters Score: Raw -2812824.055377 + Penalty 4788.256686 = -2808035.798691 nChanged 40 SP:Iteration 29Q (6406.080000 sec): 3 clusters Score: Raw -2812832.180148 + Penalty 4788.256686 = -2808043.923462 nChanged 40 SP:Iteration 30Q (6406.340000 sec): 3 clusters Score: Raw -2812841.414887 + Penalty 4788.256686 = -2808053.158200 nChanged 38 SP:Iteration 31Q (6406.540000 sec): 3 clusters Score: Raw -2812849.113148 + Penalty 4788.256686 = -2808060.856461 nChanged 26 SP:Iteration 32Q (6406.860000 sec): 3 clusters Score: Raw -2812854.300212 + Penalty 4788.256686 = -2808066.043525 nChanged 19 SP:Iteration 33Q (6407.110000 sec): 3 clusters Score: Raw -2812857.360123 + Penalty 4788.256686 = -2808069.103436 nChanged 20 SP:Iteration 34Q (6407.390000 sec): 3 clusters Score: Raw -2812859.855789 + Penalty 4788.256686 = -2808071.599103 nChanged 15 SP:Iteration 35Q (6407.640000 sec): 3 clusters Score: Raw -2812862.015700 + Penalty 4788.256686 = -2808073.759014 nChanged 14 SP:Iteration 36Q (6407.880000 sec): 3 clusters Score: Raw -2812863.949046 + Penalty 4788.256686 = -2808075.692359 nChanged 13 SP:Iteration 37Q (6408.180000 sec): 3 clusters Score: Raw -2812866.825200 + Penalty 4788.256686 = -2808078.568514 nChanged 16 SP:Iteration 38Q (6408.410000 sec): 3 clusters Score: Raw -2812869.716266 + Penalty 4788.256686 = -2808081.459579 nChanged 15 SP:Iteration 39Q (6408.660000 sec): 3 clusters Score: Raw -2812872.508612 + Penalty 4788.256686 = -2808084.251925 nChanged 13 SP:Iteration 40F (6408.920000 sec): 3 clusters Score: Raw -2812874.849685 + Penalty 4788.256686 = -2808086.592999 nChanged 13 SP:Iteration 41Q (6409.130000 sec): 3 clusters Score: Raw -2812877.188504 + Penalty 4788.256686 = -2808088.931818 nChanged 12 SP:Iteration 42Q (6409.440000 sec): 3 clusters Score: Raw -2812879.270742 + Penalty 4788.256686 = -2808091.014056 nChanged 10 SP:Iteration 43Q (6409.670000 sec): 3 clusters Score: Raw -2812880.906264 + Penalty 4788.256686 = -2808092.649578 nChanged 9 SP:Iteration 44Q (6409.920000 sec): 3 clusters Score: Raw -2812882.077732 + Penalty 4788.256686 = -2808093.821045 nChanged 7 SP:Iteration 45Q (6410.190000 sec): 3 clusters Score: Raw -2812883.213621 + Penalty 4788.256686 = -2808094.956934 nChanged 6 SP:Iteration 46Q (6410.480000 sec): 3 clusters Score: Raw -2812883.909399 + Penalty 4788.256686 = -2808095.652713 nChanged 7 SP:Iteration 47Q (6410.760000 sec): 3 clusters Score: Raw -2812885.042611 + Penalty 4788.256686 = -2808096.785924 nChanged 10 SP:Iteration 48Q (6411.030000 sec): 3 clusters Score: Raw -2812886.558333 + Penalty 4788.256686 = -2808098.301647 nChanged 11 SP:Iteration 49Q (6411.260000 sec): 3 clusters Score: Raw -2812888.606823 + Penalty 4788.256686 = -2808100.350137 nChanged 10 SP:Iteration 50Q (6411.470000 sec): 3 clusters Score: Raw -2812890.136072 + Penalty 4788.256686 = -2808101.879386 nChanged 11 SP:Iteration 51Q (6411.740000 sec): 3 clusters Score: Raw -2812891.645024 + Penalty 4788.256686 = -2808103.388337 nChanged 9 SP:Iteration 52Q (6412.010000 sec): 3 clusters Score: Raw -2812892.829714 + Penalty 4788.256686 = -2808104.573028 nChanged 4 SP:Iteration 53Q (6412.260000 sec): 3 clusters Score: Raw -2812893.273264 + Penalty 4788.256686 = -2808105.016578 nChanged 5 SP:Iteration 54Q (6412.500000 sec): 3 clusters Score: Raw -2812894.023962 + Penalty 4788.256686 = -2808105.767276 nChanged 7 SP:Iteration 55Q (6412.790000 sec): 3 clusters Score: Raw -2812895.077094 + Penalty 4788.256686 = -2808106.820408 nChanged 10 SP:Iteration 56Q (6413.060000 sec): 3 clusters Score: Raw -2812896.673307 + Penalty 4788.256686 = -2808108.416620 nChanged 9 SP:Iteration 57Q (6413.340000 sec): 3 clusters Score: Raw -2812898.329046 + Penalty 4788.256686 = -2808110.072360 nChanged 9 SP:Iteration 58Q (6413.580000 sec): 3 clusters Score: Raw -2812899.429209 + Penalty 4788.256686 = -2808111.172523 nChanged 6 SP:Iteration 59Q (6413.810000 sec): 3 clusters Score: Raw -2812900.072896 + Penalty 4788.256686 = -2808111.816209 nChanged 6 SP:Iteration 60F (6414.100000 sec): 3 clusters Score: Raw -2812900.839362 + Penalty 4788.256686 = -2808112.582676 nChanged 8 SP:Iteration 61Q (6414.360000 sec): 3 clusters Score: Raw -2812902.626215 + Penalty 4788.256686 = -2808114.369528 nChanged 13 SP:Iteration 62Q (6414.600000 sec): 3 clusters Score: Raw -2812905.256148 + Penalty 4788.256686 = -2808116.999462 nChanged 11 SP:Iteration 63Q (6414.900000 sec): 3 clusters Score: Raw -2812906.919867 + Penalty 4788.256686 = -2808118.663180 nChanged 10 SP:Iteration 64Q (6415.160000 sec): 3 clusters Score: Raw -2812908.462476 + Penalty 4788.256686 = -2808120.205790 nChanged 7 SP:Iteration 65Q (6415.410000 sec): 3 clusters Score: Raw -2812909.044163 + Penalty 4788.256686 = -2808120.787477 nChanged 5 SP:Iteration 66Q (6415.700000 sec): 3 clusters Score: Raw -2812909.470702 + Penalty 4788.256686 = -2808121.214015 nChanged 2 SP:Iteration 67Q (6415.940000 sec): 3 clusters Score: Raw -2812909.666441 + Penalty 4788.256686 = -2808121.409755 nChanged 1 SP:Iteration 68Q (6416.220000 sec): 3 clusters Score: Raw -2812909.702391 + Penalty 4788.256686 = -2808121.445705 nChanged 1 SP:Iteration 69Q (6416.450000 sec): 3 clusters Score: Raw -2812909.766374 + Penalty 4788.256686 = -2808121.509688 nChanged 0 SP:Iteration 70F (6416.710000 sec): 3 clusters Score: Raw -2812909.766374 + Penalty 4788.256686 = -2808121.509688 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.800000 sec): 2 clusters Score: Raw -107282.978317 + Penalty 1714.360219 = -105568.618097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6417.000000 sec): 3 clusters Score: Raw -107669.614986 + Penalty 3428.720439 = -104240.894547 nChanged 347 SP:Iteration 1F (6417.200000 sec): 3 clusters Score: Raw -110088.288645 + Penalty 3428.720439 = -106659.568206 nChanged 137 SP:Iteration 2F (6417.350000 sec): 3 clusters Score: Raw -110829.337781 + Penalty 3428.720439 = -107400.617342 nChanged 55 SP:Iteration 3F (6417.530000 sec): 3 clusters Score: Raw -111259.353213 + Penalty 3428.720439 = -107830.632774 nChanged 23 SP:Iteration 4Q (6417.750000 sec): 3 clusters Score: Raw -111409.261439 + Penalty 3428.720439 = -107980.541000 nChanged 12 SP:Iteration 5Q (6417.910000 sec): 3 clusters Score: Raw -111500.081132 + Penalty 3428.720439 = -108071.360693 nChanged 13 SP:Iteration 6Q (6418.140000 sec): 3 clusters Score: Raw -111542.443104 + Penalty 3428.720439 = -108113.722665 nChanged 8 SP:Iteration 7Q (6418.300000 sec): 3 clusters Score: Raw -111569.511281 + Penalty 3428.720439 = -108140.790842 nChanged 7 SP:Iteration 8Q (6418.470000 sec): 3 clusters Score: Raw -111599.142523 + Penalty 3428.720439 = -108170.422084 nChanged 3 SP:Iteration 9Q (6418.660000 sec): 3 clusters Score: Raw -111615.661634 + Penalty 3428.720439 = -108186.941195 nChanged 3 SP:Iteration 10Q (6418.870000 sec): 3 clusters Score: Raw -111634.965826 + Penalty 3428.720439 = -108206.245387 nChanged 2 SP:Iteration 11Q (6419.010000 sec): 3 clusters Score: Raw -111645.610392 + Penalty 3428.720439 = -108216.889953 nChanged 2 SP:Iteration 12Q (6419.180000 sec): 3 clusters Score: Raw -111651.579330 + Penalty 3428.720439 = -108222.858891 nChanged 2 SP:Iteration 13Q (6419.410000 sec): 3 clusters Score: Raw -111655.819947 + Penalty 3428.720439 = -108227.099508 nChanged 1 SP:Iteration 14Q (6419.610000 sec): 3 clusters Score: Raw -111657.346669 + Penalty 3428.720439 = -108228.626230 nChanged 1 SP:Iteration 15Q (6419.790000 sec): 3 clusters Score: Raw -111658.554552 + Penalty 3428.720439 = -108229.834113 nChanged 1 SP:Iteration 16Q (6419.970000 sec): 3 clusters Score: Raw -111660.497853 + Penalty 3428.720439 = -108231.777414 nChanged 0 SP:Iteration 17F (6420.130000 sec): 3 clusters Score: Raw -111672.975027 + Penalty 3428.720439 = -108244.254588 nChanged 2 SP:Iteration 18Q (6420.290000 sec): 3 clusters Score: Raw -111716.585289 + Penalty 3428.720439 = -108287.864850 nChanged 3 SP:Iteration 19Q (6420.470000 sec): 3 clusters Score: Raw -111769.548722 + Penalty 3428.720439 = -108340.828284 nChanged 4 SP:Iteration 20F (6420.640000 sec): 3 clusters Score: Raw -111778.225315 + Penalty 3428.720439 = -108349.504876 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6420.750000 sec): 2 clusters Score: Raw -414487.766279 + Penalty 1935.353139 = -412552.413140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6420.960000 sec): 3 clusters Score: Raw -413569.591437 + Penalty 3870.706279 = -409698.885158 nChanged 840 SP:Iteration 1F (6421.150000 sec): 3 clusters Score: Raw -414464.674270 + Penalty 3870.706279 = -410593.967991 nChanged 285 SP:Iteration 2F (6421.290000 sec): 3 clusters Score: Raw -415041.441692 + Penalty 3870.706279 = -411170.735413 nChanged 236 SP:Iteration 3F (6421.430000 sec): 3 clusters Score: Raw -415470.947202 + Penalty 3870.706279 = -411600.240924 nChanged 186 SP:Iteration 4F (6421.540000 sec): 3 clusters Score: Raw -415826.871938 + Penalty 3870.706279 = -411956.165659 nChanged 127 SP:Iteration 5F (6421.650000 sec): 3 clusters Score: Raw -416058.929049 + Penalty 3870.706279 = -412188.222770 nChanged 112 SP:Iteration 6Q (6421.760000 sec): 3 clusters Score: Raw -416264.152987 + Penalty 3870.706279 = -412393.446708 nChanged 91 SP:Iteration 7Q (6421.870000 sec): 3 clusters Score: Raw -416455.927228 + Penalty 3870.706279 = -412585.220949 nChanged 76 SP:Iteration 8Q (6421.990000 sec): 3 clusters Score: Raw -416634.503659 + Penalty 3870.706279 = -412763.797380 nChanged 75 SP:Iteration 9Q (6422.100000 sec): 3 clusters Score: Raw -416788.578061 + Penalty 3870.706279 = -412917.871782 nChanged 81 SP:Iteration 10Q (6422.210000 sec): 3 clusters Score: Raw -416944.226958 + Penalty 3870.706279 = -413073.520679 nChanged 86 SP:Iteration 11Q (6422.430000 sec): 3 clusters Score: Raw -417119.230166 + Penalty 3870.706279 = -413248.523887 nChanged 97 SP:Iteration 12Q (6422.580000 sec): 3 clusters Score: Raw -417329.140772 + Penalty 3870.706279 = -413458.434493 nChanged 88 SP:Iteration 13Q (6422.790000 sec): 3 clusters Score: Raw -417586.909567 + Penalty 3870.706279 = -413716.203288 nChanged 64 SP:Iteration 14Q (6422.970000 sec): 3 clusters Score: Raw -417788.089428 + Penalty 3870.706279 = -413917.383149 nChanged 41 SP:Iteration 15Q (6423.140000 sec): 3 clusters Score: Raw -417891.689265 + Penalty 3870.706279 = -414020.982986 nChanged 27 SP:Iteration 16Q (6423.310000 sec): 3 clusters Score: Raw -417939.842830 + Penalty 3870.706279 = -414069.136551 nChanged 12 SP:Iteration 17Q (6423.480000 sec): 3 clusters Score: Raw -417958.679565 + Penalty 3870.706279 = -414087.973286 nChanged 8 SP:Iteration 18Q (6423.600000 sec): 3 clusters Score: Raw -417975.382986 + Penalty 3870.706279 = -414104.676708 nChanged 3 SP:Iteration 19Q (6423.770000 sec): 3 clusters Score: Raw -417979.263091 + Penalty 3870.706279 = -414108.556813 nChanged 1 SP:Iteration 20F (6423.930000 sec): 3 clusters Score: Raw -418033.365686 + Penalty 3870.706279 = -414162.659408 nChanged 8 SP:Iteration 21Q (6424.120000 sec): 3 clusters Score: Raw -418099.386007 + Penalty 3870.706279 = -414228.679729 nChanged 8 SP:Iteration 22Q (6424.300000 sec): 3 clusters Score: Raw -418153.683696 + Penalty 3870.706279 = -414282.977417 nChanged 12 SP:Iteration 23Q (6424.480000 sec): 3 clusters Score: Raw -418212.881966 + Penalty 3870.706279 = -414342.175688 nChanged 9 SP:Iteration 24Q (6424.680000 sec): 3 clusters Score: Raw -418259.578174 + Penalty 3870.706279 = -414388.871895 nChanged 4 SP:Iteration 25Q (6424.820000 sec): 3 clusters Score: Raw -418279.558322 + Penalty 3870.706279 = -414408.852043 nChanged 2 SP:Iteration 26Q (6425.000000 sec): 3 clusters Score: Raw -418281.464700 + Penalty 3870.706279 = -414410.758422 nChanged 0 SP:Iteration 27F (6425.170000 sec): 3 clusters Score: Raw -418361.826603 + Penalty 3870.706279 = -414491.120324 nChanged 8 SP:Iteration 28Q (6425.330000 sec): 3 clusters Score: Raw -418441.630198 + Penalty 3870.706279 = -414570.923919 nChanged 7 SP:Iteration 29Q (6425.560000 sec): 3 clusters Score: Raw -418451.538834 + Penalty 3870.706279 = -414580.832556 nChanged 4 SP:Iteration 30Q (6425.780000 sec): 3 clusters Score: Raw -418456.281028 + Penalty 3870.706279 = -414585.574749 nChanged 1 SP:Iteration 31Q (6425.960000 sec): 3 clusters Score: Raw -418457.823157 + Penalty 3870.706279 = -414587.116878 nChanged 0 SP:Iteration 32F (6426.150000 sec): 3 clusters Score: Raw -418461.881609 + Penalty 3870.706279 = -414591.175331 nChanged 1 SP:Iteration 33Q (6426.300000 sec): 3 clusters Score: Raw -418467.005442 + Penalty 3870.706279 = -414596.299163 nChanged 5 SP:Iteration 34Q (6426.450000 sec): 3 clusters Score: Raw -418502.495852 + Penalty 3870.706279 = -414631.789573 nChanged 6 SP:Iteration 35Q (6426.620000 sec): 3 clusters Score: Raw -418531.916453 + Penalty 3870.706279 = -414661.210175 nChanged 6 SP:Iteration 36Q (6426.790000 sec): 3 clusters Score: Raw -418548.427948 + Penalty 3870.706279 = -414677.721670 nChanged 4 SP:Iteration 37Q (6426.980000 sec): 3 clusters Score: Raw -418551.548968 + Penalty 3870.706279 = -414680.842689 nChanged 0 SP:Iteration 38F (6427.180000 sec): 3 clusters Score: Raw -418577.873513 + Penalty 3870.706279 = -414707.167234 nChanged 1 SP:Iteration 39Q (6427.360000 sec): 3 clusters Score: Raw -418609.546412 + Penalty 3870.706279 = -414738.840133 nChanged 3 SP:Iteration 40F (6427.580000 sec): 3 clusters Score: Raw -418613.756533 + Penalty 3870.706279 = -414743.050254 nChanged 3 SP:Iteration 41Q (6427.740000 sec): 3 clusters Score: Raw -418619.274130 + Penalty 3870.706279 = -414748.567851 nChanged 2 SP:Iteration 42Q (6427.970000 sec): 3 clusters Score: Raw -418620.966571 + Penalty 3870.706279 = -414750.260292 nChanged 0 SP:Iteration 43F (6428.160000 sec): 3 clusters Score: Raw -418620.966571 + Penalty 3870.706279 = -414750.260292 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (95006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6428.860000 sec): 2 clusters Score: Raw -17473949.004877 + Penalty 2842.500441 = -17471106.504436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6429.620000 sec): 3 clusters Score: Raw -17413485.940794 + Penalty 5685.000882 = -17407800.939912 nChanged 44668 SP:Iteration 1F (6430.400000 sec): 3 clusters Score: Raw -17438450.196910 + Penalty 5685.000882 = -17432765.196028 nChanged 2847 SP:Iteration 2Q (6431.250000 sec): 3 clusters Score: Raw -17439020.427314 + Penalty 5685.000882 = -17433335.426432 nChanged 2768 SP:Iteration 3Q (6432.090000 sec): 3 clusters Score: Raw -17439597.727123 + Penalty 5685.000882 = -17433912.726241 nChanged 2764 SP:Iteration 4Q (6432.920000 sec): 3 clusters Score: Raw -17440231.634355 + Penalty 5685.000882 = -17434546.633473 nChanged 3071 SP:Iteration 5Q (6433.640000 sec): 3 clusters Score: Raw -17441117.588430 + Penalty 5685.000882 = -17435432.587549 nChanged 3762 SP:Iteration 6Q (6434.470000 sec): 3 clusters Score: Raw -17442544.871128 + Penalty 5685.000882 = -17436859.870246 nChanged 4931 SP:Iteration 7F (6435.240000 sec): 3 clusters Score: Raw -17445053.835777 + Penalty 5685.000882 = -17439368.834895 nChanged 6578 SP:Iteration 8F (6436.000000 sec): 3 clusters Score: Raw -17449489.320760 + Penalty 5685.000882 = -17443804.319878 nChanged 7932 SP:Iteration 9F (6436.830000 sec): 3 clusters Score: Raw -17456234.302767 + Penalty 5685.000882 = -17450549.301885 nChanged 7984 SP:Iteration 10F (6437.640000 sec): 3 clusters Score: Raw -17464076.556877 + Penalty 5685.000882 = -17458391.555995 nChanged 5939 SP:Iteration 11F (6438.500000 sec): 3 clusters Score: Raw -17470168.292114 + Penalty 5685.000882 = -17464483.291232 nChanged 2834 SP:Iteration 12Q (6439.290000 sec): 3 clusters Score: Raw -17472970.162389 + Penalty 5685.000882 = -17467285.161507 nChanged 865 SP:Iteration 13Q (6440.030000 sec): 3 clusters Score: Raw -17473799.998256 + Penalty 5685.000882 = -17468114.997374 nChanged 219 SP:Iteration 14Q (6440.710000 sec): 3 clusters Score: Raw -17474038.960964 + Penalty 5685.000882 = -17468353.960082 nChanged 67 SP:Iteration 15Q (6441.410000 sec): 3 clusters Score: Raw -17474136.313870 + Penalty 5685.000882 = -17468451.312988 nChanged 33 SP:Iteration 16Q (6442.120000 sec): 3 clusters Score: Raw -17474184.435325 + Penalty 5685.000882 = -17468499.434443 nChanged 20 SP:Iteration 17Q (6442.910000 sec): 3 clusters Score: Raw -17474220.675237 + Penalty 5685.000882 = -17468535.674355 nChanged 12 SP:Iteration 18Q (6443.560000 sec): 3 clusters Score: Raw -17474240.118448 + Penalty 5685.000882 = -17468555.117566 nChanged 8 SP:Iteration 19Q (6444.140000 sec): 3 clusters Score: Raw -17474249.810936 + Penalty 5685.000882 = -17468564.810054 nChanged 4 SP:Iteration 20F (6444.760000 sec): 3 clusters Score: Raw -17474256.802949 + Penalty 5685.000882 = -17468571.802068 nChanged 6 SP:Iteration 21Q (6445.370000 sec): 3 clusters Score: Raw -17474263.012612 + Penalty 5685.000882 = -17468578.011730 nChanged 3 SP:Iteration 22Q (6445.960000 sec): 3 clusters Score: Raw -17474267.511475 + Penalty 5685.000882 = -17468582.510594 nChanged 3 SP:Iteration 23Q (6446.570000 sec): 3 clusters Score: Raw -17474274.350847 + Penalty 5685.000882 = -17468589.349965 nChanged 4 SP:Iteration 24Q (6447.210000 sec): 3 clusters Score: Raw -17474279.839816 + Penalty 5685.000882 = -17468594.838934 nChanged 3 SP:Iteration 25Q (6447.820000 sec): 3 clusters Score: Raw -17474282.910139 + Penalty 5685.000882 = -17468597.909257 nChanged 0 SP:Iteration 26F (6448.550000 sec): 3 clusters Score: Raw -17474282.910139 + Penalty 5685.000882 = -17468597.909257 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6448.670000 sec): 2 clusters Score: Raw -89670.496303 + Penalty 1596.958892 = -88073.537411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6448.840000 sec): 3 clusters Score: Raw -89784.258185 + Penalty 3193.917784 = -86590.340401 nChanged 146 SP:Iteration 1F (6449.000000 sec): 3 clusters Score: Raw -90234.763452 + Penalty 3193.917784 = -87040.845668 nChanged 71 SP:Iteration 2F (6449.180000 sec): 3 clusters Score: Raw -90567.778773 + Penalty 3193.917784 = -87373.860989 nChanged 40 SP:Iteration 3F (6449.390000 sec): 3 clusters Score: Raw -90790.393901 + Penalty 3193.917784 = -87596.476117 nChanged 33 SP:Iteration 4F (6449.530000 sec): 3 clusters Score: Raw -90994.254499 + Penalty 3193.917784 = -87800.336715 nChanged 20 SP:Iteration 5Q (6449.730000 sec): 3 clusters Score: Raw -91147.299459 + Penalty 3193.917784 = -87953.381675 nChanged 11 SP:Iteration 6Q (6449.870000 sec): 3 clusters Score: Raw -91251.022737 + Penalty 3193.917784 = -88057.104953 nChanged 12 SP:Iteration 7Q (6450.030000 sec): 3 clusters Score: Raw -91369.115645 + Penalty 3193.917784 = -88175.197861 nChanged 10 SP:Iteration 8Q (6450.190000 sec): 3 clusters Score: Raw -91431.134956 + Penalty 3193.917784 = -88237.217172 nChanged 5 SP:Iteration 9Q (6450.350000 sec): 3 clusters Score: Raw -91548.445059 + Penalty 3193.917784 = -88354.527275 nChanged 3 SP:Iteration 10Q (6450.520000 sec): 3 clusters Score: Raw -91555.091288 + Penalty 3193.917784 = -88361.173504 nChanged 1 SP:Iteration 11Q (6450.710000 sec): 3 clusters Score: Raw -91556.103405 + Penalty 3193.917784 = -88362.185621 nChanged 0 SP:Iteration 12F (6450.900000 sec): 3 clusters Score: Raw -91556.413387 + Penalty 3193.917784 = -88362.495603 nChanged 1 SP:Iteration 13Q (6451.050000 sec): 3 clusters Score: Raw -91572.346545 + Penalty 3193.917784 = -88378.428761 nChanged 2 SP:Iteration 14Q (6451.200000 sec): 3 clusters Score: Raw -91574.556744 + Penalty 3193.917784 = -88380.638960 nChanged 1 SP:Iteration 15Q (6451.390000 sec): 3 clusters Score: Raw -91575.549168 + Penalty 3193.917784 = -88381.631384 nChanged 0 SP:Iteration 16F (6451.540000 sec): 3 clusters Score: Raw -91575.549168 + Penalty 3193.917784 = -88381.631384 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Iteration 59Q (6554.310000 sec): 56 clusters Score: Raw -340381203.117899 + Penalty 196833.921944 = -340184369.195956 nChanged 7765 Iteration 60F (6743.530000 sec): 56 clusters Score: Raw -340389500.221303 + Penalty 196833.921944 = -340192666.299360 nChanged 7390 Iteration 61Q (6832.230000 sec): 56 clusters Score: Raw -340393318.736087 + Penalty 196833.921944 = -340196484.814143 nChanged 5841 Iteration 62Q (6927.450000 sec): 56 clusters Score: Raw -340394917.444682 + Penalty 196833.921944 = -340198083.522739 nChanged 4922 Iteration 63Q (7027.090000 sec): 56 clusters Score: Raw -340396029.836378 + Penalty 196833.921944 = -340199195.914434 nChanged 4296 Iteration 64Q (7114.710000 sec): 56 clusters Score: Raw -340396896.692349 + Penalty 196833.921944 = -340200062.770406 nChanged 3806 Iteration 65Q (7205.820000 sec): 56 clusters Score: Raw -340397711.330402 + Penalty 196833.921944 = -340200877.408459 nChanged 3446 Iteration 66Q (7289.310000 sec): 56 clusters Score: Raw -340398284.209764 + Penalty 196833.921944 = -340201450.287820 nChanged 3171 Iteration 67Q (7371.370000 sec): 56 clusters Score: Raw -340398617.711835 + Penalty 196833.921944 = -340201783.789891 nChanged 2886 Iteration 68Q (7450.200000 sec): 56 clusters Score: Raw -340398958.747786 + Penalty 196833.921944 = -340202124.825843 nChanged 2709 Iteration 69Q (7530.560000 sec): 56 clusters Score: Raw -340399344.649155 + Penalty 196833.921944 = -340202510.727211 nChanged 2469 Iteration 70Q (7630.400000 sec): 56 clusters Score: Raw -340399658.005461 + Penalty 196833.921944 = -340202824.083518 nChanged 2256 Iteration 71Q (7725.740000 sec): 56 clusters Score: Raw -340400371.857702 + Penalty 196833.921944 = -340203537.935759 nChanged 2055 Iteration 72Q (7824.720000 sec): 56 clusters Score: Raw -340400563.877418 + Penalty 196833.921944 = -340203729.955475 nChanged 1930 Iteration 73Q (7931.850000 sec): 56 clusters Score: Raw -340400731.313512 + Penalty 196833.921944 = -340203897.391569 nChanged 1882 Iteration 74Q (8025.040000 sec): 56 clusters Score: Raw -340400877.516703 + Penalty 196833.921944 = -340204043.594759 nChanged 1761 Iteration 75Q (8113.460000 sec): 56 clusters Score: Raw -340401021.706395 + Penalty 196833.921944 = -340204187.784451 nChanged 1760 Iteration 76Q (8187.740000 sec): 56 clusters Score: Raw -340401170.804939 + Penalty 196833.921944 = -340204336.882995 nChanged 1698 Iteration 77Q (8265.200000 sec): 56 clusters Score: Raw -340401308.980746 + Penalty 196833.921944 = -340204475.058802 nChanged 1574 Iteration 78Q (8343.710000 sec): 56 clusters Score: Raw -340401489.404253 + Penalty 196833.921944 = -340204655.482309 nChanged 1527 Iteration 79Q (8426.230000 sec): 56 clusters Score: Raw -340401630.298858 + Penalty 196833.921944 = -340204796.376915 nChanged 1498 Iteration 80F (8622.470000 sec): 56 clusters Score: Raw -340402032.029183 + Penalty 196833.921944 = -340205198.107239 nChanged 1466 Iteration 81Q (8715.590000 sec): 56 clusters Score: Raw -340402589.238967 + Penalty 196833.921944 = -340205755.317023 nChanged 1419 Iteration 82Q (8806.360000 sec): 56 clusters Score: Raw -340402981.303300 + Penalty 196833.921944 = -340206147.381357 nChanged 1409 Iteration 83Q (8906.770000 sec): 56 clusters Score: Raw -340403359.856430 + Penalty 196833.921944 = -340206525.934486 nChanged 1391 Iteration 84Q (8988.520000 sec): 56 clusters Score: Raw -340403557.220193 + Penalty 196833.921944 = -340206723.298250 nChanged 1334 Iteration 85Q (9073.700000 sec): 56 clusters Score: Raw -340403704.172804 + Penalty 196833.921944 = -340206870.250861 nChanged 1324 Iteration 86Q (9161.680000 sec): 56 clusters Score: Raw -340403808.645784 + Penalty 196833.921944 = -340206974.723841 nChanged 1314 Iteration 87Q (9245.780000 sec): 56 clusters Score: Raw -340403909.597941 + Penalty 196833.921944 = -340207075.675997 nChanged 1223 Iteration 88Q (9333.390000 sec): 56 clusters Score: Raw -340403977.962978 + Penalty 196833.921944 = -340207144.041034 nChanged 1213 Iteration 89Q (9423.660000 sec): 56 clusters Score: Raw -340404055.382240 + Penalty 196833.921944 = -340207221.460296 nChanged 1194 Iteration 90Q (9517.840000 sec): 56 clusters Score: Raw -340404156.319875 + Penalty 196833.921944 = -340207322.397932 nChanged 1168 Iteration 91Q (9609.120000 sec): 56 clusters Score: Raw -340404233.995797 + Penalty 196833.921944 = -340207400.073853 nChanged 1143 Iteration 92Q (9704.440000 sec): 56 clusters Score: Raw -340404329.912356 + Penalty 196833.921944 = -340207495.990412 nChanged 1169 Iteration 93Q (9798.230000 sec): 56 clusters Score: Raw -340404448.178085 + Penalty 196833.921944 = -340207614.256142 nChanged 1063 Iteration 94Q (9887.720000 sec): 56 clusters Score: Raw -340404532.628895 + Penalty 196833.921944 = -340207698.706951 nChanged 1010 Iteration 95Q (9978.700000 sec): 56 clusters Score: Raw -340404595.608891 + Penalty 196833.921944 = -340207761.686948 nChanged 937 Iteration 96Q (10067.530000 sec): 56 clusters Score: Raw -340404651.060972 + Penalty 196833.921944 = -340207817.139028 nChanged 877 Iteration 97Q (10153.440000 sec): 56 clusters Score: Raw -340404691.242606 + Penalty 196833.921944 = -340207857.320662 nChanged 874 Iteration 98Q (10240.310000 sec): 56 clusters Score: Raw -340404726.787069 + Penalty 196833.921944 = -340207892.865126 nChanged 809 Writing temp clu file Because OldScore, -340207857.320662, is greater than current (better) Score,-340207892.865126 Compute initial score before splitting: Score: Raw -340404726.787069 + Penalty 196833.921944 = -340207892.865126 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (488904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10243.110000 sec): 2 clusters Score: Raw -94756792.797502 + Penalty 3248.780515 = -94753544.016987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10245.780000 sec): 3 clusters Score: Raw -94430093.665247 + Penalty 6497.561029 = -94423596.104217 nChanged 238048 SP:Iteration 1F (10248.380000 sec): 3 clusters Score: Raw -94572295.639147 + Penalty 6497.561029 = -94565798.078118 nChanged 12569 SP:Iteration 2Q (10251.080000 sec): 3 clusters Score: Raw -94574964.235683 + Penalty 6497.561029 = -94568466.674654 nChanged 15342 SP:Iteration 3Q (10253.840000 sec): 3 clusters Score: Raw -94579266.846285 + Penalty 6497.561029 = -94572769.285256 nChanged 19472 SP:Iteration 4Q (10256.490000 sec): 3 clusters Score: Raw -94586404.728775 + Penalty 6497.561029 = -94579907.167746 nChanged 24202 SP:Iteration 5Q (10259.310000 sec): 3 clusters Score: Raw -94597167.379668 + Penalty 6497.561029 = -94590669.818639 nChanged 27952 SP:Iteration 6F (10262.010000 sec): 3 clusters Score: Raw -94611104.461549 + Penalty 6497.561029 = -94604606.900520 nChanged 29839 SP:Iteration 7F (10264.580000 sec): 3 clusters Score: Raw -94627222.091461 + Penalty 6497.561029 = -94620724.530432 nChanged 30138 SP:Iteration 8F (10267.190000 sec): 3 clusters Score: Raw -94645033.091122 + Penalty 6497.561029 = -94638535.530093 nChanged 29909 SP:Iteration 9F (10269.900000 sec): 3 clusters Score: Raw -94665049.776382 + Penalty 6497.561029 = -94658552.215353 nChanged 29807 SP:Iteration 10F (10272.830000 sec): 3 clusters Score: Raw -94687333.104489 + Penalty 6497.561029 = -94680835.543460 nChanged 27936 SP:Iteration 11F (10275.390000 sec): 3 clusters Score: Raw -94710441.576853 + Penalty 6497.561029 = -94703944.015824 nChanged 23430 SP:Iteration 12Q (10277.980000 sec): 3 clusters Score: Raw -94731260.622992 + Penalty 6497.561029 = -94724763.061962 nChanged 16000 SP:Iteration 13Q (10280.590000 sec): 3 clusters Score: Raw -94745552.565685 + Penalty 6497.561029 = -94739055.004656 nChanged 8208 SP:Iteration 14Q (10283.000000 sec): 3 clusters Score: Raw -94752620.308277 + Penalty 6497.561029 = -94746122.747248 nChanged 3330 SP:Iteration 15Q (10285.450000 sec): 3 clusters Score: Raw -94755375.923890 + Penalty 6497.561029 = -94748878.362861 nChanged 1202 SP:Iteration 16Q (10287.800000 sec): 3 clusters Score: Raw -94756366.574305 + Penalty 6497.561029 = -94749869.013275 nChanged 420 SP:Iteration 17Q (10290.430000 sec): 3 clusters Score: Raw -94756751.766444 + Penalty 6497.561029 = -94750254.205415 nChanged 176 SP:Iteration 18Q (10292.700000 sec): 3 clusters Score: Raw -94756931.024123 + Penalty 6497.561029 = -94750433.463094 nChanged 81 SP:Iteration 19Q (10295.000000 sec): 3 clusters Score: Raw -94757011.438952 + Penalty 6497.561029 = -94750513.877922 nChanged 50 SP:Iteration 20F (10297.630000 sec): 3 clusters Score: Raw -94757057.063414 + Penalty 6497.561029 = -94750559.502384 nChanged 31 SP:Iteration 21Q (10299.690000 sec): 3 clusters Score: Raw -94757090.206117 + Penalty 6497.561029 = -94750592.645088 nChanged 27 SP:Iteration 22Q (10301.700000 sec): 3 clusters Score: Raw -94757116.267125 + Penalty 6497.561029 = -94750618.706095 nChanged 19 SP:Iteration 23Q (10303.830000 sec): 3 clusters Score: Raw -94757129.797423 + Penalty 6497.561029 = -94750632.236393 nChanged 8 SP:Iteration 24Q (10306.220000 sec): 3 clusters Score: Raw -94757136.057355 + Penalty 6497.561029 = -94750638.496326 nChanged 7 SP:Iteration 25Q (10308.490000 sec): 3 clusters Score: Raw -94757141.624528 + Penalty 6497.561029 = -94750644.063499 nChanged 5 SP:Iteration 26Q (10310.780000 sec): 3 clusters Score: Raw -94757146.270592 + Penalty 6497.561029 = -94750648.709563 nChanged 3 SP:Iteration 27Q (10312.980000 sec): 3 clusters Score: Raw -94757149.883446 + Penalty 6497.561029 = -94750652.322417 nChanged 7 SP:Iteration 28Q (10315.190000 sec): 3 clusters Score: Raw -94757155.966753 + Penalty 6497.561029 = -94750658.405724 nChanged 9 SP:Iteration 29Q (10317.250000 sec): 3 clusters Score: Raw -94757166.589822 + Penalty 6497.561029 = -94750669.028793 nChanged 10 SP:Iteration 30Q (10319.530000 sec): 3 clusters Score: Raw -94757176.533384 + Penalty 6497.561029 = -94750678.972355 nChanged 9 SP:Iteration 31Q (10321.630000 sec): 3 clusters Score: Raw -94757186.036212 + Penalty 6497.561029 = -94750688.475183 nChanged 7 SP:Iteration 32Q (10323.760000 sec): 3 clusters Score: Raw -94757191.049796 + Penalty 6497.561029 = -94750693.488767 nChanged 8 SP:Iteration 33Q (10325.970000 sec): 3 clusters Score: Raw -94757198.398325 + Penalty 6497.561029 = -94750700.837295 nChanged 6 SP:Iteration 34Q (10328.220000 sec): 3 clusters Score: Raw -94757203.819541 + Penalty 6497.561029 = -94750706.258512 nChanged 6 SP:Iteration 35Q (10330.470000 sec): 3 clusters Score: Raw -94757210.929865 + Penalty 6497.561029 = -94750713.368836 nChanged 8 SP:Iteration 36Q (10332.630000 sec): 3 clusters Score: Raw -94757216.070529 + Penalty 6497.561029 = -94750718.509500 nChanged 4 SP:Iteration 37Q (10334.850000 sec): 3 clusters Score: Raw -94757220.778892 + Penalty 6497.561029 = -94750723.217862 nChanged 6 SP:Iteration 38Q (10337.050000 sec): 3 clusters Score: Raw -94757227.933869 + Penalty 6497.561029 = -94750730.372839 nChanged 11 SP:Iteration 39Q (10339.340000 sec): 3 clusters Score: Raw -94757236.317758 + Penalty 6497.561029 = -94750738.756729 nChanged 5 SP:Iteration 40F (10341.840000 sec): 3 clusters Score: Raw -94757240.823975 + Penalty 6497.561029 = -94750743.262946 nChanged 4 SP:Iteration 41Q (10343.890000 sec): 3 clusters Score: Raw -94757244.996786 + Penalty 6497.561029 = -94750747.435757 nChanged 3 SP:Iteration 42Q (10346.060000 sec): 3 clusters Score: Raw -94757247.877601 + Penalty 6497.561029 = -94750750.316572 nChanged 4 SP:Iteration 43Q (10348.360000 sec): 3 clusters Score: Raw -94757252.571182 + Penalty 6497.561029 = -94750755.010153 nChanged 3 SP:Iteration 44Q (10350.450000 sec): 3 clusters Score: Raw -94757255.637502 + Penalty 6497.561029 = -94750758.076472 nChanged 2 SP:Iteration 45Q (10352.570000 sec): 3 clusters Score: Raw -94757257.263874 + Penalty 6497.561029 = -94750759.702845 nChanged 1 SP:Iteration 46Q (10354.730000 sec): 3 clusters Score: Raw -94757257.972968 + Penalty 6497.561029 = -94750760.411939 nChanged 0 SP:Iteration 47F (10357.300000 sec): 3 clusters Score: Raw -94757257.972968 + Penalty 6497.561029 = -94750760.411939 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (12368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10357.710000 sec): 2 clusters Score: Raw -2258128.517981 + Penalty 2336.871207 = -2255791.646773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10358.010000 sec): 3 clusters Score: Raw -2251294.346192 + Penalty 4673.742414 = -2246620.603778 nChanged 5243 SP:Iteration 1F (10358.290000 sec): 3 clusters Score: Raw -2254159.010494 + Penalty 4673.742414 = -2249485.268080 nChanged 901 SP:Iteration 2F (10358.560000 sec): 3 clusters Score: Raw -2254771.119825 + Penalty 4673.742414 = -2250097.377410 nChanged 818 SP:Iteration 3F (10358.840000 sec): 3 clusters Score: Raw -2255392.307682 + Penalty 4673.742414 = -2250718.565268 nChanged 823 SP:Iteration 4F (10359.170000 sec): 3 clusters Score: Raw -2255978.426466 + Penalty 4673.742414 = -2251304.684051 nChanged 759 SP:Iteration 5F (10359.420000 sec): 3 clusters Score: Raw -2256478.129096 + Penalty 4673.742414 = -2251804.386681 nChanged 687 SP:Iteration 6F (10359.660000 sec): 3 clusters Score: Raw -2256922.906568 + Penalty 4673.742414 = -2252249.164153 nChanged 646 SP:Iteration 7F (10359.950000 sec): 3 clusters Score: Raw -2257313.390632 + Penalty 4673.742414 = -2252639.648218 nChanged 551 SP:Iteration 8Q (10360.280000 sec): 3 clusters Score: Raw -2257611.499901 + Penalty 4673.742414 = -2252937.757487 nChanged 457 SP:Iteration 9Q (10360.500000 sec): 3 clusters Score: Raw -2257828.450229 + Penalty 4673.742414 = -2253154.707814 nChanged 392 SP:Iteration 10Q (10360.780000 sec): 3 clusters Score: Raw -2257984.552915 + Penalty 4673.742414 = -2253310.810501 nChanged 324 SP:Iteration 11Q (10361.060000 sec): 3 clusters Score: Raw -2258112.416051 + Penalty 4673.742414 = -2253438.673637 nChanged 260 SP:Iteration 12Q (10361.340000 sec): 3 clusters Score: Raw -2258216.403235 + Penalty 4673.742414 = -2253542.660821 nChanged 221 SP:Iteration 13Q (10361.640000 sec): 3 clusters Score: Raw -2258295.485844 + Penalty 4673.742414 = -2253621.743430 nChanged 199 SP:Iteration 14Q (10361.850000 sec): 3 clusters Score: Raw -2258376.763718 + Penalty 4673.742414 = -2253703.021304 nChanged 196 SP:Iteration 15Q (10362.140000 sec): 3 clusters Score: Raw -2258456.767054 + Penalty 4673.742414 = -2253783.024640 nChanged 174 SP:Iteration 16Q (10362.410000 sec): 3 clusters Score: Raw -2258516.809075 + Penalty 4673.742414 = -2253843.066661 nChanged 152 SP:Iteration 17Q (10362.730000 sec): 3 clusters Score: Raw -2258560.270894 + Penalty 4673.742414 = -2253886.528480 nChanged 149 SP:Iteration 18Q (10362.980000 sec): 3 clusters Score: Raw -2258610.097428 + Penalty 4673.742414 = -2253936.355014 nChanged 141 SP:Iteration 19Q (10363.280000 sec): 3 clusters Score: Raw -2258654.559400 + Penalty 4673.742414 = -2253980.816986 nChanged 121 SP:Iteration 20F (10363.530000 sec): 3 clusters Score: Raw -2258691.226970 + Penalty 4673.742414 = -2254017.484555 nChanged 115 SP:Iteration 21Q (10363.790000 sec): 3 clusters Score: Raw -2258725.138059 + Penalty 4673.742414 = -2254051.395644 nChanged 110 SP:Iteration 22Q (10364.050000 sec): 3 clusters Score: Raw -2258757.298554 + Penalty 4673.742414 = -2254083.556140 nChanged 98 SP:Iteration 23Q (10364.350000 sec): 3 clusters Score: Raw -2258783.269932 + Penalty 4673.742414 = -2254109.527517 nChanged 94 SP:Iteration 24Q (10364.610000 sec): 3 clusters Score: Raw -2258806.549439 + Penalty 4673.742414 = -2254132.807025 nChanged 90 SP:Iteration 25Q (10364.850000 sec): 3 clusters Score: Raw -2258829.289025 + Penalty 4673.742414 = -2254155.546610 nChanged 88 SP:Iteration 26Q (10365.140000 sec): 3 clusters Score: Raw -2258848.285408 + Penalty 4673.742414 = -2254174.542994 nChanged 60 SP:Iteration 27Q (10365.380000 sec): 3 clusters Score: Raw -2258861.774024 + Penalty 4673.742414 = -2254188.031610 nChanged 69 SP:Iteration 28Q (10365.610000 sec): 3 clusters Score: Raw -2258878.395524 + Penalty 4673.742414 = -2254204.653110 nChanged 71 SP:Iteration 29Q (10365.860000 sec): 3 clusters Score: Raw -2258895.194700 + Penalty 4673.742414 = -2254221.452286 nChanged 66 SP:Iteration 30Q (10366.150000 sec): 3 clusters Score: Raw -2258909.474943 + Penalty 4673.742414 = -2254235.732528 nChanged 52 SP:Iteration 31Q (10366.390000 sec): 3 clusters Score: Raw -2258921.434136 + Penalty 4673.742414 = -2254247.691721 nChanged 54 SP:Iteration 32Q (10366.630000 sec): 3 clusters Score: Raw -2258935.712304 + Penalty 4673.742414 = -2254261.969890 nChanged 54 SP:Iteration 33Q (10366.940000 sec): 3 clusters Score: Raw -2258950.725616 + Penalty 4673.742414 = -2254276.983202 nChanged 56 SP:Iteration 34Q (10367.230000 sec): 3 clusters Score: Raw -2258963.468047 + Penalty 4673.742414 = -2254289.725633 nChanged 42 SP:Iteration 35Q (10367.480000 sec): 3 clusters Score: Raw -2258975.199441 + Penalty 4673.742414 = -2254301.457027 nChanged 55 SP:Iteration 36Q (10367.680000 sec): 3 clusters Score: Raw -2258989.198616 + Penalty 4673.742414 = -2254315.456202 nChanged 46 SP:Iteration 37Q (10367.940000 sec): 3 clusters Score: Raw -2258997.401992 + Penalty 4673.742414 = -2254323.659577 nChanged 35 SP:Iteration 38Q (10368.150000 sec): 3 clusters Score: Raw -2259003.417714 + Penalty 4673.742414 = -2254329.675300 nChanged 25 SP:Iteration 39Q (10368.350000 sec): 3 clusters Score: Raw -2259007.565652 + Penalty 4673.742414 = -2254333.823238 nChanged 28 SP:Iteration 40F (10368.590000 sec): 3 clusters Score: Raw -2259013.507468 + Penalty 4673.742414 = -2254339.765053 nChanged 28 SP:Iteration 41Q (10368.830000 sec): 3 clusters Score: Raw -2259020.126228 + Penalty 4673.742414 = -2254346.383813 nChanged 26 SP:Iteration 42Q (10369.090000 sec): 3 clusters Score: Raw -2259026.148041 + Penalty 4673.742414 = -2254352.405627 nChanged 28 SP:Iteration 43Q (10369.290000 sec): 3 clusters Score: Raw -2259032.485177 + Penalty 4673.742414 = -2254358.742763 nChanged 22 SP:Iteration 44Q (10369.530000 sec): 3 clusters Score: Raw -2259036.491485 + Penalty 4673.742414 = -2254362.749070 nChanged 19 SP:Iteration 45Q (10369.740000 sec): 3 clusters Score: Raw -2259040.093410 + Penalty 4673.742414 = -2254366.350996 nChanged 17 SP:Iteration 46Q (10370.020000 sec): 3 clusters Score: Raw -2259043.198770 + Penalty 4673.742414 = -2254369.456355 nChanged 15 SP:Iteration 47Q (10370.230000 sec): 3 clusters Score: Raw -2259045.199343 + Penalty 4673.742414 = -2254371.456928 nChanged 12 SP:Iteration 48Q (10370.540000 sec): 3 clusters Score: Raw -2259047.412800 + Penalty 4673.742414 = -2254373.670386 nChanged 14 SP:Iteration 49Q (10370.770000 sec): 3 clusters Score: Raw -2259049.895558 + Penalty 4673.742414 = -2254376.153143 nChanged 15 SP:Iteration 50Q (10370.990000 sec): 3 clusters Score: Raw -2259052.622168 + Penalty 4673.742414 = -2254378.879753 nChanged 15 SP:Iteration 51Q (10371.240000 sec): 3 clusters Score: Raw -2259055.394647 + Penalty 4673.742414 = -2254381.652233 nChanged 12 SP:Iteration 52Q (10371.510000 sec): 3 clusters Score: Raw -2259058.311499 + Penalty 4673.742414 = -2254384.569085 nChanged 15 SP:Iteration 53Q (10371.800000 sec): 3 clusters Score: Raw -2259061.451093 + Penalty 4673.742414 = -2254387.708678 nChanged 12 SP:Iteration 54Q (10372.040000 sec): 3 clusters Score: Raw -2259064.358220 + Penalty 4673.742414 = -2254390.615805 nChanged 20 SP:Iteration 55Q (10372.280000 sec): 3 clusters Score: Raw -2259068.122935 + Penalty 4673.742414 = -2254394.380520 nChanged 15 SP:Iteration 56Q (10372.590000 sec): 3 clusters Score: Raw -2259072.343935 + Penalty 4673.742414 = -2254398.601520 nChanged 22 SP:Iteration 57Q (10372.780000 sec): 3 clusters Score: Raw -2259079.580755 + Penalty 4673.742414 = -2254405.838341 nChanged 30 SP:Iteration 58Q (10373.080000 sec): 3 clusters Score: Raw -2259088.921822 + Penalty 4673.742414 = -2254415.179408 nChanged 31 SP:Iteration 59Q (10373.300000 sec): 3 clusters Score: Raw -2259095.897453 + Penalty 4673.742414 = -2254422.155039 nChanged 23 SP:Iteration 60F (10373.520000 sec): 3 clusters Score: Raw -2259101.634088 + Penalty 4673.742414 = -2254427.891674 nChanged 21 SP:Iteration 61Q (10373.790000 sec): 3 clusters Score: Raw -2259105.680084 + Penalty 4673.742414 = -2254431.937669 nChanged 22 SP:Iteration 62Q (10374.050000 sec): 3 clusters Score: Raw -2259110.849732 + Penalty 4673.742414 = -2254437.107318 nChanged 26 SP:Iteration 63Q (10374.350000 sec): 3 clusters Score: Raw -2259117.566952 + Penalty 4673.742414 = -2254443.824538 nChanged 28 SP:Iteration 64Q (10374.560000 sec): 3 clusters Score: Raw -2259125.154046 + Penalty 4673.742414 = -2254451.411632 nChanged 31 SP:Iteration 65Q (10374.810000 sec): 3 clusters Score: Raw -2259132.910033 + Penalty 4673.742414 = -2254459.167619 nChanged 30 SP:Iteration 66Q (10375.110000 sec): 3 clusters Score: Raw -2259138.580004 + Penalty 4673.742414 = -2254464.837589 nChanged 21 SP:Iteration 67Q (10375.350000 sec): 3 clusters Score: Raw -2259144.573686 + Penalty 4673.742414 = -2254470.831271 nChanged 28 SP:Iteration 68Q (10375.650000 sec): 3 clusters Score: Raw -2259151.781388 + Penalty 4673.742414 = -2254478.038974 nChanged 24 SP:Iteration 69Q (10375.860000 sec): 3 clusters Score: Raw -2259157.200115 + Penalty 4673.742414 = -2254483.457701 nChanged 22 SP:Iteration 70Q (10376.140000 sec): 3 clusters Score: Raw -2259162.953467 + Penalty 4673.742414 = -2254489.211053 nChanged 22 SP:Iteration 71Q (10376.400000 sec): 3 clusters Score: Raw -2259168.928936 + Penalty 4673.742414 = -2254495.186522 nChanged 24 SP:Iteration 72Q (10376.660000 sec): 3 clusters Score: Raw -2259174.894647 + Penalty 4673.742414 = -2254501.152232 nChanged 22 SP:Iteration 73Q (10376.910000 sec): 3 clusters Score: Raw -2259179.750922 + Penalty 4673.742414 = -2254506.008508 nChanged 22 SP:Iteration 74Q (10377.190000 sec): 3 clusters Score: Raw -2259184.118818 + Penalty 4673.742414 = -2254510.376404 nChanged 18 SP:Iteration 75Q (10377.420000 sec): 3 clusters Score: Raw -2259189.592059 + Penalty 4673.742414 = -2254515.849645 nChanged 19 SP:Iteration 76Q (10377.650000 sec): 3 clusters Score: Raw -2259195.061837 + Penalty 4673.742414 = -2254521.319423 nChanged 16 SP:Iteration 77Q (10377.910000 sec): 3 clusters Score: Raw -2259199.367633 + Penalty 4673.742414 = -2254525.625219 nChanged 15 SP:Iteration 78Q (10378.130000 sec): 3 clusters Score: Raw -2259202.938236 + Penalty 4673.742414 = -2254529.195821 nChanged 11 SP:Iteration 79Q (10378.400000 sec): 3 clusters Score: Raw -2259205.310887 + Penalty 4673.742414 = -2254531.568473 nChanged 12 SP:Iteration 80F (10378.640000 sec): 3 clusters Score: Raw -2259208.072104 + Penalty 4673.742414 = -2254534.329689 nChanged 12 SP:Iteration 81Q (10378.890000 sec): 3 clusters Score: Raw -2259210.880053 + Penalty 4673.742414 = -2254537.137638 nChanged 11 SP:Iteration 82Q (10379.200000 sec): 3 clusters Score: Raw -2259213.466228 + Penalty 4673.742414 = -2254539.723814 nChanged 12 SP:Iteration 83Q (10379.420000 sec): 3 clusters Score: Raw -2259215.645646 + Penalty 4673.742414 = -2254541.903232 nChanged 9 SP:Iteration 84Q (10379.650000 sec): 3 clusters Score: Raw -2259217.760120 + Penalty 4673.742414 = -2254544.017706 nChanged 9 SP:Iteration 85Q (10379.920000 sec): 3 clusters Score: Raw -2259220.238022 + Penalty 4673.742414 = -2254546.495607 nChanged 8 SP:Iteration 86Q (10380.130000 sec): 3 clusters Score: Raw -2259221.729631 + Penalty 4673.742414 = -2254547.987217 nChanged 6 SP:Iteration 87Q (10380.400000 sec): 3 clusters Score: Raw -2259222.994538 + Penalty 4673.742414 = -2254549.252124 nChanged 6 SP:Iteration 88Q (10380.620000 sec): 3 clusters Score: Raw -2259224.054569 + Penalty 4673.742414 = -2254550.312154 nChanged 7 SP:Iteration 89Q (10380.880000 sec): 3 clusters Score: Raw -2259224.992536 + Penalty 4673.742414 = -2254551.250122 nChanged 5 SP:Iteration 90Q (10381.080000 sec): 3 clusters Score: Raw -2259225.851443 + Penalty 4673.742414 = -2254552.109029 nChanged 1 SP:Iteration 91Q (10381.330000 sec): 3 clusters Score: Raw -2259226.004240 + Penalty 4673.742414 = -2254552.261826 nChanged 3 SP:Iteration 92Q (10381.570000 sec): 3 clusters Score: Raw -2259226.688921 + Penalty 4673.742414 = -2254552.946507 nChanged 2 SP:Iteration 93Q (10381.830000 sec): 3 clusters Score: Raw -2259227.119708 + Penalty 4673.742414 = -2254553.377294 nChanged 0 SP:Iteration 94F (10382.070000 sec): 3 clusters Score: Raw -2259227.119708 + Penalty 4673.742414 = -2254553.377294 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10382.200000 sec): 2 clusters Score: Raw -91262.386000 + Penalty 1588.086401 = -89674.299599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10382.350000 sec): 3 clusters Score: Raw -91447.433923 + Penalty 3176.172802 = -88271.261121 nChanged 139 SP:Iteration 1F (10382.530000 sec): 3 clusters Score: Raw -91791.484389 + Penalty 3176.172802 = -88615.311587 nChanged 52 SP:Iteration 2F (10382.730000 sec): 3 clusters Score: Raw -91921.277065 + Penalty 3176.172802 = -88745.104262 nChanged 26 SP:Iteration 3Q (10382.910000 sec): 3 clusters Score: Raw -91967.219940 + Penalty 3176.172802 = -88791.047138 nChanged 9 SP:Iteration 4Q (10383.100000 sec): 3 clusters Score: Raw -91998.985784 + Penalty 3176.172802 = -88822.812981 nChanged 11 SP:Iteration 5Q (10383.280000 sec): 3 clusters Score: Raw -92041.245471 + Penalty 3176.172802 = -88865.072669 nChanged 9 SP:Iteration 6Q (10383.500000 sec): 3 clusters Score: Raw -92066.816685 + Penalty 3176.172802 = -88890.643883 nChanged 7 SP:Iteration 7Q (10383.650000 sec): 3 clusters Score: Raw -92082.988313 + Penalty 3176.172802 = -88906.815511 nChanged 5 SP:Iteration 8Q (10383.880000 sec): 3 clusters Score: Raw -92095.777250 + Penalty 3176.172802 = -88919.604448 nChanged 4 SP:Iteration 9Q (10384.060000 sec): 3 clusters Score: Raw -92105.652167 + Penalty 3176.172802 = -88929.479365 nChanged 4 SP:Iteration 10Q (10384.280000 sec): 3 clusters Score: Raw -92117.149287 + Penalty 3176.172802 = -88940.976485 nChanged 1 SP:Iteration 11Q (10384.460000 sec): 3 clusters Score: Raw -92118.844803 + Penalty 3176.172802 = -88942.672001 nChanged 0 SP:Iteration 12F (10384.630000 sec): 3 clusters Score: Raw -92118.844803 + Penalty 3176.172802 = -88942.672001 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (126462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10385.310000 sec): 2 clusters Score: Raw -23261780.288854 + Penalty 2913.428892 = -23258866.859961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10386.150000 sec): 3 clusters Score: Raw -23179950.173722 + Penalty 5826.857785 = -23174123.315938 nChanged 60072 SP:Iteration 1F (10386.960000 sec): 3 clusters Score: Raw -23214883.116128 + Penalty 5826.857785 = -23209056.258343 nChanged 3705 SP:Iteration 2Q (10387.770000 sec): 3 clusters Score: Raw -23215711.189232 + Penalty 5826.857785 = -23209884.331448 nChanged 4023 SP:Iteration 3Q (10388.600000 sec): 3 clusters Score: Raw -23216768.247783 + Penalty 5826.857785 = -23210941.389998 nChanged 4471 SP:Iteration 4Q (10389.440000 sec): 3 clusters Score: Raw -23218200.796179 + Penalty 5826.857785 = -23212373.938394 nChanged 5334 SP:Iteration 5Q (10390.270000 sec): 3 clusters Score: Raw -23220370.656398 + Penalty 5826.857785 = -23214543.798613 nChanged 6553 SP:Iteration 6F (10391.060000 sec): 3 clusters Score: Raw -23223824.898896 + Penalty 5826.857785 = -23217998.041111 nChanged 8074 SP:Iteration 7F (10391.880000 sec): 3 clusters Score: Raw -23229216.145121 + Penalty 5826.857785 = -23223389.287336 nChanged 9177 SP:Iteration 8F (10392.670000 sec): 3 clusters Score: Raw -23236529.044819 + Penalty 5826.857785 = -23230702.187034 nChanged 8999 SP:Iteration 9F (10393.460000 sec): 3 clusters Score: Raw -23244394.435262 + Penalty 5826.857785 = -23238567.577477 nChanged 7595 SP:Iteration 10F (10394.290000 sec): 3 clusters Score: Raw -23251261.327612 + Penalty 5826.857785 = -23245434.469828 nChanged 5370 SP:Iteration 11Q (10395.090000 sec): 3 clusters Score: Raw -23256157.789178 + Penalty 5826.857785 = -23250330.931393 nChanged 3319 SP:Iteration 12Q (10395.820000 sec): 3 clusters Score: Raw -23259106.525912 + Penalty 5826.857785 = -23253279.668128 nChanged 1824 SP:Iteration 13Q (10396.560000 sec): 3 clusters Score: Raw -23260666.465734 + Penalty 5826.857785 = -23254839.607949 nChanged 890 SP:Iteration 14Q (10397.240000 sec): 3 clusters Score: Raw -23261447.135925 + Penalty 5826.857785 = -23255620.278140 nChanged 378 SP:Iteration 15Q (10397.970000 sec): 3 clusters Score: Raw -23261811.824931 + Penalty 5826.857785 = -23255984.967146 nChanged 156 SP:Iteration 16Q (10398.640000 sec): 3 clusters Score: Raw -23261966.528436 + Penalty 5826.857785 = -23256139.670651 nChanged 76 SP:Iteration 17Q (10399.390000 sec): 3 clusters Score: Raw -23262042.989868 + Penalty 5826.857785 = -23256216.132083 nChanged 30 SP:Iteration 18Q (10400.220000 sec): 3 clusters Score: Raw -23262079.270784 + Penalty 5826.857785 = -23256252.412999 nChanged 13 SP:Iteration 19Q (10400.980000 sec): 3 clusters Score: Raw -23262091.760571 + Penalty 5826.857785 = -23256264.902786 nChanged 7 SP:Iteration 20F (10401.840000 sec): 3 clusters Score: Raw -23262099.233337 + Penalty 5826.857785 = -23256272.375552 nChanged 4 SP:Iteration 21Q (10402.500000 sec): 3 clusters Score: Raw -23262104.770110 + Penalty 5826.857785 = -23256277.912325 nChanged 4 SP:Iteration 22Q (10403.180000 sec): 3 clusters Score: Raw -23262110.985731 + Penalty 5826.857785 = -23256284.127946 nChanged 5 SP:Iteration 23Q (10403.900000 sec): 3 clusters Score: Raw -23262114.995696 + Penalty 5826.857785 = -23256288.137911 nChanged 3 SP:Iteration 24Q (10404.610000 sec): 3 clusters Score: Raw -23262117.240672 + Penalty 5826.857785 = -23256290.382887 nChanged 3 SP:Iteration 25Q (10405.330000 sec): 3 clusters Score: Raw -23262119.438385 + Penalty 5826.857785 = -23256292.580600 nChanged 0 SP:Iteration 26F (10406.150000 sec): 3 clusters Score: Raw -23262119.438385 + Penalty 5826.857785 = -23256292.580600 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10406.300000 sec): 2 clusters Score: Raw -659757.439645 + Penalty 2042.763612 = -657714.676033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10406.510000 sec): 3 clusters Score: Raw -658044.049405 + Penalty 4085.527224 = -653958.522181 nChanged 1388 SP:Iteration 1F (10406.780000 sec): 3 clusters Score: Raw -659045.227455 + Penalty 4085.527224 = -654959.700231 nChanged 372 SP:Iteration 2F (10406.970000 sec): 3 clusters Score: Raw -659435.183771 + Penalty 4085.527224 = -655349.656547 nChanged 287 SP:Iteration 3F (10407.180000 sec): 3 clusters Score: Raw -659777.440987 + Penalty 4085.527224 = -655691.913763 nChanged 238 SP:Iteration 4F (10407.390000 sec): 3 clusters Score: Raw -660069.030578 + Penalty 4085.527224 = -655983.503354 nChanged 208 SP:Iteration 5F (10407.610000 sec): 3 clusters Score: Raw -660317.021202 + Penalty 4085.527224 = -656231.493978 nChanged 181 SP:Iteration 6Q (10407.840000 sec): 3 clusters Score: Raw -660499.922805 + Penalty 4085.527224 = -656414.395581 nChanged 136 SP:Iteration 7Q (10408.010000 sec): 3 clusters Score: Raw -660615.880108 + Penalty 4085.527224 = -656530.352884 nChanged 99 SP:Iteration 8Q (10408.240000 sec): 3 clusters Score: Raw -660702.462062 + Penalty 4085.527224 = -656616.934838 nChanged 76 SP:Iteration 9Q (10408.450000 sec): 3 clusters Score: Raw -660754.565816 + Penalty 4085.527224 = -656669.038592 nChanged 67 SP:Iteration 10Q (10408.640000 sec): 3 clusters Score: Raw -660795.469119 + Penalty 4085.527224 = -656709.941895 nChanged 44 SP:Iteration 11Q (10408.870000 sec): 3 clusters Score: Raw -660815.168689 + Penalty 4085.527224 = -656729.641466 nChanged 39 SP:Iteration 12Q (10409.090000 sec): 3 clusters Score: Raw -660836.343776 + Penalty 4085.527224 = -656750.816553 nChanged 30 SP:Iteration 13Q (10409.320000 sec): 3 clusters Score: Raw -660851.749772 + Penalty 4085.527224 = -656766.222548 nChanged 24 SP:Iteration 14Q (10409.520000 sec): 3 clusters Score: Raw -660863.529599 + Penalty 4085.527224 = -656778.002375 nChanged 17 SP:Iteration 15Q (10409.690000 sec): 3 clusters Score: Raw -660872.832486 + Penalty 4085.527224 = -656787.305263 nChanged 13 SP:Iteration 16Q (10409.900000 sec): 3 clusters Score: Raw -660877.217182 + Penalty 4085.527224 = -656791.689958 nChanged 10 SP:Iteration 17Q (10410.090000 sec): 3 clusters Score: Raw -660881.861924 + Penalty 4085.527224 = -656796.334700 nChanged 5 SP:Iteration 18Q (10410.300000 sec): 3 clusters Score: Raw -660883.342416 + Penalty 4085.527224 = -656797.815192 nChanged 3 SP:Iteration 19Q (10410.500000 sec): 3 clusters Score: Raw -660884.701482 + Penalty 4085.527224 = -656799.174258 nChanged 3 SP:Iteration 20F (10410.660000 sec): 3 clusters Score: Raw -660885.568251 + Penalty 4085.527224 = -656800.041027 nChanged 1 SP:Iteration 21Q (10410.850000 sec): 3 clusters Score: Raw -660885.819215 + Penalty 4085.527224 = -656800.291991 nChanged 0 SP:Iteration 22F (10411.060000 sec): 3 clusters Score: Raw -660885.819215 + Penalty 4085.527224 = -656800.291991 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10411.190000 sec): 2 clusters Score: Raw -52879.769189 + Penalty 1545.159399 = -51334.609790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10411.370000 sec): 3 clusters Score: Raw -53212.119353 + Penalty 3090.318798 = -50121.800555 nChanged 134 SP:Iteration 1F (10411.550000 sec): 3 clusters Score: Raw -53758.112716 + Penalty 3090.318798 = -50667.793918 nChanged 47 SP:Iteration 2F (10411.720000 sec): 3 clusters Score: Raw -54084.996463 + Penalty 3090.318798 = -50994.677665 nChanged 29 SP:Iteration 3F (10411.900000 sec): 3 clusters Score: Raw -54230.285733 + Penalty 3090.318798 = -51139.966935 nChanged 15 SP:Iteration 4Q (10412.080000 sec): 3 clusters Score: Raw -54323.572254 + Penalty 3090.318798 = -51233.253456 nChanged 10 SP:Iteration 5Q (10412.260000 sec): 3 clusters Score: Raw -54387.908661 + Penalty 3090.318798 = -51297.589863 nChanged 6 SP:Iteration 6Q (10412.490000 sec): 3 clusters Score: Raw -54407.389495 + Penalty 3090.318798 = -51317.070697 nChanged 5 SP:Iteration 7Q (10412.670000 sec): 3 clusters Score: Raw -54428.692015 + Penalty 3090.318798 = -51338.373217 nChanged 4 SP:Iteration 8Q (10412.850000 sec): 3 clusters Score: Raw -54447.534020 + Penalty 3090.318798 = -51357.215222 nChanged 2 SP:Iteration 9Q (10413.040000 sec): 3 clusters Score: Raw -54452.387751 + Penalty 3090.318798 = -51362.068953 nChanged 0 SP:Iteration 10F (10413.250000 sec): 3 clusters Score: Raw -54452.387751 + Penalty 3090.318798 = -51362.068953 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10413.370000 sec): 2 clusters Score: Raw -181546.978802 + Penalty 1741.228823 = -179805.749979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10413.530000 sec): 3 clusters Score: Raw -181349.969578 + Penalty 3482.457646 = -177867.511932 nChanged 315 SP:Iteration 1F (10413.700000 sec): 3 clusters Score: Raw -182019.304311 + Penalty 3482.457646 = -178536.846665 nChanged 109 SP:Iteration 2F (10413.880000 sec): 3 clusters Score: Raw -182447.706300 + Penalty 3482.457646 = -178965.248654 nChanged 65 SP:Iteration 3F (10414.060000 sec): 3 clusters Score: Raw -182802.832008 + Penalty 3482.457646 = -179320.374361 nChanged 84 SP:Iteration 4F (10414.220000 sec): 3 clusters Score: Raw -183236.441755 + Penalty 3482.457646 = -179753.984109 nChanged 103 SP:Iteration 5F (10414.420000 sec): 3 clusters Score: Raw -183983.659173 + Penalty 3482.457646 = -180501.201527 nChanged 102 SP:Iteration 6F (10414.640000 sec): 3 clusters Score: Raw -184470.244734 + Penalty 3482.457646 = -180987.787087 nChanged 43 SP:Iteration 7Q (10414.800000 sec): 3 clusters Score: Raw -184621.437509 + Penalty 3482.457646 = -181138.979863 nChanged 28 SP:Iteration 8Q (10414.980000 sec): 3 clusters Score: Raw -184685.482389 + Penalty 3482.457646 = -181203.024743 nChanged 11 SP:Iteration 9Q (10415.160000 sec): 3 clusters Score: Raw -184711.628898 + Penalty 3482.457646 = -181229.171252 nChanged 7 SP:Iteration 10Q (10415.350000 sec): 3 clusters Score: Raw -184735.022034 + Penalty 3482.457646 = -181252.564387 nChanged 11 SP:Iteration 11Q (10415.520000 sec): 3 clusters Score: Raw -184757.918300 + Penalty 3482.457646 = -181275.460654 nChanged 4 SP:Iteration 12Q (10415.740000 sec): 3 clusters Score: Raw -184764.037037 + Penalty 3482.457646 = -181281.579391 nChanged 4 SP:Iteration 13Q (10415.910000 sec): 3 clusters Score: Raw -184768.852141 + Penalty 3482.457646 = -181286.394495 nChanged 2 SP:Iteration 14Q (10416.090000 sec): 3 clusters Score: Raw -184770.798983 + Penalty 3482.457646 = -181288.341337 nChanged 2 SP:Iteration 15Q (10416.330000 sec): 3 clusters Score: Raw -184775.194425 + Penalty 3482.457646 = -181292.736779 nChanged 1 SP:Iteration 16Q (10416.520000 sec): 3 clusters Score: Raw -184780.629825 + Penalty 3482.457646 = -181298.172179 nChanged 1 SP:Iteration 17Q (10416.750000 sec): 3 clusters Score: Raw -184783.053572 + Penalty 3482.457646 = -181300.595926 nChanged 1 SP:Iteration 18Q (10416.920000 sec): 3 clusters Score: Raw -184784.683380 + Penalty 3482.457646 = -181302.225734 nChanged 0 SP:Iteration 19F (10417.100000 sec): 3 clusters Score: Raw -184784.683380 + Penalty 3482.457646 = -181302.225734 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (48370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10417.500000 sec): 2 clusters Score: Raw -8992708.137526 + Penalty 2675.085496 = -8990033.052030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10417.930000 sec): 3 clusters Score: Raw -8962843.447635 + Penalty 5350.170993 = -8957493.276642 nChanged 22271 SP:Iteration 1F (10418.390000 sec): 3 clusters Score: Raw -8975064.552511 + Penalty 5350.170993 = -8969714.381518 nChanged 2055 SP:Iteration 2Q (10418.920000 sec): 3 clusters Score: Raw -8975657.273517 + Penalty 5350.170993 = -8970307.102524 nChanged 1913 SP:Iteration 3Q (10419.380000 sec): 3 clusters Score: Raw -8976220.299491 + Penalty 5350.170993 = -8970870.128498 nChanged 1840 SP:Iteration 4Q (10419.890000 sec): 3 clusters Score: Raw -8976781.404891 + Penalty 5350.170993 = -8971431.233898 nChanged 1861 SP:Iteration 5Q (10420.340000 sec): 3 clusters Score: Raw -8977389.392947 + Penalty 5350.170993 = -8972039.221954 nChanged 1944 SP:Iteration 6Q (10420.850000 sec): 3 clusters Score: Raw -8978133.703489 + Penalty 5350.170993 = -8972783.532496 nChanged 2137 SP:Iteration 7Q (10421.340000 sec): 3 clusters Score: Raw -8979108.886138 + Penalty 5350.170993 = -8973758.715145 nChanged 2427 SP:Iteration 8F (10421.790000 sec): 3 clusters Score: Raw -8980439.633562 + Penalty 5350.170993 = -8975089.462570 nChanged 2679 SP:Iteration 9F (10422.250000 sec): 3 clusters Score: Raw -8982153.181030 + Penalty 5350.170993 = -8976803.010037 nChanged 2784 SP:Iteration 10F (10422.690000 sec): 3 clusters Score: Raw -8984067.511569 + Penalty 5350.170993 = -8978717.340577 nChanged 2704 SP:Iteration 11F (10423.170000 sec): 3 clusters Score: Raw -8986044.782011 + Penalty 5350.170993 = -8980694.611018 nChanged 2474 SP:Iteration 12F (10423.610000 sec): 3 clusters Score: Raw -8987904.482385 + Penalty 5350.170993 = -8982554.311392 nChanged 2025 SP:Iteration 13Q (10424.020000 sec): 3 clusters Score: Raw -8989426.184320 + Penalty 5350.170993 = -8984076.013328 nChanged 1580 SP:Iteration 14Q (10424.450000 sec): 3 clusters Score: Raw -8990600.975181 + Penalty 5350.170993 = -8985250.804188 nChanged 1140 SP:Iteration 15Q (10424.850000 sec): 3 clusters Score: Raw -8991398.508419 + Penalty 5350.170993 = -8986048.337426 nChanged 855 SP:Iteration 16Q (10425.230000 sec): 3 clusters Score: Raw -8992006.910760 + Penalty 5350.170993 = -8986656.739768 nChanged 612 SP:Iteration 17Q (10425.670000 sec): 3 clusters Score: Raw -8992417.332637 + Penalty 5350.170993 = -8987067.161644 nChanged 425 SP:Iteration 18Q (10426.090000 sec): 3 clusters Score: Raw -8992702.386555 + Penalty 5350.170993 = -8987352.215562 nChanged 315 SP:Iteration 19Q (10426.480000 sec): 3 clusters Score: Raw -8992908.895657 + Penalty 5350.170993 = -8987558.724665 nChanged 213 SP:Iteration 20F (10426.900000 sec): 3 clusters Score: Raw -8993049.523641 + Penalty 5350.170993 = -8987699.352648 nChanged 150 SP:Iteration 21Q (10427.270000 sec): 3 clusters Score: Raw -8993134.327309 + Penalty 5350.170993 = -8987784.156316 nChanged 86 SP:Iteration 22Q (10427.650000 sec): 3 clusters Score: Raw -8993181.309111 + Penalty 5350.170993 = -8987831.138118 nChanged 69 SP:Iteration 23Q (10428.080000 sec): 3 clusters Score: Raw -8993219.343236 + Penalty 5350.170993 = -8987869.172244 nChanged 45 SP:Iteration 24Q (10428.450000 sec): 3 clusters Score: Raw -8993242.864028 + Penalty 5350.170993 = -8987892.693036 nChanged 37 SP:Iteration 25Q (10428.930000 sec): 3 clusters Score: Raw -8993260.236295 + Penalty 5350.170993 = -8987910.065303 nChanged 27 SP:Iteration 26Q (10429.320000 sec): 3 clusters Score: Raw -8993271.510521 + Penalty 5350.170993 = -8987921.339528 nChanged 21 SP:Iteration 27Q (10429.730000 sec): 3 clusters Score: Raw -8993279.887209 + Penalty 5350.170993 = -8987929.716217 nChanged 15 SP:Iteration 28Q (10430.140000 sec): 3 clusters Score: Raw -8993284.535820 + Penalty 5350.170993 = -8987934.364827 nChanged 12 SP:Iteration 29Q (10430.600000 sec): 3 clusters Score: Raw -8993287.837924 + Penalty 5350.170993 = -8987937.666932 nChanged 10 SP:Iteration 30Q (10431.020000 sec): 3 clusters Score: Raw -8993291.069000 + Penalty 5350.170993 = -8987940.898007 nChanged 5 SP:Iteration 31Q (10431.470000 sec): 3 clusters Score: Raw -8993292.434679 + Penalty 5350.170993 = -8987942.263686 nChanged 7 SP:Iteration 32Q (10431.840000 sec): 3 clusters Score: Raw -8993295.124091 + Penalty 5350.170993 = -8987944.953098 nChanged 9 SP:Iteration 33Q (10432.280000 sec): 3 clusters Score: Raw -8993298.376166 + Penalty 5350.170993 = -8987948.205174 nChanged 9 SP:Iteration 34Q (10432.700000 sec): 3 clusters Score: Raw -8993301.087979 + Penalty 5350.170993 = -8987950.916986 nChanged 5 SP:Iteration 35Q (10433.110000 sec): 3 clusters Score: Raw -8993302.670128 + Penalty 5350.170993 = -8987952.499136 nChanged 8 SP:Iteration 36Q (10433.520000 sec): 3 clusters Score: Raw -8993305.978926 + Penalty 5350.170993 = -8987955.807933 nChanged 6 SP:Iteration 37Q (10433.930000 sec): 3 clusters Score: Raw -8993308.353840 + Penalty 5350.170993 = -8987958.182848 nChanged 11 SP:Iteration 38Q (10434.330000 sec): 3 clusters Score: Raw -8993312.279936 + Penalty 5350.170993 = -8987962.108944 nChanged 12 SP:Iteration 39Q (10434.780000 sec): 3 clusters Score: Raw -8993317.093320 + Penalty 5350.170993 = -8987966.922327 nChanged 11 SP:Iteration 40F (10435.250000 sec): 3 clusters Score: Raw -8993321.557808 + Penalty 5350.170993 = -8987971.386815 nChanged 7 SP:Iteration 41Q (10435.620000 sec): 3 clusters Score: Raw -8993324.631141 + Penalty 5350.170993 = -8987974.460148 nChanged 5 SP:Iteration 42Q (10436.030000 sec): 3 clusters Score: Raw -8993327.316361 + Penalty 5350.170993 = -8987977.145368 nChanged 3 SP:Iteration 43Q (10436.440000 sec): 3 clusters Score: Raw -8993328.141742 + Penalty 5350.170993 = -8987977.970749 nChanged 3 SP:Iteration 44Q (10436.880000 sec): 3 clusters Score: Raw -8993329.515470 + Penalty 5350.170993 = -8987979.344477 nChanged 7 SP:Iteration 45Q (10437.250000 sec): 3 clusters Score: Raw -8993332.222240 + Penalty 5350.170993 = -8987982.051247 nChanged 4 SP:Iteration 46Q (10437.700000 sec): 3 clusters Score: Raw -8993334.168782 + Penalty 5350.170993 = -8987983.997789 nChanged 7 SP:Iteration 47Q (10438.110000 sec): 3 clusters Score: Raw -8993337.483407 + Penalty 5350.170993 = -8987987.312415 nChanged 4 SP:Iteration 48Q (10438.550000 sec): 3 clusters Score: Raw -8993338.955530 + Penalty 5350.170993 = -8987988.784537 nChanged 4 SP:Iteration 49Q (10438.960000 sec): 3 clusters Score: Raw -8993340.462950 + Penalty 5350.170993 = -8987990.291957 nChanged 7 SP:Iteration 50Q (10439.430000 sec): 3 clusters Score: Raw -8993343.401684 + Penalty 5350.170993 = -8987993.230691 nChanged 6 SP:Iteration 51Q (10439.890000 sec): 3 clusters Score: Raw -8993346.241201 + Penalty 5350.170993 = -8987996.070209 nChanged 4 SP:Iteration 52Q (10440.340000 sec): 3 clusters Score: Raw -8993348.282174 + Penalty 5350.170993 = -8987998.111182 nChanged 2 SP:Iteration 53Q (10440.760000 sec): 3 clusters Score: Raw -8993350.009644 + Penalty 5350.170993 = -8987999.838651 nChanged 5 SP:Iteration 54Q (10441.210000 sec): 3 clusters Score: Raw -8993353.071031 + Penalty 5350.170993 = -8988002.900038 nChanged 4 SP:Iteration 55Q (10441.660000 sec): 3 clusters Score: Raw -8993354.035271 + Penalty 5350.170993 = -8988003.864279 nChanged 3 SP:Iteration 56Q (10442.050000 sec): 3 clusters Score: Raw -8993355.942066 + Penalty 5350.170993 = -8988005.771073 nChanged 4 SP:Iteration 57Q (10442.480000 sec): 3 clusters Score: Raw -8993358.159331 + Penalty 5350.170993 = -8988007.988339 nChanged 5 SP:Iteration 58Q (10442.920000 sec): 3 clusters Score: Raw -8993360.175297 + Penalty 5350.170993 = -8988010.004304 nChanged 2 SP:Iteration 59Q (10443.390000 sec): 3 clusters Score: Raw -8993360.723862 + Penalty 5350.170993 = -8988010.552869 nChanged 1 SP:Iteration 60F (10443.880000 sec): 3 clusters Score: Raw -8993361.040562 + Penalty 5350.170993 = -8988010.869569 nChanged 1 SP:Iteration 61Q (10444.300000 sec): 3 clusters Score: Raw -8993361.312169 + Penalty 5350.170993 = -8988011.141177 nChanged 0 SP:Iteration 62F (10444.730000 sec): 3 clusters Score: Raw -8993361.312169 + Penalty 5350.170993 = -8988011.141177 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10444.860000 sec): 2 clusters Score: Raw -82231.943939 + Penalty 1545.159399 = -80686.784540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10445.060000 sec): 3 clusters Score: Raw -82249.565588 + Penalty 3090.318798 = -79159.246790 nChanged 100 SP:Iteration 1F (10445.260000 sec): 3 clusters Score: Raw -82465.674339 + Penalty 3090.318798 = -79375.355541 nChanged 29 SP:Iteration 2F (10445.410000 sec): 3 clusters Score: Raw -82581.312851 + Penalty 3090.318798 = -79490.994053 nChanged 34 SP:Iteration 3F (10445.600000 sec): 3 clusters Score: Raw -82742.574855 + Penalty 3090.318798 = -79652.256057 nChanged 26 SP:Iteration 4F (10445.760000 sec): 3 clusters Score: Raw -82844.850732 + Penalty 3090.318798 = -79754.531934 nChanged 15 SP:Iteration 5Q (10445.940000 sec): 3 clusters Score: Raw -82886.574898 + Penalty 3090.318798 = -79796.256100 nChanged 8 SP:Iteration 6Q (10446.080000 sec): 3 clusters Score: Raw -82902.965896 + Penalty 3090.318798 = -79812.647098 nChanged 0 SP:Iteration 7F (10446.290000 sec): 3 clusters Score: Raw -82902.965896 + Penalty 3090.318798 = -79812.647098 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (7927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10446.420000 sec): 2 clusters Score: Raw -1508853.417682 + Penalty 2226.551423 = -1506626.866258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10446.690000 sec): 3 clusters Score: Raw -1504667.185279 + Penalty 4453.102847 = -1500214.082432 nChanged 3211 SP:Iteration 1F (10446.920000 sec): 3 clusters Score: Raw -1506448.167860 + Penalty 4453.102847 = -1501995.065013 nChanged 580 SP:Iteration 2F (10447.170000 sec): 3 clusters Score: Raw -1506856.420534 + Penalty 4453.102847 = -1502403.317688 nChanged 490 SP:Iteration 3F (10447.400000 sec): 3 clusters Score: Raw -1507233.425623 + Penalty 4453.102847 = -1502780.322776 nChanged 449 SP:Iteration 4F (10447.650000 sec): 3 clusters Score: Raw -1507664.357288 + Penalty 4453.102847 = -1503211.254442 nChanged 524 SP:Iteration 5F (10447.850000 sec): 3 clusters Score: Raw -1508183.624562 + Penalty 4453.102847 = -1503730.521715 nChanged 628 SP:Iteration 6F (10448.080000 sec): 3 clusters Score: Raw -1508852.677137 + Penalty 4453.102847 = -1504399.574290 nChanged 616 SP:Iteration 7F (10448.310000 sec): 3 clusters Score: Raw -1509480.663193 + Penalty 4453.102847 = -1505027.560346 nChanged 498 SP:Iteration 8F (10448.540000 sec): 3 clusters Score: Raw -1509948.920613 + Penalty 4453.102847 = -1505495.817767 nChanged 338 SP:Iteration 9Q (10448.770000 sec): 3 clusters Score: Raw -1510193.368406 + Penalty 4453.102847 = -1505740.265560 nChanged 172 SP:Iteration 10Q (10449.040000 sec): 3 clusters Score: Raw -1510284.295177 + Penalty 4453.102847 = -1505831.192330 nChanged 109 SP:Iteration 11Q (10449.250000 sec): 3 clusters Score: Raw -1510334.180754 + Penalty 4453.102847 = -1505881.077907 nChanged 81 SP:Iteration 12Q (10449.490000 sec): 3 clusters Score: Raw -1510365.498850 + Penalty 4453.102847 = -1505912.396004 nChanged 62 SP:Iteration 13Q (10449.730000 sec): 3 clusters Score: Raw -1510388.732678 + Penalty 4453.102847 = -1505935.629831 nChanged 48 SP:Iteration 14Q (10449.940000 sec): 3 clusters Score: Raw -1510406.414365 + Penalty 4453.102847 = -1505953.311518 nChanged 40 SP:Iteration 15Q (10450.190000 sec): 3 clusters Score: Raw -1510419.627962 + Penalty 4453.102847 = -1505966.525116 nChanged 32 SP:Iteration 16Q (10450.410000 sec): 3 clusters Score: Raw -1510430.077945 + Penalty 4453.102847 = -1505976.975099 nChanged 26 SP:Iteration 17Q (10450.650000 sec): 3 clusters Score: Raw -1510437.358467 + Penalty 4453.102847 = -1505984.255620 nChanged 27 SP:Iteration 18Q (10450.850000 sec): 3 clusters Score: Raw -1510444.065207 + Penalty 4453.102847 = -1505990.962360 nChanged 18 SP:Iteration 19Q (10451.080000 sec): 3 clusters Score: Raw -1510448.146593 + Penalty 4453.102847 = -1505995.043747 nChanged 11 SP:Iteration 20F (10451.290000 sec): 3 clusters Score: Raw -1510451.605799 + Penalty 4453.102847 = -1505998.502952 nChanged 13 SP:Iteration 21Q (10451.470000 sec): 3 clusters Score: Raw -1510455.137151 + Penalty 4453.102847 = -1506002.034305 nChanged 17 SP:Iteration 22Q (10451.700000 sec): 3 clusters Score: Raw -1510460.036031 + Penalty 4453.102847 = -1506006.933184 nChanged 19 SP:Iteration 23Q (10451.980000 sec): 3 clusters Score: Raw -1510465.107011 + Penalty 4453.102847 = -1506012.004165 nChanged 9 SP:Iteration 24Q (10452.230000 sec): 3 clusters Score: Raw -1510467.418110 + Penalty 4453.102847 = -1506014.315264 nChanged 14 SP:Iteration 25Q (10452.470000 sec): 3 clusters Score: Raw -1510470.232045 + Penalty 4453.102847 = -1506017.129199 nChanged 7 SP:Iteration 26Q (10452.690000 sec): 3 clusters Score: Raw -1510471.608006 + Penalty 4453.102847 = -1506018.505159 nChanged 2 SP:Iteration 27Q (10452.930000 sec): 3 clusters Score: Raw -1510471.756059 + Penalty 4453.102847 = -1506018.653212 nChanged 1 SP:Iteration 28Q (10453.150000 sec): 3 clusters Score: Raw -1510471.860096 + Penalty 4453.102847 = -1506018.757249 nChanged 1 SP:Iteration 29Q (10453.390000 sec): 3 clusters Score: Raw -1510471.967702 + Penalty 4453.102847 = -1506018.864855 nChanged 1 SP:Iteration 30Q (10453.600000 sec): 3 clusters Score: Raw -1510472.247673 + Penalty 4453.102847 = -1506019.144826 nChanged 1 SP:Iteration 31Q (10453.820000 sec): 3 clusters Score: Raw -1510472.452796 + Penalty 4453.102847 = -1506019.349949 nChanged 2 SP:Iteration 32Q (10454.000000 sec): 3 clusters Score: Raw -1510472.898119 + Penalty 4453.102847 = -1506019.795272 nChanged 2 SP:Iteration 33Q (10454.230000 sec): 3 clusters Score: Raw -1510473.288809 + Penalty 4453.102847 = -1506020.185963 nChanged 2 SP:Iteration 34Q (10454.500000 sec): 3 clusters Score: Raw -1510473.573644 + Penalty 4453.102847 = -1506020.470798 nChanged 1 SP:Iteration 35Q (10454.770000 sec): 3 clusters Score: Raw -1510473.699267 + Penalty 4453.102847 = -1506020.596420 nChanged 0 SP:Iteration 36F (10455.010000 sec): 3 clusters Score: Raw -1510473.699267 + Penalty 4453.102847 = -1506020.596420 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (68790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10455.490000 sec): 2 clusters Score: Raw -12382771.968987 + Penalty 2762.425789 = -12380009.543198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10456.120000 sec): 3 clusters Score: Raw -12339391.008687 + Penalty 5524.851578 = -12333866.157109 nChanged 32072 SP:Iteration 1F (10456.690000 sec): 3 clusters Score: Raw -12357511.876915 + Penalty 5524.851578 = -12351987.025337 nChanged 2662 SP:Iteration 2Q (10457.330000 sec): 3 clusters Score: Raw -12358331.249056 + Penalty 5524.851578 = -12352806.397479 nChanged 2824 SP:Iteration 3Q (10457.920000 sec): 3 clusters Score: Raw -12359397.176917 + Penalty 5524.851578 = -12353872.325339 nChanged 3220 SP:Iteration 4Q (10458.430000 sec): 3 clusters Score: Raw -12360899.074574 + Penalty 5524.851578 = -12355374.222997 nChanged 3594 SP:Iteration 5F (10459.020000 sec): 3 clusters Score: Raw -12363031.574033 + Penalty 5524.851578 = -12357506.722455 nChanged 4157 SP:Iteration 6F (10459.560000 sec): 3 clusters Score: Raw -12365793.736692 + Penalty 5524.851578 = -12360268.885114 nChanged 4423 SP:Iteration 7F (10460.090000 sec): 3 clusters Score: Raw -12369044.648397 + Penalty 5524.851578 = -12363519.796819 nChanged 4421 SP:Iteration 8F (10460.630000 sec): 3 clusters Score: Raw -12372441.852150 + Penalty 5524.851578 = -12366917.000573 nChanged 3976 SP:Iteration 9F (10461.220000 sec): 3 clusters Score: Raw -12375654.768105 + Penalty 5524.851578 = -12370129.916527 nChanged 3269 SP:Iteration 10Q (10461.840000 sec): 3 clusters Score: Raw -12378401.580421 + Penalty 5524.851578 = -12372876.728843 nChanged 2323 SP:Iteration 11Q (10462.460000 sec): 3 clusters Score: Raw -12380389.654753 + Penalty 5524.851578 = -12374864.803175 nChanged 1463 SP:Iteration 12Q (10462.990000 sec): 3 clusters Score: Raw -12381591.870255 + Penalty 5524.851578 = -12376067.018677 nChanged 829 SP:Iteration 13Q (10463.480000 sec): 3 clusters Score: Raw -12382256.126655 + Penalty 5524.851578 = -12376731.275077 nChanged 467 SP:Iteration 14Q (10464.000000 sec): 3 clusters Score: Raw -12382596.399425 + Penalty 5524.851578 = -12377071.547848 nChanged 264 SP:Iteration 15Q (10464.540000 sec): 3 clusters Score: Raw -12382783.747282 + Penalty 5524.851578 = -12377258.895704 nChanged 166 SP:Iteration 16Q (10465.020000 sec): 3 clusters Score: Raw -12382911.827763 + Penalty 5524.851578 = -12377386.976185 nChanged 107 SP:Iteration 17Q (10465.480000 sec): 3 clusters Score: Raw -12382986.975997 + Penalty 5524.851578 = -12377462.124420 nChanged 80 SP:Iteration 18Q (10465.920000 sec): 3 clusters Score: Raw -12383047.986250 + Penalty 5524.851578 = -12377523.134672 nChanged 62 SP:Iteration 19Q (10466.370000 sec): 3 clusters Score: Raw -12383087.473266 + Penalty 5524.851578 = -12377562.621688 nChanged 47 SP:Iteration 20F (10466.910000 sec): 3 clusters Score: Raw -12383116.507187 + Penalty 5524.851578 = -12377591.655610 nChanged 39 SP:Iteration 21Q (10467.350000 sec): 3 clusters Score: Raw -12383141.473662 + Penalty 5524.851578 = -12377616.622084 nChanged 35 SP:Iteration 22Q (10467.900000 sec): 3 clusters Score: Raw -12383160.788630 + Penalty 5524.851578 = -12377635.937053 nChanged 19 SP:Iteration 23Q (10468.410000 sec): 3 clusters Score: Raw -12383171.675329 + Penalty 5524.851578 = -12377646.823751 nChanged 19 SP:Iteration 24Q (10468.910000 sec): 3 clusters Score: Raw -12383181.952770 + Penalty 5524.851578 = -12377657.101192 nChanged 18 SP:Iteration 25Q (10469.420000 sec): 3 clusters Score: Raw -12383194.751006 + Penalty 5524.851578 = -12377669.899428 nChanged 16 SP:Iteration 26Q (10469.970000 sec): 3 clusters Score: Raw -12383206.589736 + Penalty 5524.851578 = -12377681.738158 nChanged 15 SP:Iteration 27Q (10470.470000 sec): 3 clusters Score: Raw -12383215.309268 + Penalty 5524.851578 = -12377690.457691 nChanged 10 SP:Iteration 28Q (10470.980000 sec): 3 clusters Score: Raw -12383220.921949 + Penalty 5524.851578 = -12377696.070371 nChanged 9 SP:Iteration 29Q (10471.520000 sec): 3 clusters Score: Raw -12383225.147110 + Penalty 5524.851578 = -12377700.295532 nChanged 2 SP:Iteration 30Q (10472.020000 sec): 3 clusters Score: Raw -12383226.003489 + Penalty 5524.851578 = -12377701.151912 nChanged 0 SP:Iteration 31F (10472.630000 sec): 3 clusters Score: Raw -12383226.003489 + Penalty 5524.851578 = -12377701.151912 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10472.810000 sec): 2 clusters Score: Raw -121444.552481 + Penalty 1621.099516 = -119823.452965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10473.000000 sec): 3 clusters Score: Raw -121356.461211 + Penalty 3242.199032 = -118114.262179 nChanged 150 SP:Iteration 1F (10473.230000 sec): 3 clusters Score: Raw -121563.845892 + Penalty 3242.199032 = -118321.646859 nChanged 27 SP:Iteration 2Q (10473.390000 sec): 3 clusters Score: Raw -121618.654297 + Penalty 3242.199032 = -118376.455264 nChanged 16 SP:Iteration 3Q (10473.560000 sec): 3 clusters Score: Raw -121645.120779 + Penalty 3242.199032 = -118402.921747 nChanged 9 SP:Iteration 4Q (10473.780000 sec): 3 clusters Score: Raw -121661.333204 + Penalty 3242.199032 = -118419.134171 nChanged 3 SP:Iteration 5Q (10473.950000 sec): 3 clusters Score: Raw -121668.276358 + Penalty 3242.199032 = -118426.077326 nChanged 3 SP:Iteration 6Q (10474.090000 sec): 3 clusters Score: Raw -121671.562786 + Penalty 3242.199032 = -118429.363753 nChanged 1 SP:Iteration 7Q (10474.270000 sec): 3 clusters Score: Raw -121672.621430 + Penalty 3242.199032 = -118430.422397 nChanged 0 SP:Iteration 8F (10474.490000 sec): 3 clusters Score: Raw -121672.621430 + Penalty 3242.199032 = -118430.422397 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10474.610000 sec): 2 clusters Score: Raw -497339.807079 + Penalty 1984.834039 = -495354.973041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10474.780000 sec): 3 clusters Score: Raw -496079.130099 + Penalty 3969.668077 = -492109.462022 nChanged 1035 SP:Iteration 1F (10474.970000 sec): 3 clusters Score: Raw -496860.625541 + Penalty 3969.668077 = -492890.957464 nChanged 266 SP:Iteration 2F (10475.160000 sec): 3 clusters Score: Raw -497130.087616 + Penalty 3969.668077 = -493160.419539 nChanged 176 SP:Iteration 3F (10475.350000 sec): 3 clusters Score: Raw -497353.380484 + Penalty 3969.668077 = -493383.712407 nChanged 150 SP:Iteration 4F (10475.610000 sec): 3 clusters Score: Raw -497577.850914 + Penalty 3969.668077 = -493608.182837 nChanged 158 SP:Iteration 5F (10475.780000 sec): 3 clusters Score: Raw -497789.008256 + Penalty 3969.668077 = -493819.340179 nChanged 144 SP:Iteration 6Q (10475.960000 sec): 3 clusters Score: Raw -497978.085792 + Penalty 3969.668077 = -494008.417714 nChanged 145 SP:Iteration 7Q (10476.160000 sec): 3 clusters Score: Raw -498142.082656 + Penalty 3969.668077 = -494172.414579 nChanged 131 SP:Iteration 8Q (10476.340000 sec): 3 clusters Score: Raw -498311.334838 + Penalty 3969.668077 = -494341.666761 nChanged 112 SP:Iteration 9Q (10476.520000 sec): 3 clusters Score: Raw -498461.078654 + Penalty 3969.668077 = -494491.410577 nChanged 94 SP:Iteration 10Q (10476.720000 sec): 3 clusters Score: Raw -498567.236312 + Penalty 3969.668077 = -494597.568235 nChanged 76 SP:Iteration 11Q (10476.910000 sec): 3 clusters Score: Raw -498665.107207 + Penalty 3969.668077 = -494695.439130 nChanged 67 SP:Iteration 12Q (10477.120000 sec): 3 clusters Score: Raw -498746.460280 + Penalty 3969.668077 = -494776.792203 nChanged 53 SP:Iteration 13Q (10477.340000 sec): 3 clusters Score: Raw -498803.656285 + Penalty 3969.668077 = -494833.988208 nChanged 36 SP:Iteration 14Q (10477.500000 sec): 3 clusters Score: Raw -498829.375390 + Penalty 3969.668077 = -494859.707312 nChanged 21 SP:Iteration 15Q (10477.680000 sec): 3 clusters Score: Raw -498844.640134 + Penalty 3969.668077 = -494874.972057 nChanged 13 SP:Iteration 16Q (10477.870000 sec): 3 clusters Score: Raw -498852.948790 + Penalty 3969.668077 = -494883.280713 nChanged 15 SP:Iteration 17Q (10478.060000 sec): 3 clusters Score: Raw -498865.135641 + Penalty 3969.668077 = -494895.467564 nChanged 14 SP:Iteration 18Q (10478.300000 sec): 3 clusters Score: Raw -498875.930753 + Penalty 3969.668077 = -494906.262676 nChanged 8 SP:Iteration 19Q (10478.490000 sec): 3 clusters Score: Raw -498880.951527 + Penalty 3969.668077 = -494911.283450 nChanged 5 SP:Iteration 20F (10478.670000 sec): 3 clusters Score: Raw -498882.603232 + Penalty 3969.668077 = -494912.935155 nChanged 3 SP:Iteration 21Q (10478.850000 sec): 3 clusters Score: Raw -498884.921916 + Penalty 3969.668077 = -494915.253839 nChanged 3 SP:Iteration 22Q (10479.020000 sec): 3 clusters Score: Raw -498885.819056 + Penalty 3969.668077 = -494916.150979 nChanged 1 SP:Iteration 23Q (10479.190000 sec): 3 clusters Score: Raw -498886.546745 + Penalty 3969.668077 = -494916.878668 nChanged 1 SP:Iteration 24Q (10479.390000 sec): 3 clusters Score: Raw -498887.155102 + Penalty 3969.668077 = -494917.487025 nChanged 0 SP:Iteration 25F (10479.570000 sec): 3 clusters Score: Raw -498887.155102 + Penalty 3969.668077 = -494917.487025 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10479.670000 sec): 2 clusters Score: Raw -285629.954610 + Penalty 1821.810532 = -283808.144078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10479.850000 sec): 3 clusters Score: Raw -285145.149632 + Penalty 3643.621064 = -281501.528568 nChanged 463 SP:Iteration 1F (10480.040000 sec): 3 clusters Score: Raw -285612.803078 + Penalty 3643.621064 = -281969.182014 nChanged 113 SP:Iteration 2F (10480.200000 sec): 3 clusters Score: Raw -285745.978780 + Penalty 3643.621064 = -282102.357716 nChanged 79 SP:Iteration 3F (10480.380000 sec): 3 clusters Score: Raw -285858.844578 + Penalty 3643.621064 = -282215.223514 nChanged 59 SP:Iteration 4Q (10480.550000 sec): 3 clusters Score: Raw -285933.433657 + Penalty 3643.621064 = -282289.812593 nChanged 48 SP:Iteration 5Q (10480.720000 sec): 3 clusters Score: Raw -285990.541496 + Penalty 3643.621064 = -282346.920432 nChanged 37 SP:Iteration 6Q (10480.910000 sec): 3 clusters Score: Raw -286035.976228 + Penalty 3643.621064 = -282392.355164 nChanged 34 SP:Iteration 7Q (10481.090000 sec): 3 clusters Score: Raw -286076.633637 + Penalty 3643.621064 = -282433.012572 nChanged 44 SP:Iteration 8Q (10481.310000 sec): 3 clusters Score: Raw -286127.122854 + Penalty 3643.621064 = -282483.501790 nChanged 39 SP:Iteration 9Q (10481.460000 sec): 3 clusters Score: Raw -286171.659151 + Penalty 3643.621064 = -282528.038087 nChanged 30 SP:Iteration 10Q (10481.650000 sec): 3 clusters Score: Raw -286208.332702 + Penalty 3643.621064 = -282564.711637 nChanged 30 SP:Iteration 11Q (10481.810000 sec): 3 clusters Score: Raw -286245.680726 + Penalty 3643.621064 = -282602.059661 nChanged 33 SP:Iteration 12Q (10481.950000 sec): 3 clusters Score: Raw -286289.741906 + Penalty 3643.621064 = -282646.120842 nChanged 38 SP:Iteration 13Q (10482.150000 sec): 3 clusters Score: Raw -286333.413342 + Penalty 3643.621064 = -282689.792278 nChanged 32 SP:Iteration 14Q (10482.320000 sec): 3 clusters Score: Raw -286370.965402 + Penalty 3643.621064 = -282727.344338 nChanged 27 SP:Iteration 15Q (10482.460000 sec): 3 clusters Score: Raw -286402.641133 + Penalty 3643.621064 = -282759.020069 nChanged 23 SP:Iteration 16Q (10482.650000 sec): 3 clusters Score: Raw -286432.488412 + Penalty 3643.621064 = -282788.867348 nChanged 20 SP:Iteration 17Q (10482.790000 sec): 3 clusters Score: Raw -286463.125807 + Penalty 3643.621064 = -282819.504743 nChanged 22 SP:Iteration 18Q (10482.970000 sec): 3 clusters Score: Raw -286490.663781 + Penalty 3643.621064 = -282847.042717 nChanged 23 SP:Iteration 19Q (10483.180000 sec): 3 clusters Score: Raw -286526.464912 + Penalty 3643.621064 = -282882.843848 nChanged 16 SP:Iteration 20F (10483.330000 sec): 3 clusters Score: Raw -286548.485454 + Penalty 3643.621064 = -282904.864390 nChanged 12 SP:Iteration 21Q (10483.530000 sec): 3 clusters Score: Raw -286564.216710 + Penalty 3643.621064 = -282920.595646 nChanged 9 SP:Iteration 22Q (10483.680000 sec): 3 clusters Score: Raw -286571.719524 + Penalty 3643.621064 = -282928.098460 nChanged 2 SP:Iteration 23Q (10483.860000 sec): 3 clusters Score: Raw -286573.800529 + Penalty 3643.621064 = -282930.179465 nChanged 3 SP:Iteration 24Q (10484.040000 sec): 3 clusters Score: Raw -286577.526082 + Penalty 3643.621064 = -282933.905018 nChanged 4 SP:Iteration 25Q (10484.210000 sec): 3 clusters Score: Raw -286581.055494 + Penalty 3643.621064 = -282937.434430 nChanged 0 SP:Iteration 26F (10484.420000 sec): 3 clusters Score: Raw -286581.055494 + Penalty 3643.621064 = -282937.434430 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10484.550000 sec): 2 clusters Score: Raw -1111867.654348 + Penalty 2170.757768 = -1109696.896580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10484.810000 sec): 3 clusters Score: Raw -1108693.372395 + Penalty 4341.515536 = -1104351.856859 nChanged 2554 SP:Iteration 1F (10485.020000 sec): 3 clusters Score: Raw -1110120.591796 + Penalty 4341.515536 = -1105779.076260 nChanged 467 SP:Iteration 2F (10485.250000 sec): 3 clusters Score: Raw -1110388.442023 + Penalty 4341.515536 = -1106046.926488 nChanged 340 SP:Iteration 3F (10485.480000 sec): 3 clusters Score: Raw -1110567.293728 + Penalty 4341.515536 = -1106225.778193 nChanged 264 SP:Iteration 4Q (10485.730000 sec): 3 clusters Score: Raw -1110721.649570 + Penalty 4341.515536 = -1106380.134034 nChanged 251 SP:Iteration 5Q (10485.960000 sec): 3 clusters Score: Raw -1110893.716553 + Penalty 4341.515536 = -1106552.201018 nChanged 226 SP:Iteration 6Q (10486.180000 sec): 3 clusters Score: Raw -1111045.965186 + Penalty 4341.515536 = -1106704.449650 nChanged 209 SP:Iteration 7Q (10486.370000 sec): 3 clusters Score: Raw -1111175.659262 + Penalty 4341.515536 = -1106834.143726 nChanged 207 SP:Iteration 8Q (10486.580000 sec): 3 clusters Score: Raw -1111313.086071 + Penalty 4341.515536 = -1106971.570535 nChanged 208 SP:Iteration 9Q (10486.810000 sec): 3 clusters Score: Raw -1111473.053736 + Penalty 4341.515536 = -1107131.538201 nChanged 229 SP:Iteration 10Q (10487.020000 sec): 3 clusters Score: Raw -1111632.230620 + Penalty 4341.515536 = -1107290.715084 nChanged 243 SP:Iteration 11Q (10487.230000 sec): 3 clusters Score: Raw -1111801.898038 + Penalty 4341.515536 = -1107460.382503 nChanged 230 SP:Iteration 12Q (10487.430000 sec): 3 clusters Score: Raw -1111958.669029 + Penalty 4341.515536 = -1107617.153493 nChanged 211 SP:Iteration 13Q (10487.670000 sec): 3 clusters Score: Raw -1112103.976164 + Penalty 4341.515536 = -1107762.460629 nChanged 183 SP:Iteration 14Q (10487.910000 sec): 3 clusters Score: Raw -1112230.245312 + Penalty 4341.515536 = -1107888.729777 nChanged 175 SP:Iteration 15Q (10488.110000 sec): 3 clusters Score: Raw -1112363.813824 + Penalty 4341.515536 = -1108022.298289 nChanged 149 SP:Iteration 16Q (10488.390000 sec): 3 clusters Score: Raw -1112473.949993 + Penalty 4341.515536 = -1108132.434458 nChanged 135 SP:Iteration 17Q (10488.590000 sec): 3 clusters Score: Raw -1112554.728297 + Penalty 4341.515536 = -1108213.212761 nChanged 126 SP:Iteration 18Q (10488.830000 sec): 3 clusters Score: Raw -1112638.522310 + Penalty 4341.515536 = -1108297.006774 nChanged 112 SP:Iteration 19Q (10489.080000 sec): 3 clusters Score: Raw -1112711.985066 + Penalty 4341.515536 = -1108370.469530 nChanged 90 SP:Iteration 20F (10489.310000 sec): 3 clusters Score: Raw -1112769.238350 + Penalty 4341.515536 = -1108427.722815 nChanged 77 SP:Iteration 21Q (10489.530000 sec): 3 clusters Score: Raw -1112807.313745 + Penalty 4341.515536 = -1108465.798210 nChanged 58 SP:Iteration 22Q (10489.790000 sec): 3 clusters Score: Raw -1112838.389808 + Penalty 4341.515536 = -1108496.874273 nChanged 48 SP:Iteration 23Q (10490.070000 sec): 3 clusters Score: Raw -1112866.938525 + Penalty 4341.515536 = -1108525.422990 nChanged 38 SP:Iteration 24Q (10490.250000 sec): 3 clusters Score: Raw -1112896.636431 + Penalty 4341.515536 = -1108555.120895 nChanged 42 SP:Iteration 25Q (10490.510000 sec): 3 clusters Score: Raw -1112920.771711 + Penalty 4341.515536 = -1108579.256176 nChanged 45 SP:Iteration 26Q (10490.720000 sec): 3 clusters Score: Raw -1112948.914044 + Penalty 4341.515536 = -1108607.398508 nChanged 41 SP:Iteration 27Q (10490.990000 sec): 3 clusters Score: Raw -1112966.631778 + Penalty 4341.515536 = -1108625.116243 nChanged 32 SP:Iteration 28Q (10491.240000 sec): 3 clusters Score: Raw -1112977.519092 + Penalty 4341.515536 = -1108636.003556 nChanged 20 SP:Iteration 29Q (10491.470000 sec): 3 clusters Score: Raw -1112984.673372 + Penalty 4341.515536 = -1108643.157837 nChanged 11 SP:Iteration 30Q (10491.700000 sec): 3 clusters Score: Raw -1112987.603557 + Penalty 4341.515536 = -1108646.088022 nChanged 8 SP:Iteration 31Q (10491.950000 sec): 3 clusters Score: Raw -1112991.186926 + Penalty 4341.515536 = -1108649.671391 nChanged 11 SP:Iteration 32Q (10492.180000 sec): 3 clusters Score: Raw -1112995.440575 + Penalty 4341.515536 = -1108653.925039 nChanged 12 SP:Iteration 33Q (10492.400000 sec): 3 clusters Score: Raw -1113000.096325 + Penalty 4341.515536 = -1108658.580789 nChanged 11 SP:Iteration 34Q (10492.610000 sec): 3 clusters Score: Raw -1113003.907176 + Penalty 4341.515536 = -1108662.391640 nChanged 9 SP:Iteration 35Q (10492.800000 sec): 3 clusters Score: Raw -1113006.754729 + Penalty 4341.515536 = -1108665.239193 nChanged 5 SP:Iteration 36Q (10492.990000 sec): 3 clusters Score: Raw -1113011.937858 + Penalty 4341.515536 = -1108670.422322 nChanged 6 SP:Iteration 37Q (10493.190000 sec): 3 clusters Score: Raw -1113017.748472 + Penalty 4341.515536 = -1108676.232937 nChanged 14 SP:Iteration 38Q (10493.400000 sec): 3 clusters Score: Raw -1113026.811339 + Penalty 4341.515536 = -1108685.295803 nChanged 15 SP:Iteration 39Q (10493.650000 sec): 3 clusters Score: Raw -1113034.488436 + Penalty 4341.515536 = -1108692.972901 nChanged 17 SP:Iteration 40F (10493.870000 sec): 3 clusters Score: Raw -1113041.522315 + Penalty 4341.515536 = -1108700.006779 nChanged 5 SP:Iteration 41Q (10494.090000 sec): 3 clusters Score: Raw -1113042.762544 + Penalty 4341.515536 = -1108701.247009 nChanged 4 SP:Iteration 42Q (10494.300000 sec): 3 clusters Score: Raw -1113044.241184 + Penalty 4341.515536 = -1108702.725648 nChanged 3 SP:Iteration 43Q (10494.490000 sec): 3 clusters Score: Raw -1113047.181151 + Penalty 4341.515536 = -1108705.665616 nChanged 6 SP:Iteration 44Q (10494.720000 sec): 3 clusters Score: Raw -1113050.486876 + Penalty 4341.515536 = -1108708.971341 nChanged 11 SP:Iteration 45Q (10494.960000 sec): 3 clusters Score: Raw -1113054.991484 + Penalty 4341.515536 = -1108713.475949 nChanged 8 SP:Iteration 46Q (10495.160000 sec): 3 clusters Score: Raw -1113056.744062 + Penalty 4341.515536 = -1108715.228527 nChanged 8 SP:Iteration 47Q (10495.400000 sec): 3 clusters Score: Raw -1113058.545665 + Penalty 4341.515536 = -1108717.030129 nChanged 5 SP:Iteration 48Q (10495.580000 sec): 3 clusters Score: Raw -1113059.876692 + Penalty 4341.515536 = -1108718.361156 nChanged 5 SP:Iteration 49Q (10495.820000 sec): 3 clusters Score: Raw -1113062.525380 + Penalty 4341.515536 = -1108721.009844 nChanged 8 SP:Iteration 50Q (10496.000000 sec): 3 clusters Score: Raw -1113066.411487 + Penalty 4341.515536 = -1108724.895951 nChanged 4 SP:Iteration 51Q (10496.210000 sec): 3 clusters Score: Raw -1113069.360649 + Penalty 4341.515536 = -1108727.845114 nChanged 6 SP:Iteration 52Q (10496.460000 sec): 3 clusters Score: Raw -1113071.180101 + Penalty 4341.515536 = -1108729.664566 nChanged 5 SP:Iteration 53Q (10496.640000 sec): 3 clusters Score: Raw -1113073.393253 + Penalty 4341.515536 = -1108731.877718 nChanged 7 SP:Iteration 54Q (10496.880000 sec): 3 clusters Score: Raw -1113075.845394 + Penalty 4341.515536 = -1108734.329858 nChanged 7 SP:Iteration 55Q (10497.080000 sec): 3 clusters Score: Raw -1113079.445468 + Penalty 4341.515536 = -1108737.929933 nChanged 6 SP:Iteration 56Q (10497.310000 sec): 3 clusters Score: Raw -1113081.031938 + Penalty 4341.515536 = -1108739.516403 nChanged 7 SP:Iteration 57Q (10497.550000 sec): 3 clusters Score: Raw -1113084.181296 + Penalty 4341.515536 = -1108742.665761 nChanged 10 SP:Iteration 58Q (10497.760000 sec): 3 clusters Score: Raw -1113087.013268 + Penalty 4341.515536 = -1108745.497732 nChanged 3 SP:Iteration 59Q (10497.970000 sec): 3 clusters Score: Raw -1113088.024846 + Penalty 4341.515536 = -1108746.509311 nChanged 3 SP:Iteration 60F (10498.200000 sec): 3 clusters Score: Raw -1113089.740796 + Penalty 4341.515536 = -1108748.225260 nChanged 4 SP:Iteration 61Q (10498.410000 sec): 3 clusters Score: Raw -1113090.658240 + Penalty 4341.515536 = -1108749.142705 nChanged 4 SP:Iteration 62Q (10498.630000 sec): 3 clusters Score: Raw -1113091.707702 + Penalty 4341.515536 = -1108750.192166 nChanged 3 SP:Iteration 63Q (10498.850000 sec): 3 clusters Score: Raw -1113092.302924 + Penalty 4341.515536 = -1108750.787389 nChanged 3 SP:Iteration 64Q (10499.070000 sec): 3 clusters Score: Raw -1113093.603832 + Penalty 4341.515536 = -1108752.088297 nChanged 5 SP:Iteration 65Q (10499.270000 sec): 3 clusters Score: Raw -1113097.511691 + Penalty 4341.515536 = -1108755.996156 nChanged 13 SP:Iteration 66Q (10499.490000 sec): 3 clusters Score: Raw -1113107.954220 + Penalty 4341.515536 = -1108766.438685 nChanged 19 SP:Iteration 67Q (10499.740000 sec): 3 clusters Score: Raw -1113120.675427 + Penalty 4341.515536 = -1108779.159892 nChanged 22 SP:Iteration 68Q (10499.930000 sec): 3 clusters Score: Raw -1113132.913014 + Penalty 4341.515536 = -1108791.397479 nChanged 20 SP:Iteration 69Q (10500.130000 sec): 3 clusters Score: Raw -1113143.634684 + Penalty 4341.515536 = -1108802.119148 nChanged 21 SP:Iteration 70Q (10500.350000 sec): 3 clusters Score: Raw -1113152.929262 + Penalty 4341.515536 = -1108811.413727 nChanged 23 SP:Iteration 71Q (10500.580000 sec): 3 clusters Score: Raw -1113162.661359 + Penalty 4341.515536 = -1108821.145823 nChanged 26 SP:Iteration 72Q (10500.800000 sec): 3 clusters Score: Raw -1113173.551617 + Penalty 4341.515536 = -1108832.036081 nChanged 16 SP:Iteration 73Q (10500.970000 sec): 3 clusters Score: Raw -1113179.355670 + Penalty 4341.515536 = -1108837.840135 nChanged 17 SP:Iteration 74Q (10501.210000 sec): 3 clusters Score: Raw -1113187.903812 + Penalty 4341.515536 = -1108846.388276 nChanged 13 SP:Iteration 75Q (10501.370000 sec): 3 clusters Score: Raw -1113193.748581 + Penalty 4341.515536 = -1108852.233046 nChanged 16 SP:Iteration 76Q (10501.570000 sec): 3 clusters Score: Raw -1113200.749575 + Penalty 4341.515536 = -1108859.234040 nChanged 13 SP:Iteration 77Q (10501.820000 sec): 3 clusters Score: Raw -1113206.026796 + Penalty 4341.515536 = -1108864.511260 nChanged 11 SP:Iteration 78Q (10502.020000 sec): 3 clusters Score: Raw -1113209.457041 + Penalty 4341.515536 = -1108867.941506 nChanged 15 SP:Iteration 79Q (10502.270000 sec): 3 clusters Score: Raw -1113214.459231 + Penalty 4341.515536 = -1108872.943696 nChanged 13 SP:Iteration 80F (10502.490000 sec): 3 clusters Score: Raw -1113219.677356 + Penalty 4341.515536 = -1108878.161821 nChanged 15 SP:Iteration 81Q (10502.760000 sec): 3 clusters Score: Raw -1113225.819224 + Penalty 4341.515536 = -1108884.303689 nChanged 16 SP:Iteration 82Q (10502.980000 sec): 3 clusters Score: Raw -1113230.965823 + Penalty 4341.515536 = -1108889.450288 nChanged 11 SP:Iteration 83Q (10503.190000 sec): 3 clusters Score: Raw -1113234.549463 + Penalty 4341.515536 = -1108893.033927 nChanged 9 SP:Iteration 84Q (10503.410000 sec): 3 clusters Score: Raw -1113237.454641 + Penalty 4341.515536 = -1108895.939105 nChanged 10 SP:Iteration 85Q (10503.620000 sec): 3 clusters Score: Raw -1113241.024226 + Penalty 4341.515536 = -1108899.508690 nChanged 10 SP:Iteration 86Q (10503.840000 sec): 3 clusters Score: Raw -1113243.271899 + Penalty 4341.515536 = -1108901.756363 nChanged 5 SP:Iteration 87Q (10504.040000 sec): 3 clusters Score: Raw -1113244.321339 + Penalty 4341.515536 = -1108902.805804 nChanged 1 SP:Iteration 88Q (10504.260000 sec): 3 clusters Score: Raw -1113244.541407 + Penalty 4341.515536 = -1108903.025872 nChanged 1 SP:Iteration 89Q (10504.440000 sec): 3 clusters Score: Raw -1113245.034098 + Penalty 4341.515536 = -1108903.518562 nChanged 3 SP:Iteration 90Q (10504.690000 sec): 3 clusters Score: Raw -1113246.171820 + Penalty 4341.515536 = -1108904.656285 nChanged 4 SP:Iteration 91Q (10504.940000 sec): 3 clusters Score: Raw -1113247.307574 + Penalty 4341.515536 = -1108905.792038 nChanged 4 SP:Iteration 92Q (10505.160000 sec): 3 clusters Score: Raw -1113248.580241 + Penalty 4341.515536 = -1108907.064705 nChanged 5 SP:Iteration 93Q (10505.370000 sec): 3 clusters Score: Raw -1113250.357412 + Penalty 4341.515536 = -1108908.841876 nChanged 5 SP:Iteration 94Q (10505.580000 sec): 3 clusters Score: Raw -1113251.614406 + Penalty 4341.515536 = -1108910.098871 nChanged 8 SP:Iteration 95Q (10505.770000 sec): 3 clusters Score: Raw -1113254.288290 + Penalty 4341.515536 = -1108912.772755 nChanged 5 SP:Iteration 96Q (10505.990000 sec): 3 clusters Score: Raw -1113255.675852 + Penalty 4341.515536 = -1108914.160316 nChanged 3 SP:Iteration 97Q (10506.170000 sec): 3 clusters Score: Raw -1113256.579732 + Penalty 4341.515536 = -1108915.064196 nChanged 2 SP:Iteration 98Q (10506.440000 sec): 3 clusters Score: Raw -1113257.149460 + Penalty 4341.515536 = -1108915.633924 nChanged 3 SP:Iteration 99Q (10506.700000 sec): 3 clusters Score: Raw -1113258.836246 + Penalty 4341.515536 = -1108917.320710 nChanged 3 SP:Iteration 100F (10506.890000 sec): 3 clusters Score: Raw -1113260.342601 + Penalty 4341.515536 = -1108918.827066 nChanged 2 SP:Iteration 101Q (10507.150000 sec): 3 clusters Score: Raw -1113260.975450 + Penalty 4341.515536 = -1108919.459915 nChanged 4 SP:Iteration 102Q (10507.420000 sec): 3 clusters Score: Raw -1113261.904462 + Penalty 4341.515536 = -1108920.388927 nChanged 2 SP:Iteration 103Q (10507.730000 sec): 3 clusters Score: Raw -1113262.465358 + Penalty 4341.515536 = -1108920.949823 nChanged 1 SP:Iteration 104Q (10507.900000 sec): 3 clusters Score: Raw -1113262.711279 + Penalty 4341.515536 = -1108921.195744 nChanged 2 SP:Iteration 105Q (10508.190000 sec): 3 clusters Score: Raw -1113263.466076 + Penalty 4341.515536 = -1108921.950540 nChanged 2 SP:Iteration 106Q (10508.430000 sec): 3 clusters Score: Raw -1113263.783927 + Penalty 4341.515536 = -1108922.268392 nChanged 1 SP:Iteration 107Q (10508.610000 sec): 3 clusters Score: Raw -1113264.308716 + Penalty 4341.515536 = -1108922.793180 nChanged 2 SP:Iteration 108Q (10508.930000 sec): 3 clusters Score: Raw -1113264.640947 + Penalty 4341.515536 = -1108923.125411 nChanged 0 SP:Iteration 109F (10509.110000 sec): 3 clusters Score: Raw -1113264.640947 + Penalty 4341.515536 = -1108923.125411 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10509.240000 sec): 2 clusters Score: Raw -23462.288823 + Penalty 1276.578630 = -22185.710193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10509.450000 sec): 3 clusters Score: Raw -23742.621812 + Penalty 2553.157260 = -21189.464552 nChanged 20 SP:Iteration 1F (10509.610000 sec): 3 clusters Score: Raw -23943.189247 + Penalty 2553.157260 = -21390.031987 nChanged 11 SP:Iteration 2F (10509.830000 sec): 3 clusters Score: Raw -24043.445661 + Penalty 2553.157260 = -21490.288401 nChanged 6 SP:Iteration 3Q (10509.970000 sec): 3 clusters Score: Raw -24104.069013 + Penalty 2553.157260 = -21550.911752 nChanged 2 SP:Iteration 4Q (10510.170000 sec): 3 clusters Score: Raw -24121.581014 + Penalty 2553.157260 = -21568.423753 nChanged 0 SP:Iteration 5F (10510.340000 sec): 3 clusters Score: Raw -24121.581014 + Penalty 2553.157260 = -21568.423753 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10510.440000 sec): 2 clusters Score: Raw -154038.298228 + Penalty 1693.520594 = -152344.777634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10510.690000 sec): 3 clusters Score: Raw -153875.950364 + Penalty 3387.041188 = -150488.909177 nChanged 221 SP:Iteration 1F (10510.860000 sec): 3 clusters Score: Raw -154193.470145 + Penalty 3387.041188 = -150806.428957 nChanged 73 SP:Iteration 2F (10511.020000 sec): 3 clusters Score: Raw -154383.679556 + Penalty 3387.041188 = -150996.638369 nChanged 60 SP:Iteration 3F (10511.280000 sec): 3 clusters Score: Raw -154592.857684 + Penalty 3387.041188 = -151205.816497 nChanged 57 SP:Iteration 4F (10511.440000 sec): 3 clusters Score: Raw -154789.267811 + Penalty 3387.041188 = -151402.226624 nChanged 53 SP:Iteration 5F (10511.640000 sec): 3 clusters Score: Raw -154974.534059 + Penalty 3387.041188 = -151587.492871 nChanged 52 SP:Iteration 6F (10511.830000 sec): 3 clusters Score: Raw -155158.164180 + Penalty 3387.041188 = -151771.122992 nChanged 43 SP:Iteration 7Q (10512.000000 sec): 3 clusters Score: Raw -155344.939307 + Penalty 3387.041188 = -151957.898120 nChanged 48 SP:Iteration 8F (10512.230000 sec): 3 clusters Score: Raw -155619.715521 + Penalty 3387.041188 = -152232.674334 nChanged 42 SP:Iteration 9Q (10512.400000 sec): 3 clusters Score: Raw -155859.358937 + Penalty 3387.041188 = -152472.317750 nChanged 20 SP:Iteration 10Q (10512.570000 sec): 3 clusters Score: Raw -155965.545727 + Penalty 3387.041188 = -152578.504540 nChanged 11 SP:Iteration 11Q (10512.750000 sec): 3 clusters Score: Raw -156026.728161 + Penalty 3387.041188 = -152639.686973 nChanged 9 SP:Iteration 12Q (10512.920000 sec): 3 clusters Score: Raw -156059.152445 + Penalty 3387.041188 = -152672.111257 nChanged 5 SP:Iteration 13Q (10513.130000 sec): 3 clusters Score: Raw -156072.022488 + Penalty 3387.041188 = -152684.981300 nChanged 4 SP:Iteration 14Q (10513.310000 sec): 3 clusters Score: Raw -156081.072496 + Penalty 3387.041188 = -152694.031309 nChanged 1 SP:Iteration 15Q (10513.490000 sec): 3 clusters Score: Raw -156082.075967 + Penalty 3387.041188 = -152695.034779 nChanged 0 SP:Iteration 16F (10513.650000 sec): 3 clusters Score: Raw -156082.075967 + Penalty 3387.041188 = -152695.034779 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (32340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10513.910000 sec): 2 clusters Score: Raw -6193988.209368 + Penalty 2575.246913 = -6191412.962455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10514.290000 sec): 3 clusters Score: Raw -6174502.365448 + Penalty 5150.493826 = -6169351.871622 nChanged 14633 SP:Iteration 1F (10514.670000 sec): 3 clusters Score: Raw -6182260.877851 + Penalty 5150.493826 = -6177110.384024 nChanged 1303 SP:Iteration 2Q (10515.120000 sec): 3 clusters Score: Raw -6182636.847509 + Penalty 5150.493826 = -6177486.353683 nChanged 1219 SP:Iteration 3Q (10515.460000 sec): 3 clusters Score: Raw -6182969.239483 + Penalty 5150.493826 = -6177818.745657 nChanged 1107 SP:Iteration 4Q (10515.910000 sec): 3 clusters Score: Raw -6183274.387378 + Penalty 5150.493826 = -6178123.893551 nChanged 1028 SP:Iteration 5Q (10516.290000 sec): 3 clusters Score: Raw -6183581.779020 + Penalty 5150.493826 = -6178431.285194 nChanged 1070 SP:Iteration 6Q (10516.630000 sec): 3 clusters Score: Raw -6183951.748796 + Penalty 5150.493826 = -6178801.254970 nChanged 1172 SP:Iteration 7Q (10517.020000 sec): 3 clusters Score: Raw -6184406.689293 + Penalty 5150.493826 = -6179256.195467 nChanged 1214 SP:Iteration 8Q (10517.420000 sec): 3 clusters Score: Raw -6184929.950101 + Penalty 5150.493826 = -6179779.456275 nChanged 1334 SP:Iteration 9Q (10517.850000 sec): 3 clusters Score: Raw -6185541.437797 + Penalty 5150.493826 = -6180390.943970 nChanged 1443 SP:Iteration 10Q (10518.180000 sec): 3 clusters Score: Raw -6186253.988716 + Penalty 5150.493826 = -6181103.494890 nChanged 1488 SP:Iteration 11Q (10518.590000 sec): 3 clusters Score: Raw -6187124.004416 + Penalty 5150.493826 = -6181973.510589 nChanged 1579 SP:Iteration 12Q (10518.970000 sec): 3 clusters Score: Raw -6188133.558324 + Penalty 5150.493826 = -6182983.064498 nChanged 1602 SP:Iteration 13Q (10519.320000 sec): 3 clusters Score: Raw -6189109.372091 + Penalty 5150.493826 = -6183958.878265 nChanged 1349 SP:Iteration 14Q (10519.710000 sec): 3 clusters Score: Raw -6189840.334321 + Penalty 5150.493826 = -6184689.840495 nChanged 1092 SP:Iteration 15Q (10520.120000 sec): 3 clusters Score: Raw -6190332.111002 + Penalty 5150.493826 = -6185181.617176 nChanged 785 SP:Iteration 16Q (10520.520000 sec): 3 clusters Score: Raw -6190652.641135 + Penalty 5150.493826 = -6185502.147309 nChanged 642 SP:Iteration 17Q (10520.940000 sec): 3 clusters Score: Raw -6190918.605397 + Penalty 5150.493826 = -6185768.111571 nChanged 593 SP:Iteration 18Q (10521.310000 sec): 3 clusters Score: Raw -6191170.273740 + Penalty 5150.493826 = -6186019.779914 nChanged 566 SP:Iteration 19Q (10521.750000 sec): 3 clusters Score: Raw -6191398.482222 + Penalty 5150.493826 = -6186247.988396 nChanged 572 SP:Iteration 20F (10522.120000 sec): 3 clusters Score: Raw -6191636.437889 + Penalty 5150.493826 = -6186485.944063 nChanged 564 SP:Iteration 21Q (10522.490000 sec): 3 clusters Score: Raw -6191888.006742 + Penalty 5150.493826 = -6186737.512916 nChanged 554 SP:Iteration 22Q (10522.850000 sec): 3 clusters Score: Raw -6192136.007006 + Penalty 5150.493826 = -6186985.513180 nChanged 529 SP:Iteration 23Q (10523.260000 sec): 3 clusters Score: Raw -6192369.247817 + Penalty 5150.493826 = -6187218.753991 nChanged 496 SP:Iteration 24Q (10523.640000 sec): 3 clusters Score: Raw -6192568.905416 + Penalty 5150.493826 = -6187418.411590 nChanged 413 SP:Iteration 25Q (10523.990000 sec): 3 clusters Score: Raw -6192727.752798 + Penalty 5150.493826 = -6187577.258972 nChanged 393 SP:Iteration 26Q (10524.350000 sec): 3 clusters Score: Raw -6192879.756321 + Penalty 5150.493826 = -6187729.262495 nChanged 368 SP:Iteration 27Q (10524.730000 sec): 3 clusters Score: Raw -6193019.498203 + Penalty 5150.493826 = -6187869.004377 nChanged 357 SP:Iteration 28Q (10525.100000 sec): 3 clusters Score: Raw -6193159.328798 + Penalty 5150.493826 = -6188008.834972 nChanged 326 SP:Iteration 29Q (10525.420000 sec): 3 clusters Score: Raw -6193284.969102 + Penalty 5150.493826 = -6188134.475276 nChanged 302 SP:Iteration 30Q (10525.770000 sec): 3 clusters Score: Raw -6193394.771662 + Penalty 5150.493826 = -6188244.277836 nChanged 261 SP:Iteration 31Q (10526.120000 sec): 3 clusters Score: Raw -6193479.734061 + Penalty 5150.493826 = -6188329.240235 nChanged 216 SP:Iteration 32Q (10526.520000 sec): 3 clusters Score: Raw -6193540.425928 + Penalty 5150.493826 = -6188389.932102 nChanged 168 SP:Iteration 33Q (10526.910000 sec): 3 clusters Score: Raw -6193580.013915 + Penalty 5150.493826 = -6188429.520089 nChanged 136 SP:Iteration 34Q (10527.320000 sec): 3 clusters Score: Raw -6193611.952579 + Penalty 5150.493826 = -6188461.458753 nChanged 136 SP:Iteration 35Q (10527.620000 sec): 3 clusters Score: Raw -6193647.723797 + Penalty 5150.493826 = -6188497.229971 nChanged 140 SP:Iteration 36Q (10528.010000 sec): 3 clusters Score: Raw -6193685.743364 + Penalty 5150.493826 = -6188535.249538 nChanged 121 SP:Iteration 37Q (10528.340000 sec): 3 clusters Score: Raw -6193717.796037 + Penalty 5150.493826 = -6188567.302211 nChanged 111 SP:Iteration 38Q (10528.720000 sec): 3 clusters Score: Raw -6193749.726732 + Penalty 5150.493826 = -6188599.232906 nChanged 104 SP:Iteration 39Q (10529.110000 sec): 3 clusters Score: Raw -6193776.651960 + Penalty 5150.493826 = -6188626.158134 nChanged 97 SP:Iteration 40F (10529.480000 sec): 3 clusters Score: Raw -6193801.753246 + Penalty 5150.493826 = -6188651.259420 nChanged 90 SP:Iteration 41Q (10529.880000 sec): 3 clusters Score: Raw -6193824.091407 + Penalty 5150.493826 = -6188673.597581 nChanged 83 SP:Iteration 42Q (10530.230000 sec): 3 clusters Score: Raw -6193844.843032 + Penalty 5150.493826 = -6188694.349206 nChanged 68 SP:Iteration 43Q (10530.580000 sec): 3 clusters Score: Raw -6193861.505522 + Penalty 5150.493826 = -6188711.011696 nChanged 81 SP:Iteration 44Q (10530.940000 sec): 3 clusters Score: Raw -6193884.365533 + Penalty 5150.493826 = -6188733.871707 nChanged 69 SP:Iteration 45Q (10531.260000 sec): 3 clusters Score: Raw -6193903.442511 + Penalty 5150.493826 = -6188752.948685 nChanged 74 SP:Iteration 46Q (10531.640000 sec): 3 clusters Score: Raw -6193923.951148 + Penalty 5150.493826 = -6188773.457322 nChanged 78 SP:Iteration 47Q (10532.000000 sec): 3 clusters Score: Raw -6193945.448122 + Penalty 5150.493826 = -6188794.954295 nChanged 71 SP:Iteration 48Q (10532.390000 sec): 3 clusters Score: Raw -6193965.686986 + Penalty 5150.493826 = -6188815.193160 nChanged 65 SP:Iteration 49Q (10532.790000 sec): 3 clusters Score: Raw -6193981.070411 + Penalty 5150.493826 = -6188830.576585 nChanged 54 SP:Iteration 50Q (10533.150000 sec): 3 clusters Score: Raw -6193992.849277 + Penalty 5150.493826 = -6188842.355451 nChanged 59 SP:Iteration 51Q (10533.530000 sec): 3 clusters Score: Raw -6194006.784245 + Penalty 5150.493826 = -6188856.290419 nChanged 51 SP:Iteration 52Q (10533.920000 sec): 3 clusters Score: Raw -6194018.221260 + Penalty 5150.493826 = -6188867.727434 nChanged 56 SP:Iteration 53Q (10534.280000 sec): 3 clusters Score: Raw -6194031.394889 + Penalty 5150.493826 = -6188880.901063 nChanged 47 SP:Iteration 54Q (10534.590000 sec): 3 clusters Score: Raw -6194042.082781 + Penalty 5150.493826 = -6188891.588955 nChanged 43 SP:Iteration 55Q (10534.870000 sec): 3 clusters Score: Raw -6194051.574539 + Penalty 5150.493826 = -6188901.080713 nChanged 40 SP:Iteration 56Q (10535.240000 sec): 3 clusters Score: Raw -6194061.334779 + Penalty 5150.493826 = -6188910.840953 nChanged 37 SP:Iteration 57Q (10535.520000 sec): 3 clusters Score: Raw -6194071.602110 + Penalty 5150.493826 = -6188921.108284 nChanged 46 SP:Iteration 58Q (10535.860000 sec): 3 clusters Score: Raw -6194083.558971 + Penalty 5150.493826 = -6188933.065145 nChanged 39 SP:Iteration 59Q (10536.190000 sec): 3 clusters Score: Raw -6194094.589811 + Penalty 5150.493826 = -6188944.095985 nChanged 46 SP:Iteration 60F (10536.540000 sec): 3 clusters Score: Raw -6194105.730649 + Penalty 5150.493826 = -6188955.236823 nChanged 40 SP:Iteration 61Q (10536.930000 sec): 3 clusters Score: Raw -6194115.020410 + Penalty 5150.493826 = -6188964.526584 nChanged 34 SP:Iteration 62Q (10537.230000 sec): 3 clusters Score: Raw -6194123.470711 + Penalty 5150.493826 = -6188972.976885 nChanged 38 SP:Iteration 63Q (10537.600000 sec): 3 clusters Score: Raw -6194133.323195 + Penalty 5150.493826 = -6188982.829369 nChanged 32 SP:Iteration 64Q (10537.930000 sec): 3 clusters Score: Raw -6194142.167789 + Penalty 5150.493826 = -6188991.673962 nChanged 34 SP:Iteration 65Q (10538.250000 sec): 3 clusters Score: Raw -6194151.314557 + Penalty 5150.493826 = -6189000.820731 nChanged 26 SP:Iteration 66Q (10538.600000 sec): 3 clusters Score: Raw -6194157.473228 + Penalty 5150.493826 = -6189006.979402 nChanged 21 SP:Iteration 67Q (10538.910000 sec): 3 clusters Score: Raw -6194162.229894 + Penalty 5150.493826 = -6189011.736068 nChanged 25 SP:Iteration 68Q (10539.270000 sec): 3 clusters Score: Raw -6194169.925723 + Penalty 5150.493826 = -6189019.431897 nChanged 24 SP:Iteration 69Q (10539.600000 sec): 3 clusters Score: Raw -6194175.809676 + Penalty 5150.493826 = -6189025.315850 nChanged 23 SP:Iteration 70Q (10539.940000 sec): 3 clusters Score: Raw -6194181.094307 + Penalty 5150.493826 = -6189030.600481 nChanged 22 SP:Iteration 71Q (10540.240000 sec): 3 clusters Score: Raw -6194186.269734 + Penalty 5150.493826 = -6189035.775908 nChanged 17 SP:Iteration 72Q (10540.540000 sec): 3 clusters Score: Raw -6194190.882586 + Penalty 5150.493826 = -6189040.388760 nChanged 19 SP:Iteration 73Q (10540.870000 sec): 3 clusters Score: Raw -6194195.452420 + Penalty 5150.493826 = -6189044.958594 nChanged 15 SP:Iteration 74Q (10541.220000 sec): 3 clusters Score: Raw -6194199.975287 + Penalty 5150.493826 = -6189049.481461 nChanged 29 SP:Iteration 75Q (10541.570000 sec): 3 clusters Score: Raw -6194207.225231 + Penalty 5150.493826 = -6189056.731405 nChanged 28 SP:Iteration 76Q (10541.940000 sec): 3 clusters Score: Raw -6194216.640127 + Penalty 5150.493826 = -6189066.146301 nChanged 45 SP:Iteration 77Q (10542.240000 sec): 3 clusters Score: Raw -6194237.073863 + Penalty 5150.493826 = -6189086.580037 nChanged 50 SP:Iteration 78Q (10542.560000 sec): 3 clusters Score: Raw -6194257.708251 + Penalty 5150.493826 = -6189107.214425 nChanged 51 SP:Iteration 79Q (10542.880000 sec): 3 clusters Score: Raw -6194279.134263 + Penalty 5150.493826 = -6189128.640437 nChanged 46 SP:Iteration 80F (10543.260000 sec): 3 clusters Score: Raw -6194294.300185 + Penalty 5150.493826 = -6189143.806359 nChanged 34 SP:Iteration 81Q (10543.550000 sec): 3 clusters Score: Raw -6194306.350882 + Penalty 5150.493826 = -6189155.857056 nChanged 28 SP:Iteration 82Q (10543.880000 sec): 3 clusters Score: Raw -6194315.493081 + Penalty 5150.493826 = -6189164.999254 nChanged 24 SP:Iteration 83Q (10544.210000 sec): 3 clusters Score: Raw -6194323.095185 + Penalty 5150.493826 = -6189172.601359 nChanged 21 SP:Iteration 84Q (10544.530000 sec): 3 clusters Score: Raw -6194328.891580 + Penalty 5150.493826 = -6189178.397754 nChanged 15 SP:Iteration 85Q (10544.830000 sec): 3 clusters Score: Raw -6194333.239986 + Penalty 5150.493826 = -6189182.746160 nChanged 17 SP:Iteration 86Q (10545.160000 sec): 3 clusters Score: Raw -6194337.649927 + Penalty 5150.493826 = -6189187.156101 nChanged 6 SP:Iteration 87Q (10545.460000 sec): 3 clusters Score: Raw -6194339.391129 + Penalty 5150.493826 = -6189188.897303 nChanged 3 SP:Iteration 88Q (10545.790000 sec): 3 clusters Score: Raw -6194339.999871 + Penalty 5150.493826 = -6189189.506045 nChanged 4 SP:Iteration 89Q (10546.090000 sec): 3 clusters Score: Raw -6194341.011543 + Penalty 5150.493826 = -6189190.517717 nChanged 7 SP:Iteration 90Q (10546.460000 sec): 3 clusters Score: Raw -6194342.781898 + Penalty 5150.493826 = -6189192.288072 nChanged 3 SP:Iteration 91Q (10546.750000 sec): 3 clusters Score: Raw -6194343.601334 + Penalty 5150.493826 = -6189193.107508 nChanged 5 SP:Iteration 92Q (10547.070000 sec): 3 clusters Score: Raw -6194344.510349 + Penalty 5150.493826 = -6189194.016523 nChanged 3 SP:Iteration 93Q (10547.350000 sec): 3 clusters Score: Raw -6194345.216624 + Penalty 5150.493826 = -6189194.722798 nChanged 2 SP:Iteration 94Q (10547.710000 sec): 3 clusters Score: Raw -6194345.704752 + Penalty 5150.493826 = -6189195.210926 nChanged 0 SP:Iteration 95F (10548.080000 sec): 3 clusters Score: Raw -6194345.704752 + Penalty 5150.493826 = -6189195.210926 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10548.170000 sec): 2 clusters Score: Raw -69772.626256 + Penalty 1531.615083 = -68241.011173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10548.390000 sec): 3 clusters Score: Raw -69818.081198 + Penalty 3063.230166 = -66754.851032 nChanged 86 SP:Iteration 1F (10548.550000 sec): 3 clusters Score: Raw -69992.653770 + Penalty 3063.230166 = -66929.423604 nChanged 30 SP:Iteration 2F (10548.750000 sec): 3 clusters Score: Raw -70104.741197 + Penalty 3063.230166 = -67041.511031 nChanged 32 SP:Iteration 3F (10548.910000 sec): 3 clusters Score: Raw -70201.546301 + Penalty 3063.230166 = -67138.316135 nChanged 16 SP:Iteration 4Q (10549.100000 sec): 3 clusters Score: Raw -70241.672777 + Penalty 3063.230166 = -67178.442611 nChanged 5 SP:Iteration 5Q (10549.270000 sec): 3 clusters Score: Raw -70263.998727 + Penalty 3063.230166 = -67200.768561 nChanged 4 SP:Iteration 6Q (10549.450000 sec): 3 clusters Score: Raw -70274.608554 + Penalty 3063.230166 = -67211.378388 nChanged 3 SP:Iteration 7Q (10549.670000 sec): 3 clusters Score: Raw -70277.427749 + Penalty 3063.230166 = -67214.197583 nChanged 1 SP:Iteration 8Q (10549.830000 sec): 3 clusters Score: Raw -70279.326643 + Penalty 3063.230166 = -67216.096477 nChanged 1 SP:Iteration 9Q (10549.970000 sec): 3 clusters Score: Raw -70281.161704 + Penalty 3063.230166 = -67217.931538 nChanged 0 SP:Iteration 10F (10550.170000 sec): 3 clusters Score: Raw -70281.161704 + Penalty 3063.230166 = -67217.931538 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10550.280000 sec): 2 clusters Score: Raw -40883.253579 + Penalty 1435.910122 = -39447.343457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10550.490000 sec): 3 clusters Score: Raw -41302.369198 + Penalty 2871.820245 = -38430.548953 nChanged 87 SP:Iteration 1F (10550.660000 sec): 3 clusters Score: Raw -41652.722967 + Penalty 2871.820245 = -38780.902722 nChanged 25 SP:Iteration 2F (10550.840000 sec): 3 clusters Score: Raw -41762.645562 + Penalty 2871.820245 = -38890.825318 nChanged 16 SP:Iteration 3Q (10551.020000 sec): 3 clusters Score: Raw -41835.831084 + Penalty 2871.820245 = -38964.010839 nChanged 8 SP:Iteration 4Q (10551.210000 sec): 3 clusters Score: Raw -41931.150942 + Penalty 2871.820245 = -39059.330698 nChanged 5 SP:Iteration 5Q (10551.400000 sec): 3 clusters Score: Raw -41947.122731 + Penalty 2871.820245 = -39075.302486 nChanged 2 SP:Iteration 6Q (10551.590000 sec): 3 clusters Score: Raw -41950.051083 + Penalty 2871.820245 = -39078.230839 nChanged 0 SP:Iteration 7F (10551.730000 sec): 3 clusters Score: Raw -41950.051083 + Penalty 2871.820245 = -39078.230839 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (710276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10554.950000 sec): 2 clusters Score: Raw -131771642.296844 + Penalty 3341.405409 = -131768300.891436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10558.700000 sec): 3 clusters Score: Raw -131293489.576095 + Penalty 6682.810817 = -131286806.765277 nChanged 348153 SP:Iteration 1F (10562.580000 sec): 3 clusters Score: Raw -131505177.344459 + Penalty 6682.810817 = -131498494.533641 nChanged 18171 SP:Iteration 2Q (10566.690000 sec): 3 clusters Score: Raw -131509844.865284 + Penalty 6682.810817 = -131503162.054467 nChanged 24546 SP:Iteration 3Q (10570.740000 sec): 3 clusters Score: Raw -131518688.363325 + Penalty 6682.810817 = -131512005.552508 nChanged 35510 SP:Iteration 4Q (10574.780000 sec): 3 clusters Score: Raw -131536834.452049 + Penalty 6682.810817 = -131530151.641231 nChanged 51555 SP:Iteration 5F (10578.470000 sec): 3 clusters Score: Raw -131572656.857972 + Penalty 6682.810817 = -131565974.047155 nChanged 67173 SP:Iteration 6F (10582.140000 sec): 3 clusters Score: Raw -131632233.494916 + Penalty 6682.810817 = -131625550.684099 nChanged 69067 SP:Iteration 7F (10585.880000 sec): 3 clusters Score: Raw -131701603.733408 + Penalty 6682.810817 = -131694920.922590 nChanged 46585 SP:Iteration 8F (10589.550000 sec): 3 clusters Score: Raw -131748378.924183 + Penalty 6682.810817 = -131741696.113366 nChanged 18808 SP:Iteration 9Q (10593.060000 sec): 3 clusters Score: Raw -131766241.951082 + Penalty 6682.810817 = -131759559.140264 nChanged 4828 SP:Iteration 10Q (10596.290000 sec): 3 clusters Score: Raw -131770610.821080 + Penalty 6682.810817 = -131763928.010263 nChanged 956 SP:Iteration 11Q (10599.430000 sec): 3 clusters Score: Raw -131771539.927758 + Penalty 6682.810817 = -131764857.116941 nChanged 185 SP:Iteration 12Q (10602.440000 sec): 3 clusters Score: Raw -131771761.859898 + Penalty 6682.810817 = -131765079.049081 nChanged 59 SP:Iteration 13Q (10605.480000 sec): 3 clusters Score: Raw -131771852.096411 + Penalty 6682.810817 = -131765169.285594 nChanged 30 SP:Iteration 14Q (10608.360000 sec): 3 clusters Score: Raw -131771893.437873 + Penalty 6682.810817 = -131765210.627056 nChanged 16 SP:Iteration 15Q (10611.310000 sec): 3 clusters Score: Raw -131771918.376616 + Penalty 6682.810817 = -131765235.565799 nChanged 9 SP:Iteration 16Q (10614.610000 sec): 3 clusters Score: Raw -131771935.932559 + Penalty 6682.810817 = -131765253.121741 nChanged 12 SP:Iteration 17Q (10617.610000 sec): 3 clusters Score: Raw -131771952.258122 + Penalty 6682.810817 = -131765269.447304 nChanged 4 SP:Iteration 18Q (10620.650000 sec): 3 clusters Score: Raw -131771961.286165 + Penalty 6682.810817 = -131765278.475348 nChanged 4 SP:Iteration 19Q (10623.770000 sec): 3 clusters Score: Raw -131771965.395167 + Penalty 6682.810817 = -131765282.584350 nChanged 3 SP:Iteration 20F (10627.670000 sec): 3 clusters Score: Raw -131771968.881073 + Penalty 6682.810817 = -131765286.070256 nChanged 1 SP:Iteration 21Q (10630.840000 sec): 3 clusters Score: Raw -131771970.292356 + Penalty 6682.810817 = -131765287.481539 nChanged 1 SP:Iteration 22Q (10633.940000 sec): 3 clusters Score: Raw -131771970.878163 + Penalty 6682.810817 = -131765288.067346 nChanged 0 SP:Iteration 23F (10637.710000 sec): 3 clusters Score: Raw -131771970.878163 + Penalty 6682.810817 = -131765288.067346 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10638.190000 sec): 2 clusters Score: Raw -102609.608001 + Penalty 1590.130930 = -101019.477071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10638.400000 sec): 3 clusters Score: Raw -102600.993699 + Penalty 3180.261861 = -99420.731838 nChanged 138 SP:Iteration 1F (10638.610000 sec): 3 clusters Score: Raw -102877.735970 + Penalty 3180.261861 = -99697.474109 nChanged 51 SP:Iteration 2F (10638.830000 sec): 3 clusters Score: Raw -102994.892933 + Penalty 3180.261861 = -99814.631072 nChanged 35 SP:Iteration 3F (10639.020000 sec): 3 clusters Score: Raw -103108.788979 + Penalty 3180.261861 = -99928.527118 nChanged 21 SP:Iteration 4Q (10639.190000 sec): 3 clusters Score: Raw -103199.071101 + Penalty 3180.261861 = -100018.809241 nChanged 16 SP:Iteration 5Q (10639.380000 sec): 3 clusters Score: Raw -103241.126335 + Penalty 3180.261861 = -100060.864474 nChanged 8 SP:Iteration 6Q (10639.590000 sec): 3 clusters Score: Raw -103267.101752 + Penalty 3180.261861 = -100086.839891 nChanged 3 SP:Iteration 7Q (10639.780000 sec): 3 clusters Score: Raw -103312.018098 + Penalty 3180.261861 = -100131.756237 nChanged 6 SP:Iteration 8Q (10639.980000 sec): 3 clusters Score: Raw -103353.543908 + Penalty 3180.261861 = -100173.282047 nChanged 8 SP:Iteration 9Q (10640.180000 sec): 3 clusters Score: Raw -103372.613355 + Penalty 3180.261861 = -100192.351495 nChanged 5 SP:Iteration 10Q (10640.380000 sec): 3 clusters Score: Raw -103390.343001 + Penalty 3180.261861 = -100210.081140 nChanged 3 SP:Iteration 11Q (10640.570000 sec): 3 clusters Score: Raw -103398.344569 + Penalty 3180.261861 = -100218.082708 nChanged 3 SP:Iteration 12Q (10640.740000 sec): 3 clusters Score: Raw -103407.589056 + Penalty 3180.261861 = -100227.327195 nChanged 3 SP:Iteration 13Q (10640.980000 sec): 3 clusters Score: Raw -103417.340228 + Penalty 3180.261861 = -100237.078367 nChanged 6 SP:Iteration 14Q (10641.130000 sec): 3 clusters Score: Raw -103430.124206 + Penalty 3180.261861 = -100249.862345 nChanged 1 SP:Iteration 15Q (10641.320000 sec): 3 clusters Score: Raw -103432.805090 + Penalty 3180.261861 = -100252.543229 nChanged 0 SP:Iteration 16F (10641.470000 sec): 3 clusters Score: Raw -103432.805090 + Penalty 3180.261861 = -100252.543229 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10641.570000 sec): 2 clusters Score: Raw -27548.624231 + Penalty 1312.739597 = -26235.884634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10641.760000 sec): 3 clusters Score: Raw -27804.170681 + Penalty 2625.479193 = -25178.691488 nChanged 28 SP:Iteration 1F (10641.960000 sec): 3 clusters Score: Raw -28008.940459 + Penalty 2625.479193 = -25383.461266 nChanged 4 SP:Iteration 2Q (10642.140000 sec): 3 clusters Score: Raw -28041.062973 + Penalty 2625.479193 = -25415.583780 nChanged 3 SP:Iteration 3Q (10642.360000 sec): 3 clusters Score: Raw -28082.271250 + Penalty 2625.479193 = -25456.792057 nChanged 2 SP:Iteration 4Q (10642.530000 sec): 3 clusters Score: Raw -28095.800936 + Penalty 2625.479193 = -25470.321743 nChanged 5 SP:Iteration 5Q (10642.700000 sec): 3 clusters Score: Raw -28144.709077 + Penalty 2625.479193 = -25519.229884 nChanged 6 SP:Iteration 6Q (10642.860000 sec): 3 clusters Score: Raw -28208.276438 + Penalty 2625.479193 = -25582.797245 nChanged 7 SP:Iteration 7Q (10643.050000 sec): 3 clusters Score: Raw -28316.216291 + Penalty 2625.479193 = -25690.737098 nChanged 5 SP:Iteration 8Q (10643.220000 sec): 3 clusters Score: Raw -28359.146641 + Penalty 2625.479193 = -25733.667448 nChanged 2 SP:Iteration 9Q (10643.360000 sec): 3 clusters Score: Raw -28401.076352 + Penalty 2625.479193 = -25775.597159 nChanged 5 SP:Iteration 10Q (10643.530000 sec): 3 clusters Score: Raw -28485.322670 + Penalty 2625.479193 = -25859.843477 nChanged 0 SP:Iteration 11F (10643.720000 sec): 3 clusters Score: Raw -28497.081850 + Penalty 2625.479193 = -25871.602657 nChanged 4 SP:Iteration 12Q (10643.890000 sec): 3 clusters Score: Raw -28685.027619 + Penalty 2625.479193 = -26059.548426 nChanged 2 SP:Iteration 13Q (10644.120000 sec): 3 clusters Score: Raw -28749.621809 + Penalty 2625.479193 = -26124.142616 nChanged 3 SP:Iteration 14Q (10644.330000 sec): 3 clusters Score: Raw -28816.430858 + Penalty 2625.479193 = -26190.951665 nChanged 1 SP:Iteration 15Q (10644.500000 sec): 3 clusters Score: Raw -28840.427674 + Penalty 2625.479193 = -26214.948481 nChanged 1 SP:Iteration 16Q (10644.700000 sec): 3 clusters Score: Raw -28884.311409 + Penalty 2625.479193 = -26258.832216 nChanged 1 SP:Iteration 17Q (10644.900000 sec): 3 clusters Score: Raw -28907.421636 + Penalty 2625.479193 = -26281.942443 nChanged 3 SP:Iteration 18Q (10645.100000 sec): 3 clusters Score: Raw -29046.962444 + Penalty 2625.479193 = -26421.483251 nChanged 1 SP:Iteration 19Q (10645.260000 sec): 3 clusters Score: Raw -29066.857266 + Penalty 2625.479193 = -26441.378073 nChanged 0 SP:Iteration 20F (10645.420000 sec): 3 clusters Score: Raw -29070.651138 + Penalty 2625.479193 = -26445.171945 nChanged 1 SP:Iteration 21Q (10645.640000 sec): 3 clusters Score: Raw -29086.930441 + Penalty 2625.479193 = -26461.451248 nChanged 1 SP:Iteration 22Q (10645.830000 sec): 3 clusters Score: Raw -29106.231193 + Penalty 2625.479193 = -26480.752000 nChanged 0 SP:Iteration 23F (10646.050000 sec): 3 clusters Score: Raw -29106.231193 + Penalty 2625.479193 = -26480.752000 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10646.170000 sec): 2 clusters Score: Raw -23830.168841 + Penalty 1252.364290 = -22577.804551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10646.300000 sec): 3 clusters Score: Raw -24059.059208 + Penalty 2504.728580 = -21554.330628 nChanged 7 SP:Iteration 1Q (10646.530000 sec): 3 clusters Score: Raw -24120.423618 + Penalty 2504.728580 = -21615.695038 nChanged 1 SP:Iteration 2Q (10646.700000 sec): 3 clusters Score: Raw -24128.476279 + Penalty 2504.728580 = -21623.747700 nChanged 0 SP:Iteration 3F (10646.880000 sec): 3 clusters Score: Raw -24128.476279 + Penalty 2504.728580 = -21623.747700 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (133431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10647.710000 sec): 2 clusters Score: Raw -24324779.660395 + Penalty 2926.732263 = -24321852.928132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10648.660000 sec): 3 clusters Score: Raw -24238118.153693 + Penalty 5853.464526 = -24232264.689168 nChanged 63674 SP:Iteration 1F (10649.630000 sec): 3 clusters Score: Raw -24275082.292465 + Penalty 5853.464526 = -24269228.827940 nChanged 4343 SP:Iteration 2Q (10650.580000 sec): 3 clusters Score: Raw -24276134.211202 + Penalty 5853.464526 = -24270280.746677 nChanged 4504 SP:Iteration 3Q (10651.480000 sec): 3 clusters Score: Raw -24277560.047172 + Penalty 5853.464526 = -24271706.582647 nChanged 5449 SP:Iteration 4Q (10652.440000 sec): 3 clusters Score: Raw -24280077.231189 + Penalty 5853.464526 = -24274223.766664 nChanged 6998 SP:Iteration 5F (10653.300000 sec): 3 clusters Score: Raw -24284565.862018 + Penalty 5853.464526 = -24278712.397492 nChanged 8892 SP:Iteration 6F (10654.240000 sec): 3 clusters Score: Raw -24291084.170337 + Penalty 5853.464526 = -24285230.705812 nChanged 9962 SP:Iteration 7F (10655.170000 sec): 3 clusters Score: Raw -24298363.665819 + Penalty 5853.464526 = -24292510.201293 nChanged 9653 SP:Iteration 8F (10656.110000 sec): 3 clusters Score: Raw -24305933.983665 + Penalty 5853.464526 = -24300080.519140 nChanged 8595 SP:Iteration 9F (10656.980000 sec): 3 clusters Score: Raw -24313638.693537 + Penalty 5853.464526 = -24307785.229011 nChanged 6927 SP:Iteration 10F (10657.860000 sec): 3 clusters Score: Raw -24320359.702377 + Penalty 5853.464526 = -24314506.237851 nChanged 5028 SP:Iteration 11Q (10658.720000 sec): 3 clusters Score: Raw -24325075.796986 + Penalty 5853.464526 = -24319222.332460 nChanged 3688 SP:Iteration 12Q (10659.590000 sec): 3 clusters Score: Raw -24328231.546964 + Penalty 5853.464526 = -24322378.082438 nChanged 2745 SP:Iteration 13Q (10660.430000 sec): 3 clusters Score: Raw -24330501.146575 + Penalty 5853.464526 = -24324647.682049 nChanged 1973 SP:Iteration 14Q (10661.250000 sec): 3 clusters Score: Raw -24331971.052892 + Penalty 5853.464526 = -24326117.588366 nChanged 1401 SP:Iteration 15Q (10662.060000 sec): 3 clusters Score: Raw -24332755.630222 + Penalty 5853.464526 = -24326902.165696 nChanged 944 SP:Iteration 16Q (10662.890000 sec): 3 clusters Score: Raw -24333128.302719 + Penalty 5853.464526 = -24327274.838193 nChanged 650 SP:Iteration 17Q (10663.710000 sec): 3 clusters Score: Raw -24333298.190363 + Penalty 5853.464526 = -24327444.725837 nChanged 422 SP:Iteration 18Q (10664.550000 sec): 3 clusters Score: Raw -24333378.642747 + Penalty 5853.464526 = -24327525.178221 nChanged 306 SP:Iteration 19Q (10665.330000 sec): 3 clusters Score: Raw -24333423.433669 + Penalty 5853.464526 = -24327569.969144 nChanged 211 SP:Iteration 20F (10666.180000 sec): 3 clusters Score: Raw -24333446.230088 + Penalty 5853.464526 = -24327592.765562 nChanged 142 SP:Iteration 21Q (10666.970000 sec): 3 clusters Score: Raw -24333458.423268 + Penalty 5853.464526 = -24327604.958743 nChanged 108 SP:Iteration 22Q (10667.780000 sec): 3 clusters Score: Raw -24333467.145415 + Penalty 5853.464526 = -24327613.680889 nChanged 89 SP:Iteration 23Q (10668.520000 sec): 3 clusters Score: Raw -24333473.529094 + Penalty 5853.464526 = -24327620.064569 nChanged 60 SP:Iteration 24Q (10669.330000 sec): 3 clusters Score: Raw -24333477.700626 + Penalty 5853.464526 = -24327624.236100 nChanged 52 SP:Iteration 25Q (10670.130000 sec): 3 clusters Score: Raw -24333481.467451 + Penalty 5853.464526 = -24327628.002926 nChanged 45 SP:Iteration 26Q (10670.900000 sec): 3 clusters Score: Raw -24333483.892826 + Penalty 5853.464526 = -24327630.428300 nChanged 35 SP:Iteration 27Q (10671.670000 sec): 3 clusters Score: Raw -24333485.619753 + Penalty 5853.464526 = -24327632.155228 nChanged 24 SP:Iteration 28Q (10672.440000 sec): 3 clusters Score: Raw -24333486.678626 + Penalty 5853.464526 = -24327633.214100 nChanged 18 SP:Iteration 29Q (10673.240000 sec): 3 clusters Score: Raw -24333487.415357 + Penalty 5853.464526 = -24327633.950832 nChanged 15 SP:Iteration 30Q (10674.070000 sec): 3 clusters Score: Raw -24333488.067466 + Penalty 5853.464526 = -24327634.602940 nChanged 15 SP:Iteration 31Q (10674.890000 sec): 3 clusters Score: Raw -24333488.821033 + Penalty 5853.464526 = -24327635.356507 nChanged 18 SP:Iteration 32Q (10675.720000 sec): 3 clusters Score: Raw -24333489.721225 + Penalty 5853.464526 = -24327636.256700 nChanged 7 SP:Iteration 33Q (10676.530000 sec): 3 clusters Score: Raw -24333490.083310 + Penalty 5853.464526 = -24327636.618785 nChanged 8 SP:Iteration 34Q (10677.300000 sec): 3 clusters Score: Raw -24333490.376529 + Penalty 5853.464526 = -24327636.912004 nChanged 6 SP:Iteration 35Q (10678.060000 sec): 3 clusters Score: Raw -24333490.580527 + Penalty 5853.464526 = -24327637.116002 nChanged 4 SP:Iteration 36Q (10678.790000 sec): 3 clusters Score: Raw -24333490.920471 + Penalty 5853.464526 = -24327637.455945 nChanged 4 SP:Iteration 37Q (10679.600000 sec): 3 clusters Score: Raw -24333491.111834 + Penalty 5853.464526 = -24327637.647309 nChanged 4 SP:Iteration 38Q (10680.350000 sec): 3 clusters Score: Raw -24333491.257814 + Penalty 5853.464526 = -24327637.793289 nChanged 4 SP:Iteration 39Q (10681.080000 sec): 3 clusters Score: Raw -24333491.411994 + Penalty 5853.464526 = -24327637.947468 nChanged 6 SP:Iteration 40F (10681.900000 sec): 3 clusters Score: Raw -24333491.652408 + Penalty 5853.464526 = -24327638.187883 nChanged 3 SP:Iteration 41Q (10682.650000 sec): 3 clusters Score: Raw -24333491.758794 + Penalty 5853.464526 = -24327638.294268 nChanged 5 SP:Iteration 42Q (10683.420000 sec): 3 clusters Score: Raw -24333492.077095 + Penalty 5853.464526 = -24327638.612569 nChanged 5 SP:Iteration 43Q (10684.160000 sec): 3 clusters Score: Raw -24333492.275833 + Penalty 5853.464526 = -24327638.811307 nChanged 6 SP:Iteration 44Q (10684.980000 sec): 3 clusters Score: Raw -24333492.575150 + Penalty 5853.464526 = -24327639.110624 nChanged 6 SP:Iteration 45Q (10685.870000 sec): 3 clusters Score: Raw -24333492.813157 + Penalty 5853.464526 = -24327639.348631 nChanged 3 SP:Iteration 46Q (10686.740000 sec): 3 clusters Score: Raw -24333492.889695 + Penalty 5853.464526 = -24327639.425169 nChanged 3 SP:Iteration 47Q (10687.520000 sec): 3 clusters Score: Raw -24333492.995609 + Penalty 5853.464526 = -24327639.531083 nChanged 1 SP:Iteration 48Q (10688.300000 sec): 3 clusters Score: Raw -24333493.009399 + Penalty 5853.464526 = -24327639.544873 nChanged 0 SP:Iteration 49F (10689.240000 sec): 3 clusters Score: Raw -24333493.009399 + Penalty 5853.464526 = -24327639.544873 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10689.400000 sec): 2 clusters Score: Raw -234553.428684 + Penalty 1772.984636 = -232780.444048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10689.620000 sec): 3 clusters Score: Raw -234203.854252 + Penalty 3545.969273 = -230657.884979 nChanged 342 SP:Iteration 1F (10689.840000 sec): 3 clusters Score: Raw -234539.418611 + Penalty 3545.969273 = -230993.449338 nChanged 94 SP:Iteration 2F (10690.070000 sec): 3 clusters Score: Raw -234664.705376 + Penalty 3545.969273 = -231118.736103 nChanged 46 SP:Iteration 3Q (10690.210000 sec): 3 clusters Score: Raw -234730.734911 + Penalty 3545.969273 = -231184.765638 nChanged 34 SP:Iteration 4Q (10690.430000 sec): 3 clusters Score: Raw -234772.984547 + Penalty 3545.969273 = -231227.015274 nChanged 26 SP:Iteration 5Q (10690.600000 sec): 3 clusters Score: Raw -234803.657224 + Penalty 3545.969273 = -231257.687951 nChanged 22 SP:Iteration 6Q (10690.760000 sec): 3 clusters Score: Raw -234832.625029 + Penalty 3545.969273 = -231286.655756 nChanged 14 SP:Iteration 7Q (10690.980000 sec): 3 clusters Score: Raw -234854.114969 + Penalty 3545.969273 = -231308.145696 nChanged 16 SP:Iteration 8Q (10691.140000 sec): 3 clusters Score: Raw -234874.501841 + Penalty 3545.969273 = -231328.532568 nChanged 20 SP:Iteration 9Q (10691.350000 sec): 3 clusters Score: Raw -234900.428109 + Penalty 3545.969273 = -231354.458836 nChanged 24 SP:Iteration 10Q (10691.510000 sec): 3 clusters Score: Raw -234931.739915 + Penalty 3545.969273 = -231385.770642 nChanged 15 SP:Iteration 11Q (10691.670000 sec): 3 clusters Score: Raw -234949.562852 + Penalty 3545.969273 = -231403.593580 nChanged 9 SP:Iteration 12Q (10691.870000 sec): 3 clusters Score: Raw -234967.907009 + Penalty 3545.969273 = -231421.937736 nChanged 15 SP:Iteration 13Q (10692.030000 sec): 3 clusters Score: Raw -234985.201112 + Penalty 3545.969273 = -231439.231839 nChanged 10 SP:Iteration 14Q (10692.180000 sec): 3 clusters Score: Raw -235002.267884 + Penalty 3545.969273 = -231456.298611 nChanged 14 SP:Iteration 15Q (10692.390000 sec): 3 clusters Score: Raw -235020.488378 + Penalty 3545.969273 = -231474.519105 nChanged 10 SP:Iteration 16Q (10692.610000 sec): 3 clusters Score: Raw -235032.133235 + Penalty 3545.969273 = -231486.163962 nChanged 10 SP:Iteration 17Q (10692.770000 sec): 3 clusters Score: Raw -235040.645288 + Penalty 3545.969273 = -231494.676015 nChanged 4 SP:Iteration 18Q (10692.930000 sec): 3 clusters Score: Raw -235043.727120 + Penalty 3545.969273 = -231497.757847 nChanged 1 SP:Iteration 19Q (10693.140000 sec): 3 clusters Score: Raw -235044.799503 + Penalty 3545.969273 = -231498.830230 nChanged 0 SP:Iteration 20F (10693.340000 sec): 3 clusters Score: Raw -235044.799503 + Penalty 3545.969273 = -231498.830230 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (31552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10693.590000 sec): 2 clusters Score: Raw -5534300.344208 + Penalty 2569.129280 = -5531731.214928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10693.950000 sec): 3 clusters Score: Raw -5515370.641977 + Penalty 5138.258560 = -5510232.383417 nChanged 14318 SP:Iteration 1F (10694.340000 sec): 3 clusters Score: Raw -5523102.040425 + Penalty 5138.258560 = -5517963.781865 nChanged 1723 SP:Iteration 2F (10694.740000 sec): 3 clusters Score: Raw -5523788.546035 + Penalty 5138.258560 = -5518650.287476 nChanged 1634 SP:Iteration 3F (10695.120000 sec): 3 clusters Score: Raw -5524464.118610 + Penalty 5138.258560 = -5519325.860050 nChanged 1535 SP:Iteration 4Q (10695.470000 sec): 3 clusters Score: Raw -5525073.343450 + Penalty 5138.258560 = -5519935.084890 nChanged 1476 SP:Iteration 5Q (10695.830000 sec): 3 clusters Score: Raw -5525661.546725 + Penalty 5138.258560 = -5520523.288165 nChanged 1418 SP:Iteration 6Q (10696.220000 sec): 3 clusters Score: Raw -5526296.336594 + Penalty 5138.258560 = -5521158.078034 nChanged 1491 SP:Iteration 7Q (10696.580000 sec): 3 clusters Score: Raw -5527075.664943 + Penalty 5138.258560 = -5521937.406384 nChanged 1567 SP:Iteration 8Q (10697.000000 sec): 3 clusters Score: Raw -5527985.096043 + Penalty 5138.258560 = -5522846.837483 nChanged 1559 SP:Iteration 9Q (10697.310000 sec): 3 clusters Score: Raw -5529009.123639 + Penalty 5138.258560 = -5523870.865080 nChanged 1453 SP:Iteration 10Q (10697.670000 sec): 3 clusters Score: Raw -5530092.436925 + Penalty 5138.258560 = -5524954.178365 nChanged 1325 SP:Iteration 11Q (10698.030000 sec): 3 clusters Score: Raw -5531250.781576 + Penalty 5138.258560 = -5526112.523017 nChanged 1086 SP:Iteration 12Q (10698.400000 sec): 3 clusters Score: Raw -5532209.057143 + Penalty 5138.258560 = -5527070.798583 nChanged 803 SP:Iteration 13Q (10698.700000 sec): 3 clusters Score: Raw -5532870.722577 + Penalty 5138.258560 = -5527732.464017 nChanged 607 SP:Iteration 14Q (10699.050000 sec): 3 clusters Score: Raw -5533315.282239 + Penalty 5138.258560 = -5528177.023680 nChanged 471 SP:Iteration 15Q (10699.420000 sec): 3 clusters Score: Raw -5533603.791806 + Penalty 5138.258560 = -5528465.533246 nChanged 374 SP:Iteration 16Q (10699.770000 sec): 3 clusters Score: Raw -5533812.673218 + Penalty 5138.258560 = -5528674.414659 nChanged 311 SP:Iteration 17Q (10700.120000 sec): 3 clusters Score: Raw -5533988.966494 + Penalty 5138.258560 = -5528850.707934 nChanged 286 SP:Iteration 18Q (10700.510000 sec): 3 clusters Score: Raw -5534130.524853 + Penalty 5138.258560 = -5528992.266293 nChanged 223 SP:Iteration 19Q (10700.890000 sec): 3 clusters Score: Raw -5534236.640164 + Penalty 5138.258560 = -5529098.381605 nChanged 194 SP:Iteration 20F (10701.220000 sec): 3 clusters Score: Raw -5534321.784474 + Penalty 5138.258560 = -5529183.525914 nChanged 150 SP:Iteration 21Q (10701.550000 sec): 3 clusters Score: Raw -5534393.474701 + Penalty 5138.258560 = -5529255.216141 nChanged 131 SP:Iteration 22Q (10701.860000 sec): 3 clusters Score: Raw -5534453.898233 + Penalty 5138.258560 = -5529315.639673 nChanged 124 SP:Iteration 23Q (10702.160000 sec): 3 clusters Score: Raw -5534513.758106 + Penalty 5138.258560 = -5529375.499547 nChanged 115 SP:Iteration 24Q (10702.470000 sec): 3 clusters Score: Raw -5534567.715314 + Penalty 5138.258560 = -5529429.456755 nChanged 101 SP:Iteration 25Q (10702.780000 sec): 3 clusters Score: Raw -5534613.215522 + Penalty 5138.258560 = -5529474.956962 nChanged 82 SP:Iteration 26Q (10703.090000 sec): 3 clusters Score: Raw -5534646.577281 + Penalty 5138.258560 = -5529508.318722 nChanged 69 SP:Iteration 27Q (10703.450000 sec): 3 clusters Score: Raw -5534673.816917 + Penalty 5138.258560 = -5529535.558358 nChanged 61 SP:Iteration 28Q (10703.800000 sec): 3 clusters Score: Raw -5534699.579824 + Penalty 5138.258560 = -5529561.321264 nChanged 53 SP:Iteration 29Q (10704.200000 sec): 3 clusters Score: Raw -5534722.815183 + Penalty 5138.258560 = -5529584.556623 nChanged 53 SP:Iteration 30Q (10704.500000 sec): 3 clusters Score: Raw -5534744.410315 + Penalty 5138.258560 = -5529606.151755 nChanged 43 SP:Iteration 31Q (10704.820000 sec): 3 clusters Score: Raw -5534758.396547 + Penalty 5138.258560 = -5529620.137987 nChanged 30 SP:Iteration 32Q (10705.180000 sec): 3 clusters Score: Raw -5534771.519660 + Penalty 5138.258560 = -5529633.261100 nChanged 36 SP:Iteration 33Q (10705.540000 sec): 3 clusters Score: Raw -5534790.272956 + Penalty 5138.258560 = -5529652.014396 nChanged 43 SP:Iteration 34Q (10705.840000 sec): 3 clusters Score: Raw -5534809.943016 + Penalty 5138.258560 = -5529671.684457 nChanged 36 SP:Iteration 35Q (10706.220000 sec): 3 clusters Score: Raw -5534832.131445 + Penalty 5138.258560 = -5529693.872885 nChanged 46 SP:Iteration 36Q (10706.540000 sec): 3 clusters Score: Raw -5534859.444224 + Penalty 5138.258560 = -5529721.185664 nChanged 44 SP:Iteration 37Q (10706.860000 sec): 3 clusters Score: Raw -5534881.082729 + Penalty 5138.258560 = -5529742.824170 nChanged 20 SP:Iteration 38Q (10707.200000 sec): 3 clusters Score: Raw -5534889.721768 + Penalty 5138.258560 = -5529751.463208 nChanged 19 SP:Iteration 39Q (10707.530000 sec): 3 clusters Score: Raw -5534897.433276 + Penalty 5138.258560 = -5529759.174716 nChanged 22 SP:Iteration 40F (10707.850000 sec): 3 clusters Score: Raw -5534905.225192 + Penalty 5138.258560 = -5529766.966632 nChanged 9 SP:Iteration 41Q (10708.200000 sec): 3 clusters Score: Raw -5534908.454327 + Penalty 5138.258560 = -5529770.195767 nChanged 7 SP:Iteration 42Q (10708.540000 sec): 3 clusters Score: Raw -5534911.288870 + Penalty 5138.258560 = -5529773.030310 nChanged 3 SP:Iteration 43Q (10708.830000 sec): 3 clusters Score: Raw -5534912.353935 + Penalty 5138.258560 = -5529774.095376 nChanged 1 SP:Iteration 44Q (10709.150000 sec): 3 clusters Score: Raw -5534912.592539 + Penalty 5138.258560 = -5529774.333980 nChanged 1 SP:Iteration 45Q (10709.500000 sec): 3 clusters Score: Raw -5534912.980449 + Penalty 5138.258560 = -5529774.721889 nChanged 1 SP:Iteration 46Q (10709.860000 sec): 3 clusters Score: Raw -5534913.331723 + Penalty 5138.258560 = -5529775.073164 nChanged 0 SP:Iteration 47F (10710.240000 sec): 3 clusters Score: Raw -5534913.331723 + Penalty 5138.258560 = -5529775.073164 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10710.330000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10710.550000 sec): 3 clusters Score: Raw -93854.403234 + Penalty 3143.065563 = -90711.337671 nChanged 111 SP:Iteration 1F (10710.740000 sec): 3 clusters Score: Raw -94114.863160 + Penalty 3143.065563 = -90971.797598 nChanged 27 SP:Iteration 2Q (10710.950000 sec): 3 clusters Score: Raw -94182.595609 + Penalty 3143.065563 = -91039.530046 nChanged 20 SP:Iteration 3Q (10711.160000 sec): 3 clusters Score: Raw -94243.995121 + Penalty 3143.065563 = -91100.929558 nChanged 20 SP:Iteration 4Q (10711.300000 sec): 3 clusters Score: Raw -94308.020664 + Penalty 3143.065563 = -91164.955101 nChanged 10 SP:Iteration 5Q (10711.520000 sec): 3 clusters Score: Raw -94340.279372 + Penalty 3143.065563 = -91197.213809 nChanged 11 SP:Iteration 6Q (10711.710000 sec): 3 clusters Score: Raw -94373.356058 + Penalty 3143.065563 = -91230.290495 nChanged 7 SP:Iteration 7Q (10711.860000 sec): 3 clusters Score: Raw -94389.459595 + Penalty 3143.065563 = -91246.394032 nChanged 3 SP:Iteration 8Q (10712.060000 sec): 3 clusters Score: Raw -94397.296474 + Penalty 3143.065563 = -91254.230912 nChanged 1 SP:Iteration 9Q (10712.230000 sec): 3 clusters Score: Raw -94399.344127 + Penalty 3143.065563 = -91256.278564 nChanged 1 SP:Iteration 10Q (10712.430000 sec): 3 clusters Score: Raw -94400.972868 + Penalty 3143.065563 = -91257.907306 nChanged 2 SP:Iteration 11Q (10712.610000 sec): 3 clusters Score: Raw -94408.612886 + Penalty 3143.065563 = -91265.547323 nChanged 2 SP:Iteration 12Q (10712.830000 sec): 3 clusters Score: Raw -94413.529154 + Penalty 3143.065563 = -91270.463592 nChanged 4 SP:Iteration 13Q (10713.020000 sec): 3 clusters Score: Raw -94427.184689 + Penalty 3143.065563 = -91284.119126 nChanged 7 SP:Iteration 14Q (10713.180000 sec): 3 clusters Score: Raw -94440.932329 + Penalty 3143.065563 = -91297.866766 nChanged 5 SP:Iteration 15Q (10713.400000 sec): 3 clusters Score: Raw -94470.178319 + Penalty 3143.065563 = -91327.112757 nChanged 10 SP:Iteration 16Q (10713.580000 sec): 3 clusters Score: Raw -94516.490085 + Penalty 3143.065563 = -91373.424522 nChanged 11 SP:Iteration 17Q (10713.760000 sec): 3 clusters Score: Raw -94563.154726 + Penalty 3143.065563 = -91420.089163 nChanged 13 SP:Iteration 18Q (10713.960000 sec): 3 clusters Score: Raw -94615.220824 + Penalty 3143.065563 = -91472.155262 nChanged 8 SP:Iteration 19Q (10714.150000 sec): 3 clusters Score: Raw -94641.839008 + Penalty 3143.065563 = -91498.773446 nChanged 4 SP:Iteration 20F (10714.380000 sec): 3 clusters Score: Raw -94658.086288 + Penalty 3143.065563 = -91515.020725 nChanged 6 SP:Iteration 21Q (10714.560000 sec): 3 clusters Score: Raw -94682.077622 + Penalty 3143.065563 = -91539.012059 nChanged 4 SP:Iteration 22Q (10714.740000 sec): 3 clusters Score: Raw -94690.494811 + Penalty 3143.065563 = -91547.429248 nChanged 5 SP:Iteration 23Q (10714.910000 sec): 3 clusters Score: Raw -94704.183239 + Penalty 3143.065563 = -91561.117677 nChanged 5 SP:Iteration 24Q (10715.110000 sec): 3 clusters Score: Raw -94717.822405 + Penalty 3143.065563 = -91574.756842 nChanged 3 SP:Iteration 25Q (10715.320000 sec): 3 clusters Score: Raw -94725.225646 + Penalty 3143.065563 = -91582.160083 nChanged 4 SP:Iteration 26Q (10715.460000 sec): 3 clusters Score: Raw -94735.456597 + Penalty 3143.065563 = -91592.391035 nChanged 1 SP:Iteration 27Q (10715.660000 sec): 3 clusters Score: Raw -94736.393750 + Penalty 3143.065563 = -91593.328187 nChanged 0 SP:Iteration 28F (10715.880000 sec): 3 clusters Score: Raw -94736.393750 + Penalty 3143.065563 = -91593.328187 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (21304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10716.060000 sec): 2 clusters Score: Raw -3686665.650827 + Penalty 2471.729232 = -3684193.921596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10716.360000 sec): 3 clusters Score: Raw -3674210.447908 + Penalty 4943.458463 = -3669266.989444 nChanged 9382 SP:Iteration 1F (10716.620000 sec): 3 clusters Score: Raw -3679585.943228 + Penalty 4943.458463 = -3674642.484764 nChanged 1377 SP:Iteration 2F (10716.910000 sec): 3 clusters Score: Raw -3680370.384613 + Penalty 4943.458463 = -3675426.926149 nChanged 1270 SP:Iteration 3F (10717.270000 sec): 3 clusters Score: Raw -3681171.626496 + Penalty 4943.458463 = -3676228.168033 nChanged 1205 SP:Iteration 4F (10717.520000 sec): 3 clusters Score: Raw -3681968.388153 + Penalty 4943.458463 = -3677024.929690 nChanged 1163 SP:Iteration 5F (10717.840000 sec): 3 clusters Score: Raw -3682649.987189 + Penalty 4943.458463 = -3677706.528725 nChanged 1044 SP:Iteration 6Q (10718.160000 sec): 3 clusters Score: Raw -3683266.861937 + Penalty 4943.458463 = -3678323.403473 nChanged 964 SP:Iteration 7Q (10718.420000 sec): 3 clusters Score: Raw -3683807.759103 + Penalty 4943.458463 = -3678864.300640 nChanged 894 SP:Iteration 8Q (10718.750000 sec): 3 clusters Score: Raw -3684318.153634 + Penalty 4943.458463 = -3679374.695171 nChanged 885 SP:Iteration 9Q (10719.070000 sec): 3 clusters Score: Raw -3684842.766982 + Penalty 4943.458463 = -3679899.308518 nChanged 882 SP:Iteration 10Q (10719.390000 sec): 3 clusters Score: Raw -3685407.224114 + Penalty 4943.458463 = -3680463.765651 nChanged 851 SP:Iteration 11Q (10719.720000 sec): 3 clusters Score: Raw -3685975.750589 + Penalty 4943.458463 = -3681032.292126 nChanged 743 SP:Iteration 12Q (10720.020000 sec): 3 clusters Score: Raw -3686505.396898 + Penalty 4943.458463 = -3681561.938434 nChanged 660 SP:Iteration 13Q (10720.340000 sec): 3 clusters Score: Raw -3686974.383415 + Penalty 4943.458463 = -3682030.924952 nChanged 488 SP:Iteration 14Q (10720.650000 sec): 3 clusters Score: Raw -3687334.909111 + Penalty 4943.458463 = -3682391.450648 nChanged 394 SP:Iteration 15Q (10720.950000 sec): 3 clusters Score: Raw -3687624.588836 + Penalty 4943.458463 = -3682681.130373 nChanged 292 SP:Iteration 16Q (10721.320000 sec): 3 clusters Score: Raw -3687839.603986 + Penalty 4943.458463 = -3682896.145523 nChanged 198 SP:Iteration 17Q (10721.560000 sec): 3 clusters Score: Raw -3687973.671628 + Penalty 4943.458463 = -3683030.213165 nChanged 127 SP:Iteration 18Q (10721.910000 sec): 3 clusters Score: Raw -3688049.377419 + Penalty 4943.458463 = -3683105.918955 nChanged 87 SP:Iteration 19Q (10722.220000 sec): 3 clusters Score: Raw -3688094.657322 + Penalty 4943.458463 = -3683151.198859 nChanged 53 SP:Iteration 20F (10722.530000 sec): 3 clusters Score: Raw -3688116.682138 + Penalty 4943.458463 = -3683173.223674 nChanged 37 SP:Iteration 21Q (10722.850000 sec): 3 clusters Score: Raw -3688128.700035 + Penalty 4943.458463 = -3683185.241572 nChanged 22 SP:Iteration 22Q (10723.120000 sec): 3 clusters Score: Raw -3688136.824932 + Penalty 4943.458463 = -3683193.366469 nChanged 13 SP:Iteration 23Q (10723.420000 sec): 3 clusters Score: Raw -3688141.098208 + Penalty 4943.458463 = -3683197.639744 nChanged 7 SP:Iteration 24Q (10723.700000 sec): 3 clusters Score: Raw -3688143.486448 + Penalty 4943.458463 = -3683200.027985 nChanged 10 SP:Iteration 25Q (10723.980000 sec): 3 clusters Score: Raw -3688146.297047 + Penalty 4943.458463 = -3683202.838584 nChanged 7 SP:Iteration 26Q (10724.250000 sec): 3 clusters Score: Raw -3688147.973779 + Penalty 4943.458463 = -3683204.515316 nChanged 1 SP:Iteration 27Q (10724.560000 sec): 3 clusters Score: Raw -3688148.417204 + Penalty 4943.458463 = -3683204.958741 nChanged 2 SP:Iteration 28Q (10724.880000 sec): 3 clusters Score: Raw -3688148.988818 + Penalty 4943.458463 = -3683205.530355 nChanged 1 SP:Iteration 29Q (10725.210000 sec): 3 clusters Score: Raw -3688149.100299 + Penalty 4943.458463 = -3683205.641836 nChanged 0 SP:Iteration 30F (10725.510000 sec): 3 clusters Score: Raw -3688149.100299 + Penalty 4943.458463 = -3683205.641836 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10725.620000 sec): 2 clusters Score: Raw -99082.112919 + Penalty 1569.770785 = -97512.342134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10725.790000 sec): 3 clusters Score: Raw -99101.665062 + Penalty 3139.541569 = -95962.123493 nChanged 109 SP:Iteration 1F (10725.970000 sec): 3 clusters Score: Raw -99308.829629 + Penalty 3139.541569 = -96169.288059 nChanged 31 SP:Iteration 2F (10726.150000 sec): 3 clusters Score: Raw -99390.630567 + Penalty 3139.541569 = -96251.088998 nChanged 13 SP:Iteration 3Q (10726.300000 sec): 3 clusters Score: Raw -99419.979660 + Penalty 3139.541569 = -96280.438090 nChanged 7 SP:Iteration 4Q (10726.490000 sec): 3 clusters Score: Raw -99431.991323 + Penalty 3139.541569 = -96292.449754 nChanged 4 SP:Iteration 5Q (10726.670000 sec): 3 clusters Score: Raw -99440.020479 + Penalty 3139.541569 = -96300.478910 nChanged 4 SP:Iteration 6Q (10726.900000 sec): 3 clusters Score: Raw -99448.817482 + Penalty 3139.541569 = -96309.275913 nChanged 1 SP:Iteration 7Q (10727.060000 sec): 3 clusters Score: Raw -99449.925180 + Penalty 3139.541569 = -96310.383611 nChanged 2 SP:Iteration 8Q (10727.250000 sec): 3 clusters Score: Raw -99451.197858 + Penalty 3139.541569 = -96311.656289 nChanged 0 SP:Iteration 9F (10727.410000 sec): 3 clusters Score: Raw -99451.197858 + Penalty 3139.541569 = -96311.656289 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10727.600000 sec): 2 clusters Score: Raw -2986508.235606 + Penalty 2408.101037 = -2984100.134569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10727.860000 sec): 3 clusters Score: Raw -2977113.254887 + Penalty 4816.202074 = -2972297.052813 nChanged 7209 SP:Iteration 1F (10728.160000 sec): 3 clusters Score: Raw -2981331.758816 + Penalty 4816.202074 = -2976515.556743 nChanged 1123 SP:Iteration 2F (10728.450000 sec): 3 clusters Score: Raw -2981988.108131 + Penalty 4816.202074 = -2977171.906057 nChanged 1063 SP:Iteration 3F (10728.730000 sec): 3 clusters Score: Raw -2982681.193666 + Penalty 4816.202074 = -2977864.991592 nChanged 1042 SP:Iteration 4F (10728.990000 sec): 3 clusters Score: Raw -2983422.580487 + Penalty 4816.202074 = -2978606.378414 nChanged 1065 SP:Iteration 5F (10729.290000 sec): 3 clusters Score: Raw -2984205.338808 + Penalty 4816.202074 = -2979389.136735 nChanged 990 SP:Iteration 6F (10729.550000 sec): 3 clusters Score: Raw -2985007.857071 + Penalty 4816.202074 = -2980191.654998 nChanged 920 SP:Iteration 7F (10729.850000 sec): 3 clusters Score: Raw -2985758.007630 + Penalty 4816.202074 = -2980941.805557 nChanged 696 SP:Iteration 8Q (10730.090000 sec): 3 clusters Score: Raw -2986280.396159 + Penalty 4816.202074 = -2981464.194086 nChanged 500 SP:Iteration 9Q (10730.360000 sec): 3 clusters Score: Raw -2986608.664473 + Penalty 4816.202074 = -2981792.462399 nChanged 333 SP:Iteration 10Q (10730.690000 sec): 3 clusters Score: Raw -2986807.264845 + Penalty 4816.202074 = -2981991.062772 nChanged 256 SP:Iteration 11Q (10730.980000 sec): 3 clusters Score: Raw -2986952.793779 + Penalty 4816.202074 = -2982136.591706 nChanged 186 SP:Iteration 12Q (10731.230000 sec): 3 clusters Score: Raw -2987053.253066 + Penalty 4816.202074 = -2982237.050993 nChanged 158 SP:Iteration 13Q (10731.530000 sec): 3 clusters Score: Raw -2987130.473840 + Penalty 4816.202074 = -2982314.271766 nChanged 138 SP:Iteration 14Q (10731.800000 sec): 3 clusters Score: Raw -2987186.262616 + Penalty 4816.202074 = -2982370.060543 nChanged 113 SP:Iteration 15Q (10732.150000 sec): 3 clusters Score: Raw -2987229.838656 + Penalty 4816.202074 = -2982413.636582 nChanged 101 SP:Iteration 16Q (10732.400000 sec): 3 clusters Score: Raw -2987266.178922 + Penalty 4816.202074 = -2982449.976849 nChanged 66 SP:Iteration 17Q (10732.740000 sec): 3 clusters Score: Raw -2987287.883536 + Penalty 4816.202074 = -2982471.681463 nChanged 58 SP:Iteration 18Q (10733.000000 sec): 3 clusters Score: Raw -2987304.425643 + Penalty 4816.202074 = -2982488.223569 nChanged 42 SP:Iteration 19Q (10733.250000 sec): 3 clusters Score: Raw -2987314.189719 + Penalty 4816.202074 = -2982497.987646 nChanged 35 SP:Iteration 20F (10733.550000 sec): 3 clusters Score: Raw -2987320.289531 + Penalty 4816.202074 = -2982504.087458 nChanged 24 SP:Iteration 21Q (10733.890000 sec): 3 clusters Score: Raw -2987325.135948 + Penalty 4816.202074 = -2982508.933874 nChanged 17 SP:Iteration 22Q (10734.120000 sec): 3 clusters Score: Raw -2987328.038021 + Penalty 4816.202074 = -2982511.835947 nChanged 18 SP:Iteration 23Q (10734.370000 sec): 3 clusters Score: Raw -2987332.094511 + Penalty 4816.202074 = -2982515.892437 nChanged 16 SP:Iteration 24Q (10734.590000 sec): 3 clusters Score: Raw -2987334.767880 + Penalty 4816.202074 = -2982518.565807 nChanged 9 SP:Iteration 25Q (10734.890000 sec): 3 clusters Score: Raw -2987335.941558 + Penalty 4816.202074 = -2982519.739484 nChanged 5 SP:Iteration 26Q (10735.130000 sec): 3 clusters Score: Raw -2987336.718974 + Penalty 4816.202074 = -2982520.516900 nChanged 5 SP:Iteration 27Q (10735.380000 sec): 3 clusters Score: Raw -2987337.934520 + Penalty 4816.202074 = -2982521.732447 nChanged 5 SP:Iteration 28Q (10735.650000 sec): 3 clusters Score: Raw -2987338.521691 + Penalty 4816.202074 = -2982522.319618 nChanged 6 SP:Iteration 29Q (10735.840000 sec): 3 clusters Score: Raw -2987339.236681 + Penalty 4816.202074 = -2982523.034607 nChanged 5 SP:Iteration 30Q (10736.130000 sec): 3 clusters Score: Raw -2987339.871316 + Penalty 4816.202074 = -2982523.669243 nChanged 2 SP:Iteration 31Q (10736.360000 sec): 3 clusters Score: Raw -2987340.101347 + Penalty 4816.202074 = -2982523.899273 nChanged 0 SP:Iteration 32F (10736.640000 sec): 3 clusters Score: Raw -2987340.101347 + Penalty 4816.202074 = -2982523.899273 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10736.740000 sec): 2 clusters Score: Raw -25739.198292 + Penalty 1381.894200 = -24357.304092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10736.920000 sec): 3 clusters Score: Raw -26110.981780 + Penalty 2763.788400 = -23347.193380 nChanged 60 SP:Iteration 1F (10737.150000 sec): 3 clusters Score: Raw -26368.134614 + Penalty 2763.788400 = -23604.346214 nChanged 21 SP:Iteration 2F (10737.330000 sec): 3 clusters Score: Raw -26607.174808 + Penalty 2763.788400 = -23843.386408 nChanged 16 SP:Iteration 3F (10737.480000 sec): 3 clusters Score: Raw -26784.387256 + Penalty 2763.788400 = -24020.598856 nChanged 10 SP:Iteration 4Q (10737.700000 sec): 3 clusters Score: Raw -26942.133979 + Penalty 2763.788400 = -24178.345579 nChanged 5 SP:Iteration 5Q (10737.830000 sec): 3 clusters Score: Raw -27009.245543 + Penalty 2763.788400 = -24245.457143 nChanged 5 SP:Iteration 6Q (10738.020000 sec): 3 clusters Score: Raw -27106.838653 + Penalty 2763.788400 = -24343.050253 nChanged 5 SP:Iteration 7Q (10738.220000 sec): 3 clusters Score: Raw -27226.588155 + Penalty 2763.788400 = -24462.799755 nChanged 2 SP:Iteration 8Q (10738.360000 sec): 3 clusters Score: Raw -27250.834654 + Penalty 2763.788400 = -24487.046254 nChanged 2 SP:Iteration 9Q (10738.540000 sec): 3 clusters Score: Raw -27266.333106 + Penalty 2763.788400 = -24502.544706 nChanged 2 SP:Iteration 10Q (10738.720000 sec): 3 clusters Score: Raw -27309.990491 + Penalty 2763.788400 = -24546.202091 nChanged 0 SP:Iteration 11F (10738.860000 sec): 3 clusters Score: Raw -27309.990491 + Penalty 2763.788400 = -24546.202091 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10739.020000 sec): 2 clusters Score: Raw -371088.896214 + Penalty 1905.940415 = -369182.955799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10739.170000 sec): 3 clusters Score: Raw -370206.755001 + Penalty 3811.880830 = -366394.874171 nChanged 738 SP:Iteration 1F (10739.360000 sec): 3 clusters Score: Raw -370793.579674 + Penalty 3811.880830 = -366981.698844 nChanged 211 SP:Iteration 2F (10739.570000 sec): 3 clusters Score: Raw -371049.430725 + Penalty 3811.880830 = -367237.549896 nChanged 152 SP:Iteration 3F (10739.730000 sec): 3 clusters Score: Raw -371289.123949 + Penalty 3811.880830 = -367477.243119 nChanged 135 SP:Iteration 4F (10739.930000 sec): 3 clusters Score: Raw -371478.354284 + Penalty 3811.880830 = -367666.473455 nChanged 105 SP:Iteration 5Q (10740.120000 sec): 3 clusters Score: Raw -371605.921568 + Penalty 3811.880830 = -367794.040739 nChanged 94 SP:Iteration 6Q (10740.290000 sec): 3 clusters Score: Raw -371731.064465 + Penalty 3811.880830 = -367919.183636 nChanged 89 SP:Iteration 7Q (10740.540000 sec): 3 clusters Score: Raw -371867.394067 + Penalty 3811.880830 = -368055.513237 nChanged 86 SP:Iteration 8Q (10740.710000 sec): 3 clusters Score: Raw -372015.139782 + Penalty 3811.880830 = -368203.258953 nChanged 86 SP:Iteration 9Q (10740.880000 sec): 3 clusters Score: Raw -372162.288846 + Penalty 3811.880830 = -368350.408017 nChanged 85 SP:Iteration 10Q (10741.100000 sec): 3 clusters Score: Raw -372296.599416 + Penalty 3811.880830 = -368484.718586 nChanged 52 SP:Iteration 11Q (10741.270000 sec): 3 clusters Score: Raw -372404.097216 + Penalty 3811.880830 = -368592.216386 nChanged 52 SP:Iteration 12Q (10741.460000 sec): 3 clusters Score: Raw -372479.206548 + Penalty 3811.880830 = -368667.325719 nChanged 33 SP:Iteration 13Q (10741.650000 sec): 3 clusters Score: Raw -372530.731773 + Penalty 3811.880830 = -368718.850943 nChanged 29 SP:Iteration 14Q (10741.840000 sec): 3 clusters Score: Raw -372581.471988 + Penalty 3811.880830 = -368769.591158 nChanged 32 SP:Iteration 15Q (10742.040000 sec): 3 clusters Score: Raw -372629.194276 + Penalty 3811.880830 = -368817.313446 nChanged 31 SP:Iteration 16Q (10742.200000 sec): 3 clusters Score: Raw -372678.692438 + Penalty 3811.880830 = -368866.811608 nChanged 31 SP:Iteration 17Q (10742.410000 sec): 3 clusters Score: Raw -372732.901345 + Penalty 3811.880830 = -368921.020516 nChanged 32 SP:Iteration 18Q (10742.600000 sec): 3 clusters Score: Raw -372785.821899 + Penalty 3811.880830 = -368973.941070 nChanged 24 SP:Iteration 19Q (10742.790000 sec): 3 clusters Score: Raw -372831.284497 + Penalty 3811.880830 = -369019.403667 nChanged 24 SP:Iteration 20F (10742.980000 sec): 3 clusters Score: Raw -372873.482740 + Penalty 3811.880830 = -369061.601911 nChanged 23 SP:Iteration 21Q (10743.170000 sec): 3 clusters Score: Raw -372922.050264 + Penalty 3811.880830 = -369110.169435 nChanged 20 SP:Iteration 22Q (10743.340000 sec): 3 clusters Score: Raw -372963.372289 + Penalty 3811.880830 = -369151.491459 nChanged 22 SP:Iteration 23Q (10743.550000 sec): 3 clusters Score: Raw -372997.415049 + Penalty 3811.880830 = -369185.534219 nChanged 22 SP:Iteration 24Q (10743.740000 sec): 3 clusters Score: Raw -373041.229425 + Penalty 3811.880830 = -369229.348596 nChanged 16 SP:Iteration 25Q (10743.930000 sec): 3 clusters Score: Raw -373076.997792 + Penalty 3811.880830 = -369265.116963 nChanged 15 SP:Iteration 26Q (10744.120000 sec): 3 clusters Score: Raw -373096.211917 + Penalty 3811.880830 = -369284.331087 nChanged 9 SP:Iteration 27Q (10744.340000 sec): 3 clusters Score: Raw -373103.661313 + Penalty 3811.880830 = -369291.780483 nChanged 3 SP:Iteration 28Q (10744.550000 sec): 3 clusters Score: Raw -373106.097340 + Penalty 3811.880830 = -369294.216510 nChanged 0 SP:Iteration 29F (10744.750000 sec): 3 clusters Score: Raw -373106.097340 + Penalty 3811.880830 = -369294.216510 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10745.280000 sec): 2 clusters Score: Raw -17444993.112961 + Penalty 2842.207908 = -17442150.905053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10745.920000 sec): 3 clusters Score: Raw -17384500.934504 + Penalty 5684.415816 = -17378816.518688 nChanged 44632 SP:Iteration 1F (10746.570000 sec): 3 clusters Score: Raw -17409596.567462 + Penalty 5684.415816 = -17403912.151646 nChanged 2885 SP:Iteration 2Q (10747.290000 sec): 3 clusters Score: Raw -17410259.486434 + Penalty 5684.415816 = -17404575.070618 nChanged 2952 SP:Iteration 3Q (10748.060000 sec): 3 clusters Score: Raw -17411017.795149 + Penalty 5684.415816 = -17405333.379333 nChanged 3131 SP:Iteration 4Q (10748.880000 sec): 3 clusters Score: Raw -17412009.003919 + Penalty 5684.415816 = -17406324.588103 nChanged 3584 SP:Iteration 5Q (10749.640000 sec): 3 clusters Score: Raw -17413366.165622 + Penalty 5684.415816 = -17407681.749806 nChanged 4000 SP:Iteration 6Q (10750.330000 sec): 3 clusters Score: Raw -17415015.996313 + Penalty 5684.415816 = -17409331.580497 nChanged 4445 SP:Iteration 7Q (10751.080000 sec): 3 clusters Score: Raw -17416998.917003 + Penalty 5684.415816 = -17411314.501187 nChanged 4694 SP:Iteration 8Q (10751.820000 sec): 3 clusters Score: Raw -17419229.743446 + Penalty 5684.415816 = -17413545.327630 nChanged 4806 SP:Iteration 9F (10752.460000 sec): 3 clusters Score: Raw -17421620.440868 + Penalty 5684.415816 = -17415936.025052 nChanged 4903 SP:Iteration 10F (10753.090000 sec): 3 clusters Score: Raw -17424262.507697 + Penalty 5684.415816 = -17418578.091881 nChanged 4747 SP:Iteration 11F (10753.710000 sec): 3 clusters Score: Raw -17427218.200435 + Penalty 5684.415816 = -17421533.784619 nChanged 4423 SP:Iteration 12Q (10754.350000 sec): 3 clusters Score: Raw -17430346.231257 + Penalty 5684.415816 = -17424661.815441 nChanged 3852 SP:Iteration 13Q (10755.020000 sec): 3 clusters Score: Raw -17432735.592678 + Penalty 5684.415816 = -17427051.176862 nChanged 2921 SP:Iteration 14Q (10755.660000 sec): 3 clusters Score: Raw -17434018.003377 + Penalty 5684.415816 = -17428333.587561 nChanged 2051 SP:Iteration 15Q (10756.260000 sec): 3 clusters Score: Raw -17434728.289966 + Penalty 5684.415816 = -17429043.874150 nChanged 1686 SP:Iteration 16Q (10756.900000 sec): 3 clusters Score: Raw -17435281.115543 + Penalty 5684.415816 = -17429596.699727 nChanged 1608 SP:Iteration 17Q (10757.540000 sec): 3 clusters Score: Raw -17435783.459464 + Penalty 5684.415816 = -17430099.043648 nChanged 1519 SP:Iteration 18Q (10758.240000 sec): 3 clusters Score: Raw -17436251.314279 + Penalty 5684.415816 = -17430566.898463 nChanged 1481 SP:Iteration 19Q (10758.920000 sec): 3 clusters Score: Raw -17436709.499921 + Penalty 5684.415816 = -17431025.084105 nChanged 1535 SP:Iteration 20F (10759.630000 sec): 3 clusters Score: Raw -17437213.573126 + Penalty 5684.415816 = -17431529.157310 nChanged 1582 SP:Iteration 21Q (10760.270000 sec): 3 clusters Score: Raw -17437749.464512 + Penalty 5684.415816 = -17432065.048696 nChanged 1590 SP:Iteration 22Q (10761.000000 sec): 3 clusters Score: Raw -17438319.956018 + Penalty 5684.415816 = -17432635.540202 nChanged 1616 SP:Iteration 23Q (10761.630000 sec): 3 clusters Score: Raw -17438926.873608 + Penalty 5684.415816 = -17433242.457792 nChanged 1645 SP:Iteration 24Q (10762.250000 sec): 3 clusters Score: Raw -17439573.727165 + Penalty 5684.415816 = -17433889.311348 nChanged 1687 SP:Iteration 25Q (10763.030000 sec): 3 clusters Score: Raw -17440286.702581 + Penalty 5684.415816 = -17434602.286765 nChanged 1626 SP:Iteration 26Q (10763.690000 sec): 3 clusters Score: Raw -17441007.123259 + Penalty 5684.415816 = -17435322.707443 nChanged 1544 SP:Iteration 27Q (10764.390000 sec): 3 clusters Score: Raw -17441695.669356 + Penalty 5684.415816 = -17436011.253540 nChanged 1418 SP:Iteration 28Q (10765.010000 sec): 3 clusters Score: Raw -17442346.327039 + Penalty 5684.415816 = -17436661.911223 nChanged 1224 SP:Iteration 29Q (10765.650000 sec): 3 clusters Score: Raw -17442893.579471 + Penalty 5684.415816 = -17437209.163655 nChanged 1110 SP:Iteration 30Q (10766.310000 sec): 3 clusters Score: Raw -17443398.218214 + Penalty 5684.415816 = -17437713.802398 nChanged 972 SP:Iteration 31Q (10766.980000 sec): 3 clusters Score: Raw -17443846.309263 + Penalty 5684.415816 = -17438161.893447 nChanged 790 SP:Iteration 32Q (10767.630000 sec): 3 clusters Score: Raw -17444205.435267 + Penalty 5684.415816 = -17438521.019451 nChanged 696 SP:Iteration 33Q (10768.260000 sec): 3 clusters Score: Raw -17444532.007543 + Penalty 5684.415816 = -17438847.591727 nChanged 603 SP:Iteration 34Q (10768.870000 sec): 3 clusters Score: Raw -17444829.660224 + Penalty 5684.415816 = -17439145.244408 nChanged 458 SP:Iteration 35Q (10769.450000 sec): 3 clusters Score: Raw -17445045.177230 + Penalty 5684.415816 = -17439360.761414 nChanged 375 SP:Iteration 36Q (10770.050000 sec): 3 clusters Score: Raw -17445209.536443 + Penalty 5684.415816 = -17439525.120627 nChanged 288 SP:Iteration 37Q (10770.600000 sec): 3 clusters Score: Raw -17445336.071157 + Penalty 5684.415816 = -17439651.655341 nChanged 242 SP:Iteration 38Q (10771.190000 sec): 3 clusters Score: Raw -17445439.656386 + Penalty 5684.415816 = -17439755.240570 nChanged 182 SP:Iteration 39Q (10771.730000 sec): 3 clusters Score: Raw -17445513.626760 + Penalty 5684.415816 = -17439829.210944 nChanged 148 SP:Iteration 40F (10772.420000 sec): 3 clusters Score: Raw -17445573.770708 + Penalty 5684.415816 = -17439889.354892 nChanged 109 SP:Iteration 41Q (10773.040000 sec): 3 clusters Score: Raw -17445618.697475 + Penalty 5684.415816 = -17439934.281659 nChanged 92 SP:Iteration 42Q (10773.680000 sec): 3 clusters Score: Raw -17445662.262426 + Penalty 5684.415816 = -17439977.846609 nChanged 83 SP:Iteration 43Q (10774.350000 sec): 3 clusters Score: Raw -17445693.763534 + Penalty 5684.415816 = -17440009.347718 nChanged 64 SP:Iteration 44Q (10774.970000 sec): 3 clusters Score: Raw -17445717.435413 + Penalty 5684.415816 = -17440033.019597 nChanged 48 SP:Iteration 45Q (10775.580000 sec): 3 clusters Score: Raw -17445734.592602 + Penalty 5684.415816 = -17440050.176786 nChanged 37 SP:Iteration 46Q (10776.160000 sec): 3 clusters Score: Raw -17445751.155205 + Penalty 5684.415816 = -17440066.739389 nChanged 45 SP:Iteration 47Q (10776.720000 sec): 3 clusters Score: Raw -17445767.214646 + Penalty 5684.415816 = -17440082.798830 nChanged 32 SP:Iteration 48Q (10777.350000 sec): 3 clusters Score: Raw -17445777.739481 + Penalty 5684.415816 = -17440093.323665 nChanged 30 SP:Iteration 49Q (10777.960000 sec): 3 clusters Score: Raw -17445790.477482 + Penalty 5684.415816 = -17440106.061666 nChanged 35 SP:Iteration 50Q (10778.470000 sec): 3 clusters Score: Raw -17445804.826558 + Penalty 5684.415816 = -17440120.410742 nChanged 31 SP:Iteration 51Q (10779.060000 sec): 3 clusters Score: Raw -17445816.892387 + Penalty 5684.415816 = -17440132.476571 nChanged 25 SP:Iteration 52Q (10779.660000 sec): 3 clusters Score: Raw -17445826.051477 + Penalty 5684.415816 = -17440141.635661 nChanged 21 SP:Iteration 53Q (10780.210000 sec): 3 clusters Score: Raw -17445832.867628 + Penalty 5684.415816 = -17440148.451812 nChanged 15 SP:Iteration 54Q (10780.800000 sec): 3 clusters Score: Raw -17445837.610805 + Penalty 5684.415816 = -17440153.194989 nChanged 16 SP:Iteration 55Q (10781.380000 sec): 3 clusters Score: Raw -17445843.291258 + Penalty 5684.415816 = -17440158.875442 nChanged 16 SP:Iteration 56Q (10781.990000 sec): 3 clusters Score: Raw -17445849.211752 + Penalty 5684.415816 = -17440164.795936 nChanged 17 SP:Iteration 57Q (10782.590000 sec): 3 clusters Score: Raw -17445856.166434 + Penalty 5684.415816 = -17440171.750618 nChanged 12 SP:Iteration 58Q (10783.150000 sec): 3 clusters Score: Raw -17445859.702533 + Penalty 5684.415816 = -17440175.286716 nChanged 8 SP:Iteration 59Q (10783.730000 sec): 3 clusters Score: Raw -17445862.812790 + Penalty 5684.415816 = -17440178.396974 nChanged 8 SP:Iteration 60F (10784.370000 sec): 3 clusters Score: Raw -17445865.177758 + Penalty 5684.415816 = -17440180.761942 nChanged 10 SP:Iteration 61Q (10784.940000 sec): 3 clusters Score: Raw -17445869.210714 + Penalty 5684.415816 = -17440184.794898 nChanged 10 SP:Iteration 62Q (10785.530000 sec): 3 clusters Score: Raw -17445872.245071 + Penalty 5684.415816 = -17440187.829255 nChanged 5 SP:Iteration 63Q (10786.140000 sec): 3 clusters Score: Raw -17445873.686714 + Penalty 5684.415816 = -17440189.270898 nChanged 3 SP:Iteration 64Q (10786.760000 sec): 3 clusters Score: Raw -17445874.411344 + Penalty 5684.415816 = -17440189.995528 nChanged 2 SP:Iteration 65Q (10787.350000 sec): 3 clusters Score: Raw -17445875.177037 + Penalty 5684.415816 = -17440190.761221 nChanged 2 SP:Iteration 66Q (10787.950000 sec): 3 clusters Score: Raw -17445875.706696 + Penalty 5684.415816 = -17440191.290880 nChanged 3 SP:Iteration 67Q (10788.540000 sec): 3 clusters Score: Raw -17445876.987864 + Penalty 5684.415816 = -17440192.572048 nChanged 4 SP:Iteration 68Q (10789.160000 sec): 3 clusters Score: Raw -17445878.145846 + Penalty 5684.415816 = -17440193.730030 nChanged 4 SP:Iteration 69Q (10789.800000 sec): 3 clusters Score: Raw -17445879.682322 + Penalty 5684.415816 = -17440195.266506 nChanged 1 SP:Iteration 70Q (10790.390000 sec): 3 clusters Score: Raw -17445879.940550 + Penalty 5684.415816 = -17440195.524733 nChanged 2 SP:Iteration 71Q (10790.970000 sec): 3 clusters Score: Raw -17445880.642546 + Penalty 5684.415816 = -17440196.226730 nChanged 2 SP:Iteration 72Q (10791.580000 sec): 3 clusters Score: Raw -17445881.367343 + Penalty 5684.415816 = -17440196.951527 nChanged 3 SP:Iteration 73Q (10792.170000 sec): 3 clusters Score: Raw -17445882.151468 + Penalty 5684.415816 = -17440197.735652 nChanged 0 SP:Iteration 74F (10792.860000 sec): 3 clusters Score: Raw -17445882.151468 + Penalty 5684.415816 = -17440197.735652 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10792.990000 sec): 2 clusters Score: Raw -47620.014387 + Penalty 1438.925357 = -46181.089030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10793.190000 sec): 3 clusters Score: Raw -47861.476220 + Penalty 2877.850714 = -44983.625506 nChanged 50 SP:Iteration 1F (10793.310000 sec): 3 clusters Score: Raw -48003.080127 + Penalty 2877.850714 = -45125.229413 nChanged 21 SP:Iteration 2F (10793.500000 sec): 3 clusters Score: Raw -48088.270317 + Penalty 2877.850714 = -45210.419603 nChanged 20 SP:Iteration 3F (10793.680000 sec): 3 clusters Score: Raw -48153.392758 + Penalty 2877.850714 = -45275.542044 nChanged 10 SP:Iteration 4Q (10793.880000 sec): 3 clusters Score: Raw -48187.268611 + Penalty 2877.850714 = -45309.417897 nChanged 5 SP:Iteration 5Q (10794.030000 sec): 3 clusters Score: Raw -48213.978697 + Penalty 2877.850714 = -45336.127983 nChanged 3 SP:Iteration 6Q (10794.180000 sec): 3 clusters Score: Raw -48229.674749 + Penalty 2877.850714 = -45351.824035 nChanged 2 SP:Iteration 7Q (10794.380000 sec): 3 clusters Score: Raw -48251.260469 + Penalty 2877.850714 = -45373.409755 nChanged 1 SP:Iteration 8Q (10794.540000 sec): 3 clusters Score: Raw -48254.535990 + Penalty 2877.850714 = -45376.685276 nChanged 2 SP:Iteration 9Q (10794.720000 sec): 3 clusters Score: Raw -48263.270542 + Penalty 2877.850714 = -45385.419828 nChanged 2 SP:Iteration 10Q (10794.900000 sec): 3 clusters Score: Raw -48371.867739 + Penalty 2877.850714 = -45494.017024 nChanged 4 SP:Iteration 11Q (10795.040000 sec): 3 clusters Score: Raw -48388.597125 + Penalty 2877.850714 = -45510.746411 nChanged 2 SP:Iteration 12Q (10795.220000 sec): 3 clusters Score: Raw -48402.409753 + Penalty 2877.850714 = -45524.559039 nChanged 2 SP:Iteration 13Q (10795.400000 sec): 3 clusters Score: Raw -48409.987024 + Penalty 2877.850714 = -45532.136310 nChanged 1 SP:Iteration 14Q (10795.550000 sec): 3 clusters Score: Raw -48413.992128 + Penalty 2877.850714 = -45536.141413 nChanged 1 SP:Iteration 15Q (10795.750000 sec): 3 clusters Score: Raw -48416.412762 + Penalty 2877.850714 = -45538.562048 nChanged 0 SP:Iteration 16F (10795.920000 sec): 3 clusters Score: Raw -48416.412762 + Penalty 2877.850714 = -45538.562048 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10796.040000 sec): 2 clusters Score: Raw -674656.399421 + Penalty 2038.593221 = -672617.806200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10796.240000 sec): 3 clusters Score: Raw -672988.025735 + Penalty 4077.186443 = -668910.839292 nChanged 1308 SP:Iteration 1F (10796.450000 sec): 3 clusters Score: Raw -673782.284789 + Penalty 4077.186443 = -669705.098346 nChanged 328 SP:Iteration 2F (10796.670000 sec): 3 clusters Score: Raw -674101.348141 + Penalty 4077.186443 = -670024.161698 nChanged 252 SP:Iteration 3F (10796.890000 sec): 3 clusters Score: Raw -674383.075570 + Penalty 4077.186443 = -670305.889127 nChanged 233 SP:Iteration 4F (10797.110000 sec): 3 clusters Score: Raw -674617.063641 + Penalty 4077.186443 = -670539.877198 nChanged 218 SP:Iteration 5F (10797.290000 sec): 3 clusters Score: Raw -674807.204773 + Penalty 4077.186443 = -670730.018331 nChanged 189 SP:Iteration 6F (10797.490000 sec): 3 clusters Score: Raw -674978.771299 + Penalty 4077.186443 = -670901.584857 nChanged 165 SP:Iteration 7Q (10797.690000 sec): 3 clusters Score: Raw -675122.729773 + Penalty 4077.186443 = -671045.543330 nChanged 139 SP:Iteration 8Q (10797.890000 sec): 3 clusters Score: Raw -675248.224149 + Penalty 4077.186443 = -671171.037706 nChanged 108 SP:Iteration 9Q (10798.110000 sec): 3 clusters Score: Raw -675343.665955 + Penalty 4077.186443 = -671266.479512 nChanged 83 SP:Iteration 10Q (10798.320000 sec): 3 clusters Score: Raw -675406.082125 + Penalty 4077.186443 = -671328.895682 nChanged 57 SP:Iteration 11Q (10798.530000 sec): 3 clusters Score: Raw -675453.207569 + Penalty 4077.186443 = -671376.021126 nChanged 56 SP:Iteration 12Q (10798.720000 sec): 3 clusters Score: Raw -675493.283827 + Penalty 4077.186443 = -671416.097384 nChanged 33 SP:Iteration 13Q (10798.930000 sec): 3 clusters Score: Raw -675517.446573 + Penalty 4077.186443 = -671440.260130 nChanged 30 SP:Iteration 14Q (10799.150000 sec): 3 clusters Score: Raw -675532.908527 + Penalty 4077.186443 = -671455.722084 nChanged 22 SP:Iteration 15Q (10799.290000 sec): 3 clusters Score: Raw -675543.679872 + Penalty 4077.186443 = -671466.493429 nChanged 18 SP:Iteration 16Q (10799.510000 sec): 3 clusters Score: Raw -675553.390962 + Penalty 4077.186443 = -671476.204519 nChanged 19 SP:Iteration 17Q (10799.680000 sec): 3 clusters Score: Raw -675565.468304 + Penalty 4077.186443 = -671488.281861 nChanged 20 SP:Iteration 18Q (10799.880000 sec): 3 clusters Score: Raw -675575.268068 + Penalty 4077.186443 = -671498.081626 nChanged 18 SP:Iteration 19Q (10800.040000 sec): 3 clusters Score: Raw -675581.956599 + Penalty 4077.186443 = -671504.770157 nChanged 10 SP:Iteration 20F (10800.260000 sec): 3 clusters Score: Raw -675585.974098 + Penalty 4077.186443 = -671508.787655 nChanged 8 SP:Iteration 21Q (10800.440000 sec): 3 clusters Score: Raw -675590.581760 + Penalty 4077.186443 = -671513.395317 nChanged 3 SP:Iteration 22Q (10800.630000 sec): 3 clusters Score: Raw -675591.538638 + Penalty 4077.186443 = -671514.352195 nChanged 3 SP:Iteration 23Q (10800.820000 sec): 3 clusters Score: Raw -675592.669846 + Penalty 4077.186443 = -671515.483403 nChanged 2 SP:Iteration 24Q (10801.000000 sec): 3 clusters Score: Raw -675593.565499 + Penalty 4077.186443 = -671516.379056 nChanged 3 SP:Iteration 25Q (10801.210000 sec): 3 clusters Score: Raw -675594.397526 + Penalty 4077.186443 = -671517.211083 nChanged 1 SP:Iteration 26Q (10801.400000 sec): 3 clusters Score: Raw -675594.827458 + Penalty 4077.186443 = -671517.641016 nChanged 0 SP:Iteration 27F (10801.560000 sec): 3 clusters Score: Raw -675594.827458 + Penalty 4077.186443 = -671517.641016 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10801.690000 sec): 2 clusters Score: Raw -173808.967124 + Penalty 1726.166237 = -172082.800887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10801.860000 sec): 3 clusters Score: Raw -173668.580736 + Penalty 3452.332474 = -170216.248262 nChanged 317 SP:Iteration 1F (10802.060000 sec): 3 clusters Score: Raw -174003.687117 + Penalty 3452.332474 = -170551.354643 nChanged 81 SP:Iteration 2F (10802.240000 sec): 3 clusters Score: Raw -174139.769063 + Penalty 3452.332474 = -170687.436589 nChanged 51 SP:Iteration 3Q (10802.410000 sec): 3 clusters Score: Raw -174218.114883 + Penalty 3452.332474 = -170765.782409 nChanged 47 SP:Iteration 4Q (10802.620000 sec): 3 clusters Score: Raw -174338.992880 + Penalty 3452.332474 = -170886.660406 nChanged 61 SP:Iteration 5F (10802.800000 sec): 3 clusters Score: Raw -174509.854036 + Penalty 3452.332474 = -171057.521562 nChanged 62 SP:Iteration 6F (10803.010000 sec): 3 clusters Score: Raw -174745.324454 + Penalty 3452.332474 = -171292.991980 nChanged 58 SP:Iteration 7F (10803.160000 sec): 3 clusters Score: Raw -175043.434417 + Penalty 3452.332474 = -171591.101943 nChanged 53 SP:Iteration 8F (10803.340000 sec): 3 clusters Score: Raw -175297.050160 + Penalty 3452.332474 = -171844.717687 nChanged 30 SP:Iteration 9Q (10803.540000 sec): 3 clusters Score: Raw -175403.553780 + Penalty 3452.332474 = -171951.221306 nChanged 34 SP:Iteration 10Q (10803.720000 sec): 3 clusters Score: Raw -175499.990719 + Penalty 3452.332474 = -172047.658246 nChanged 29 SP:Iteration 11Q (10803.910000 sec): 3 clusters Score: Raw -175581.550024 + Penalty 3452.332474 = -172129.217551 nChanged 24 SP:Iteration 12Q (10804.080000 sec): 3 clusters Score: Raw -175620.317440 + Penalty 3452.332474 = -172167.984967 nChanged 16 SP:Iteration 13Q (10804.320000 sec): 3 clusters Score: Raw -175640.503885 + Penalty 3452.332474 = -172188.171412 nChanged 8 SP:Iteration 14Q (10804.500000 sec): 3 clusters Score: Raw -175649.353041 + Penalty 3452.332474 = -172197.020567 nChanged 11 SP:Iteration 15Q (10804.680000 sec): 3 clusters Score: Raw -175666.875564 + Penalty 3452.332474 = -172214.543091 nChanged 10 SP:Iteration 16Q (10804.820000 sec): 3 clusters Score: Raw -175677.635468 + Penalty 3452.332474 = -172225.302994 nChanged 6 SP:Iteration 17Q (10805.060000 sec): 3 clusters Score: Raw -175684.896897 + Penalty 3452.332474 = -172232.564423 nChanged 4 SP:Iteration 18Q (10805.230000 sec): 3 clusters Score: Raw -175691.015616 + Penalty 3452.332474 = -172238.683142 nChanged 6 SP:Iteration 19Q (10805.460000 sec): 3 clusters Score: Raw -175700.411000 + Penalty 3452.332474 = -172248.078526 nChanged 6 SP:Iteration 20F (10805.610000 sec): 3 clusters Score: Raw -175712.390673 + Penalty 3452.332474 = -172260.058200 nChanged 8 SP:Iteration 21Q (10805.850000 sec): 3 clusters Score: Raw -175725.103620 + Penalty 3452.332474 = -172272.771146 nChanged 6 SP:Iteration 22Q (10806.020000 sec): 3 clusters Score: Raw -175730.725372 + Penalty 3452.332474 = -172278.392898 nChanged 8 SP:Iteration 23Q (10806.210000 sec): 3 clusters Score: Raw -175737.293216 + Penalty 3452.332474 = -172284.960743 nChanged 5 SP:Iteration 24Q (10806.380000 sec): 3 clusters Score: Raw -175742.057034 + Penalty 3452.332474 = -172289.724560 nChanged 4 SP:Iteration 25Q (10806.580000 sec): 3 clusters Score: Raw -175745.500062 + Penalty 3452.332474 = -172293.167588 nChanged 0 SP:Iteration 26F (10806.770000 sec): 3 clusters Score: Raw -175745.500062 + Penalty 3452.332474 = -172293.167588 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10806.870000 sec): 2 clusters Score: Raw -23283.188207 + Penalty 1378.093359 = -21905.094848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10807.070000 sec): 3 clusters Score: Raw -23584.772877 + Penalty 2756.186719 = -20828.586159 nChanged 44 SP:Iteration 1F (10807.260000 sec): 3 clusters Score: Raw -23750.898750 + Penalty 2756.186719 = -20994.712032 nChanged 15 SP:Iteration 2F (10807.410000 sec): 3 clusters Score: Raw -23823.275287 + Penalty 2756.186719 = -21067.088568 nChanged 10 SP:Iteration 3Q (10807.610000 sec): 3 clusters Score: Raw -23885.157465 + Penalty 2756.186719 = -21128.970746 nChanged 7 SP:Iteration 4Q (10807.770000 sec): 3 clusters Score: Raw -23907.389316 + Penalty 2756.186719 = -21151.202597 nChanged 8 SP:Iteration 5Q (10808.000000 sec): 3 clusters Score: Raw -23933.708291 + Penalty 2756.186719 = -21177.521573 nChanged 5 SP:Iteration 6Q (10808.160000 sec): 3 clusters Score: Raw -23961.646673 + Penalty 2756.186719 = -21205.459954 nChanged 3 SP:Iteration 7Q (10808.380000 sec): 3 clusters Score: Raw -23970.068274 + Penalty 2756.186719 = -21213.881556 nChanged 3 SP:Iteration 8Q (10808.550000 sec): 3 clusters Score: Raw -24016.945287 + Penalty 2756.186719 = -21260.758568 nChanged 3 SP:Iteration 9Q (10808.760000 sec): 3 clusters Score: Raw -24043.649557 + Penalty 2756.186719 = -21287.462839 nChanged 3 SP:Iteration 10Q (10808.940000 sec): 3 clusters Score: Raw -24063.069509 + Penalty 2756.186719 = -21306.882791 nChanged 1 SP:Iteration 11Q (10809.170000 sec): 3 clusters Score: Raw -24068.501803 + Penalty 2756.186719 = -21312.315084 nChanged 0 SP:Iteration 12F (10809.340000 sec): 3 clusters Score: Raw -24068.501803 + Penalty 2756.186719 = -21312.315084 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10809.410000 sec): 2 clusters Score: Raw -132233.190264 + Penalty 1672.234398 = -130560.955867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10809.570000 sec): 3 clusters Score: Raw -132188.320837 + Penalty 3344.468795 = -128843.852042 nChanged 235 SP:Iteration 1F (10809.740000 sec): 3 clusters Score: Raw -132907.744170 + Penalty 3344.468795 = -129563.275374 nChanged 97 SP:Iteration 2F (10809.970000 sec): 3 clusters Score: Raw -133390.941825 + Penalty 3344.468795 = -130046.473029 nChanged 67 SP:Iteration 3F (10810.160000 sec): 3 clusters Score: Raw -133628.784201 + Penalty 3344.468795 = -130284.315405 nChanged 47 SP:Iteration 4F (10810.360000 sec): 3 clusters Score: Raw -133770.480192 + Penalty 3344.468795 = -130426.011397 nChanged 28 SP:Iteration 5Q (10810.520000 sec): 3 clusters Score: Raw -133878.652796 + Penalty 3344.468795 = -130534.184001 nChanged 29 SP:Iteration 6Q (10810.760000 sec): 3 clusters Score: Raw -133956.586136 + Penalty 3344.468795 = -130612.117341 nChanged 15 SP:Iteration 7Q (10810.920000 sec): 3 clusters Score: Raw -133998.768048 + Penalty 3344.468795 = -130654.299252 nChanged 9 SP:Iteration 8Q (10811.110000 sec): 3 clusters Score: Raw -134017.743325 + Penalty 3344.468795 = -130673.274530 nChanged 4 SP:Iteration 9Q (10811.260000 sec): 3 clusters Score: Raw -134029.497865 + Penalty 3344.468795 = -130685.029070 nChanged 1 SP:Iteration 10Q (10811.440000 sec): 3 clusters Score: Raw -134036.615682 + Penalty 3344.468795 = -130692.146887 nChanged 5 SP:Iteration 11Q (10811.600000 sec): 3 clusters Score: Raw -134043.902492 + Penalty 3344.468795 = -130699.433697 nChanged 0 SP:Iteration 12F (10811.820000 sec): 3 clusters Score: Raw -134047.728424 + Penalty 3344.468795 = -130703.259628 nChanged 2 SP:Iteration 13Q (10811.980000 sec): 3 clusters Score: Raw -134086.453529 + Penalty 3344.468795 = -130741.984733 nChanged 5 SP:Iteration 14Q (10812.180000 sec): 3 clusters Score: Raw -134119.016873 + Penalty 3344.468795 = -130774.548077 nChanged 3 SP:Iteration 15Q (10812.390000 sec): 3 clusters Score: Raw -134130.541598 + Penalty 3344.468795 = -130786.072803 nChanged 2 SP:Iteration 16Q (10812.580000 sec): 3 clusters Score: Raw -134133.701722 + Penalty 3344.468795 = -130789.232927 nChanged 0 SP:Iteration 17F (10812.780000 sec): 3 clusters Score: Raw -134133.701722 + Penalty 3344.468795 = -130789.232927 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10812.860000 sec): 2 clusters Score: Raw -39594.753397 + Penalty 1372.280593 = -38222.472804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10813.030000 sec): 3 clusters Score: Raw -39853.191538 + Penalty 2744.561186 = -37108.630351 nChanged 25 SP:Iteration 1F (10813.190000 sec): 3 clusters Score: Raw -39927.911444 + Penalty 2744.561186 = -37183.350257 nChanged 8 SP:Iteration 2Q (10813.370000 sec): 3 clusters Score: Raw -39965.501230 + Penalty 2744.561186 = -37220.940043 nChanged 5 SP:Iteration 3Q (10813.560000 sec): 3 clusters Score: Raw -40000.636013 + Penalty 2744.561186 = -37256.074827 nChanged 5 SP:Iteration 4Q (10813.730000 sec): 3 clusters Score: Raw -40017.476356 + Penalty 2744.561186 = -37272.915170 nChanged 8 SP:Iteration 5Q (10813.890000 sec): 3 clusters Score: Raw -40089.767435 + Penalty 2744.561186 = -37345.206249 nChanged 6 SP:Iteration 6Q (10814.090000 sec): 3 clusters Score: Raw -40119.851583 + Penalty 2744.561186 = -37375.290397 nChanged 2 SP:Iteration 7Q (10814.240000 sec): 3 clusters Score: Raw -40135.552508 + Penalty 2744.561186 = -37390.991322 nChanged 1 SP:Iteration 8Q (10814.440000 sec): 3 clusters Score: Raw -40140.052373 + Penalty 2744.561186 = -37395.491187 nChanged 2 SP:Iteration 9Q (10814.590000 sec): 3 clusters Score: Raw -40146.594626 + Penalty 2744.561186 = -37402.033440 nChanged 0 SP:Iteration 10F (10814.770000 sec): 3 clusters Score: Raw -40146.594626 + Penalty 2744.561186 = -37402.033440 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (6857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10814.920000 sec): 2 clusters Score: Raw -1236456.879823 + Penalty 2190.590276 = -1234266.289547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10815.150000 sec): 3 clusters Score: Raw -1232969.947620 + Penalty 4381.180552 = -1228588.767068 nChanged 2743 SP:Iteration 1F (10815.380000 sec): 3 clusters Score: Raw -1234437.683455 + Penalty 4381.180552 = -1230056.502902 nChanged 480 SP:Iteration 2F (10815.580000 sec): 3 clusters Score: Raw -1234749.621565 + Penalty 4381.180552 = -1230368.441013 nChanged 389 SP:Iteration 3F (10815.810000 sec): 3 clusters Score: Raw -1234997.815708 + Penalty 4381.180552 = -1230616.635156 nChanged 335 SP:Iteration 4Q (10816.010000 sec): 3 clusters Score: Raw -1235233.162457 + Penalty 4381.180552 = -1230851.981905 nChanged 318 SP:Iteration 5Q (10816.250000 sec): 3 clusters Score: Raw -1235475.971843 + Penalty 4381.180552 = -1231094.791291 nChanged 316 SP:Iteration 6Q (10816.470000 sec): 3 clusters Score: Raw -1235698.646723 + Penalty 4381.180552 = -1231317.466171 nChanged 276 SP:Iteration 7Q (10816.730000 sec): 3 clusters Score: Raw -1235903.893052 + Penalty 4381.180552 = -1231522.712500 nChanged 293 SP:Iteration 8Q (10816.900000 sec): 3 clusters Score: Raw -1236111.925198 + Penalty 4381.180552 = -1231730.744646 nChanged 249 SP:Iteration 9Q (10817.160000 sec): 3 clusters Score: Raw -1236293.302736 + Penalty 4381.180552 = -1231912.122184 nChanged 230 SP:Iteration 10Q (10817.340000 sec): 3 clusters Score: Raw -1236437.829801 + Penalty 4381.180552 = -1232056.649249 nChanged 185 SP:Iteration 11Q (10817.560000 sec): 3 clusters Score: Raw -1236551.598771 + Penalty 4381.180552 = -1232170.418219 nChanged 145 SP:Iteration 12Q (10817.820000 sec): 3 clusters Score: Raw -1236632.121274 + Penalty 4381.180552 = -1232250.940721 nChanged 126 SP:Iteration 13Q (10818.030000 sec): 3 clusters Score: Raw -1236700.479638 + Penalty 4381.180552 = -1232319.299086 nChanged 103 SP:Iteration 14Q (10818.270000 sec): 3 clusters Score: Raw -1236766.064132 + Penalty 4381.180552 = -1232384.883580 nChanged 91 SP:Iteration 15Q (10818.470000 sec): 3 clusters Score: Raw -1236818.437662 + Penalty 4381.180552 = -1232437.257109 nChanged 91 SP:Iteration 16Q (10818.640000 sec): 3 clusters Score: Raw -1236864.824772 + Penalty 4381.180552 = -1232483.644220 nChanged 73 SP:Iteration 17Q (10818.870000 sec): 3 clusters Score: Raw -1236902.985925 + Penalty 4381.180552 = -1232521.805372 nChanged 69 SP:Iteration 18Q (10819.110000 sec): 3 clusters Score: Raw -1236940.404345 + Penalty 4381.180552 = -1232559.223792 nChanged 63 SP:Iteration 19Q (10819.290000 sec): 3 clusters Score: Raw -1236976.896283 + Penalty 4381.180552 = -1232595.715731 nChanged 63 SP:Iteration 20F (10819.520000 sec): 3 clusters Score: Raw -1237015.373992 + Penalty 4381.180552 = -1232634.193439 nChanged 62 SP:Iteration 21Q (10819.740000 sec): 3 clusters Score: Raw -1237053.327787 + Penalty 4381.180552 = -1232672.147235 nChanged 65 SP:Iteration 22Q (10819.980000 sec): 3 clusters Score: Raw -1237116.892247 + Penalty 4381.180552 = -1232735.711694 nChanged 67 SP:Iteration 23Q (10820.180000 sec): 3 clusters Score: Raw -1237200.356305 + Penalty 4381.180552 = -1232819.175753 nChanged 80 SP:Iteration 24Q (10820.390000 sec): 3 clusters Score: Raw -1237317.187887 + Penalty 4381.180552 = -1232936.007335 nChanged 82 SP:Iteration 25Q (10820.650000 sec): 3 clusters Score: Raw -1237382.977406 + Penalty 4381.180552 = -1233001.796854 nChanged 44 SP:Iteration 26Q (10820.880000 sec): 3 clusters Score: Raw -1237405.058557 + Penalty 4381.180552 = -1233023.878005 nChanged 20 SP:Iteration 27Q (10821.080000 sec): 3 clusters Score: Raw -1237410.895024 + Penalty 4381.180552 = -1233029.714472 nChanged 12 SP:Iteration 28Q (10821.320000 sec): 3 clusters Score: Raw -1237414.760573 + Penalty 4381.180552 = -1233033.580021 nChanged 7 SP:Iteration 29Q (10821.530000 sec): 3 clusters Score: Raw -1237417.181857 + Penalty 4381.180552 = -1233036.001304 nChanged 4 SP:Iteration 30Q (10821.780000 sec): 3 clusters Score: Raw -1237418.896260 + Penalty 4381.180552 = -1233037.715707 nChanged 4 SP:Iteration 31Q (10821.980000 sec): 3 clusters Score: Raw -1237420.336074 + Penalty 4381.180552 = -1233039.155522 nChanged 6 SP:Iteration 32Q (10822.230000 sec): 3 clusters Score: Raw -1237422.107046 + Penalty 4381.180552 = -1233040.926494 nChanged 5 SP:Iteration 33Q (10822.410000 sec): 3 clusters Score: Raw -1237423.986339 + Penalty 4381.180552 = -1233042.805786 nChanged 3 SP:Iteration 34Q (10822.610000 sec): 3 clusters Score: Raw -1237424.937472 + Penalty 4381.180552 = -1233043.756920 nChanged 4 SP:Iteration 35Q (10822.850000 sec): 3 clusters Score: Raw -1237425.817485 + Penalty 4381.180552 = -1233044.636932 nChanged 3 SP:Iteration 36Q (10823.040000 sec): 3 clusters Score: Raw -1237426.975322 + Penalty 4381.180552 = -1233045.794769 nChanged 0 SP:Iteration 37F (10823.260000 sec): 3 clusters Score: Raw -1237426.975322 + Penalty 4381.180552 = -1233045.794769 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10823.370000 sec): 2 clusters Score: Raw -195544.637022 + Penalty 1728.508086 = -193816.128936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10823.570000 sec): 3 clusters Score: Raw -195296.085005 + Penalty 3457.016172 = -191839.068833 nChanged 263 SP:Iteration 1F (10823.730000 sec): 3 clusters Score: Raw -195604.536687 + Penalty 3457.016172 = -192147.520515 nChanged 68 SP:Iteration 2F (10823.920000 sec): 3 clusters Score: Raw -195747.008139 + Penalty 3457.016172 = -192289.991967 nChanged 60 SP:Iteration 3F (10824.090000 sec): 3 clusters Score: Raw -195880.713587 + Penalty 3457.016172 = -192423.697415 nChanged 63 SP:Iteration 4F (10824.240000 sec): 3 clusters Score: Raw -196025.742973 + Penalty 3457.016172 = -192568.726801 nChanged 41 SP:Iteration 5Q (10824.430000 sec): 3 clusters Score: Raw -196186.890541 + Penalty 3457.016172 = -192729.874369 nChanged 48 SP:Iteration 6Q (10824.610000 sec): 3 clusters Score: Raw -196310.843240 + Penalty 3457.016172 = -192853.827067 nChanged 43 SP:Iteration 7Q (10824.800000 sec): 3 clusters Score: Raw -196415.512153 + Penalty 3457.016172 = -192958.495981 nChanged 32 SP:Iteration 8Q (10824.930000 sec): 3 clusters Score: Raw -196501.145020 + Penalty 3457.016172 = -193044.128847 nChanged 30 SP:Iteration 9Q (10825.160000 sec): 3 clusters Score: Raw -196584.989071 + Penalty 3457.016172 = -193127.972899 nChanged 38 SP:Iteration 10Q (10825.310000 sec): 3 clusters Score: Raw -196687.710765 + Penalty 3457.016172 = -193230.694593 nChanged 27 SP:Iteration 11Q (10825.460000 sec): 3 clusters Score: Raw -196748.248964 + Penalty 3457.016172 = -193291.232792 nChanged 17 SP:Iteration 12Q (10825.650000 sec): 3 clusters Score: Raw -196786.227243 + Penalty 3457.016172 = -193329.211071 nChanged 14 SP:Iteration 13Q (10825.810000 sec): 3 clusters Score: Raw -196825.317630 + Penalty 3457.016172 = -193368.301458 nChanged 10 SP:Iteration 14Q (10826.020000 sec): 3 clusters Score: Raw -196842.301193 + Penalty 3457.016172 = -193385.285020 nChanged 6 SP:Iteration 15Q (10826.220000 sec): 3 clusters Score: Raw -196850.048395 + Penalty 3457.016172 = -193393.032223 nChanged 4 SP:Iteration 16Q (10826.350000 sec): 3 clusters Score: Raw -196854.898340 + Penalty 3457.016172 = -193397.882167 nChanged 4 SP:Iteration 17Q (10826.560000 sec): 3 clusters Score: Raw -196862.308559 + Penalty 3457.016172 = -193405.292386 nChanged 5 SP:Iteration 18Q (10826.700000 sec): 3 clusters Score: Raw -196870.395743 + Penalty 3457.016172 = -193413.379571 nChanged 3 SP:Iteration 19Q (10826.920000 sec): 3 clusters Score: Raw -196876.755743 + Penalty 3457.016172 = -193419.739571 nChanged 4 SP:Iteration 20F (10827.090000 sec): 3 clusters Score: Raw -196883.577606 + Penalty 3457.016172 = -193426.561434 nChanged 4 SP:Iteration 21Q (10827.260000 sec): 3 clusters Score: Raw -196888.863582 + Penalty 3457.016172 = -193431.847409 nChanged 4 SP:Iteration 22Q (10827.440000 sec): 3 clusters Score: Raw -196896.951787 + Penalty 3457.016172 = -193439.935614 nChanged 4 SP:Iteration 23Q (10827.640000 sec): 3 clusters Score: Raw -196902.329397 + Penalty 3457.016172 = -193445.313224 nChanged 2 SP:Iteration 24Q (10827.830000 sec): 3 clusters Score: Raw -196904.534753 + Penalty 3457.016172 = -193447.518581 nChanged 1 SP:Iteration 25Q (10828.030000 sec): 3 clusters Score: Raw -196905.290769 + Penalty 3457.016172 = -193448.274597 nChanged 0 SP:Iteration 26F (10828.210000 sec): 3 clusters Score: Raw -196905.290769 + Penalty 3457.016172 = -193448.274597 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10828.280000 sec): 2 clusters Score: Raw -550697.860967 + Penalty 2000.107821 = -548697.753146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10828.500000 sec): 3 clusters Score: Raw -549394.900759 + Penalty 4000.215642 = -545394.685117 nChanged 1151 SP:Iteration 1F (10828.700000 sec): 3 clusters Score: Raw -550215.279467 + Penalty 4000.215642 = -546215.063825 nChanged 301 SP:Iteration 2F (10828.910000 sec): 3 clusters Score: Raw -550527.907460 + Penalty 4000.215642 = -546527.691817 nChanged 214 SP:Iteration 3F (10829.050000 sec): 3 clusters Score: Raw -550730.822679 + Penalty 4000.215642 = -546730.607036 nChanged 164 SP:Iteration 4F (10829.300000 sec): 3 clusters Score: Raw -550886.834737 + Penalty 4000.215642 = -546886.619094 nChanged 132 SP:Iteration 5Q (10829.450000 sec): 3 clusters Score: Raw -551019.263705 + Penalty 4000.215642 = -547019.048062 nChanged 118 SP:Iteration 6Q (10829.630000 sec): 3 clusters Score: Raw -551126.169306 + Penalty 4000.215642 = -547125.953664 nChanged 113 SP:Iteration 7Q (10829.820000 sec): 3 clusters Score: Raw -551220.220979 + Penalty 4000.215642 = -547220.005336 nChanged 86 SP:Iteration 8Q (10830.050000 sec): 3 clusters Score: Raw -551288.955837 + Penalty 4000.215642 = -547288.740195 nChanged 79 SP:Iteration 9Q (10830.210000 sec): 3 clusters Score: Raw -551353.975728 + Penalty 4000.215642 = -547353.760085 nChanged 71 SP:Iteration 10Q (10830.380000 sec): 3 clusters Score: Raw -551430.625424 + Penalty 4000.215642 = -547430.409782 nChanged 72 SP:Iteration 11Q (10830.560000 sec): 3 clusters Score: Raw -551494.988789 + Penalty 4000.215642 = -547494.773147 nChanged 70 SP:Iteration 12Q (10830.760000 sec): 3 clusters Score: Raw -551550.951918 + Penalty 4000.215642 = -547550.736276 nChanged 59 SP:Iteration 13Q (10830.930000 sec): 3 clusters Score: Raw -551589.769686 + Penalty 4000.215642 = -547589.554044 nChanged 35 SP:Iteration 14Q (10831.110000 sec): 3 clusters Score: Raw -551611.829053 + Penalty 4000.215642 = -547611.613411 nChanged 29 SP:Iteration 15Q (10831.300000 sec): 3 clusters Score: Raw -551631.464185 + Penalty 4000.215642 = -547631.248543 nChanged 26 SP:Iteration 16Q (10831.540000 sec): 3 clusters Score: Raw -551651.465340 + Penalty 4000.215642 = -547651.249698 nChanged 25 SP:Iteration 17Q (10831.690000 sec): 3 clusters Score: Raw -551668.901263 + Penalty 4000.215642 = -547668.685620 nChanged 19 SP:Iteration 18Q (10831.920000 sec): 3 clusters Score: Raw -551678.895744 + Penalty 4000.215642 = -547678.680101 nChanged 16 SP:Iteration 19Q (10832.060000 sec): 3 clusters Score: Raw -551688.192417 + Penalty 4000.215642 = -547687.976775 nChanged 17 SP:Iteration 20F (10832.240000 sec): 3 clusters Score: Raw -551700.215987 + Penalty 4000.215642 = -547700.000344 nChanged 21 SP:Iteration 21Q (10832.450000 sec): 3 clusters Score: Raw -551715.296910 + Penalty 4000.215642 = -547715.081268 nChanged 17 SP:Iteration 22Q (10832.610000 sec): 3 clusters Score: Raw -551722.637336 + Penalty 4000.215642 = -547722.421694 nChanged 11 SP:Iteration 23Q (10832.750000 sec): 3 clusters Score: Raw -551727.612388 + Penalty 4000.215642 = -547727.396746 nChanged 10 SP:Iteration 24Q (10832.960000 sec): 3 clusters Score: Raw -551732.069056 + Penalty 4000.215642 = -547731.853414 nChanged 8 SP:Iteration 25Q (10833.130000 sec): 3 clusters Score: Raw -551736.489507 + Penalty 4000.215642 = -547736.273865 nChanged 5 SP:Iteration 26Q (10833.310000 sec): 3 clusters Score: Raw -551739.253834 + Penalty 4000.215642 = -547739.038192 nChanged 6 SP:Iteration 27Q (10833.540000 sec): 3 clusters Score: Raw -551741.537879 + Penalty 4000.215642 = -547741.322236 nChanged 4 SP:Iteration 28Q (10833.690000 sec): 3 clusters Score: Raw -551743.326042 + Penalty 4000.215642 = -547743.110400 nChanged 2 SP:Iteration 29Q (10833.900000 sec): 3 clusters Score: Raw -551743.756339 + Penalty 4000.215642 = -547743.540696 nChanged 1 SP:Iteration 30Q (10834.140000 sec): 3 clusters Score: Raw -551743.875723 + Penalty 4000.215642 = -547743.660081 nChanged 2 SP:Iteration 31Q (10834.340000 sec): 3 clusters Score: Raw -551744.230004 + Penalty 4000.215642 = -547744.014362 nChanged 1 SP:Iteration 32Q (10834.520000 sec): 3 clusters Score: Raw -551744.511350 + Penalty 4000.215642 = -547744.295708 nChanged 2 SP:Iteration 33Q (10834.760000 sec): 3 clusters Score: Raw -551746.211108 + Penalty 4000.215642 = -547745.995466 nChanged 4 SP:Iteration 34Q (10834.940000 sec): 3 clusters Score: Raw -551748.468336 + Penalty 4000.215642 = -547748.252694 nChanged 4 SP:Iteration 35Q (10835.120000 sec): 3 clusters Score: Raw -551750.089784 + Penalty 4000.215642 = -547749.874141 nChanged 5 SP:Iteration 36Q (10835.380000 sec): 3 clusters Score: Raw -551752.461067 + Penalty 4000.215642 = -547752.245425 nChanged 2 SP:Iteration 37Q (10835.540000 sec): 3 clusters Score: Raw -551753.197917 + Penalty 4000.215642 = -547752.982274 nChanged 1 SP:Iteration 38Q (10835.760000 sec): 3 clusters Score: Raw -551753.676496 + Penalty 4000.215642 = -547753.460854 nChanged 0 SP:Iteration 39F (10835.940000 sec): 3 clusters Score: Raw -551753.676496 + Penalty 4000.215642 = -547753.460854 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10836.040000 sec): 2 clusters Score: Raw -295815.472407 + Penalty 1820.527217 = -293994.945190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10836.260000 sec): 3 clusters Score: Raw -295321.891504 + Penalty 3641.054435 = -291680.837069 nChanged 453 SP:Iteration 1F (10836.470000 sec): 3 clusters Score: Raw -295688.030788 + Penalty 3641.054435 = -292046.976354 nChanged 109 SP:Iteration 2F (10836.670000 sec): 3 clusters Score: Raw -295794.024388 + Penalty 3641.054435 = -292152.969953 nChanged 53 SP:Iteration 3Q (10836.850000 sec): 3 clusters Score: Raw -295841.037508 + Penalty 3641.054435 = -292199.983073 nChanged 27 SP:Iteration 4Q (10837.030000 sec): 3 clusters Score: Raw -295860.685878 + Penalty 3641.054435 = -292219.631443 nChanged 11 SP:Iteration 5Q (10837.240000 sec): 3 clusters Score: Raw -295871.408065 + Penalty 3641.054435 = -292230.353630 nChanged 12 SP:Iteration 6Q (10837.440000 sec): 3 clusters Score: Raw -295880.906975 + Penalty 3641.054435 = -292239.852541 nChanged 11 SP:Iteration 7Q (10837.580000 sec): 3 clusters Score: Raw -295889.039116 + Penalty 3641.054435 = -292247.984681 nChanged 7 SP:Iteration 8Q (10837.730000 sec): 3 clusters Score: Raw -295895.696227 + Penalty 3641.054435 = -292254.641792 nChanged 3 SP:Iteration 9Q (10837.870000 sec): 3 clusters Score: Raw -295897.925941 + Penalty 3641.054435 = -292256.871506 nChanged 5 SP:Iteration 10Q (10838.010000 sec): 3 clusters Score: Raw -295901.654729 + Penalty 3641.054435 = -292260.600294 nChanged 4 SP:Iteration 11Q (10838.190000 sec): 3 clusters Score: Raw -295904.265223 + Penalty 3641.054435 = -292263.210789 nChanged 1 SP:Iteration 12Q (10838.360000 sec): 3 clusters Score: Raw -295904.877537 + Penalty 3641.054435 = -292263.823102 nChanged 1 SP:Iteration 13Q (10838.580000 sec): 3 clusters Score: Raw -295905.159965 + Penalty 3641.054435 = -292264.105530 nChanged 1 SP:Iteration 14Q (10838.740000 sec): 3 clusters Score: Raw -295906.140618 + Penalty 3641.054435 = -292265.086183 nChanged 3 SP:Iteration 15Q (10838.950000 sec): 3 clusters Score: Raw -295907.479999 + Penalty 3641.054435 = -292266.425564 nChanged 1 SP:Iteration 16Q (10839.120000 sec): 3 clusters Score: Raw -295907.836036 + Penalty 3641.054435 = -292266.781601 nChanged 0 SP:Iteration 17F (10839.310000 sec): 3 clusters Score: Raw -295907.836036 + Penalty 3641.054435 = -292266.781601 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10839.430000 sec): 2 clusters Score: Raw -65764.281906 + Penalty 1494.414762 = -64269.867144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10839.610000 sec): 3 clusters Score: Raw -65942.913965 + Penalty 2988.829523 = -62954.084442 nChanged 84 SP:Iteration 1F (10839.850000 sec): 3 clusters Score: Raw -66131.657412 + Penalty 2988.829523 = -63142.827889 nChanged 32 SP:Iteration 2F (10840.010000 sec): 3 clusters Score: Raw -66341.521448 + Penalty 2988.829523 = -63352.691925 nChanged 16 SP:Iteration 3Q (10840.170000 sec): 3 clusters Score: Raw -66592.038233 + Penalty 2988.829523 = -63603.208710 nChanged 24 SP:Iteration 4F (10840.360000 sec): 3 clusters Score: Raw -66825.311983 + Penalty 2988.829523 = -63836.482460 nChanged 29 SP:Iteration 5F (10840.580000 sec): 3 clusters Score: Raw -67042.062210 + Penalty 2988.829523 = -64053.232687 nChanged 38 SP:Iteration 6F (10840.740000 sec): 3 clusters Score: Raw -67480.804472 + Penalty 2988.829523 = -64491.974949 nChanged 45 SP:Iteration 7F (10840.900000 sec): 3 clusters Score: Raw -68044.238292 + Penalty 2988.829523 = -65055.408769 nChanged 24 SP:Iteration 8F (10841.130000 sec): 3 clusters Score: Raw -68204.330384 + Penalty 2988.829523 = -65215.500861 nChanged 8 SP:Iteration 9Q (10841.300000 sec): 3 clusters Score: Raw -68352.232007 + Penalty 2988.829523 = -65363.402484 nChanged 5 SP:Iteration 10Q (10841.500000 sec): 3 clusters Score: Raw -68454.630707 + Penalty 2988.829523 = -65465.801184 nChanged 1 SP:Iteration 11Q (10841.730000 sec): 3 clusters Score: Raw -68459.026387 + Penalty 2988.829523 = -65470.196864 nChanged 1 SP:Iteration 12Q (10841.860000 sec): 3 clusters Score: Raw -68463.137684 + Penalty 2988.829523 = -65474.308161 nChanged 0 SP:Iteration 13F (10842.100000 sec): 3 clusters Score: Raw -68463.137684 + Penalty 2988.829523 = -65474.308161 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10842.190000 sec): 2 clusters Score: Raw -110712.785056 + Penalty 1622.533046 = -109090.252010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10842.400000 sec): 3 clusters Score: Raw -110639.164611 + Penalty 3245.066092 = -107394.098518 nChanged 146 SP:Iteration 1F (10842.600000 sec): 3 clusters Score: Raw -110925.072144 + Penalty 3245.066092 = -107680.006051 nChanged 73 SP:Iteration 2F (10842.810000 sec): 3 clusters Score: Raw -111192.867739 + Penalty 3245.066092 = -107947.801647 nChanged 52 SP:Iteration 3F (10842.960000 sec): 3 clusters Score: Raw -111343.533539 + Penalty 3245.066092 = -108098.467446 nChanged 27 SP:Iteration 4Q (10843.170000 sec): 3 clusters Score: Raw -111439.954760 + Penalty 3245.066092 = -108194.888668 nChanged 15 SP:Iteration 5Q (10843.330000 sec): 3 clusters Score: Raw -111480.401704 + Penalty 3245.066092 = -108235.335612 nChanged 9 SP:Iteration 6Q (10843.550000 sec): 3 clusters Score: Raw -111497.629382 + Penalty 3245.066092 = -108252.563290 nChanged 4 SP:Iteration 7Q (10843.730000 sec): 3 clusters Score: Raw -111508.787255 + Penalty 3245.066092 = -108263.721162 nChanged 2 SP:Iteration 8Q (10843.920000 sec): 3 clusters Score: Raw -111513.263850 + Penalty 3245.066092 = -108268.197758 nChanged 2 SP:Iteration 9Q (10844.120000 sec): 3 clusters Score: Raw -111516.636775 + Penalty 3245.066092 = -108271.570682 nChanged 2 SP:Iteration 10Q (10844.330000 sec): 3 clusters Score: Raw -111518.900705 + Penalty 3245.066092 = -108273.834613 nChanged 0 SP:Iteration 11F (10844.520000 sec): 3 clusters Score: Raw -111518.900705 + Penalty 3245.066092 = -108273.834613 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10844.620000 sec): 2 clusters Score: Raw -51688.013000 + Penalty 1492.611117 = -50195.401883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10844.820000 sec): 3 clusters Score: Raw -51883.153146 + Penalty 2985.222234 = -48897.930912 nChanged 87 SP:Iteration 1F (10845.010000 sec): 3 clusters Score: Raw -52151.148711 + Penalty 2985.222234 = -49165.926477 nChanged 26 SP:Iteration 2F (10845.210000 sec): 3 clusters Score: Raw -52278.998536 + Penalty 2985.222234 = -49293.776302 nChanged 13 SP:Iteration 3Q (10845.410000 sec): 3 clusters Score: Raw -52314.117746 + Penalty 2985.222234 = -49328.895512 nChanged 8 SP:Iteration 4Q (10845.630000 sec): 3 clusters Score: Raw -52339.080539 + Penalty 2985.222234 = -49353.858305 nChanged 4 SP:Iteration 5Q (10845.750000 sec): 3 clusters Score: Raw -52347.581222 + Penalty 2985.222234 = -49362.358988 nChanged 1 SP:Iteration 6Q (10845.930000 sec): 3 clusters Score: Raw -52349.714536 + Penalty 2985.222234 = -49364.492302 nChanged 0 SP:Iteration 7F (10846.110000 sec): 3 clusters Score: Raw -52349.714536 + Penalty 2985.222234 = -49364.492302 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10846.210000 sec): 2 clusters Score: Raw -53396.765846 + Penalty 1461.811903 = -51934.953943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10846.380000 sec): 3 clusters Score: Raw -53673.201560 + Penalty 2923.623806 = -50749.577754 nChanged 84 SP:Iteration 1F (10846.580000 sec): 3 clusters Score: Raw -54094.502566 + Penalty 2923.623806 = -51170.878760 nChanged 32 SP:Iteration 2F (10846.720000 sec): 3 clusters Score: Raw -54323.239465 + Penalty 2923.623806 = -51399.615659 nChanged 16 SP:Iteration 3Q (10846.860000 sec): 3 clusters Score: Raw -54511.549839 + Penalty 2923.623806 = -51587.926033 nChanged 12 SP:Iteration 4Q (10847.080000 sec): 3 clusters Score: Raw -54610.877400 + Penalty 2923.623806 = -51687.253594 nChanged 3 SP:Iteration 5Q (10847.220000 sec): 3 clusters Score: Raw -54630.335855 + Penalty 2923.623806 = -51706.712049 nChanged 4 SP:Iteration 6Q (10847.340000 sec): 3 clusters Score: Raw -54671.347201 + Penalty 2923.623806 = -51747.723396 nChanged 1 SP:Iteration 7Q (10847.470000 sec): 3 clusters Score: Raw -54690.297704 + Penalty 2923.623806 = -51766.673898 nChanged 3 SP:Iteration 8Q (10847.600000 sec): 3 clusters Score: Raw -54862.918718 + Penalty 2923.623806 = -51939.294912 nChanged 3 SP:Iteration 9Q (10847.750000 sec): 3 clusters Score: Raw -54887.830871 + Penalty 2923.623806 = -51964.207065 nChanged 4 SP:Iteration 10Q (10847.920000 sec): 3 clusters Score: Raw -54906.581225 + Penalty 2923.623806 = -51982.957419 nChanged 2 SP:Iteration 11Q (10848.070000 sec): 3 clusters Score: Raw -54912.820091 + Penalty 2923.623806 = -51989.196285 nChanged 1 SP:Iteration 12Q (10848.170000 sec): 3 clusters Score: Raw -54915.265776 + Penalty 2923.623806 = -51991.641970 nChanged 2 SP:Iteration 13Q (10848.370000 sec): 3 clusters Score: Raw -54918.412431 + Penalty 2923.623806 = -51994.788625 nChanged 0 SP:Iteration 14F (10848.530000 sec): 3 clusters Score: Raw -54918.982709 + Penalty 2923.623806 = -51995.358903 nChanged 2 SP:Iteration 15Q (10848.750000 sec): 3 clusters Score: Raw -54937.250151 + Penalty 2923.623806 = -52013.626345 nChanged 2 SP:Iteration 16Q (10848.920000 sec): 3 clusters Score: Raw -54962.041524 + Penalty 2923.623806 = -52038.417718 nChanged 2 SP:Iteration 17Q (10849.090000 sec): 3 clusters Score: Raw -55025.321037 + Penalty 2923.623806 = -52101.697232 nChanged 2 SP:Iteration 18Q (10849.290000 sec): 3 clusters Score: Raw -55081.767259 + Penalty 2923.623806 = -52158.143453 nChanged 0 SP:Iteration 19F (10849.460000 sec): 3 clusters Score: Raw -55081.767259 + Penalty 2923.623806 = -52158.143453 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10849.590000 sec): 2 clusters Score: Raw -73832.925684 + Penalty 1529.023628 = -72303.902056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10849.760000 sec): 3 clusters Score: Raw -74025.230898 + Penalty 3058.047256 = -70967.183642 nChanged 114 SP:Iteration 1F (10849.970000 sec): 3 clusters Score: Raw -74510.942724 + Penalty 3058.047256 = -71452.895468 nChanged 47 SP:Iteration 2F (10850.160000 sec): 3 clusters Score: Raw -74906.982423 + Penalty 3058.047256 = -71848.935167 nChanged 40 SP:Iteration 3F (10850.350000 sec): 3 clusters Score: Raw -75078.288030 + Penalty 3058.047256 = -72020.240775 nChanged 16 SP:Iteration 4Q (10850.540000 sec): 3 clusters Score: Raw -75201.621545 + Penalty 3058.047256 = -72143.574289 nChanged 12 SP:Iteration 5Q (10850.740000 sec): 3 clusters Score: Raw -75293.134988 + Penalty 3058.047256 = -72235.087733 nChanged 3 SP:Iteration 6Q (10850.920000 sec): 3 clusters Score: Raw -75309.082316 + Penalty 3058.047256 = -72251.035061 nChanged 0 SP:Iteration 7F (10851.030000 sec): 3 clusters Score: Raw -75309.082316 + Penalty 3058.047256 = -72251.035061 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10851.160000 sec): 2 clusters Score: Raw -171565.180704 + Penalty 1710.129309 = -169855.051395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10851.310000 sec): 3 clusters Score: Raw -171450.259710 + Penalty 3420.258618 = -168030.001092 nChanged 249 SP:Iteration 1F (10851.500000 sec): 3 clusters Score: Raw -171831.675585 + Penalty 3420.258618 = -168411.416967 nChanged 101 SP:Iteration 2F (10851.640000 sec): 3 clusters Score: Raw -172116.853490 + Penalty 3420.258618 = -168696.594872 nChanged 86 SP:Iteration 3F (10851.790000 sec): 3 clusters Score: Raw -172386.231763 + Penalty 3420.258618 = -168965.973145 nChanged 73 SP:Iteration 4F (10851.990000 sec): 3 clusters Score: Raw -172686.812680 + Penalty 3420.258618 = -169266.554062 nChanged 69 SP:Iteration 5F (10852.170000 sec): 3 clusters Score: Raw -173030.103462 + Penalty 3420.258618 = -169609.844844 nChanged 59 SP:Iteration 6F (10852.300000 sec): 3 clusters Score: Raw -173317.754403 + Penalty 3420.258618 = -169897.495785 nChanged 52 SP:Iteration 7F (10852.490000 sec): 3 clusters Score: Raw -173519.564634 + Penalty 3420.258618 = -170099.306016 nChanged 42 SP:Iteration 8Q (10852.650000 sec): 3 clusters Score: Raw -173625.545131 + Penalty 3420.258618 = -170205.286513 nChanged 27 SP:Iteration 9Q (10852.860000 sec): 3 clusters Score: Raw -173736.830104 + Penalty 3420.258618 = -170316.571486 nChanged 20 SP:Iteration 10Q (10853.060000 sec): 3 clusters Score: Raw -173792.405353 + Penalty 3420.258618 = -170372.146735 nChanged 10 SP:Iteration 11Q (10853.290000 sec): 3 clusters Score: Raw -173814.338967 + Penalty 3420.258618 = -170394.080348 nChanged 3 SP:Iteration 12Q (10853.460000 sec): 3 clusters Score: Raw -173816.996977 + Penalty 3420.258618 = -170396.738359 nChanged 2 SP:Iteration 13Q (10853.660000 sec): 3 clusters Score: Raw -173823.686812 + Penalty 3420.258618 = -170403.428194 nChanged 1 SP:Iteration 14Q (10853.840000 sec): 3 clusters Score: Raw -173824.371253 + Penalty 3420.258618 = -170404.112634 nChanged 0 SP:Iteration 15F (10854.050000 sec): 3 clusters Score: Raw -173824.371253 + Penalty 3420.258618 = -170404.112634 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10854.170000 sec): 2 clusters Score: Raw -98850.020151 + Penalty 1581.006155 = -97269.013996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10854.390000 sec): 3 clusters Score: Raw -98826.650558 + Penalty 3162.012311 = -95664.638248 nChanged 98 SP:Iteration 1F (10854.530000 sec): 3 clusters Score: Raw -98982.347303 + Penalty 3162.012311 = -95820.334993 nChanged 30 SP:Iteration 2F (10854.730000 sec): 3 clusters Score: Raw -99042.144591 + Penalty 3162.012311 = -95880.132280 nChanged 12 SP:Iteration 3Q (10854.920000 sec): 3 clusters Score: Raw -99064.611538 + Penalty 3162.012311 = -95902.599228 nChanged 9 SP:Iteration 4Q (10855.070000 sec): 3 clusters Score: Raw -99089.426750 + Penalty 3162.012311 = -95927.414439 nChanged 6 SP:Iteration 5Q (10855.300000 sec): 3 clusters Score: Raw -99098.833201 + Penalty 3162.012311 = -95936.820891 nChanged 3 SP:Iteration 6Q (10855.470000 sec): 3 clusters Score: Raw -99104.373183 + Penalty 3162.012311 = -95942.360872 nChanged 2 SP:Iteration 7Q (10855.640000 sec): 3 clusters Score: Raw -99107.360898 + Penalty 3162.012311 = -95945.348587 nChanged 1 SP:Iteration 8Q (10855.860000 sec): 3 clusters Score: Raw -99109.912920 + Penalty 3162.012311 = -95947.900609 nChanged 3 SP:Iteration 9Q (10856.010000 sec): 3 clusters Score: Raw -99116.654355 + Penalty 3162.012311 = -95954.642044 nChanged 2 SP:Iteration 10Q (10856.180000 sec): 3 clusters Score: Raw -99123.459746 + Penalty 3162.012311 = -95961.447436 nChanged 3 SP:Iteration 11Q (10856.360000 sec): 3 clusters Score: Raw -99133.908980 + Penalty 3162.012311 = -95971.896669 nChanged 3 SP:Iteration 12Q (10856.540000 sec): 3 clusters Score: Raw -99140.496859 + Penalty 3162.012311 = -95978.484548 nChanged 2 SP:Iteration 13Q (10856.670000 sec): 3 clusters Score: Raw -99144.825770 + Penalty 3162.012311 = -95982.813460 nChanged 1 SP:Iteration 14Q (10856.820000 sec): 3 clusters Score: Raw -99146.455223 + Penalty 3162.012311 = -95984.442912 nChanged 1 SP:Iteration 15Q (10857.060000 sec): 3 clusters Score: Raw -99150.544492 + Penalty 3162.012311 = -95988.532182 nChanged 2 SP:Iteration 16Q (10857.230000 sec): 3 clusters Score: Raw -99155.928556 + Penalty 3162.012311 = -95993.916245 nChanged 4 SP:Iteration 17Q (10857.410000 sec): 3 clusters Score: Raw -99164.786725 + Penalty 3162.012311 = -96002.774414 nChanged 2 SP:Iteration 18Q (10857.590000 sec): 3 clusters Score: Raw -99172.761107 + Penalty 3162.012311 = -96010.748797 nChanged 1 SP:Iteration 19Q (10857.760000 sec): 3 clusters Score: Raw -99174.715177 + Penalty 3162.012311 = -96012.702867 nChanged 3 SP:Iteration 20F (10857.940000 sec): 3 clusters Score: Raw -99181.244032 + Penalty 3162.012311 = -96019.231722 nChanged 3 SP:Iteration 21Q (10858.180000 sec): 3 clusters Score: Raw -99190.282718 + Penalty 3162.012311 = -96028.270408 nChanged 1 SP:Iteration 22Q (10858.330000 sec): 3 clusters Score: Raw -99195.271058 + Penalty 3162.012311 = -96033.258747 nChanged 0 SP:Iteration 23F (10858.530000 sec): 3 clusters Score: Raw -99195.271058 + Penalty 3162.012311 = -96033.258747 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (1666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10858.660000 sec): 2 clusters Score: Raw -282730.365654 + Penalty 1839.708844 = -280890.656810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10858.860000 sec): 3 clusters Score: Raw -282189.607895 + Penalty 3679.417688 = -278510.190206 nChanged 532 SP:Iteration 1F (10859.040000 sec): 3 clusters Score: Raw -282699.507448 + Penalty 3679.417688 = -279020.089760 nChanged 143 SP:Iteration 2F (10859.240000 sec): 3 clusters Score: Raw -282957.989248 + Penalty 3679.417688 = -279278.571560 nChanged 113 SP:Iteration 3F (10859.440000 sec): 3 clusters Score: Raw -283327.377812 + Penalty 3679.417688 = -279647.960124 nChanged 142 SP:Iteration 4F (10859.620000 sec): 3 clusters Score: Raw -283922.300383 + Penalty 3679.417688 = -280242.882695 nChanged 225 SP:Iteration 5F (10859.820000 sec): 3 clusters Score: Raw -285356.245285 + Penalty 3679.417688 = -281676.827597 nChanged 230 SP:Iteration 6F (10860.010000 sec): 3 clusters Score: Raw -286630.851954 + Penalty 3679.417688 = -282951.434266 nChanged 99 SP:Iteration 7F (10860.240000 sec): 3 clusters Score: Raw -286966.890838 + Penalty 3679.417688 = -283287.473150 nChanged 22 SP:Iteration 8Q (10860.420000 sec): 3 clusters Score: Raw -287012.787893 + Penalty 3679.417688 = -283333.370205 nChanged 3 SP:Iteration 9Q (10860.620000 sec): 3 clusters Score: Raw -287018.491705 + Penalty 3679.417688 = -283339.074017 nChanged 0 SP:Iteration 10F (10860.830000 sec): 3 clusters Score: Raw -287018.491705 + Penalty 3679.417688 = -283339.074017 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10860.940000 sec): 2 clusters Score: Raw -80681.180540 + Penalty 1620.739835 = -79060.440705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10861.130000 sec): 3 clusters Score: Raw -80830.407517 + Penalty 3241.479670 = -77588.927846 nChanged 189 SP:Iteration 1F (10861.290000 sec): 3 clusters Score: Raw -81615.704970 + Penalty 3241.479670 = -78374.225300 nChanged 98 SP:Iteration 2F (10861.510000 sec): 3 clusters Score: Raw -82416.883588 + Penalty 3241.479670 = -79175.403918 nChanged 72 SP:Iteration 3F (10861.690000 sec): 3 clusters Score: Raw -83824.598941 + Penalty 3241.479670 = -80583.119271 nChanged 48 SP:Iteration 4F (10861.840000 sec): 3 clusters Score: Raw -84809.799638 + Penalty 3241.479670 = -81568.319967 nChanged 31 SP:Iteration 5Q (10862.040000 sec): 3 clusters Score: Raw -85144.994242 + Penalty 3241.479670 = -81903.514571 nChanged 12 SP:Iteration 6Q (10862.240000 sec): 3 clusters Score: Raw -85222.062324 + Penalty 3241.479670 = -81980.582653 nChanged 7 SP:Iteration 7Q (10862.420000 sec): 3 clusters Score: Raw -85241.574650 + Penalty 3241.479670 = -82000.094979 nChanged 1 SP:Iteration 8Q (10862.610000 sec): 3 clusters Score: Raw -85242.678113 + Penalty 3241.479670 = -82001.198442 nChanged 0 SP:Iteration 9F (10862.800000 sec): 3 clusters Score: Raw -85242.678113 + Penalty 3241.479670 = -82001.198442 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10862.920000 sec): 2 clusters Score: Raw -165432.049232 + Penalty 1700.141382 = -163731.907850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10863.030000 sec): 3 clusters Score: Raw -165280.472893 + Penalty 3400.282764 = -161880.190128 nChanged 252 SP:Iteration 1F (10863.210000 sec): 3 clusters Score: Raw -165829.570500 + Penalty 3400.282764 = -162429.287736 nChanged 83 SP:Iteration 2F (10863.410000 sec): 3 clusters Score: Raw -165991.542549 + Penalty 3400.282764 = -162591.259785 nChanged 56 SP:Iteration 3F (10863.550000 sec): 3 clusters Score: Raw -166085.155771 + Penalty 3400.282764 = -162684.873007 nChanged 42 SP:Iteration 4Q (10863.710000 sec): 3 clusters Score: Raw -166155.315986 + Penalty 3400.282764 = -162755.033222 nChanged 23 SP:Iteration 5Q (10863.890000 sec): 3 clusters Score: Raw -166192.784135 + Penalty 3400.282764 = -162792.501370 nChanged 20 SP:Iteration 6Q (10864.060000 sec): 3 clusters Score: Raw -166227.584103 + Penalty 3400.282764 = -162827.301339 nChanged 15 SP:Iteration 7Q (10864.220000 sec): 3 clusters Score: Raw -166253.619927 + Penalty 3400.282764 = -162853.337163 nChanged 13 SP:Iteration 8Q (10864.380000 sec): 3 clusters Score: Raw -166274.843177 + Penalty 3400.282764 = -162874.560413 nChanged 10 SP:Iteration 9Q (10864.580000 sec): 3 clusters Score: Raw -166296.662155 + Penalty 3400.282764 = -162896.379391 nChanged 10 SP:Iteration 10Q (10864.720000 sec): 3 clusters Score: Raw -166314.978916 + Penalty 3400.282764 = -162914.696152 nChanged 6 SP:Iteration 11Q (10864.900000 sec): 3 clusters Score: Raw -166326.809925 + Penalty 3400.282764 = -162926.527161 nChanged 4 SP:Iteration 12Q (10865.120000 sec): 3 clusters Score: Raw -166338.310374 + Penalty 3400.282764 = -162938.027610 nChanged 6 SP:Iteration 13Q (10865.270000 sec): 3 clusters Score: Raw -166347.793122 + Penalty 3400.282764 = -162947.510358 nChanged 4 SP:Iteration 14Q (10865.490000 sec): 3 clusters Score: Raw -166355.736755 + Penalty 3400.282764 = -162955.453991 nChanged 4 SP:Iteration 15Q (10865.660000 sec): 3 clusters Score: Raw -166360.465779 + Penalty 3400.282764 = -162960.183015 nChanged 3 SP:Iteration 16Q (10865.800000 sec): 3 clusters Score: Raw -166363.636775 + Penalty 3400.282764 = -162963.354011 nChanged 1 SP:Iteration 17Q (10865.990000 sec): 3 clusters Score: Raw -166368.179427 + Penalty 3400.282764 = -162967.896663 nChanged 0 SP:Iteration 18F (10866.180000 sec): 3 clusters Score: Raw -166368.179427 + Penalty 3400.282764 = -162967.896663 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10866.290000 sec): 2 clusters Score: Raw -51452.434432 + Penalty 1445.578513 = -50006.855919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10866.450000 sec): 3 clusters Score: Raw -51619.926843 + Penalty 2891.157026 = -48728.769817 nChanged 55 SP:Iteration 1F (10866.630000 sec): 3 clusters Score: Raw -51853.655452 + Penalty 2891.157026 = -48962.498426 nChanged 26 SP:Iteration 2F (10866.830000 sec): 3 clusters Score: Raw -51983.966083 + Penalty 2891.157026 = -49092.809056 nChanged 25 SP:Iteration 3F (10866.950000 sec): 3 clusters Score: Raw -52183.962987 + Penalty 2891.157026 = -49292.805960 nChanged 12 SP:Iteration 4Q (10867.130000 sec): 3 clusters Score: Raw -52256.237127 + Penalty 2891.157026 = -49365.080100 nChanged 4 SP:Iteration 5Q (10867.320000 sec): 3 clusters Score: Raw -52283.138148 + Penalty 2891.157026 = -49391.981122 nChanged 7 SP:Iteration 6Q (10867.520000 sec): 3 clusters Score: Raw -52331.617384 + Penalty 2891.157026 = -49440.460357 nChanged 4 SP:Iteration 7Q (10867.710000 sec): 3 clusters Score: Raw -52351.029986 + Penalty 2891.157026 = -49459.872960 nChanged 4 SP:Iteration 8Q (10867.870000 sec): 3 clusters Score: Raw -52372.796133 + Penalty 2891.157026 = -49481.639107 nChanged 3 SP:Iteration 9Q (10867.990000 sec): 3 clusters Score: Raw -52394.168269 + Penalty 2891.157026 = -49503.011242 nChanged 1 SP:Iteration 10Q (10868.190000 sec): 3 clusters Score: Raw -52399.991636 + Penalty 2891.157026 = -49508.834610 nChanged 0 SP:Iteration 11F (10868.380000 sec): 3 clusters Score: Raw -52399.991636 + Penalty 2891.157026 = -49508.834610 nChanged 0 Deleting Class 65 (69 points): Lose 1721.421154 but Gain 3578.798581 Iteration 99Q (10994.980000 sec): 69 clusters Score: Raw -340448152.342830 + Penalty 243358.303494 = -340204794.039336 nChanged 8956 Deleting Class 69 (192 points): Lose 2743.999860 but Gain 3578.798581 Iteration 100F (11249.050000 sec): 68 clusters Score: Raw -340450804.748436 + Penalty 239779.504913 = -340211025.243523 nChanged 10662 Deleting Class 17 (524 points): Lose 3499.896455 but Gain 3578.798581 Iteration 101Q (11364.290000 sec): 67 clusters Score: Raw -340451435.443974 + Penalty 236200.706332 = -340215234.737641 nChanged 7427 Iteration 102Q (11452.110000 sec): 67 clusters Score: Raw -340454663.118406 + Penalty 236200.706332 = -340218462.412074 nChanged 5815 Iteration 103Q (11544.320000 sec): 67 clusters Score: Raw -340455886.079108 + Penalty 236200.706332 = -340219685.372776 nChanged 4749 Iteration 104Q (11644.490000 sec): 67 clusters Score: Raw -340456799.016792 + Penalty 236200.706332 = -340220598.310460 nChanged 3933 Iteration 105Q (11744.510000 sec): 67 clusters Score: Raw -340457386.177310 + Penalty 236200.706332 = -340221185.470978 nChanged 3362 Iteration 106Q (11843.170000 sec): 67 clusters Score: Raw -340457841.427245 + Penalty 236200.706332 = -340221640.720913 nChanged 2800 Iteration 107Q (11940.060000 sec): 67 clusters Score: Raw -340458115.577213 + Penalty 236200.706332 = -340221914.870881 nChanged 2408 Iteration 108Q (12039.930000 sec): 67 clusters Score: Raw -340458277.366515 + Penalty 236200.706332 = -340222076.660182 nChanged 2113 Iteration 109Q (12141.630000 sec): 67 clusters Score: Raw -340458394.665507 + Penalty 236200.706332 = -340222193.959175 nChanged 1882 Iteration 110Q (12243.250000 sec): 67 clusters Score: Raw -340458489.924950 + Penalty 236200.706332 = -340222289.218618 nChanged 1685 Iteration 111Q (12343.720000 sec): 67 clusters Score: Raw -340458567.104896 + Penalty 236200.706332 = -340222366.398564 nChanged 1515 Iteration 112Q (12445.030000 sec): 67 clusters Score: Raw -340458632.449562 + Penalty 236200.706332 = -340222431.743230 nChanged 1483 Iteration 113Q (12543.480000 sec): 67 clusters Score: Raw -340458706.517328 + Penalty 236200.706332 = -340222505.810995 nChanged 1372 Iteration 114Q (12647.690000 sec): 67 clusters Score: Raw -340458778.948524 + Penalty 236200.706332 = -340222578.242192 nChanged 1312 Iteration 115Q (12747.090000 sec): 67 clusters Score: Raw -340458839.429728 + Penalty 236200.706332 = -340222638.723395 nChanged 1284 Iteration 116Q (12860.950000 sec): 67 clusters Score: Raw -340458895.602667 + Penalty 236200.706332 = -340222694.896335 nChanged 1203 Iteration 117Q (12966.980000 sec): 67 clusters Score: Raw -340458948.612950 + Penalty 236200.706332 = -340222747.906618 nChanged 1195 Iteration 118Q (13070.010000 sec): 67 clusters Score: Raw -340458995.023994 + Penalty 236200.706332 = -340222794.317661 nChanged 1106 Iteration 119Q (13174.290000 sec): 67 clusters Score: Raw -340459034.805325 + Penalty 236200.706332 = -340222834.098992 nChanged 1037 Deleting Class 55 (231 points): Lose 3540.752163 but Gain 3578.798581 Iteration 120F (13409.370000 sec): 66 clusters Score: Raw -340455714.038380 + Penalty 232621.907752 = -340223092.130629 nChanged 1376 Iteration 121Q (13516.220000 sec): 66 clusters Score: Raw -340457911.514372 + Penalty 232621.907752 = -340225289.606620 nChanged 1152 Iteration 122Q (13618.440000 sec): 66 clusters Score: Raw -340458317.538943 + Penalty 232621.907752 = -340225695.631191 nChanged 1069 Iteration 123Q (13719.650000 sec): 66 clusters Score: Raw -340458493.273843 + Penalty 232621.907752 = -340225871.366091 nChanged 1047 Iteration 124Q (13817.010000 sec): 66 clusters Score: Raw -340458639.993685 + Penalty 232621.907752 = -340226018.085934 nChanged 1093 Iteration 125Q (13917.390000 sec): 66 clusters Score: Raw -340458831.103106 + Penalty 232621.907752 = -340226209.195354 nChanged 1064 Iteration 126Q (14013.230000 sec): 66 clusters Score: Raw -340459130.638619 + Penalty 232621.907752 = -340226508.730867 nChanged 1044 Iteration 127Q (14112.000000 sec): 66 clusters Score: Raw -340459318.036452 + Penalty 232621.907752 = -340226696.128700 nChanged 1098 Iteration 128Q (14209.850000 sec): 66 clusters Score: Raw -340459448.796737 + Penalty 232621.907752 = -340226826.888985 nChanged 1063 Iteration 129Q (14307.090000 sec): 66 clusters Score: Raw -340459549.129372 + Penalty 232621.907752 = -340226927.221621 nChanged 1032 Iteration 130Q (14406.480000 sec): 66 clusters Score: Raw -340459670.929202 + Penalty 232621.907752 = -340227049.021451 nChanged 1025 Iteration 131Q (14504.530000 sec): 66 clusters Score: Raw -340459809.088220 + Penalty 232621.907752 = -340227187.180468 nChanged 1008 Iteration 132Q (14607.860000 sec): 66 clusters Score: Raw -340459910.121791 + Penalty 232621.907752 = -340227288.214039 nChanged 950 Iteration 133Q (14713.370000 sec): 66 clusters Score: Raw -340459975.571506 + Penalty 232621.907752 = -340227353.663754 nChanged 903 Iteration 134Q (14820.260000 sec): 66 clusters Score: Raw -340460031.596524 + Penalty 232621.907752 = -340227409.688772 nChanged 854 Iteration 135Q (14913.820000 sec): 66 clusters Score: Raw -340460079.663084 + Penalty 232621.907752 = -340227457.755332 nChanged 849 Iteration 136Q (15018.140000 sec): 66 clusters Score: Raw -340460121.997845 + Penalty 232621.907752 = -340227500.090093 nChanged 867 Iteration 137Q (15124.520000 sec): 66 clusters Score: Raw -340460162.792362 + Penalty 232621.907752 = -340227540.884610 nChanged 796 Iteration 138Q (15224.700000 sec): 66 clusters Score: Raw -340460203.192475 + Penalty 232621.907752 = -340227581.284723 nChanged 796 Writing temp clu file Because OldScore, -340227540.884610, is greater than current (better) Score,-340227581.284723 Compute initial score before splitting: Score: Raw -340460203.192475 + Penalty 232621.907752 = -340227581.284723 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (481688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15227.620000 sec): 2 clusters Score: Raw -93402538.760620 + Penalty 3245.092866 = -93399293.667754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15230.390000 sec): 3 clusters Score: Raw -93080402.939226 + Penalty 6490.185733 = -93073912.753493 nChanged 234689 SP:Iteration 1F (15233.240000 sec): 3 clusters Score: Raw -93221435.919118 + Penalty 6490.185733 = -93214945.733386 nChanged 13427 SP:Iteration 2Q (15236.090000 sec): 3 clusters Score: Raw -93224798.351715 + Penalty 6490.185733 = -93218308.165982 nChanged 18283 SP:Iteration 3Q (15238.940000 sec): 3 clusters Score: Raw -93231407.863674 + Penalty 6490.185733 = -93224917.677941 nChanged 26255 SP:Iteration 4F (15241.690000 sec): 3 clusters Score: Raw -93244922.096600 + Penalty 6490.185733 = -93238431.910868 nChanged 35949 SP:Iteration 5F (15244.430000 sec): 3 clusters Score: Raw -93269988.882727 + Penalty 6490.185733 = -93263498.696994 nChanged 43732 SP:Iteration 6F (15247.150000 sec): 3 clusters Score: Raw -93307794.957583 + Penalty 6490.185733 = -93301304.771850 nChanged 42783 SP:Iteration 7F (15249.920000 sec): 3 clusters Score: Raw -93349570.054304 + Penalty 6490.185733 = -93343079.868572 nChanged 31065 SP:Iteration 8F (15252.670000 sec): 3 clusters Score: Raw -93381151.533063 + Penalty 6490.185733 = -93374661.347330 nChanged 15560 SP:Iteration 9Q (15255.340000 sec): 3 clusters Score: Raw -93396602.222310 + Penalty 6490.185733 = -93390112.036578 nChanged 5001 SP:Iteration 10Q (15257.760000 sec): 3 clusters Score: Raw -93401313.754952 + Penalty 6490.185733 = -93394823.569220 nChanged 1070 SP:Iteration 11Q (15260.000000 sec): 3 clusters Score: Raw -93402357.642231 + Penalty 6490.185733 = -93395867.456498 nChanged 223 SP:Iteration 12Q (15262.190000 sec): 3 clusters Score: Raw -93402649.135857 + Penalty 6490.185733 = -93396158.950125 nChanged 69 SP:Iteration 13Q (15264.360000 sec): 3 clusters Score: Raw -93402764.155600 + Penalty 6490.185733 = -93396273.969868 nChanged 25 SP:Iteration 14Q (15266.570000 sec): 3 clusters Score: Raw -93402803.773156 + Penalty 6490.185733 = -93396313.587423 nChanged 14 SP:Iteration 15Q (15268.810000 sec): 3 clusters Score: Raw -93402819.500045 + Penalty 6490.185733 = -93396329.314313 nChanged 8 SP:Iteration 16Q (15270.940000 sec): 3 clusters Score: Raw -93402834.020879 + Penalty 6490.185733 = -93396343.835146 nChanged 4 SP:Iteration 17Q (15273.170000 sec): 3 clusters Score: Raw -93402840.351696 + Penalty 6490.185733 = -93396350.165963 nChanged 3 SP:Iteration 18Q (15275.430000 sec): 3 clusters Score: Raw -93402845.000257 + Penalty 6490.185733 = -93396354.814524 nChanged 2 SP:Iteration 19Q (15277.500000 sec): 3 clusters Score: Raw -93402848.493399 + Penalty 6490.185733 = -93396358.307666 nChanged 2 SP:Iteration 20F (15280.100000 sec): 3 clusters Score: Raw -93402850.184857 + Penalty 6490.185733 = -93396359.999124 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (15464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15280.530000 sec): 2 clusters Score: Raw -2850320.014236 + Penalty 2392.274965 = -2847927.739271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15280.770000 sec): 3 clusters Score: Raw -2841532.846732 + Penalty 4784.549930 = -2836748.296802 nChanged 6651 SP:Iteration 1F (15281.050000 sec): 3 clusters Score: Raw -2845193.720132 + Penalty 4784.549930 = -2840409.170201 nChanged 1014 SP:Iteration 2F (15281.290000 sec): 3 clusters Score: Raw -2845749.002720 + Penalty 4784.549930 = -2840964.452790 nChanged 934 SP:Iteration 3F (15281.630000 sec): 3 clusters Score: Raw -2846359.728358 + Penalty 4784.549930 = -2841575.178427 nChanged 939 SP:Iteration 4F (15281.890000 sec): 3 clusters Score: Raw -2846970.887859 + Penalty 4784.549930 = -2842186.337928 nChanged 934 SP:Iteration 5F (15282.190000 sec): 3 clusters Score: Raw -2847590.406503 + Penalty 4784.549930 = -2842805.856572 nChanged 924 SP:Iteration 6F (15282.470000 sec): 3 clusters Score: Raw -2848180.625855 + Penalty 4784.549930 = -2843396.075924 nChanged 847 SP:Iteration 7F (15282.800000 sec): 3 clusters Score: Raw -2848675.138276 + Penalty 4784.549930 = -2843890.588346 nChanged 727 SP:Iteration 8Q (15283.060000 sec): 3 clusters Score: Raw -2849041.393364 + Penalty 4784.549930 = -2844256.843434 nChanged 569 SP:Iteration 9Q (15283.370000 sec): 3 clusters Score: Raw -2849269.401572 + Penalty 4784.549930 = -2844484.851642 nChanged 411 SP:Iteration 10Q (15283.650000 sec): 3 clusters Score: Raw -2849408.562623 + Penalty 4784.549930 = -2844624.012693 nChanged 293 SP:Iteration 11Q (15283.930000 sec): 3 clusters Score: Raw -2849487.588483 + Penalty 4784.549930 = -2844703.038553 nChanged 224 SP:Iteration 12Q (15284.290000 sec): 3 clusters Score: Raw -2849541.085905 + Penalty 4784.549930 = -2844756.535975 nChanged 185 SP:Iteration 13Q (15284.560000 sec): 3 clusters Score: Raw -2849586.084869 + Penalty 4784.549930 = -2844801.534938 nChanged 157 SP:Iteration 14Q (15284.840000 sec): 3 clusters Score: Raw -2849626.060037 + Penalty 4784.549930 = -2844841.510106 nChanged 131 SP:Iteration 15Q (15285.110000 sec): 3 clusters Score: Raw -2849652.763757 + Penalty 4784.549930 = -2844868.213827 nChanged 120 SP:Iteration 16Q (15285.390000 sec): 3 clusters Score: Raw -2849681.886239 + Penalty 4784.549930 = -2844897.336308 nChanged 114 SP:Iteration 17Q (15285.700000 sec): 3 clusters Score: Raw -2849705.975262 + Penalty 4784.549930 = -2844921.425332 nChanged 107 SP:Iteration 18Q (15285.960000 sec): 3 clusters Score: Raw -2849730.074828 + Penalty 4784.549930 = -2844945.524897 nChanged 103 SP:Iteration 19Q (15286.230000 sec): 3 clusters Score: Raw -2849751.588673 + Penalty 4784.549930 = -2844967.038742 nChanged 98 SP:Iteration 20F (15286.540000 sec): 3 clusters Score: Raw -2849771.288893 + Penalty 4784.549930 = -2844986.738963 nChanged 94 SP:Iteration 21Q (15286.800000 sec): 3 clusters Score: Raw -2849791.640543 + Penalty 4784.549930 = -2845007.090613 nChanged 90 SP:Iteration 22Q (15287.110000 sec): 3 clusters Score: Raw -2849813.157133 + Penalty 4784.549930 = -2845028.607202 nChanged 103 SP:Iteration 23Q (15287.360000 sec): 3 clusters Score: Raw -2849837.652832 + Penalty 4784.549930 = -2845053.102901 nChanged 97 SP:Iteration 24Q (15287.620000 sec): 3 clusters Score: Raw -2849860.224874 + Penalty 4784.549930 = -2845075.674943 nChanged 117 SP:Iteration 25Q (15287.910000 sec): 3 clusters Score: Raw -2849885.835594 + Penalty 4784.549930 = -2845101.285664 nChanged 96 SP:Iteration 26Q (15288.150000 sec): 3 clusters Score: Raw -2849904.863221 + Penalty 4784.549930 = -2845120.313290 nChanged 93 SP:Iteration 27Q (15288.390000 sec): 3 clusters Score: Raw -2849923.657622 + Penalty 4784.549930 = -2845139.107692 nChanged 96 SP:Iteration 28Q (15288.670000 sec): 3 clusters Score: Raw -2849948.547857 + Penalty 4784.549930 = -2845163.997927 nChanged 99 SP:Iteration 29Q (15288.940000 sec): 3 clusters Score: Raw -2849972.147747 + Penalty 4784.549930 = -2845187.597816 nChanged 100 SP:Iteration 30Q (15289.220000 sec): 3 clusters Score: Raw -2849996.104453 + Penalty 4784.549930 = -2845211.554523 nChanged 104 SP:Iteration 31Q (15289.510000 sec): 3 clusters Score: Raw -2850025.472132 + Penalty 4784.549930 = -2845240.922201 nChanged 110 SP:Iteration 32Q (15289.810000 sec): 3 clusters Score: Raw -2850051.628659 + Penalty 4784.549930 = -2845267.078729 nChanged 114 SP:Iteration 33Q (15290.100000 sec): 3 clusters Score: Raw -2850078.428800 + Penalty 4784.549930 = -2845293.878869 nChanged 132 SP:Iteration 34Q (15290.400000 sec): 3 clusters Score: Raw -2850113.009006 + Penalty 4784.549930 = -2845328.459076 nChanged 130 SP:Iteration 35Q (15290.620000 sec): 3 clusters Score: Raw -2850147.297857 + Penalty 4784.549930 = -2845362.747927 nChanged 141 SP:Iteration 36Q (15290.880000 sec): 3 clusters Score: Raw -2850184.347991 + Penalty 4784.549930 = -2845399.798060 nChanged 126 SP:Iteration 37Q (15291.170000 sec): 3 clusters Score: Raw -2850220.167424 + Penalty 4784.549930 = -2845435.617494 nChanged 123 SP:Iteration 38Q (15291.450000 sec): 3 clusters Score: Raw -2850252.727107 + Penalty 4784.549930 = -2845468.177177 nChanged 128 SP:Iteration 39Q (15291.720000 sec): 3 clusters Score: Raw -2850290.555284 + Penalty 4784.549930 = -2845506.005354 nChanged 151 SP:Iteration 40F (15292.030000 sec): 3 clusters Score: Raw -2850340.028794 + Penalty 4784.549930 = -2845555.478863 nChanged 156 SP:Iteration 41Q (15292.300000 sec): 3 clusters Score: Raw -2850393.551319 + Penalty 4784.549930 = -2845609.001389 nChanged 151 SP:Iteration 42Q (15292.600000 sec): 3 clusters Score: Raw -2850457.610558 + Penalty 4784.549930 = -2845673.060628 nChanged 194 SP:Iteration 43Q (15292.890000 sec): 3 clusters Score: Raw -2850554.192574 + Penalty 4784.549930 = -2845769.642644 nChanged 195 SP:Iteration 44Q (15293.190000 sec): 3 clusters Score: Raw -2850648.708807 + Penalty 4784.549930 = -2845864.158876 nChanged 169 SP:Iteration 45Q (15293.480000 sec): 3 clusters Score: Raw -2850728.291435 + Penalty 4784.549930 = -2845943.741505 nChanged 151 SP:Iteration 46Q (15293.740000 sec): 3 clusters Score: Raw -2850808.968723 + Penalty 4784.549930 = -2846024.418792 nChanged 151 SP:Iteration 47Q (15293.970000 sec): 3 clusters Score: Raw -2850897.407744 + Penalty 4784.549930 = -2846112.857814 nChanged 140 SP:Iteration 48Q (15294.270000 sec): 3 clusters Score: Raw -2850976.993457 + Penalty 4784.549930 = -2846192.443526 nChanged 111 SP:Iteration 49Q (15294.570000 sec): 3 clusters Score: Raw -2851037.454454 + Penalty 4784.549930 = -2846252.904523 nChanged 98 SP:Iteration 50Q (15294.790000 sec): 3 clusters Score: Raw -2851088.045648 + Penalty 4784.549930 = -2846303.495717 nChanged 80 SP:Iteration 51Q (15295.060000 sec): 3 clusters Score: Raw -2851127.550149 + Penalty 4784.549930 = -2846343.000219 nChanged 65 SP:Iteration 52Q (15295.330000 sec): 3 clusters Score: Raw -2851158.845452 + Penalty 4784.549930 = -2846374.295521 nChanged 60 SP:Iteration 53Q (15295.630000 sec): 3 clusters Score: Raw -2851193.109079 + Penalty 4784.549930 = -2846408.559149 nChanged 49 SP:Iteration 54Q (15295.940000 sec): 3 clusters Score: Raw -2851217.237880 + Penalty 4784.549930 = -2846432.687949 nChanged 43 SP:Iteration 55Q (15296.230000 sec): 3 clusters Score: Raw -2851240.341021 + Penalty 4784.549930 = -2846455.791091 nChanged 35 SP:Iteration 56Q (15296.460000 sec): 3 clusters Score: Raw -2851257.673040 + Penalty 4784.549930 = -2846473.123110 nChanged 32 SP:Iteration 57Q (15296.720000 sec): 3 clusters Score: Raw -2851271.824197 + Penalty 4784.549930 = -2846487.274266 nChanged 26 SP:Iteration 58Q (15296.960000 sec): 3 clusters Score: Raw -2851282.049950 + Penalty 4784.549930 = -2846497.500020 nChanged 23 SP:Iteration 59Q (15297.240000 sec): 3 clusters Score: Raw -2851296.489665 + Penalty 4784.549930 = -2846511.939735 nChanged 22 SP:Iteration 60F (15297.520000 sec): 3 clusters Score: Raw -2851307.351705 + Penalty 4784.549930 = -2846522.801774 nChanged 21 SP:Iteration 61Q (15297.780000 sec): 3 clusters Score: Raw -2851316.153426 + Penalty 4784.549930 = -2846531.603495 nChanged 23 SP:Iteration 62Q (15298.030000 sec): 3 clusters Score: Raw -2851326.851484 + Penalty 4784.549930 = -2846542.301553 nChanged 15 SP:Iteration 63Q (15298.320000 sec): 3 clusters Score: Raw -2851333.288754 + Penalty 4784.549930 = -2846548.738824 nChanged 16 SP:Iteration 64Q (15298.570000 sec): 3 clusters Score: Raw -2851338.898143 + Penalty 4784.549930 = -2846554.348213 nChanged 13 SP:Iteration 65Q (15298.860000 sec): 3 clusters Score: Raw -2851345.303198 + Penalty 4784.549930 = -2846560.753267 nChanged 10 SP:Iteration 66Q (15299.150000 sec): 3 clusters Score: Raw -2851349.610315 + Penalty 4784.549930 = -2846565.060384 nChanged 14 SP:Iteration 67Q (15299.390000 sec): 3 clusters Score: Raw -2851353.531358 + Penalty 4784.549930 = -2846568.981427 nChanged 8 SP:Iteration 68Q (15299.670000 sec): 3 clusters Score: Raw -2851356.299529 + Penalty 4784.549930 = -2846571.749599 nChanged 11 SP:Iteration 69Q (15299.950000 sec): 3 clusters Score: Raw -2851362.035009 + Penalty 4784.549930 = -2846577.485078 nChanged 16 SP:Iteration 70Q (15300.250000 sec): 3 clusters Score: Raw -2851369.490296 + Penalty 4784.549930 = -2846584.940365 nChanged 12 SP:Iteration 71Q (15300.530000 sec): 3 clusters Score: Raw -2851374.702918 + Penalty 4784.549930 = -2846590.152987 nChanged 9 SP:Iteration 72Q (15300.790000 sec): 3 clusters Score: Raw -2851378.403437 + Penalty 4784.549930 = -2846593.853507 nChanged 10 SP:Iteration 73Q (15301.060000 sec): 3 clusters Score: Raw -2851383.224036 + Penalty 4784.549930 = -2846598.674106 nChanged 7 SP:Iteration 74Q (15301.340000 sec): 3 clusters Score: Raw -2851386.348222 + Penalty 4784.549930 = -2846601.798291 nChanged 6 SP:Iteration 75Q (15301.590000 sec): 3 clusters Score: Raw -2851388.603678 + Penalty 4784.549930 = -2846604.053748 nChanged 10 SP:Iteration 76Q (15301.850000 sec): 3 clusters Score: Raw -2851391.497034 + Penalty 4784.549930 = -2846606.947104 nChanged 6 SP:Iteration 77Q (15302.130000 sec): 3 clusters Score: Raw -2851394.380190 + Penalty 4784.549930 = -2846609.830260 nChanged 7 SP:Iteration 78Q (15302.340000 sec): 3 clusters Score: Raw -2851396.760066 + Penalty 4784.549930 = -2846612.210136 nChanged 4 SP:Iteration 79Q (15302.690000 sec): 3 clusters Score: Raw -2851398.594266 + Penalty 4784.549930 = -2846614.044335 nChanged 1 SP:Iteration 80F (15302.980000 sec): 3 clusters Score: Raw -2851398.890926 + Penalty 4784.549930 = -2846614.340995 nChanged 1 SP:Iteration 81Q (15303.220000 sec): 3 clusters Score: Raw -2851399.077263 + Penalty 4784.549930 = -2846614.527333 nChanged 0 SP:Iteration 82F (15303.560000 sec): 3 clusters Score: Raw -2851399.077263 + Penalty 4784.549930 = -2846614.527333 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15303.630000 sec): 2 clusters Score: Raw -88717.935993 + Penalty 1580.583308 = -87137.352685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15303.870000 sec): 3 clusters Score: Raw -88857.916007 + Penalty 3161.166616 = -85696.749391 nChanged 154 SP:Iteration 1F (15304.050000 sec): 3 clusters Score: Raw -89338.518132 + Penalty 3161.166616 = -86177.351516 nChanged 51 SP:Iteration 2F (15304.250000 sec): 3 clusters Score: Raw -89460.419535 + Penalty 3161.166616 = -86299.252920 nChanged 19 SP:Iteration 3Q (15304.420000 sec): 3 clusters Score: Raw -89513.730981 + Penalty 3161.166616 = -86352.564366 nChanged 10 SP:Iteration 4Q (15304.610000 sec): 3 clusters Score: Raw -89547.346332 + Penalty 3161.166616 = -86386.179716 nChanged 11 SP:Iteration 5Q (15304.810000 sec): 3 clusters Score: Raw -89587.751538 + Penalty 3161.166616 = -86426.584922 nChanged 5 SP:Iteration 6Q (15304.970000 sec): 3 clusters Score: Raw -89599.992683 + Penalty 3161.166616 = -86438.826067 nChanged 0 SP:Iteration 7F (15305.140000 sec): 3 clusters Score: Raw -89599.992683 + Penalty 3161.166616 = -86438.826067 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15305.880000 sec): 2 clusters Score: Raw -24669871.748136 + Penalty 2928.238751 = -24666943.509385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15306.790000 sec): 3 clusters Score: Raw -24582652.051797 + Penalty 5856.477502 = -24576795.574295 nChanged 64139 SP:Iteration 1F (15307.770000 sec): 3 clusters Score: Raw -24619915.612216 + Penalty 5856.477502 = -24614059.134714 nChanged 4191 SP:Iteration 2Q (15308.830000 sec): 3 clusters Score: Raw -24620947.768013 + Penalty 5856.477502 = -24615091.290511 nChanged 4621 SP:Iteration 3Q (15309.710000 sec): 3 clusters Score: Raw -24622359.924913 + Penalty 5856.477502 = -24616503.447411 nChanged 5727 SP:Iteration 4Q (15310.610000 sec): 3 clusters Score: Raw -24624728.136726 + Penalty 5856.477502 = -24618871.659224 nChanged 7888 SP:Iteration 5F (15311.450000 sec): 3 clusters Score: Raw -24629179.077455 + Penalty 5856.477502 = -24623322.599953 nChanged 10217 SP:Iteration 6F (15312.380000 sec): 3 clusters Score: Raw -24636687.411760 + Penalty 5856.477502 = -24630830.934258 nChanged 12171 SP:Iteration 7F (15313.230000 sec): 3 clusters Score: Raw -24647759.115657 + Penalty 5856.477502 = -24641902.638155 nChanged 11311 SP:Iteration 8F (15314.130000 sec): 3 clusters Score: Raw -24659153.191512 + Penalty 5856.477502 = -24653296.714010 nChanged 7073 SP:Iteration 9F (15315.020000 sec): 3 clusters Score: Raw -24666280.552301 + Penalty 5856.477502 = -24660424.074799 nChanged 2856 SP:Iteration 10Q (15315.830000 sec): 3 clusters Score: Raw -24669001.839858 + Penalty 5856.477502 = -24663145.362356 nChanged 755 SP:Iteration 11Q (15316.770000 sec): 3 clusters Score: Raw -24669753.422910 + Penalty 5856.477502 = -24663896.945408 nChanged 164 SP:Iteration 12Q (15317.650000 sec): 3 clusters Score: Raw -24669965.795515 + Penalty 5856.477502 = -24664109.318013 nChanged 49 SP:Iteration 13Q (15318.570000 sec): 3 clusters Score: Raw -24670044.844133 + Penalty 5856.477502 = -24664188.366631 nChanged 19 SP:Iteration 14Q (15319.330000 sec): 3 clusters Score: Raw -24670086.198314 + Penalty 5856.477502 = -24664229.720812 nChanged 13 SP:Iteration 15Q (15320.070000 sec): 3 clusters Score: Raw -24670118.858883 + Penalty 5856.477502 = -24664262.381381 nChanged 12 SP:Iteration 16Q (15320.810000 sec): 3 clusters Score: Raw -24670145.686187 + Penalty 5856.477502 = -24664289.208684 nChanged 7 SP:Iteration 17Q (15321.550000 sec): 3 clusters Score: Raw -24670159.395987 + Penalty 5856.477502 = -24664302.918485 nChanged 6 SP:Iteration 18Q (15322.310000 sec): 3 clusters Score: Raw -24670174.081951 + Penalty 5856.477502 = -24664317.604449 nChanged 4 SP:Iteration 19Q (15323.080000 sec): 3 clusters Score: Raw -24670180.859313 + Penalty 5856.477502 = -24664324.381811 nChanged 2 SP:Iteration 20F (15323.990000 sec): 3 clusters Score: Raw -24670184.453233 + Penalty 5856.477502 = -24664327.975731 nChanged 1 SP:Iteration 21Q (15324.670000 sec): 3 clusters Score: Raw -24670186.852096 + Penalty 5856.477502 = -24664330.374594 nChanged 0 SP:Iteration 22F (15325.560000 sec): 3 clusters Score: Raw -24670186.852096 + Penalty 5856.477502 = -24664330.374594 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15325.710000 sec): 2 clusters Score: Raw -587125.260851 + Penalty 2014.642343 = -585110.618508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15325.930000 sec): 3 clusters Score: Raw -585630.174802 + Penalty 4029.284686 = -581600.890116 nChanged 1260 SP:Iteration 1F (15326.120000 sec): 3 clusters Score: Raw -586618.079693 + Penalty 4029.284686 = -582588.795007 nChanged 364 SP:Iteration 2F (15326.290000 sec): 3 clusters Score: Raw -587146.680362 + Penalty 4029.284686 = -583117.395675 nChanged 285 SP:Iteration 3F (15326.470000 sec): 3 clusters Score: Raw -587645.756619 + Penalty 4029.284686 = -583616.471933 nChanged 263 SP:Iteration 4F (15326.660000 sec): 3 clusters Score: Raw -587968.448922 + Penalty 4029.284686 = -583939.164236 nChanged 151 SP:Iteration 5Q (15326.860000 sec): 3 clusters Score: Raw -588105.121227 + Penalty 4029.284686 = -584075.836541 nChanged 110 SP:Iteration 6Q (15327.040000 sec): 3 clusters Score: Raw -588193.251215 + Penalty 4029.284686 = -584163.966529 nChanged 85 SP:Iteration 7Q (15327.200000 sec): 3 clusters Score: Raw -588252.320599 + Penalty 4029.284686 = -584223.035913 nChanged 64 SP:Iteration 8Q (15327.430000 sec): 3 clusters Score: Raw -588292.249932 + Penalty 4029.284686 = -584262.965246 nChanged 42 SP:Iteration 9Q (15327.600000 sec): 3 clusters Score: Raw -588318.774374 + Penalty 4029.284686 = -584289.489688 nChanged 35 SP:Iteration 10Q (15327.820000 sec): 3 clusters Score: Raw -588340.709526 + Penalty 4029.284686 = -584311.424839 nChanged 27 SP:Iteration 11Q (15328.020000 sec): 3 clusters Score: Raw -588358.885251 + Penalty 4029.284686 = -584329.600565 nChanged 28 SP:Iteration 12Q (15328.130000 sec): 3 clusters Score: Raw -588371.747123 + Penalty 4029.284686 = -584342.462437 nChanged 20 SP:Iteration 13Q (15328.300000 sec): 3 clusters Score: Raw -588379.839309 + Penalty 4029.284686 = -584350.554623 nChanged 15 SP:Iteration 14Q (15328.520000 sec): 3 clusters Score: Raw -588386.937523 + Penalty 4029.284686 = -584357.652837 nChanged 15 SP:Iteration 15Q (15328.670000 sec): 3 clusters Score: Raw -588394.160153 + Penalty 4029.284686 = -584364.875467 nChanged 15 SP:Iteration 16Q (15328.810000 sec): 3 clusters Score: Raw -588400.690733 + Penalty 4029.284686 = -584371.406046 nChanged 4 SP:Iteration 17Q (15329.040000 sec): 3 clusters Score: Raw -588401.778430 + Penalty 4029.284686 = -584372.493744 nChanged 0 SP:Iteration 18F (15329.260000 sec): 3 clusters Score: Raw -588401.778430 + Penalty 4029.284686 = -584372.493744 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15329.340000 sec): 2 clusters Score: Raw -18102.409464 + Penalty 1290.593658 = -16811.815806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15329.550000 sec): 3 clusters Score: Raw -18353.270892 + Penalty 2581.187317 = -15772.083575 nChanged 23 SP:Iteration 1F (15329.700000 sec): 3 clusters Score: Raw -18504.055972 + Penalty 2581.187317 = -15922.868656 nChanged 4 SP:Iteration 2Q (15329.880000 sec): 3 clusters Score: Raw -18517.478891 + Penalty 2581.187317 = -15936.291574 nChanged 2 SP:Iteration 3Q (15330.050000 sec): 3 clusters Score: Raw -18531.048834 + Penalty 2581.187317 = -15949.861517 nChanged 2 SP:Iteration 4Q (15330.200000 sec): 3 clusters Score: Raw -18541.754479 + Penalty 2581.187317 = -15960.567162 nChanged 1 SP:Iteration 5Q (15330.360000 sec): 3 clusters Score: Raw -18544.220182 + Penalty 2581.187317 = -15963.032866 nChanged 0 SP:Iteration 6F (15330.560000 sec): 3 clusters Score: Raw -18544.220182 + Penalty 2581.187317 = -15963.032866 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15330.660000 sec): 2 clusters Score: Raw -208063.934378 + Penalty 1758.958282 = -206304.976097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15330.860000 sec): 3 clusters Score: Raw -207768.766634 + Penalty 3517.916563 = -204250.850071 nChanged 324 SP:Iteration 1F (15331.050000 sec): 3 clusters Score: Raw -208109.957709 + Penalty 3517.916563 = -204592.041146 nChanged 93 SP:Iteration 2F (15331.240000 sec): 3 clusters Score: Raw -208218.834937 + Penalty 3517.916563 = -204700.918373 nChanged 51 SP:Iteration 3Q (15331.410000 sec): 3 clusters Score: Raw -208278.171139 + Penalty 3517.916563 = -204760.254576 nChanged 25 SP:Iteration 4Q (15331.580000 sec): 3 clusters Score: Raw -208306.403943 + Penalty 3517.916563 = -204788.487380 nChanged 19 SP:Iteration 5Q (15331.800000 sec): 3 clusters Score: Raw -208327.028195 + Penalty 3517.916563 = -204809.111632 nChanged 13 SP:Iteration 6Q (15331.960000 sec): 3 clusters Score: Raw -208334.939068 + Penalty 3517.916563 = -204817.022504 nChanged 6 SP:Iteration 7Q (15332.190000 sec): 3 clusters Score: Raw -208345.894899 + Penalty 3517.916563 = -204827.978336 nChanged 7 SP:Iteration 8Q (15332.370000 sec): 3 clusters Score: Raw -208356.304167 + Penalty 3517.916563 = -204838.387604 nChanged 10 SP:Iteration 9Q (15332.560000 sec): 3 clusters Score: Raw -208372.294401 + Penalty 3517.916563 = -204854.377838 nChanged 9 SP:Iteration 10Q (15332.700000 sec): 3 clusters Score: Raw -208385.615269 + Penalty 3517.916563 = -204867.698706 nChanged 7 SP:Iteration 11Q (15332.880000 sec): 3 clusters Score: Raw -208392.836372 + Penalty 3517.916563 = -204874.919809 nChanged 7 SP:Iteration 12Q (15333.050000 sec): 3 clusters Score: Raw -208398.947146 + Penalty 3517.916563 = -204881.030582 nChanged 5 SP:Iteration 13Q (15333.250000 sec): 3 clusters Score: Raw -208403.494003 + Penalty 3517.916563 = -204885.577440 nChanged 3 SP:Iteration 14Q (15333.430000 sec): 3 clusters Score: Raw -208406.607477 + Penalty 3517.916563 = -204888.690914 nChanged 2 SP:Iteration 15Q (15333.630000 sec): 3 clusters Score: Raw -208407.777909 + Penalty 3517.916563 = -204889.861346 nChanged 2 SP:Iteration 16Q (15333.810000 sec): 3 clusters Score: Raw -208409.871607 + Penalty 3517.916563 = -204891.955044 nChanged 4 SP:Iteration 17Q (15333.980000 sec): 3 clusters Score: Raw -208415.539394 + Penalty 3517.916563 = -204897.622831 nChanged 5 SP:Iteration 18Q (15334.180000 sec): 3 clusters Score: Raw -208425.368945 + Penalty 3517.916563 = -204907.452381 nChanged 8 SP:Iteration 19Q (15334.360000 sec): 3 clusters Score: Raw -208432.810941 + Penalty 3517.916563 = -204914.894378 nChanged 4 SP:Iteration 20F (15334.590000 sec): 3 clusters Score: Raw -208436.151911 + Penalty 3517.916563 = -204918.235348 nChanged 2 SP:Iteration 21Q (15334.750000 sec): 3 clusters Score: Raw -208437.376264 + Penalty 3517.916563 = -204919.459700 nChanged 2 SP:Iteration 22Q (15334.960000 sec): 3 clusters Score: Raw -208438.351232 + Penalty 3517.916563 = -204920.434669 nChanged 1 SP:Iteration 23Q (15335.120000 sec): 3 clusters Score: Raw -208439.594362 + Penalty 3517.916563 = -204921.677799 nChanged 2 SP:Iteration 24Q (15335.260000 sec): 3 clusters Score: Raw -208442.167146 + Penalty 3517.916563 = -204924.250583 nChanged 2 SP:Iteration 25Q (15335.470000 sec): 3 clusters Score: Raw -208444.083089 + Penalty 3517.916563 = -204926.166526 nChanged 1 SP:Iteration 26Q (15335.660000 sec): 3 clusters Score: Raw -208445.239560 + Penalty 3517.916563 = -204927.322997 nChanged 0 SP:Iteration 27F (15335.880000 sec): 3 clusters Score: Raw -208445.239560 + Penalty 3517.916563 = -204927.322997 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15336.220000 sec): 2 clusters Score: Raw -8808794.361224 + Penalty 2669.867960 = -8806124.493264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15336.620000 sec): 3 clusters Score: Raw -8779396.829823 + Penalty 5339.735920 = -8774057.093903 nChanged 21977 SP:Iteration 1F (15337.030000 sec): 3 clusters Score: Raw -8791882.311097 + Penalty 5339.735920 = -8786542.575177 nChanged 2021 SP:Iteration 2Q (15337.520000 sec): 3 clusters Score: Raw -8792533.089195 + Penalty 5339.735920 = -8787193.353275 nChanged 1921 SP:Iteration 3Q (15338.000000 sec): 3 clusters Score: Raw -8793281.162890 + Penalty 5339.735920 = -8787941.426970 nChanged 2071 SP:Iteration 4Q (15338.500000 sec): 3 clusters Score: Raw -8794235.470782 + Penalty 5339.735920 = -8788895.734862 nChanged 2160 SP:Iteration 5Q (15338.980000 sec): 3 clusters Score: Raw -8795370.182487 + Penalty 5339.735920 = -8790030.446567 nChanged 2320 SP:Iteration 6Q (15339.480000 sec): 3 clusters Score: Raw -8796696.205951 + Penalty 5339.735920 = -8791356.470031 nChanged 2368 SP:Iteration 7Q (15340.020000 sec): 3 clusters Score: Raw -8798005.774314 + Penalty 5339.735920 = -8792666.038394 nChanged 2305 SP:Iteration 8Q (15340.510000 sec): 3 clusters Score: Raw -8799274.551335 + Penalty 5339.735920 = -8793934.815416 nChanged 2110 SP:Iteration 9Q (15341.000000 sec): 3 clusters Score: Raw -8800360.654082 + Penalty 5339.735920 = -8795020.918163 nChanged 1888 SP:Iteration 10Q (15341.480000 sec): 3 clusters Score: Raw -8801266.843161 + Penalty 5339.735920 = -8795927.107242 nChanged 1713 SP:Iteration 11Q (15341.930000 sec): 3 clusters Score: Raw -8802005.736826 + Penalty 5339.735920 = -8796666.000906 nChanged 1502 SP:Iteration 12Q (15342.420000 sec): 3 clusters Score: Raw -8802615.583919 + Penalty 5339.735920 = -8797275.848000 nChanged 1341 SP:Iteration 13Q (15342.890000 sec): 3 clusters Score: Raw -8803134.451511 + Penalty 5339.735920 = -8797794.715591 nChanged 1219 SP:Iteration 14Q (15343.380000 sec): 3 clusters Score: Raw -8803572.632178 + Penalty 5339.735920 = -8798232.896259 nChanged 1056 SP:Iteration 15Q (15343.840000 sec): 3 clusters Score: Raw -8803937.234085 + Penalty 5339.735920 = -8798597.498166 nChanged 941 SP:Iteration 16Q (15344.270000 sec): 3 clusters Score: Raw -8804256.321247 + Penalty 5339.735920 = -8798916.585328 nChanged 854 SP:Iteration 17Q (15344.730000 sec): 3 clusters Score: Raw -8804532.217648 + Penalty 5339.735920 = -8799192.481729 nChanged 752 SP:Iteration 18Q (15345.120000 sec): 3 clusters Score: Raw -8804767.793292 + Penalty 5339.735920 = -8799428.057372 nChanged 709 SP:Iteration 19Q (15345.530000 sec): 3 clusters Score: Raw -8805002.820386 + Penalty 5339.735920 = -8799663.084466 nChanged 713 SP:Iteration 20F (15345.980000 sec): 3 clusters Score: Raw -8805234.799596 + Penalty 5339.735920 = -8799895.063676 nChanged 662 SP:Iteration 21Q (15346.380000 sec): 3 clusters Score: Raw -8805453.994390 + Penalty 5339.735920 = -8800114.258470 nChanged 671 SP:Iteration 22Q (15346.820000 sec): 3 clusters Score: Raw -8805686.478417 + Penalty 5339.735920 = -8800346.742497 nChanged 679 SP:Iteration 23Q (15347.310000 sec): 3 clusters Score: Raw -8805926.158271 + Penalty 5339.735920 = -8800586.422352 nChanged 662 SP:Iteration 24Q (15347.720000 sec): 3 clusters Score: Raw -8806166.705386 + Penalty 5339.735920 = -8800826.969467 nChanged 659 SP:Iteration 25Q (15348.120000 sec): 3 clusters Score: Raw -8806422.519995 + Penalty 5339.735920 = -8801082.784075 nChanged 641 SP:Iteration 26Q (15348.540000 sec): 3 clusters Score: Raw -8806689.259487 + Penalty 5339.735920 = -8801349.523567 nChanged 648 SP:Iteration 27Q (15348.950000 sec): 3 clusters Score: Raw -8806978.259108 + Penalty 5339.735920 = -8801638.523188 nChanged 641 SP:Iteration 28Q (15349.360000 sec): 3 clusters Score: Raw -8807273.471174 + Penalty 5339.735920 = -8801933.735255 nChanged 610 SP:Iteration 29Q (15349.780000 sec): 3 clusters Score: Raw -8807566.118548 + Penalty 5339.735920 = -8802226.382628 nChanged 531 SP:Iteration 30Q (15350.290000 sec): 3 clusters Score: Raw -8807833.284197 + Penalty 5339.735920 = -8802493.548277 nChanged 473 SP:Iteration 31Q (15350.680000 sec): 3 clusters Score: Raw -8808068.978694 + Penalty 5339.735920 = -8802729.242774 nChanged 425 SP:Iteration 32Q (15351.080000 sec): 3 clusters Score: Raw -8808287.447412 + Penalty 5339.735920 = -8802947.711492 nChanged 367 SP:Iteration 33Q (15351.520000 sec): 3 clusters Score: Raw -8808480.074294 + Penalty 5339.735920 = -8803140.338374 nChanged 281 SP:Iteration 34Q (15351.930000 sec): 3 clusters Score: Raw -8808627.247749 + Penalty 5339.735920 = -8803287.511830 nChanged 233 SP:Iteration 35Q (15352.370000 sec): 3 clusters Score: Raw -8808749.746167 + Penalty 5339.735920 = -8803410.010247 nChanged 162 SP:Iteration 36Q (15352.800000 sec): 3 clusters Score: Raw -8808829.230614 + Penalty 5339.735920 = -8803489.494694 nChanged 129 SP:Iteration 37Q (15353.160000 sec): 3 clusters Score: Raw -8808904.951314 + Penalty 5339.735920 = -8803565.215395 nChanged 113 SP:Iteration 38Q (15353.640000 sec): 3 clusters Score: Raw -8808971.598706 + Penalty 5339.735920 = -8803631.862787 nChanged 81 SP:Iteration 39Q (15354.030000 sec): 3 clusters Score: Raw -8809011.274001 + Penalty 5339.735920 = -8803671.538081 nChanged 63 SP:Iteration 40F (15354.490000 sec): 3 clusters Score: Raw -8809045.804036 + Penalty 5339.735920 = -8803706.068116 nChanged 53 SP:Iteration 41Q (15354.880000 sec): 3 clusters Score: Raw -8809072.819764 + Penalty 5339.735920 = -8803733.083844 nChanged 38 SP:Iteration 42Q (15355.240000 sec): 3 clusters Score: Raw -8809093.174283 + Penalty 5339.735920 = -8803753.438364 nChanged 32 SP:Iteration 43Q (15355.680000 sec): 3 clusters Score: Raw -8809111.043491 + Penalty 5339.735920 = -8803771.307571 nChanged 26 SP:Iteration 44Q (15356.080000 sec): 3 clusters Score: Raw -8809124.862650 + Penalty 5339.735920 = -8803785.126730 nChanged 19 SP:Iteration 45Q (15356.580000 sec): 3 clusters Score: Raw -8809135.024538 + Penalty 5339.735920 = -8803795.288618 nChanged 15 SP:Iteration 46Q (15357.000000 sec): 3 clusters Score: Raw -8809143.748110 + Penalty 5339.735920 = -8803804.012190 nChanged 24 SP:Iteration 47Q (15357.390000 sec): 3 clusters Score: Raw -8809155.104265 + Penalty 5339.735920 = -8803815.368346 nChanged 19 SP:Iteration 48Q (15357.800000 sec): 3 clusters Score: Raw -8809167.071561 + Penalty 5339.735920 = -8803827.335641 nChanged 19 SP:Iteration 49Q (15358.260000 sec): 3 clusters Score: Raw -8809177.416055 + Penalty 5339.735920 = -8803837.680135 nChanged 13 SP:Iteration 50Q (15358.680000 sec): 3 clusters Score: Raw -8809185.109025 + Penalty 5339.735920 = -8803845.373105 nChanged 17 SP:Iteration 51Q (15359.130000 sec): 3 clusters Score: Raw -8809197.500235 + Penalty 5339.735920 = -8803857.764316 nChanged 17 SP:Iteration 52Q (15359.590000 sec): 3 clusters Score: Raw -8809208.301488 + Penalty 5339.735920 = -8803868.565568 nChanged 20 SP:Iteration 53Q (15360.010000 sec): 3 clusters Score: Raw -8809220.105412 + Penalty 5339.735920 = -8803880.369492 nChanged 9 SP:Iteration 54Q (15360.400000 sec): 3 clusters Score: Raw -8809224.690331 + Penalty 5339.735920 = -8803884.954412 nChanged 8 SP:Iteration 55Q (15360.740000 sec): 3 clusters Score: Raw -8809229.874762 + Penalty 5339.735920 = -8803890.138842 nChanged 7 SP:Iteration 56Q (15361.160000 sec): 3 clusters Score: Raw -8809232.844174 + Penalty 5339.735920 = -8803893.108254 nChanged 1 SP:Iteration 57Q (15361.580000 sec): 3 clusters Score: Raw -8809233.155922 + Penalty 5339.735920 = -8803893.420002 nChanged 1 SP:Iteration 58Q (15361.980000 sec): 3 clusters Score: Raw -8809233.577046 + Penalty 5339.735920 = -8803893.841127 nChanged 0 SP:Iteration 59F (15362.400000 sec): 3 clusters Score: Raw -8809233.577046 + Penalty 5339.735920 = -8803893.841127 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15362.510000 sec): 2 clusters Score: Raw -77298.070267 + Penalty 1531.098954 = -75766.971313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15362.700000 sec): 3 clusters Score: Raw -77359.063241 + Penalty 3062.197908 = -74296.865333 nChanged 69 SP:Iteration 1F (15362.940000 sec): 3 clusters Score: Raw -77480.125799 + Penalty 3062.197908 = -74417.927892 nChanged 17 SP:Iteration 2Q (15363.130000 sec): 3 clusters Score: Raw -77538.278016 + Penalty 3062.197908 = -74476.080109 nChanged 13 SP:Iteration 3Q (15363.280000 sec): 3 clusters Score: Raw -77571.730146 + Penalty 3062.197908 = -74509.532238 nChanged 6 SP:Iteration 4Q (15363.470000 sec): 3 clusters Score: Raw -77591.616485 + Penalty 3062.197908 = -74529.418578 nChanged 4 SP:Iteration 5Q (15363.700000 sec): 3 clusters Score: Raw -77603.175882 + Penalty 3062.197908 = -74540.977975 nChanged 7 SP:Iteration 6Q (15363.840000 sec): 3 clusters Score: Raw -77619.647519 + Penalty 3062.197908 = -74557.449611 nChanged 3 SP:Iteration 7Q (15364.030000 sec): 3 clusters Score: Raw -77630.242797 + Penalty 3062.197908 = -74568.044889 nChanged 1 SP:Iteration 8Q (15364.200000 sec): 3 clusters Score: Raw -77631.250155 + Penalty 3062.197908 = -74569.052247 nChanged 0 SP:Iteration 9F (15364.420000 sec): 3 clusters Score: Raw -77631.250155 + Penalty 3062.197908 = -74569.052247 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15364.520000 sec): 2 clusters Score: Raw -1528214.782045 + Penalty 2229.876578 = -1525984.905467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15364.770000 sec): 3 clusters Score: Raw -1524056.845762 + Penalty 4459.753156 = -1519597.092606 nChanged 3211 SP:Iteration 1F (15365.000000 sec): 3 clusters Score: Raw -1525764.717470 + Penalty 4459.753156 = -1521304.964314 nChanged 547 SP:Iteration 2F (15365.190000 sec): 3 clusters Score: Raw -1526090.637744 + Penalty 4459.753156 = -1521630.884588 nChanged 472 SP:Iteration 3F (15365.380000 sec): 3 clusters Score: Raw -1526383.542213 + Penalty 4459.753156 = -1521923.789057 nChanged 383 SP:Iteration 4Q (15365.720000 sec): 3 clusters Score: Raw -1526608.632845 + Penalty 4459.753156 = -1522148.879689 nChanged 321 SP:Iteration 5Q (15365.900000 sec): 3 clusters Score: Raw -1526795.820680 + Penalty 4459.753156 = -1522336.067524 nChanged 340 SP:Iteration 6Q (15366.120000 sec): 3 clusters Score: Raw -1527006.087359 + Penalty 4459.753156 = -1522546.334202 nChanged 357 SP:Iteration 7Q (15366.360000 sec): 3 clusters Score: Raw -1527231.945685 + Penalty 4459.753156 = -1522772.192529 nChanged 333 SP:Iteration 8Q (15366.600000 sec): 3 clusters Score: Raw -1527440.857954 + Penalty 4459.753156 = -1522981.104798 nChanged 314 SP:Iteration 9Q (15366.800000 sec): 3 clusters Score: Raw -1527653.530151 + Penalty 4459.753156 = -1523193.776995 nChanged 319 SP:Iteration 10Q (15367.070000 sec): 3 clusters Score: Raw -1527857.315651 + Penalty 4459.753156 = -1523397.562495 nChanged 295 SP:Iteration 11Q (15367.290000 sec): 3 clusters Score: Raw -1528033.658627 + Penalty 4459.753156 = -1523573.905471 nChanged 257 SP:Iteration 12Q (15367.540000 sec): 3 clusters Score: Raw -1528179.192886 + Penalty 4459.753156 = -1523719.439729 nChanged 217 SP:Iteration 13Q (15367.760000 sec): 3 clusters Score: Raw -1528287.025694 + Penalty 4459.753156 = -1523827.272537 nChanged 166 SP:Iteration 14Q (15368.000000 sec): 3 clusters Score: Raw -1528363.004222 + Penalty 4459.753156 = -1523903.251066 nChanged 141 SP:Iteration 15Q (15368.260000 sec): 3 clusters Score: Raw -1528419.669665 + Penalty 4459.753156 = -1523959.916508 nChanged 110 SP:Iteration 16Q (15368.460000 sec): 3 clusters Score: Raw -1528453.238982 + Penalty 4459.753156 = -1523993.485825 nChanged 68 SP:Iteration 17Q (15368.690000 sec): 3 clusters Score: Raw -1528475.432641 + Penalty 4459.753156 = -1524015.679485 nChanged 67 SP:Iteration 18Q (15368.930000 sec): 3 clusters Score: Raw -1528498.407117 + Penalty 4459.753156 = -1524038.653961 nChanged 63 SP:Iteration 19Q (15369.150000 sec): 3 clusters Score: Raw -1528517.951836 + Penalty 4459.753156 = -1524058.198680 nChanged 61 SP:Iteration 20F (15369.410000 sec): 3 clusters Score: Raw -1528535.412386 + Penalty 4459.753156 = -1524075.659230 nChanged 48 SP:Iteration 21Q (15369.570000 sec): 3 clusters Score: Raw -1528548.270481 + Penalty 4459.753156 = -1524088.517325 nChanged 54 SP:Iteration 22Q (15369.790000 sec): 3 clusters Score: Raw -1528566.705192 + Penalty 4459.753156 = -1524106.952035 nChanged 47 SP:Iteration 23Q (15369.950000 sec): 3 clusters Score: Raw -1528578.466576 + Penalty 4459.753156 = -1524118.713420 nChanged 34 SP:Iteration 24Q (15370.220000 sec): 3 clusters Score: Raw -1528588.595785 + Penalty 4459.753156 = -1524128.842629 nChanged 33 SP:Iteration 25Q (15370.440000 sec): 3 clusters Score: Raw -1528597.843758 + Penalty 4459.753156 = -1524138.090602 nChanged 26 SP:Iteration 26Q (15370.620000 sec): 3 clusters Score: Raw -1528605.357607 + Penalty 4459.753156 = -1524145.604451 nChanged 26 SP:Iteration 27Q (15370.840000 sec): 3 clusters Score: Raw -1528612.532282 + Penalty 4459.753156 = -1524152.779126 nChanged 24 SP:Iteration 28Q (15371.060000 sec): 3 clusters Score: Raw -1528618.465864 + Penalty 4459.753156 = -1524158.712708 nChanged 22 SP:Iteration 29Q (15371.350000 sec): 3 clusters Score: Raw -1528624.342127 + Penalty 4459.753156 = -1524164.588971 nChanged 23 SP:Iteration 30Q (15371.570000 sec): 3 clusters Score: Raw -1528629.652293 + Penalty 4459.753156 = -1524169.899136 nChanged 20 SP:Iteration 31Q (15371.800000 sec): 3 clusters Score: Raw -1528634.651861 + Penalty 4459.753156 = -1524174.898705 nChanged 21 SP:Iteration 32Q (15371.960000 sec): 3 clusters Score: Raw -1528639.929952 + Penalty 4459.753156 = -1524180.176796 nChanged 17 SP:Iteration 33Q (15372.200000 sec): 3 clusters Score: Raw -1528643.889962 + Penalty 4459.753156 = -1524184.136806 nChanged 14 SP:Iteration 34Q (15372.450000 sec): 3 clusters Score: Raw -1528647.658416 + Penalty 4459.753156 = -1524187.905260 nChanged 14 SP:Iteration 35Q (15372.660000 sec): 3 clusters Score: Raw -1528652.104575 + Penalty 4459.753156 = -1524192.351418 nChanged 14 SP:Iteration 36Q (15372.890000 sec): 3 clusters Score: Raw -1528654.978996 + Penalty 4459.753156 = -1524195.225840 nChanged 9 SP:Iteration 37Q (15373.120000 sec): 3 clusters Score: Raw -1528657.360951 + Penalty 4459.753156 = -1524197.607795 nChanged 7 SP:Iteration 38Q (15373.400000 sec): 3 clusters Score: Raw -1528659.060264 + Penalty 4459.753156 = -1524199.307108 nChanged 11 SP:Iteration 39Q (15373.610000 sec): 3 clusters Score: Raw -1528662.112617 + Penalty 4459.753156 = -1524202.359461 nChanged 6 SP:Iteration 40F (15373.810000 sec): 3 clusters Score: Raw -1528663.386787 + Penalty 4459.753156 = -1524203.633631 nChanged 3 SP:Iteration 41Q (15374.010000 sec): 3 clusters Score: Raw -1528664.074787 + Penalty 4459.753156 = -1524204.321631 nChanged 4 SP:Iteration 42Q (15374.200000 sec): 3 clusters Score: Raw -1528664.673083 + Penalty 4459.753156 = -1524204.919926 nChanged 3 SP:Iteration 43Q (15374.410000 sec): 3 clusters Score: Raw -1528665.187578 + Penalty 4459.753156 = -1524205.434421 nChanged 3 SP:Iteration 44Q (15374.670000 sec): 3 clusters Score: Raw -1528666.140659 + Penalty 4459.753156 = -1524206.387503 nChanged 5 SP:Iteration 45Q (15374.860000 sec): 3 clusters Score: Raw -1528666.811492 + Penalty 4459.753156 = -1524207.058335 nChanged 6 SP:Iteration 46Q (15375.080000 sec): 3 clusters Score: Raw -1528667.939201 + Penalty 4459.753156 = -1524208.186045 nChanged 7 SP:Iteration 47Q (15375.310000 sec): 3 clusters Score: Raw -1528669.656846 + Penalty 4459.753156 = -1524209.903690 nChanged 6 SP:Iteration 48Q (15375.520000 sec): 3 clusters Score: Raw -1528670.582956 + Penalty 4459.753156 = -1524210.829799 nChanged 5 SP:Iteration 49Q (15375.760000 sec): 3 clusters Score: Raw -1528672.440237 + Penalty 4459.753156 = -1524212.687081 nChanged 6 SP:Iteration 50Q (15375.960000 sec): 3 clusters Score: Raw -1528673.643709 + Penalty 4459.753156 = -1524213.890552 nChanged 1 SP:Iteration 51Q (15376.180000 sec): 3 clusters Score: Raw -1528673.723419 + Penalty 4459.753156 = -1524213.970263 nChanged 0 SP:Iteration 52F (15376.410000 sec): 3 clusters Score: Raw -1528673.723419 + Penalty 4459.753156 = -1524213.970263 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (66146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15376.810000 sec): 2 clusters Score: Raw -11906473.919722 + Penalty 2752.705685 = -11903721.214037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15377.370000 sec): 3 clusters Score: Raw -11864628.842560 + Penalty 5505.411371 = -11859123.431189 nChanged 31028 SP:Iteration 1F (15377.880000 sec): 3 clusters Score: Raw -11882155.770660 + Penalty 5505.411371 = -11876650.359289 nChanged 2443 SP:Iteration 2Q (15378.420000 sec): 3 clusters Score: Raw -11882800.987760 + Penalty 5505.411371 = -11877295.576389 nChanged 2370 SP:Iteration 3Q (15378.980000 sec): 3 clusters Score: Raw -11883454.335738 + Penalty 5505.411371 = -11877948.924367 nChanged 2416 SP:Iteration 4Q (15379.540000 sec): 3 clusters Score: Raw -11884214.680903 + Penalty 5505.411371 = -11878709.269532 nChanged 2609 SP:Iteration 5Q (15380.110000 sec): 3 clusters Score: Raw -11885119.316336 + Penalty 5505.411371 = -11879613.904965 nChanged 2754 SP:Iteration 6Q (15380.690000 sec): 3 clusters Score: Raw -11886217.311845 + Penalty 5505.411371 = -11880711.900475 nChanged 3038 SP:Iteration 7Q (15381.250000 sec): 3 clusters Score: Raw -11887635.691859 + Penalty 5505.411371 = -11882130.280488 nChanged 3351 SP:Iteration 8F (15381.800000 sec): 3 clusters Score: Raw -11889457.080958 + Penalty 5505.411371 = -11883951.669587 nChanged 3683 SP:Iteration 9F (15382.330000 sec): 3 clusters Score: Raw -11891836.130845 + Penalty 5505.411371 = -11886330.719474 nChanged 3762 SP:Iteration 10F (15382.850000 sec): 3 clusters Score: Raw -11894556.520118 + Penalty 5505.411371 = -11889051.108747 nChanged 3666 SP:Iteration 11F (15383.380000 sec): 3 clusters Score: Raw -11897420.726740 + Penalty 5505.411371 = -11891915.315369 nChanged 3207 SP:Iteration 12Q (15383.880000 sec): 3 clusters Score: Raw -11899972.358544 + Penalty 5505.411371 = -11894466.947174 nChanged 2641 SP:Iteration 13Q (15384.410000 sec): 3 clusters Score: Raw -11901970.246626 + Penalty 5505.411371 = -11896464.835256 nChanged 2127 SP:Iteration 14Q (15384.920000 sec): 3 clusters Score: Raw -11903485.599792 + Penalty 5505.411371 = -11897980.188421 nChanged 1621 SP:Iteration 15Q (15385.460000 sec): 3 clusters Score: Raw -11904589.830390 + Penalty 5505.411371 = -11899084.419019 nChanged 1164 SP:Iteration 16Q (15385.980000 sec): 3 clusters Score: Raw -11905345.040714 + Penalty 5505.411371 = -11899839.629343 nChanged 849 SP:Iteration 17Q (15386.430000 sec): 3 clusters Score: Raw -11905895.734735 + Penalty 5505.411371 = -11900390.323364 nChanged 595 SP:Iteration 18Q (15386.910000 sec): 3 clusters Score: Raw -11906248.910490 + Penalty 5505.411371 = -11900743.499119 nChanged 389 SP:Iteration 19Q (15387.380000 sec): 3 clusters Score: Raw -11906474.011151 + Penalty 5505.411371 = -11900968.599781 nChanged 278 SP:Iteration 20F (15387.880000 sec): 3 clusters Score: Raw -11906630.204404 + Penalty 5505.411371 = -11901124.793033 nChanged 179 SP:Iteration 21Q (15388.360000 sec): 3 clusters Score: Raw -11906727.673166 + Penalty 5505.411371 = -11901222.261796 nChanged 134 SP:Iteration 22Q (15388.820000 sec): 3 clusters Score: Raw -11906806.027700 + Penalty 5505.411371 = -11901300.616330 nChanged 104 SP:Iteration 23Q (15389.300000 sec): 3 clusters Score: Raw -11906868.815909 + Penalty 5505.411371 = -11901363.404539 nChanged 80 SP:Iteration 24Q (15389.810000 sec): 3 clusters Score: Raw -11906916.646247 + Penalty 5505.411371 = -11901411.234876 nChanged 61 SP:Iteration 25Q (15390.270000 sec): 3 clusters Score: Raw -11906957.202689 + Penalty 5505.411371 = -11901451.791318 nChanged 43 SP:Iteration 26Q (15390.760000 sec): 3 clusters Score: Raw -11906983.693280 + Penalty 5505.411371 = -11901478.281910 nChanged 33 SP:Iteration 27Q (15391.200000 sec): 3 clusters Score: Raw -11907004.304624 + Penalty 5505.411371 = -11901498.893253 nChanged 34 SP:Iteration 28Q (15391.630000 sec): 3 clusters Score: Raw -11907020.043949 + Penalty 5505.411371 = -11901514.632578 nChanged 25 SP:Iteration 29Q (15392.070000 sec): 3 clusters Score: Raw -11907033.322538 + Penalty 5505.411371 = -11901527.911168 nChanged 26 SP:Iteration 30Q (15392.490000 sec): 3 clusters Score: Raw -11907049.448442 + Penalty 5505.411371 = -11901544.037071 nChanged 18 SP:Iteration 31Q (15392.990000 sec): 3 clusters Score: Raw -11907058.378657 + Penalty 5505.411371 = -11901552.967286 nChanged 12 SP:Iteration 32Q (15393.460000 sec): 3 clusters Score: Raw -11907065.504169 + Penalty 5505.411371 = -11901560.092798 nChanged 14 SP:Iteration 33Q (15393.950000 sec): 3 clusters Score: Raw -11907074.568721 + Penalty 5505.411371 = -11901569.157350 nChanged 20 SP:Iteration 34Q (15394.380000 sec): 3 clusters Score: Raw -11907083.961384 + Penalty 5505.411371 = -11901578.550013 nChanged 19 SP:Iteration 35Q (15394.840000 sec): 3 clusters Score: Raw -11907093.612883 + Penalty 5505.411371 = -11901588.201513 nChanged 11 SP:Iteration 36Q (15395.270000 sec): 3 clusters Score: Raw -11907097.616433 + Penalty 5505.411371 = -11901592.205062 nChanged 6 SP:Iteration 37Q (15395.740000 sec): 3 clusters Score: Raw -11907100.039935 + Penalty 5505.411371 = -11901594.628564 nChanged 4 SP:Iteration 38Q (15396.220000 sec): 3 clusters Score: Raw -11907102.043080 + Penalty 5505.411371 = -11901596.631709 nChanged 1 SP:Iteration 39Q (15396.650000 sec): 3 clusters Score: Raw -11907103.002981 + Penalty 5505.411371 = -11901597.591610 nChanged 4 SP:Iteration 40F (15397.200000 sec): 3 clusters Score: Raw -11907106.291721 + Penalty 5505.411371 = -11901600.880351 nChanged 4 SP:Iteration 41Q (15397.640000 sec): 3 clusters Score: Raw -11907108.750279 + Penalty 5505.411371 = -11901603.338909 nChanged 0 SP:Iteration 42F (15398.170000 sec): 3 clusters Score: Raw -11907108.750279 + Penalty 5505.411371 = -11901603.338909 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15398.310000 sec): 2 clusters Score: Raw -122227.394202 + Penalty 1622.890138 = -120604.504064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15398.490000 sec): 3 clusters Score: Raw -122122.269014 + Penalty 3245.780275 = -118876.488739 nChanged 145 SP:Iteration 1F (15398.670000 sec): 3 clusters Score: Raw -122353.636333 + Penalty 3245.780275 = -119107.856057 nChanged 38 SP:Iteration 2F (15398.830000 sec): 3 clusters Score: Raw -122425.678640 + Penalty 3245.780275 = -119179.898365 nChanged 19 SP:Iteration 3Q (15399.020000 sec): 3 clusters Score: Raw -122465.971115 + Penalty 3245.780275 = -119220.190840 nChanged 8 SP:Iteration 4Q (15399.180000 sec): 3 clusters Score: Raw -122475.605682 + Penalty 3245.780275 = -119229.825407 nChanged 2 SP:Iteration 5Q (15399.370000 sec): 3 clusters Score: Raw -122478.521430 + Penalty 3245.780275 = -119232.741155 nChanged 3 SP:Iteration 6Q (15399.550000 sec): 3 clusters Score: Raw -122483.404218 + Penalty 3245.780275 = -119237.623943 nChanged 3 SP:Iteration 7Q (15399.750000 sec): 3 clusters Score: Raw -122487.057171 + Penalty 3245.780275 = -119241.276896 nChanged 1 SP:Iteration 8Q (15399.920000 sec): 3 clusters Score: Raw -122488.833774 + Penalty 3245.780275 = -119243.053499 nChanged 1 SP:Iteration 9Q (15400.130000 sec): 3 clusters Score: Raw -122489.293146 + Penalty 3245.780275 = -119243.512870 nChanged 0 SP:Iteration 10F (15400.310000 sec): 3 clusters Score: Raw -122489.293146 + Penalty 3245.780275 = -119243.512870 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15400.410000 sec): 2 clusters Score: Raw -437395.854360 + Penalty 1952.935303 = -435442.919057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15400.610000 sec): 3 clusters Score: Raw -436365.495610 + Penalty 3905.870606 = -432459.625004 nChanged 867 SP:Iteration 1F (15400.800000 sec): 3 clusters Score: Raw -437110.975078 + Penalty 3905.870606 = -433205.104472 nChanged 263 SP:Iteration 2F (15400.980000 sec): 3 clusters Score: Raw -437452.062171 + Penalty 3905.870606 = -433546.191565 nChanged 187 SP:Iteration 3F (15401.170000 sec): 3 clusters Score: Raw -437806.728672 + Penalty 3905.870606 = -433900.858066 nChanged 194 SP:Iteration 4F (15401.370000 sec): 3 clusters Score: Raw -438125.001462 + Penalty 3905.870606 = -434219.130856 nChanged 157 SP:Iteration 5F (15401.590000 sec): 3 clusters Score: Raw -438362.115257 + Penalty 3905.870606 = -434456.244651 nChanged 132 SP:Iteration 6F (15401.770000 sec): 3 clusters Score: Raw -438552.229972 + Penalty 3905.870606 = -434646.359366 nChanged 101 SP:Iteration 7Q (15401.940000 sec): 3 clusters Score: Raw -438680.640886 + Penalty 3905.870606 = -434774.770280 nChanged 73 SP:Iteration 8Q (15402.100000 sec): 3 clusters Score: Raw -438754.536914 + Penalty 3905.870606 = -434848.666308 nChanged 43 SP:Iteration 9Q (15402.260000 sec): 3 clusters Score: Raw -438800.131385 + Penalty 3905.870606 = -434894.260779 nChanged 33 SP:Iteration 10Q (15402.450000 sec): 3 clusters Score: Raw -438825.838034 + Penalty 3905.870606 = -434919.967428 nChanged 24 SP:Iteration 11Q (15402.600000 sec): 3 clusters Score: Raw -438842.295458 + Penalty 3905.870606 = -434936.424852 nChanged 16 SP:Iteration 12Q (15402.780000 sec): 3 clusters Score: Raw -438856.434828 + Penalty 3905.870606 = -434950.564222 nChanged 12 SP:Iteration 13Q (15402.960000 sec): 3 clusters Score: Raw -438866.083973 + Penalty 3905.870606 = -434960.213366 nChanged 10 SP:Iteration 14Q (15403.130000 sec): 3 clusters Score: Raw -438871.053171 + Penalty 3905.870606 = -434965.182565 nChanged 4 SP:Iteration 15Q (15403.310000 sec): 3 clusters Score: Raw -438873.463186 + Penalty 3905.870606 = -434967.592580 nChanged 3 SP:Iteration 16Q (15403.510000 sec): 3 clusters Score: Raw -438874.460216 + Penalty 3905.870606 = -434968.589610 nChanged 3 SP:Iteration 17Q (15403.660000 sec): 3 clusters Score: Raw -438875.870757 + Penalty 3905.870606 = -434970.000151 nChanged 0 SP:Iteration 18F (15403.860000 sec): 3 clusters Score: Raw -438875.870757 + Penalty 3905.870606 = -434970.000151 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15403.920000 sec): 2 clusters Score: Raw -212738.176585 + Penalty 1745.835767 = -210992.340818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15404.110000 sec): 3 clusters Score: Raw -212460.685959 + Penalty 3491.671534 = -208969.014426 nChanged 333 SP:Iteration 1F (15404.290000 sec): 3 clusters Score: Raw -212794.587505 + Penalty 3491.671534 = -209302.915971 nChanged 59 SP:Iteration 2F (15404.480000 sec): 3 clusters Score: Raw -212855.150678 + Penalty 3491.671534 = -209363.479144 nChanged 27 SP:Iteration 3Q (15404.660000 sec): 3 clusters Score: Raw -212883.251173 + Penalty 3491.671534 = -209391.579640 nChanged 15 SP:Iteration 4Q (15404.850000 sec): 3 clusters Score: Raw -212900.544464 + Penalty 3491.671534 = -209408.872931 nChanged 18 SP:Iteration 5Q (15405.030000 sec): 3 clusters Score: Raw -212930.005749 + Penalty 3491.671534 = -209438.334215 nChanged 13 SP:Iteration 6Q (15405.260000 sec): 3 clusters Score: Raw -212944.095804 + Penalty 3491.671534 = -209452.424270 nChanged 11 SP:Iteration 7Q (15405.390000 sec): 3 clusters Score: Raw -212959.090553 + Penalty 3491.671534 = -209467.419019 nChanged 10 SP:Iteration 8Q (15405.560000 sec): 3 clusters Score: Raw -212966.010317 + Penalty 3491.671534 = -209474.338783 nChanged 3 SP:Iteration 9Q (15405.750000 sec): 3 clusters Score: Raw -212968.939138 + Penalty 3491.671534 = -209477.267604 nChanged 1 SP:Iteration 10Q (15405.920000 sec): 3 clusters Score: Raw -212970.249401 + Penalty 3491.671534 = -209478.577868 nChanged 2 SP:Iteration 11Q (15406.110000 sec): 3 clusters Score: Raw -212971.250208 + Penalty 3491.671534 = -209479.578675 nChanged 0 SP:Iteration 12F (15406.290000 sec): 3 clusters Score: Raw -212971.250208 + Penalty 3491.671534 = -209479.578675 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15406.430000 sec): 2 clusters Score: Raw -1070229.605256 + Penalty 2161.294171 = -1068068.311085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15406.660000 sec): 3 clusters Score: Raw -1067255.213545 + Penalty 4322.588342 = -1062932.625203 nChanged 2333 SP:Iteration 1F (15406.860000 sec): 3 clusters Score: Raw -1068767.977712 + Penalty 4322.588342 = -1064445.389370 nChanged 509 SP:Iteration 2F (15407.050000 sec): 3 clusters Score: Raw -1069225.357967 + Penalty 4322.588342 = -1064902.769626 nChanged 443 SP:Iteration 3F (15407.280000 sec): 3 clusters Score: Raw -1069757.786183 + Penalty 4322.588342 = -1065435.197841 nChanged 444 SP:Iteration 4F (15407.540000 sec): 3 clusters Score: Raw -1070209.633393 + Penalty 4322.588342 = -1065887.045051 nChanged 419 SP:Iteration 5F (15407.740000 sec): 3 clusters Score: Raw -1070608.969475 + Penalty 4322.588342 = -1066286.381134 nChanged 343 SP:Iteration 6F (15407.990000 sec): 3 clusters Score: Raw -1070883.224442 + Penalty 4322.588342 = -1066560.636101 nChanged 284 SP:Iteration 7Q (15408.160000 sec): 3 clusters Score: Raw -1071077.745696 + Penalty 4322.588342 = -1066755.157355 nChanged 199 SP:Iteration 8Q (15408.340000 sec): 3 clusters Score: Raw -1071204.415020 + Penalty 4322.588342 = -1066881.826678 nChanged 144 SP:Iteration 9Q (15408.580000 sec): 3 clusters Score: Raw -1071301.332270 + Penalty 4322.588342 = -1066978.743928 nChanged 127 SP:Iteration 10Q (15408.760000 sec): 3 clusters Score: Raw -1071375.300823 + Penalty 4322.588342 = -1067052.712481 nChanged 101 SP:Iteration 11Q (15408.990000 sec): 3 clusters Score: Raw -1071426.364864 + Penalty 4322.588342 = -1067103.776522 nChanged 69 SP:Iteration 12Q (15409.210000 sec): 3 clusters Score: Raw -1071460.146208 + Penalty 4322.588342 = -1067137.557867 nChanged 49 SP:Iteration 13Q (15409.410000 sec): 3 clusters Score: Raw -1071478.716678 + Penalty 4322.588342 = -1067156.128336 nChanged 26 SP:Iteration 14Q (15409.640000 sec): 3 clusters Score: Raw -1071489.355422 + Penalty 4322.588342 = -1067166.767081 nChanged 23 SP:Iteration 15Q (15409.910000 sec): 3 clusters Score: Raw -1071497.744502 + Penalty 4322.588342 = -1067175.156160 nChanged 17 SP:Iteration 16Q (15410.090000 sec): 3 clusters Score: Raw -1071502.840559 + Penalty 4322.588342 = -1067180.252217 nChanged 13 SP:Iteration 17Q (15410.310000 sec): 3 clusters Score: Raw -1071505.975493 + Penalty 4322.588342 = -1067183.387152 nChanged 4 SP:Iteration 18Q (15410.510000 sec): 3 clusters Score: Raw -1071507.236597 + Penalty 4322.588342 = -1067184.648255 nChanged 7 SP:Iteration 19Q (15410.740000 sec): 3 clusters Score: Raw -1071510.134509 + Penalty 4322.588342 = -1067187.546167 nChanged 10 SP:Iteration 20F (15410.920000 sec): 3 clusters Score: Raw -1071513.591526 + Penalty 4322.588342 = -1067191.003184 nChanged 7 SP:Iteration 21Q (15411.150000 sec): 3 clusters Score: Raw -1071516.022371 + Penalty 4322.588342 = -1067193.434029 nChanged 6 SP:Iteration 22Q (15411.370000 sec): 3 clusters Score: Raw -1071517.772228 + Penalty 4322.588342 = -1067195.183886 nChanged 4 SP:Iteration 23Q (15411.560000 sec): 3 clusters Score: Raw -1071518.895035 + Penalty 4322.588342 = -1067196.306693 nChanged 3 SP:Iteration 24Q (15411.790000 sec): 3 clusters Score: Raw -1071519.709164 + Penalty 4322.588342 = -1067197.120823 nChanged 2 SP:Iteration 25Q (15412.020000 sec): 3 clusters Score: Raw -1071520.138138 + Penalty 4322.588342 = -1067197.549796 nChanged 2 SP:Iteration 26Q (15412.270000 sec): 3 clusters Score: Raw -1071520.496805 + Penalty 4322.588342 = -1067197.908463 nChanged 1 SP:Iteration 27Q (15412.460000 sec): 3 clusters Score: Raw -1071520.699806 + Penalty 4322.588342 = -1067198.111464 nChanged 1 SP:Iteration 28Q (15412.680000 sec): 3 clusters Score: Raw -1071520.928984 + Penalty 4322.588342 = -1067198.340643 nChanged 3 SP:Iteration 29Q (15412.880000 sec): 3 clusters Score: Raw -1071521.686119 + Penalty 4322.588342 = -1067199.097777 nChanged 3 SP:Iteration 30Q (15413.120000 sec): 3 clusters Score: Raw -1071522.318803 + Penalty 4322.588342 = -1067199.730462 nChanged 4 SP:Iteration 31Q (15413.320000 sec): 3 clusters Score: Raw -1071523.465501 + Penalty 4322.588342 = -1067200.877160 nChanged 4 SP:Iteration 32Q (15413.540000 sec): 3 clusters Score: Raw -1071524.341878 + Penalty 4322.588342 = -1067201.753536 nChanged 4 SP:Iteration 33Q (15413.730000 sec): 3 clusters Score: Raw -1071525.523234 + Penalty 4322.588342 = -1067202.934892 nChanged 5 SP:Iteration 34Q (15413.950000 sec): 3 clusters Score: Raw -1071527.345162 + Penalty 4322.588342 = -1067204.756821 nChanged 9 SP:Iteration 35Q (15414.180000 sec): 3 clusters Score: Raw -1071530.022605 + Penalty 4322.588342 = -1067207.434263 nChanged 9 SP:Iteration 36Q (15414.360000 sec): 3 clusters Score: Raw -1071533.062330 + Penalty 4322.588342 = -1067210.473989 nChanged 2 SP:Iteration 37Q (15414.560000 sec): 3 clusters Score: Raw -1071533.887658 + Penalty 4322.588342 = -1067211.299317 nChanged 1 SP:Iteration 38Q (15414.820000 sec): 3 clusters Score: Raw -1071534.181316 + Penalty 4322.588342 = -1067211.592974 nChanged 0 SP:Iteration 39F (15415.040000 sec): 3 clusters Score: Raw -1071534.181316 + Penalty 4322.588342 = -1067211.592974 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15415.140000 sec): 2 clusters Score: Raw -26844.441424 + Penalty 1308.972435 = -25535.468989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15415.300000 sec): 3 clusters Score: Raw -27107.312146 + Penalty 2617.944871 = -24489.367276 nChanged 21 SP:Iteration 1F (15415.490000 sec): 3 clusters Score: Raw -27189.058166 + Penalty 2617.944871 = -24571.113295 nChanged 1 SP:Iteration 2Q (15415.680000 sec): 3 clusters Score: Raw -27196.506466 + Penalty 2617.944871 = -24578.561595 nChanged 0 SP:Iteration 3F (15415.820000 sec): 3 clusters Score: Raw -27196.506466 + Penalty 2617.944871 = -24578.561595 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (29437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15416.070000 sec): 2 clusters Score: Raw -5654673.665525 + Penalty 2551.921901 = -5652121.743624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15416.360000 sec): 3 clusters Score: Raw -5636936.182780 + Penalty 5103.843802 = -5631832.338978 nChanged 13325 SP:Iteration 1F (15416.680000 sec): 3 clusters Score: Raw -5644149.498889 + Penalty 5103.843802 = -5639045.655086 nChanged 1255 SP:Iteration 2Q (15417.030000 sec): 3 clusters Score: Raw -5644490.580651 + Penalty 5103.843802 = -5639386.736849 nChanged 1066 SP:Iteration 3Q (15417.360000 sec): 3 clusters Score: Raw -5644775.430041 + Penalty 5103.843802 = -5639671.586239 nChanged 934 SP:Iteration 4Q (15417.720000 sec): 3 clusters Score: Raw -5645008.343911 + Penalty 5103.843802 = -5639904.500109 nChanged 822 SP:Iteration 5Q (15418.050000 sec): 3 clusters Score: Raw -5645229.947129 + Penalty 5103.843802 = -5640126.103327 nChanged 779 SP:Iteration 6Q (15418.400000 sec): 3 clusters Score: Raw -5645450.020937 + Penalty 5103.843802 = -5640346.177135 nChanged 794 SP:Iteration 7Q (15418.740000 sec): 3 clusters Score: Raw -5645676.254699 + Penalty 5103.843802 = -5640572.410897 nChanged 763 SP:Iteration 8Q (15419.080000 sec): 3 clusters Score: Raw -5645902.073289 + Penalty 5103.843802 = -5640798.229487 nChanged 795 SP:Iteration 9Q (15419.450000 sec): 3 clusters Score: Raw -5646158.973839 + Penalty 5103.843802 = -5641055.130037 nChanged 835 SP:Iteration 10Q (15419.820000 sec): 3 clusters Score: Raw -5646445.946432 + Penalty 5103.843802 = -5641342.102630 nChanged 891 SP:Iteration 11Q (15420.190000 sec): 3 clusters Score: Raw -5646772.949576 + Penalty 5103.843802 = -5641669.105774 nChanged 961 SP:Iteration 12Q (15420.640000 sec): 3 clusters Score: Raw -5647200.929605 + Penalty 5103.843802 = -5642097.085802 nChanged 1056 SP:Iteration 13Q (15420.960000 sec): 3 clusters Score: Raw -5647731.982390 + Penalty 5103.843802 = -5642628.138588 nChanged 1199 SP:Iteration 14Q (15421.350000 sec): 3 clusters Score: Raw -5648362.998489 + Penalty 5103.843802 = -5643259.154687 nChanged 1258 SP:Iteration 15Q (15421.740000 sec): 3 clusters Score: Raw -5649083.249089 + Penalty 5103.843802 = -5643979.405287 nChanged 1289 SP:Iteration 16Q (15422.110000 sec): 3 clusters Score: Raw -5649865.144758 + Penalty 5103.843802 = -5644761.300956 nChanged 1321 SP:Iteration 17Q (15422.510000 sec): 3 clusters Score: Raw -5650685.787506 + Penalty 5103.843802 = -5645581.943703 nChanged 1193 SP:Iteration 18Q (15422.820000 sec): 3 clusters Score: Raw -5651451.606464 + Penalty 5103.843802 = -5646347.762662 nChanged 1059 SP:Iteration 19Q (15423.140000 sec): 3 clusters Score: Raw -5652131.289135 + Penalty 5103.843802 = -5647027.445332 nChanged 917 SP:Iteration 20F (15423.510000 sec): 3 clusters Score: Raw -5652742.413979 + Penalty 5103.843802 = -5647638.570177 nChanged 856 SP:Iteration 21Q (15423.830000 sec): 3 clusters Score: Raw -5653312.027958 + Penalty 5103.843802 = -5648208.184156 nChanged 694 SP:Iteration 22Q (15424.180000 sec): 3 clusters Score: Raw -5653779.682854 + Penalty 5103.843802 = -5648675.839052 nChanged 532 SP:Iteration 23Q (15424.530000 sec): 3 clusters Score: Raw -5654136.494756 + Penalty 5103.843802 = -5649032.650954 nChanged 412 SP:Iteration 24Q (15424.820000 sec): 3 clusters Score: Raw -5654383.168170 + Penalty 5103.843802 = -5649279.324368 nChanged 317 SP:Iteration 25Q (15425.120000 sec): 3 clusters Score: Raw -5654560.775316 + Penalty 5103.843802 = -5649456.931514 nChanged 247 SP:Iteration 26Q (15425.440000 sec): 3 clusters Score: Raw -5654697.359871 + Penalty 5103.843802 = -5649593.516069 nChanged 194 SP:Iteration 27Q (15425.750000 sec): 3 clusters Score: Raw -5654809.005109 + Penalty 5103.843802 = -5649705.161307 nChanged 157 SP:Iteration 28Q (15426.060000 sec): 3 clusters Score: Raw -5654890.889115 + Penalty 5103.843802 = -5649787.045313 nChanged 114 SP:Iteration 29Q (15426.380000 sec): 3 clusters Score: Raw -5654946.819648 + Penalty 5103.843802 = -5649842.975846 nChanged 93 SP:Iteration 30Q (15426.700000 sec): 3 clusters Score: Raw -5654990.566123 + Penalty 5103.843802 = -5649886.722321 nChanged 68 SP:Iteration 31Q (15426.950000 sec): 3 clusters Score: Raw -5655025.671207 + Penalty 5103.843802 = -5649921.827405 nChanged 43 SP:Iteration 32Q (15427.270000 sec): 3 clusters Score: Raw -5655048.050816 + Penalty 5103.843802 = -5649944.207014 nChanged 37 SP:Iteration 33Q (15427.590000 sec): 3 clusters Score: Raw -5655064.503979 + Penalty 5103.843802 = -5649960.660177 nChanged 38 SP:Iteration 34Q (15427.910000 sec): 3 clusters Score: Raw -5655085.501159 + Penalty 5103.843802 = -5649981.657357 nChanged 40 SP:Iteration 35Q (15428.180000 sec): 3 clusters Score: Raw -5655104.389215 + Penalty 5103.843802 = -5650000.545413 nChanged 31 SP:Iteration 36Q (15428.440000 sec): 3 clusters Score: Raw -5655118.327790 + Penalty 5103.843802 = -5650014.483988 nChanged 20 SP:Iteration 37Q (15428.760000 sec): 3 clusters Score: Raw -5655127.225142 + Penalty 5103.843802 = -5650023.381340 nChanged 15 SP:Iteration 38Q (15429.040000 sec): 3 clusters Score: Raw -5655133.754950 + Penalty 5103.843802 = -5650029.911148 nChanged 9 SP:Iteration 39Q (15429.340000 sec): 3 clusters Score: Raw -5655136.705943 + Penalty 5103.843802 = -5650032.862141 nChanged 9 SP:Iteration 40F (15429.610000 sec): 3 clusters Score: Raw -5655139.752006 + Penalty 5103.843802 = -5650035.908204 nChanged 6 SP:Iteration 41Q (15429.940000 sec): 3 clusters Score: Raw -5655141.852692 + Penalty 5103.843802 = -5650038.008890 nChanged 2 SP:Iteration 42Q (15430.250000 sec): 3 clusters Score: Raw -5655142.411151 + Penalty 5103.843802 = -5650038.567349 nChanged 3 SP:Iteration 43Q (15430.590000 sec): 3 clusters Score: Raw -5655143.733815 + Penalty 5103.843802 = -5650039.890013 nChanged 1 SP:Iteration 44Q (15430.870000 sec): 3 clusters Score: Raw -5655144.324673 + Penalty 5103.843802 = -5650040.480871 nChanged 3 SP:Iteration 45Q (15431.110000 sec): 3 clusters Score: Raw -5655146.035668 + Penalty 5103.843802 = -5650042.191866 nChanged 4 SP:Iteration 46Q (15431.450000 sec): 3 clusters Score: Raw -5655148.725568 + Penalty 5103.843802 = -5650044.881766 nChanged 8 SP:Iteration 47Q (15431.760000 sec): 3 clusters Score: Raw -5655153.522276 + Penalty 5103.843802 = -5650049.678474 nChanged 10 SP:Iteration 48Q (15432.070000 sec): 3 clusters Score: Raw -5655158.441552 + Penalty 5103.843802 = -5650054.597750 nChanged 12 SP:Iteration 49Q (15432.350000 sec): 3 clusters Score: Raw -5655164.224900 + Penalty 5103.843802 = -5650060.381098 nChanged 15 SP:Iteration 50Q (15432.620000 sec): 3 clusters Score: Raw -5655171.294768 + Penalty 5103.843802 = -5650067.450966 nChanged 10 SP:Iteration 51Q (15432.910000 sec): 3 clusters Score: Raw -5655175.594418 + Penalty 5103.843802 = -5650071.750616 nChanged 6 SP:Iteration 52Q (15433.200000 sec): 3 clusters Score: Raw -5655178.587967 + Penalty 5103.843802 = -5650074.744165 nChanged 4 SP:Iteration 53Q (15433.530000 sec): 3 clusters Score: Raw -5655180.372232 + Penalty 5103.843802 = -5650076.528429 nChanged 2 SP:Iteration 54Q (15433.830000 sec): 3 clusters Score: Raw -5655181.063325 + Penalty 5103.843802 = -5650077.219523 nChanged 1 SP:Iteration 55Q (15434.110000 sec): 3 clusters Score: Raw -5655181.572422 + Penalty 5103.843802 = -5650077.728620 nChanged 0 SP:Iteration 56F (15434.420000 sec): 3 clusters Score: Raw -5655181.572422 + Penalty 5103.843802 = -5650077.728620 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15434.530000 sec): 2 clusters Score: Raw -71772.244520 + Penalty 1539.730326 = -70232.514194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15434.770000 sec): 3 clusters Score: Raw -71871.983399 + Penalty 3079.460653 = -68792.522746 nChanged 95 SP:Iteration 1F (15434.990000 sec): 3 clusters Score: Raw -72088.499794 + Penalty 3079.460653 = -69009.039142 nChanged 35 SP:Iteration 2F (15435.130000 sec): 3 clusters Score: Raw -72175.055383 + Penalty 3079.460653 = -69095.594730 nChanged 23 SP:Iteration 3Q (15435.370000 sec): 3 clusters Score: Raw -72226.877627 + Penalty 3079.460653 = -69147.416974 nChanged 12 SP:Iteration 4Q (15435.520000 sec): 3 clusters Score: Raw -72249.696357 + Penalty 3079.460653 = -69170.235704 nChanged 9 SP:Iteration 5Q (15435.730000 sec): 3 clusters Score: Raw -72270.105780 + Penalty 3079.460653 = -69190.645127 nChanged 11 SP:Iteration 6Q (15435.940000 sec): 3 clusters Score: Raw -72296.606272 + Penalty 3079.460653 = -69217.145620 nChanged 3 SP:Iteration 7Q (15436.090000 sec): 3 clusters Score: Raw -72307.279627 + Penalty 3079.460653 = -69227.818974 nChanged 3 SP:Iteration 8Q (15436.260000 sec): 3 clusters Score: Raw -72312.974058 + Penalty 3079.460653 = -69233.513405 nChanged 1 SP:Iteration 9Q (15436.490000 sec): 3 clusters Score: Raw -72314.054690 + Penalty 3079.460653 = -69234.594037 nChanged 0 SP:Iteration 10F (15436.630000 sec): 3 clusters Score: Raw -72314.054690 + Penalty 3079.460653 = -69234.594037 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15436.720000 sec): 2 clusters Score: Raw -38959.949686 + Penalty 1424.264791 = -37535.684896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15436.910000 sec): 3 clusters Score: Raw -39314.893925 + Penalty 2848.529581 = -36466.364344 nChanged 83 SP:Iteration 1F (15437.100000 sec): 3 clusters Score: Raw -39522.357790 + Penalty 2848.529581 = -36673.828209 nChanged 16 SP:Iteration 2F (15437.310000 sec): 3 clusters Score: Raw -39557.636739 + Penalty 2848.529581 = -36709.107158 nChanged 11 SP:Iteration 3Q (15437.460000 sec): 3 clusters Score: Raw -39645.418297 + Penalty 2848.529581 = -36796.888716 nChanged 10 SP:Iteration 4Q (15437.650000 sec): 3 clusters Score: Raw -39689.333490 + Penalty 2848.529581 = -36840.803909 nChanged 8 SP:Iteration 5Q (15437.810000 sec): 3 clusters Score: Raw -39779.503643 + Penalty 2848.529581 = -36930.974061 nChanged 8 SP:Iteration 6Q (15438.010000 sec): 3 clusters Score: Raw -39837.632960 + Penalty 2848.529581 = -36989.103379 nChanged 12 SP:Iteration 7Q (15438.190000 sec): 3 clusters Score: Raw -39884.124326 + Penalty 2848.529581 = -37035.594745 nChanged 3 SP:Iteration 8Q (15438.400000 sec): 3 clusters Score: Raw -39906.633982 + Penalty 2848.529581 = -37058.104400 nChanged 1 SP:Iteration 9Q (15438.620000 sec): 3 clusters Score: Raw -39911.498208 + Penalty 2848.529581 = -37062.968627 nChanged 0 SP:Iteration 10F (15438.790000 sec): 3 clusters Score: Raw -39917.116545 + Penalty 2848.529581 = -37068.586964 nChanged 1 SP:Iteration 11Q (15439.020000 sec): 3 clusters Score: Raw -39927.629313 + Penalty 2848.529581 = -37079.099731 nChanged 2 SP:Iteration 12Q (15439.210000 sec): 3 clusters Score: Raw -39958.911559 + Penalty 2848.529581 = -37110.381978 nChanged 2 SP:Iteration 13Q (15439.380000 sec): 3 clusters Score: Raw -39967.557947 + Penalty 2848.529581 = -37119.028366 nChanged 2 SP:Iteration 14Q (15439.570000 sec): 3 clusters Score: Raw -39982.209317 + Penalty 2848.529581 = -37133.679736 nChanged 2 SP:Iteration 15Q (15439.720000 sec): 3 clusters Score: Raw -40000.700986 + Penalty 2848.529581 = -37152.171405 nChanged 1 SP:Iteration 16Q (15439.930000 sec): 3 clusters Score: Raw -40016.555346 + Penalty 2848.529581 = -37168.025765 nChanged 1 SP:Iteration 17Q (15440.070000 sec): 3 clusters Score: Raw -40018.622728 + Penalty 2848.529581 = -37170.093147 nChanged 0 SP:Iteration 18F (15440.240000 sec): 3 clusters Score: Raw -40018.622728 + Penalty 2848.529581 = -37170.093147 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (706463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15443.340000 sec): 2 clusters Score: Raw -131119853.818253 + Penalty 3340.070475 = -131116513.747778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15447.290000 sec): 3 clusters Score: Raw -130644820.476555 + Penalty 6680.140950 = -130638140.335605 nChanged 345996 SP:Iteration 1F (15451.200000 sec): 3 clusters Score: Raw -130853390.055805 + Penalty 6680.140950 = -130846709.914855 nChanged 15488 SP:Iteration 2Q (15455.150000 sec): 3 clusters Score: Raw -130856019.585337 + Penalty 6680.140950 = -130849339.444387 nChanged 17876 SP:Iteration 3Q (15459.260000 sec): 3 clusters Score: Raw -130859650.508491 + Penalty 6680.140950 = -130852970.367541 nChanged 21131 SP:Iteration 4Q (15463.340000 sec): 3 clusters Score: Raw -130865005.944847 + Penalty 6680.140950 = -130858325.803897 nChanged 25875 SP:Iteration 5Q (15467.280000 sec): 3 clusters Score: Raw -130873489.097030 + Penalty 6680.140950 = -130866808.956080 nChanged 32803 SP:Iteration 6Q (15471.210000 sec): 3 clusters Score: Raw -130887722.589588 + Penalty 6680.140950 = -130881042.448638 nChanged 40944 SP:Iteration 7F (15475.200000 sec): 3 clusters Score: Raw -130910968.754588 + Penalty 6680.140950 = -130904288.613638 nChanged 48911 SP:Iteration 8F (15478.960000 sec): 3 clusters Score: Raw -130945903.321906 + Penalty 6680.140950 = -130939223.180956 nChanged 53431 SP:Iteration 9F (15482.480000 sec): 3 clusters Score: Raw -130990842.698451 + Penalty 6680.140950 = -130984162.557501 nChanged 50041 SP:Iteration 10F (15486.070000 sec): 3 clusters Score: Raw -131036518.539727 + Penalty 6680.140950 = -131029838.398777 nChanged 38898 SP:Iteration 11F (15489.620000 sec): 3 clusters Score: Raw -131072688.547308 + Penalty 6680.140950 = -131066008.406358 nChanged 26061 SP:Iteration 12Q (15493.280000 sec): 3 clusters Score: Raw -131096751.257137 + Penalty 6680.140950 = -131090071.116187 nChanged 15077 SP:Iteration 13Q (15496.400000 sec): 3 clusters Score: Raw -131110271.071147 + Penalty 6680.140950 = -131103590.930197 nChanged 7243 SP:Iteration 14Q (15499.080000 sec): 3 clusters Score: Raw -131116488.374118 + Penalty 6680.140950 = -131109808.233168 nChanged 2867 SP:Iteration 15Q (15502.130000 sec): 3 clusters Score: Raw -131118813.969290 + Penalty 6680.140950 = -131112133.828340 nChanged 949 SP:Iteration 16Q (15504.940000 sec): 3 clusters Score: Raw -131119595.442381 + Penalty 6680.140950 = -131112915.301431 nChanged 323 SP:Iteration 17Q (15508.420000 sec): 3 clusters Score: Raw -131119906.095633 + Penalty 6680.140950 = -131113225.954683 nChanged 118 SP:Iteration 18Q (15511.480000 sec): 3 clusters Score: Raw -131120025.705877 + Penalty 6680.140950 = -131113345.564927 nChanged 59 SP:Iteration 19Q (15514.490000 sec): 3 clusters Score: Raw -131120096.625810 + Penalty 6680.140950 = -131113416.484860 nChanged 32 SP:Iteration 20F (15518.160000 sec): 3 clusters Score: Raw -131120135.742050 + Penalty 6680.140950 = -131113455.601100 nChanged 20 SP:Iteration 21Q (15521.500000 sec): 3 clusters Score: Raw -131120159.771567 + Penalty 6680.140950 = -131113479.630617 nChanged 13 SP:Iteration 22Q (15524.640000 sec): 3 clusters Score: Raw -131120178.766428 + Penalty 6680.140950 = -131113498.625478 nChanged 9 SP:Iteration 23Q (15528.390000 sec): 3 clusters Score: Raw -131120192.582622 + Penalty 6680.140950 = -131113512.441672 nChanged 6 SP:Iteration 24Q (15531.310000 sec): 3 clusters Score: Raw -131120197.732770 + Penalty 6680.140950 = -131113517.591820 nChanged 1 SP:Iteration 25Q (15534.160000 sec): 3 clusters Score: Raw -131120199.192440 + Penalty 6680.140950 = -131113519.051490 nChanged 2 SP:Iteration 26Q (15537.200000 sec): 3 clusters Score: Raw -131120201.931262 + Penalty 6680.140950 = -131113521.790312 nChanged 3 SP:Iteration 27Q (15540.290000 sec): 3 clusters Score: Raw -131120204.382330 + Penalty 6680.140950 = -131113524.241380 nChanged 3 SP:Iteration 28Q (15543.370000 sec): 3 clusters Score: Raw -131120207.415163 + Penalty 6680.140950 = -131113527.274213 nChanged 0 SP:Iteration 29F (15546.990000 sec): 3 clusters Score: Raw -131120207.415163 + Penalty 6680.140950 = -131113527.274213 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15547.410000 sec): 2 clusters Score: Raw -101125.200241 + Penalty 1586.438554 = -99538.761687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15547.600000 sec): 3 clusters Score: Raw -101152.084192 + Penalty 3172.877109 = -97979.207083 nChanged 126 SP:Iteration 1F (15547.770000 sec): 3 clusters Score: Raw -101402.097145 + Penalty 3172.877109 = -98229.220036 nChanged 38 SP:Iteration 2F (15547.920000 sec): 3 clusters Score: Raw -101502.746423 + Penalty 3172.877109 = -98329.869314 nChanged 25 SP:Iteration 3Q (15548.120000 sec): 3 clusters Score: Raw -101551.156922 + Penalty 3172.877109 = -98378.279813 nChanged 11 SP:Iteration 4Q (15548.350000 sec): 3 clusters Score: Raw -101582.616662 + Penalty 3172.877109 = -98409.739553 nChanged 5 SP:Iteration 5Q (15548.530000 sec): 3 clusters Score: Raw -101599.269888 + Penalty 3172.877109 = -98426.392779 nChanged 6 SP:Iteration 6Q (15548.730000 sec): 3 clusters Score: Raw -101618.736145 + Penalty 3172.877109 = -98445.859036 nChanged 10 SP:Iteration 7Q (15548.910000 sec): 3 clusters Score: Raw -101640.554557 + Penalty 3172.877109 = -98467.677448 nChanged 4 SP:Iteration 8Q (15549.100000 sec): 3 clusters Score: Raw -101645.268419 + Penalty 3172.877109 = -98472.391310 nChanged 0 SP:Iteration 9F (15549.260000 sec): 3 clusters Score: Raw -101645.268419 + Penalty 3172.877109 = -98472.391310 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15549.380000 sec): 2 clusters Score: Raw -18771.937543 + Penalty 1201.358397 = -17570.579146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15549.550000 sec): 3 clusters Score: Raw -19131.526423 + Penalty 2402.716795 = -16728.809628 nChanged 3 SP:Iteration 1Q (15549.730000 sec): 3 clusters Score: Raw -19158.707882 + Penalty 2402.716795 = -16755.991088 nChanged 1 SP:Iteration 2Q (15549.960000 sec): 3 clusters Score: Raw -19166.867255 + Penalty 2402.716795 = -16764.150460 nChanged 0 SP:Iteration 3F (15550.130000 sec): 3 clusters Score: Raw -19166.867255 + Penalty 2402.716795 = -16764.150460 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15550.190000 sec): 2 clusters Score: Raw -23076.674279 + Penalty 1244.285400 = -21832.388880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15550.360000 sec): 3 clusters Score: Raw -23391.608551 + Penalty 2488.570799 = -20903.037752 nChanged 14 SP:Iteration 1F (15550.550000 sec): 3 clusters Score: Raw -23509.915116 + Penalty 2488.570799 = -21021.344317 nChanged 3 SP:Iteration 2Q (15550.760000 sec): 3 clusters Score: Raw -23558.642353 + Penalty 2488.570799 = -21070.071554 nChanged 1 SP:Iteration 3Q (15550.970000 sec): 3 clusters Score: Raw -23650.055012 + Penalty 2488.570799 = -21161.484213 nChanged 0 SP:Iteration 4F (15551.130000 sec): 3 clusters Score: Raw -23650.055012 + Penalty 2488.570799 = -21161.484213 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15551.350000 sec): 2 clusters Score: Raw -3301586.262382 + Penalty 2427.164527 = -3299159.097855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15551.580000 sec): 3 clusters Score: Raw -3291349.362606 + Penalty 4854.329053 = -3286495.033553 nChanged 7831 SP:Iteration 1F (15551.870000 sec): 3 clusters Score: Raw -3295413.466429 + Penalty 4854.329053 = -3290559.137376 nChanged 971 SP:Iteration 2F (15552.140000 sec): 3 clusters Score: Raw -3295765.016971 + Penalty 4854.329053 = -3290910.687918 nChanged 866 SP:Iteration 3Q (15552.400000 sec): 3 clusters Score: Raw -3296109.372865 + Penalty 4854.329053 = -3291255.043812 nChanged 885 SP:Iteration 4Q (15552.660000 sec): 3 clusters Score: Raw -3296517.882849 + Penalty 4854.329053 = -3291663.553795 nChanged 917 SP:Iteration 5F (15552.920000 sec): 3 clusters Score: Raw -3297017.404621 + Penalty 4854.329053 = -3292163.075568 nChanged 1037 SP:Iteration 6F (15553.200000 sec): 3 clusters Score: Raw -3297661.100232 + Penalty 4854.329053 = -3292806.771179 nChanged 1081 SP:Iteration 7F (15553.470000 sec): 3 clusters Score: Raw -3298357.545754 + Penalty 4854.329053 = -3293503.216701 nChanged 1035 SP:Iteration 8F (15553.830000 sec): 3 clusters Score: Raw -3299099.174173 + Penalty 4854.329053 = -3294244.845120 nChanged 963 SP:Iteration 9F (15554.080000 sec): 3 clusters Score: Raw -3299817.584076 + Penalty 4854.329053 = -3294963.255022 nChanged 849 SP:Iteration 10Q (15554.400000 sec): 3 clusters Score: Raw -3300449.145921 + Penalty 4854.329053 = -3295594.816868 nChanged 702 SP:Iteration 11Q (15554.730000 sec): 3 clusters Score: Raw -3300946.073419 + Penalty 4854.329053 = -3296091.744365 nChanged 535 SP:Iteration 12Q (15554.990000 sec): 3 clusters Score: Raw -3301334.820063 + Penalty 4854.329053 = -3296480.491010 nChanged 410 SP:Iteration 13Q (15555.310000 sec): 3 clusters Score: Raw -3301649.095395 + Penalty 4854.329053 = -3296794.766341 nChanged 285 SP:Iteration 14Q (15555.630000 sec): 3 clusters Score: Raw -3301853.841474 + Penalty 4854.329053 = -3296999.512421 nChanged 193 SP:Iteration 15Q (15555.890000 sec): 3 clusters Score: Raw -3301983.472459 + Penalty 4854.329053 = -3297129.143406 nChanged 122 SP:Iteration 16Q (15556.240000 sec): 3 clusters Score: Raw -3302053.999795 + Penalty 4854.329053 = -3297199.670742 nChanged 79 SP:Iteration 17Q (15556.480000 sec): 3 clusters Score: Raw -3302100.123939 + Penalty 4854.329053 = -3297245.794885 nChanged 55 SP:Iteration 18Q (15556.800000 sec): 3 clusters Score: Raw -3302127.191156 + Penalty 4854.329053 = -3297272.862102 nChanged 39 SP:Iteration 19Q (15557.070000 sec): 3 clusters Score: Raw -3302144.168687 + Penalty 4854.329053 = -3297289.839634 nChanged 24 SP:Iteration 20F (15557.300000 sec): 3 clusters Score: Raw -3302153.564197 + Penalty 4854.329053 = -3297299.235143 nChanged 22 SP:Iteration 21Q (15557.600000 sec): 3 clusters Score: Raw -3302163.147738 + Penalty 4854.329053 = -3297308.818684 nChanged 15 SP:Iteration 22Q (15557.870000 sec): 3 clusters Score: Raw -3302169.637957 + Penalty 4854.329053 = -3297315.308904 nChanged 18 SP:Iteration 23Q (15558.110000 sec): 3 clusters Score: Raw -3302180.071156 + Penalty 4854.329053 = -3297325.742103 nChanged 13 SP:Iteration 24Q (15558.350000 sec): 3 clusters Score: Raw -3302186.703570 + Penalty 4854.329053 = -3297332.374516 nChanged 13 SP:Iteration 25Q (15558.620000 sec): 3 clusters Score: Raw -3302194.451088 + Penalty 4854.329053 = -3297340.122035 nChanged 15 SP:Iteration 26Q (15558.890000 sec): 3 clusters Score: Raw -3302201.469391 + Penalty 4854.329053 = -3297347.140338 nChanged 11 SP:Iteration 27Q (15559.130000 sec): 3 clusters Score: Raw -3302206.277417 + Penalty 4854.329053 = -3297351.948364 nChanged 12 SP:Iteration 28Q (15559.400000 sec): 3 clusters Score: Raw -3302210.721472 + Penalty 4854.329053 = -3297356.392419 nChanged 9 SP:Iteration 29Q (15559.670000 sec): 3 clusters Score: Raw -3302214.446129 + Penalty 4854.329053 = -3297360.117076 nChanged 11 SP:Iteration 30Q (15559.930000 sec): 3 clusters Score: Raw -3302220.211846 + Penalty 4854.329053 = -3297365.882793 nChanged 11 SP:Iteration 31Q (15560.230000 sec): 3 clusters Score: Raw -3302225.480922 + Penalty 4854.329053 = -3297371.151869 nChanged 9 SP:Iteration 32Q (15560.530000 sec): 3 clusters Score: Raw -3302230.245564 + Penalty 4854.329053 = -3297375.916510 nChanged 7 SP:Iteration 33Q (15560.800000 sec): 3 clusters Score: Raw -3302233.665124 + Penalty 4854.329053 = -3297379.336070 nChanged 9 SP:Iteration 34Q (15561.060000 sec): 3 clusters Score: Raw -3302238.232754 + Penalty 4854.329053 = -3297383.903700 nChanged 8 SP:Iteration 35Q (15561.330000 sec): 3 clusters Score: Raw -3302242.524830 + Penalty 4854.329053 = -3297388.195777 nChanged 9 SP:Iteration 36Q (15561.650000 sec): 3 clusters Score: Raw -3302246.354491 + Penalty 4854.329053 = -3297392.025438 nChanged 6 SP:Iteration 37Q (15561.950000 sec): 3 clusters Score: Raw -3302248.068200 + Penalty 4854.329053 = -3297393.739147 nChanged 5 SP:Iteration 38Q (15562.210000 sec): 3 clusters Score: Raw -3302249.477284 + Penalty 4854.329053 = -3297395.148231 nChanged 1 SP:Iteration 39Q (15562.480000 sec): 3 clusters Score: Raw -3302250.256019 + Penalty 4854.329053 = -3297395.926966 nChanged 1 SP:Iteration 40F (15562.770000 sec): 3 clusters Score: Raw -3302250.657661 + Penalty 4854.329053 = -3297396.328608 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15562.930000 sec): 2 clusters Score: Raw -223358.352052 + Penalty 1760.192115 = -221598.159937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15563.090000 sec): 3 clusters Score: Raw -223054.198887 + Penalty 3520.384230 = -219533.814657 nChanged 342 SP:Iteration 1F (15563.270000 sec): 3 clusters Score: Raw -223348.527325 + Penalty 3520.384230 = -219828.143095 nChanged 68 SP:Iteration 2F (15563.460000 sec): 3 clusters Score: Raw -223411.483996 + Penalty 3520.384230 = -219891.099766 nChanged 32 SP:Iteration 3Q (15563.710000 sec): 3 clusters Score: Raw -223446.766033 + Penalty 3520.384230 = -219926.381803 nChanged 28 SP:Iteration 4Q (15563.900000 sec): 3 clusters Score: Raw -223483.413216 + Penalty 3520.384230 = -219963.028986 nChanged 25 SP:Iteration 5Q (15564.060000 sec): 3 clusters Score: Raw -223518.729222 + Penalty 3520.384230 = -219998.344992 nChanged 20 SP:Iteration 6Q (15564.260000 sec): 3 clusters Score: Raw -223547.833846 + Penalty 3520.384230 = -220027.449616 nChanged 20 SP:Iteration 7Q (15564.500000 sec): 3 clusters Score: Raw -223577.516174 + Penalty 3520.384230 = -220057.131944 nChanged 16 SP:Iteration 8Q (15564.650000 sec): 3 clusters Score: Raw -223605.092915 + Penalty 3520.384230 = -220084.708685 nChanged 15 SP:Iteration 9Q (15564.850000 sec): 3 clusters Score: Raw -223623.829848 + Penalty 3520.384230 = -220103.445618 nChanged 14 SP:Iteration 10Q (15565.010000 sec): 3 clusters Score: Raw -223642.752153 + Penalty 3520.384230 = -220122.367923 nChanged 16 SP:Iteration 11Q (15565.220000 sec): 3 clusters Score: Raw -223661.589244 + Penalty 3520.384230 = -220141.205014 nChanged 15 SP:Iteration 12Q (15565.430000 sec): 3 clusters Score: Raw -223674.899126 + Penalty 3520.384230 = -220154.514896 nChanged 9 SP:Iteration 13Q (15565.640000 sec): 3 clusters Score: Raw -223684.627919 + Penalty 3520.384230 = -220164.243689 nChanged 6 SP:Iteration 14Q (15565.840000 sec): 3 clusters Score: Raw -223690.412964 + Penalty 3520.384230 = -220170.028734 nChanged 6 SP:Iteration 15Q (15566.020000 sec): 3 clusters Score: Raw -223697.208762 + Penalty 3520.384230 = -220176.824532 nChanged 5 SP:Iteration 16Q (15566.190000 sec): 3 clusters Score: Raw -223703.469252 + Penalty 3520.384230 = -220183.085022 nChanged 2 SP:Iteration 17Q (15566.370000 sec): 3 clusters Score: Raw -223705.308546 + Penalty 3520.384230 = -220184.924316 nChanged 3 SP:Iteration 18Q (15566.580000 sec): 3 clusters Score: Raw -223708.615490 + Penalty 3520.384230 = -220188.231260 nChanged 4 SP:Iteration 19Q (15566.740000 sec): 3 clusters Score: Raw -223714.475105 + Penalty 3520.384230 = -220194.090875 nChanged 3 SP:Iteration 20F (15566.930000 sec): 3 clusters Score: Raw -223717.869411 + Penalty 3520.384230 = -220197.485181 nChanged 2 SP:Iteration 21Q (15567.130000 sec): 3 clusters Score: Raw -223720.212048 + Penalty 3520.384230 = -220199.827818 nChanged 4 SP:Iteration 22Q (15567.330000 sec): 3 clusters Score: Raw -223725.887471 + Penalty 3520.384230 = -220205.503241 nChanged 5 SP:Iteration 23Q (15567.550000 sec): 3 clusters Score: Raw -223731.520926 + Penalty 3520.384230 = -220211.136697 nChanged 5 SP:Iteration 24Q (15567.690000 sec): 3 clusters Score: Raw -223736.672261 + Penalty 3520.384230 = -220216.288031 nChanged 5 SP:Iteration 25Q (15567.900000 sec): 3 clusters Score: Raw -223740.520421 + Penalty 3520.384230 = -220220.136192 nChanged 2 SP:Iteration 26Q (15568.070000 sec): 3 clusters Score: Raw -223742.280367 + Penalty 3520.384230 = -220221.896137 nChanged 3 SP:Iteration 27Q (15568.260000 sec): 3 clusters Score: Raw -223745.750796 + Penalty 3520.384230 = -220225.366566 nChanged 2 SP:Iteration 28Q (15568.480000 sec): 3 clusters Score: Raw -223748.162920 + Penalty 3520.384230 = -220227.778690 nChanged 2 SP:Iteration 29Q (15568.620000 sec): 3 clusters Score: Raw -223749.366053 + Penalty 3520.384230 = -220228.981823 nChanged 0 SP:Iteration 30F (15568.780000 sec): 3 clusters Score: Raw -223749.366053 + Penalty 3520.384230 = -220228.981823 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (26949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15569.020000 sec): 2 clusters Score: Raw -4720067.385860 + Penalty 2530.021965 = -4717537.363896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15569.400000 sec): 3 clusters Score: Raw -4704150.664821 + Penalty 5060.043929 = -4699090.620892 nChanged 12105 SP:Iteration 1F (15569.730000 sec): 3 clusters Score: Raw -4710892.295907 + Penalty 5060.043929 = -4705832.251978 nChanged 1527 SP:Iteration 2F (15570.050000 sec): 3 clusters Score: Raw -4711531.279293 + Penalty 5060.043929 = -4706471.235364 nChanged 1472 SP:Iteration 3F (15570.430000 sec): 3 clusters Score: Raw -4712246.917369 + Penalty 5060.043929 = -4707186.873439 nChanged 1557 SP:Iteration 4F (15570.710000 sec): 3 clusters Score: Raw -4713165.756000 + Penalty 5060.043929 = -4708105.712071 nChanged 1613 SP:Iteration 5F (15571.070000 sec): 3 clusters Score: Raw -4714250.363961 + Penalty 5060.043929 = -4709190.320032 nChanged 1656 SP:Iteration 6F (15571.410000 sec): 3 clusters Score: Raw -4715401.282200 + Penalty 5060.043929 = -4710341.238271 nChanged 1507 SP:Iteration 7F (15571.740000 sec): 3 clusters Score: Raw -4716429.282404 + Penalty 5060.043929 = -4711369.238475 nChanged 1323 SP:Iteration 8Q (15572.080000 sec): 3 clusters Score: Raw -4717332.951697 + Penalty 5060.043929 = -4712272.907768 nChanged 1124 SP:Iteration 9Q (15572.430000 sec): 3 clusters Score: Raw -4718076.220929 + Penalty 5060.043929 = -4713016.177000 nChanged 918 SP:Iteration 10Q (15572.770000 sec): 3 clusters Score: Raw -4718639.060780 + Penalty 5060.043929 = -4713579.016850 nChanged 744 SP:Iteration 11Q (15573.100000 sec): 3 clusters Score: Raw -4719076.104015 + Penalty 5060.043929 = -4714016.060086 nChanged 554 SP:Iteration 12Q (15573.360000 sec): 3 clusters Score: Raw -4719430.080354 + Penalty 5060.043929 = -4714370.036424 nChanged 449 SP:Iteration 13Q (15573.670000 sec): 3 clusters Score: Raw -4719707.429787 + Penalty 5060.043929 = -4714647.385858 nChanged 322 SP:Iteration 14Q (15574.000000 sec): 3 clusters Score: Raw -4719897.808478 + Penalty 5060.043929 = -4714837.764549 nChanged 241 SP:Iteration 15Q (15574.340000 sec): 3 clusters Score: Raw -4720036.455379 + Penalty 5060.043929 = -4714976.411450 nChanged 174 SP:Iteration 16Q (15574.700000 sec): 3 clusters Score: Raw -4720135.524316 + Penalty 5060.043929 = -4715075.480387 nChanged 128 SP:Iteration 17Q (15575.030000 sec): 3 clusters Score: Raw -4720211.229646 + Penalty 5060.043929 = -4715151.185717 nChanged 85 SP:Iteration 18Q (15575.380000 sec): 3 clusters Score: Raw -4720262.131826 + Penalty 5060.043929 = -4715202.087897 nChanged 79 SP:Iteration 19Q (15575.670000 sec): 3 clusters Score: Raw -4720303.137211 + Penalty 5060.043929 = -4715243.093282 nChanged 58 SP:Iteration 20F (15576.040000 sec): 3 clusters Score: Raw -4720331.663819 + Penalty 5060.043929 = -4715271.619890 nChanged 31 SP:Iteration 21Q (15576.340000 sec): 3 clusters Score: Raw -4720348.140642 + Penalty 5060.043929 = -4715288.096713 nChanged 29 SP:Iteration 22Q (15576.610000 sec): 3 clusters Score: Raw -4720361.593542 + Penalty 5060.043929 = -4715301.549613 nChanged 30 SP:Iteration 23Q (15576.940000 sec): 3 clusters Score: Raw -4720379.839027 + Penalty 5060.043929 = -4715319.795098 nChanged 29 SP:Iteration 24Q (15577.240000 sec): 3 clusters Score: Raw -4720395.562007 + Penalty 5060.043929 = -4715335.518078 nChanged 18 SP:Iteration 25Q (15577.580000 sec): 3 clusters Score: Raw -4720404.385357 + Penalty 5060.043929 = -4715344.341428 nChanged 14 SP:Iteration 26Q (15577.890000 sec): 3 clusters Score: Raw -4720413.644068 + Penalty 5060.043929 = -4715353.600139 nChanged 21 SP:Iteration 27Q (15578.180000 sec): 3 clusters Score: Raw -4720422.982388 + Penalty 5060.043929 = -4715362.938458 nChanged 16 SP:Iteration 28Q (15578.500000 sec): 3 clusters Score: Raw -4720431.769958 + Penalty 5060.043929 = -4715371.726028 nChanged 12 SP:Iteration 29Q (15578.770000 sec): 3 clusters Score: Raw -4720438.451634 + Penalty 5060.043929 = -4715378.407705 nChanged 11 SP:Iteration 30Q (15579.070000 sec): 3 clusters Score: Raw -4720443.894153 + Penalty 5060.043929 = -4715383.850224 nChanged 9 SP:Iteration 31Q (15579.360000 sec): 3 clusters Score: Raw -4720447.350170 + Penalty 5060.043929 = -4715387.306241 nChanged 5 SP:Iteration 32Q (15579.630000 sec): 3 clusters Score: Raw -4720449.138325 + Penalty 5060.043929 = -4715389.094396 nChanged 5 SP:Iteration 33Q (15579.930000 sec): 3 clusters Score: Raw -4720451.276459 + Penalty 5060.043929 = -4715391.232530 nChanged 3 SP:Iteration 34Q (15580.290000 sec): 3 clusters Score: Raw -4720452.467576 + Penalty 5060.043929 = -4715392.423647 nChanged 2 SP:Iteration 35Q (15580.590000 sec): 3 clusters Score: Raw -4720453.287004 + Penalty 5060.043929 = -4715393.243074 nChanged 6 SP:Iteration 36Q (15580.920000 sec): 3 clusters Score: Raw -4720455.509685 + Penalty 5060.043929 = -4715395.465756 nChanged 6 SP:Iteration 37Q (15581.240000 sec): 3 clusters Score: Raw -4720458.781430 + Penalty 5060.043929 = -4715398.737501 nChanged 4 SP:Iteration 38Q (15581.590000 sec): 3 clusters Score: Raw -4720461.060453 + Penalty 5060.043929 = -4715401.016524 nChanged 6 SP:Iteration 39Q (15581.830000 sec): 3 clusters Score: Raw -4720463.516355 + Penalty 5060.043929 = -4715403.472426 nChanged 6 SP:Iteration 40F (15582.200000 sec): 3 clusters Score: Raw -4720465.873498 + Penalty 5060.043929 = -4715405.829569 nChanged 4 SP:Iteration 41Q (15582.500000 sec): 3 clusters Score: Raw -4720467.424186 + Penalty 5060.043929 = -4715407.380256 nChanged 4 SP:Iteration 42Q (15582.800000 sec): 3 clusters Score: Raw -4720469.928006 + Penalty 5060.043929 = -4715409.884077 nChanged 2 SP:Iteration 43Q (15583.100000 sec): 3 clusters Score: Raw -4720471.445822 + Penalty 5060.043929 = -4715411.401893 nChanged 3 SP:Iteration 44Q (15583.400000 sec): 3 clusters Score: Raw -4720473.156138 + Penalty 5060.043929 = -4715413.112209 nChanged 3 SP:Iteration 45Q (15583.720000 sec): 3 clusters Score: Raw -4720474.495530 + Penalty 5060.043929 = -4715414.451601 nChanged 1 SP:Iteration 46Q (15584.070000 sec): 3 clusters Score: Raw -4720474.851663 + Penalty 5060.043929 = -4715414.807734 nChanged 1 SP:Iteration 47Q (15584.330000 sec): 3 clusters Score: Raw -4720475.417263 + Penalty 5060.043929 = -4715415.373334 nChanged 2 SP:Iteration 48Q (15584.600000 sec): 3 clusters Score: Raw -4720476.229063 + Penalty 5060.043929 = -4715416.185134 nChanged 1 SP:Iteration 49Q (15584.870000 sec): 3 clusters Score: Raw -4720476.487536 + Penalty 5060.043929 = -4715416.443607 nChanged 2 SP:Iteration 50Q (15585.130000 sec): 3 clusters Score: Raw -4720476.993759 + Penalty 5060.043929 = -4715416.949830 nChanged 0 SP:Iteration 51F (15585.460000 sec): 3 clusters Score: Raw -4720476.993759 + Penalty 5060.043929 = -4715416.949830 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15585.560000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15585.710000 sec): 3 clusters Score: Raw -93796.579019 + Penalty 3143.065563 = -90653.513456 nChanged 108 SP:Iteration 1F (15585.920000 sec): 3 clusters Score: Raw -93977.540080 + Penalty 3143.065563 = -90834.474517 nChanged 29 SP:Iteration 2F (15586.070000 sec): 3 clusters Score: Raw -94043.747568 + Penalty 3143.065563 = -90900.682005 nChanged 13 SP:Iteration 3Q (15586.240000 sec): 3 clusters Score: Raw -94093.979425 + Penalty 3143.065563 = -90950.913862 nChanged 10 SP:Iteration 4Q (15586.460000 sec): 3 clusters Score: Raw -94132.482749 + Penalty 3143.065563 = -90989.417187 nChanged 10 SP:Iteration 5Q (15586.610000 sec): 3 clusters Score: Raw -94163.024062 + Penalty 3143.065563 = -91019.958499 nChanged 7 SP:Iteration 6Q (15586.800000 sec): 3 clusters Score: Raw -94184.163749 + Penalty 3143.065563 = -91041.098187 nChanged 4 SP:Iteration 7Q (15586.970000 sec): 3 clusters Score: Raw -94189.039830 + Penalty 3143.065563 = -91045.974267 nChanged 3 SP:Iteration 8Q (15587.180000 sec): 3 clusters Score: Raw -94194.493852 + Penalty 3143.065563 = -91051.428289 nChanged 1 SP:Iteration 9Q (15587.360000 sec): 3 clusters Score: Raw -94195.681333 + Penalty 3143.065563 = -91052.615770 nChanged 0 SP:Iteration 10F (15587.550000 sec): 3 clusters Score: Raw -94195.681333 + Penalty 3143.065563 = -91052.615770 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (24425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15587.740000 sec): 2 clusters Score: Raw -4238326.952707 + Penalty 2505.633894 = -4235821.318813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15588.040000 sec): 3 clusters Score: Raw -4223824.705086 + Penalty 5011.267789 = -4218813.437297 nChanged 11026 SP:Iteration 1F (15588.330000 sec): 3 clusters Score: Raw -4229698.973254 + Penalty 5011.267789 = -4224687.705465 nChanged 1194 SP:Iteration 2Q (15588.590000 sec): 3 clusters Score: Raw -4230083.713050 + Penalty 5011.267789 = -4225072.445261 nChanged 1004 SP:Iteration 3Q (15588.940000 sec): 3 clusters Score: Raw -4230400.364944 + Penalty 5011.267789 = -4225389.097155 nChanged 883 SP:Iteration 4Q (15589.240000 sec): 3 clusters Score: Raw -4230688.984222 + Penalty 5011.267789 = -4225677.716433 nChanged 862 SP:Iteration 5Q (15589.560000 sec): 3 clusters Score: Raw -4231020.537786 + Penalty 5011.267789 = -4226009.269998 nChanged 849 SP:Iteration 6Q (15589.930000 sec): 3 clusters Score: Raw -4231422.484938 + Penalty 5011.267789 = -4226411.217149 nChanged 908 SP:Iteration 7Q (15590.210000 sec): 3 clusters Score: Raw -4231859.115387 + Penalty 5011.267789 = -4226847.847598 nChanged 1005 SP:Iteration 8Q (15590.570000 sec): 3 clusters Score: Raw -4232366.521560 + Penalty 5011.267789 = -4227355.253771 nChanged 1063 SP:Iteration 9Q (15590.860000 sec): 3 clusters Score: Raw -4232927.203311 + Penalty 5011.267789 = -4227915.935522 nChanged 1088 SP:Iteration 10Q (15591.180000 sec): 3 clusters Score: Raw -4233472.100363 + Penalty 5011.267789 = -4228460.832575 nChanged 1054 SP:Iteration 11Q (15591.470000 sec): 3 clusters Score: Raw -4234004.480772 + Penalty 5011.267789 = -4228993.212983 nChanged 1054 SP:Iteration 12Q (15591.790000 sec): 3 clusters Score: Raw -4234562.022531 + Penalty 5011.267789 = -4229550.754743 nChanged 1020 SP:Iteration 13Q (15592.110000 sec): 3 clusters Score: Raw -4235042.446533 + Penalty 5011.267789 = -4230031.178744 nChanged 931 SP:Iteration 14Q (15592.460000 sec): 3 clusters Score: Raw -4235464.553310 + Penalty 5011.267789 = -4230453.285521 nChanged 839 SP:Iteration 15Q (15592.800000 sec): 3 clusters Score: Raw -4235811.438481 + Penalty 5011.267789 = -4230800.170693 nChanged 720 SP:Iteration 16Q (15593.100000 sec): 3 clusters Score: Raw -4236118.543650 + Penalty 5011.267789 = -4231107.275862 nChanged 643 SP:Iteration 17Q (15593.440000 sec): 3 clusters Score: Raw -4236417.381068 + Penalty 5011.267789 = -4231406.113279 nChanged 637 SP:Iteration 18Q (15593.760000 sec): 3 clusters Score: Raw -4236741.061015 + Penalty 5011.267789 = -4231729.793227 nChanged 616 SP:Iteration 19Q (15594.070000 sec): 3 clusters Score: Raw -4237094.728344 + Penalty 5011.267789 = -4232083.460556 nChanged 566 SP:Iteration 20F (15594.370000 sec): 3 clusters Score: Raw -4237430.788860 + Penalty 5011.267789 = -4232419.521072 nChanged 495 SP:Iteration 21Q (15594.650000 sec): 3 clusters Score: Raw -4237707.548268 + Penalty 5011.267789 = -4232696.280479 nChanged 450 SP:Iteration 22Q (15594.990000 sec): 3 clusters Score: Raw -4237930.244779 + Penalty 5011.267789 = -4232918.976991 nChanged 368 SP:Iteration 23Q (15595.290000 sec): 3 clusters Score: Raw -4238094.455696 + Penalty 5011.267789 = -4233083.187908 nChanged 322 SP:Iteration 24Q (15595.550000 sec): 3 clusters Score: Raw -4238239.054021 + Penalty 5011.267789 = -4233227.786232 nChanged 272 SP:Iteration 25Q (15595.900000 sec): 3 clusters Score: Raw -4238358.626282 + Penalty 5011.267789 = -4233347.358494 nChanged 272 SP:Iteration 26Q (15596.180000 sec): 3 clusters Score: Raw -4238470.352103 + Penalty 5011.267789 = -4233459.084315 nChanged 225 SP:Iteration 27Q (15596.450000 sec): 3 clusters Score: Raw -4238564.873780 + Penalty 5011.267789 = -4233553.605991 nChanged 192 SP:Iteration 28Q (15596.780000 sec): 3 clusters Score: Raw -4238654.996254 + Penalty 5011.267789 = -4233643.728466 nChanged 180 SP:Iteration 29Q (15597.060000 sec): 3 clusters Score: Raw -4238742.732174 + Penalty 5011.267789 = -4233731.464385 nChanged 141 SP:Iteration 30Q (15597.300000 sec): 3 clusters Score: Raw -4238810.993830 + Penalty 5011.267789 = -4233799.726042 nChanged 117 SP:Iteration 31Q (15597.640000 sec): 3 clusters Score: Raw -4238864.193599 + Penalty 5011.267789 = -4233852.925811 nChanged 97 SP:Iteration 32Q (15597.920000 sec): 3 clusters Score: Raw -4238909.239167 + Penalty 5011.267789 = -4233897.971378 nChanged 79 SP:Iteration 33Q (15598.180000 sec): 3 clusters Score: Raw -4238948.052845 + Penalty 5011.267789 = -4233936.785057 nChanged 71 SP:Iteration 34Q (15598.440000 sec): 3 clusters Score: Raw -4238975.595274 + Penalty 5011.267789 = -4233964.327485 nChanged 51 SP:Iteration 35Q (15598.700000 sec): 3 clusters Score: Raw -4238995.193373 + Penalty 5011.267789 = -4233983.925584 nChanged 49 SP:Iteration 36Q (15598.980000 sec): 3 clusters Score: Raw -4239012.611383 + Penalty 5011.267789 = -4234001.343594 nChanged 41 SP:Iteration 37Q (15599.240000 sec): 3 clusters Score: Raw -4239028.062692 + Penalty 5011.267789 = -4234016.794904 nChanged 32 SP:Iteration 38Q (15599.490000 sec): 3 clusters Score: Raw -4239041.952777 + Penalty 5011.267789 = -4234030.684988 nChanged 39 SP:Iteration 39Q (15599.790000 sec): 3 clusters Score: Raw -4239057.114944 + Penalty 5011.267789 = -4234045.847156 nChanged 37 SP:Iteration 40F (15600.050000 sec): 3 clusters Score: Raw -4239069.950661 + Penalty 5011.267789 = -4234058.682873 nChanged 29 SP:Iteration 41Q (15600.330000 sec): 3 clusters Score: Raw -4239079.741836 + Penalty 5011.267789 = -4234068.474048 nChanged 22 SP:Iteration 42Q (15600.600000 sec): 3 clusters Score: Raw -4239088.225035 + Penalty 5011.267789 = -4234076.957247 nChanged 26 SP:Iteration 43Q (15600.840000 sec): 3 clusters Score: Raw -4239099.597377 + Penalty 5011.267789 = -4234088.329588 nChanged 27 SP:Iteration 44Q (15601.120000 sec): 3 clusters Score: Raw -4239109.287271 + Penalty 5011.267789 = -4234098.019482 nChanged 23 SP:Iteration 45Q (15601.390000 sec): 3 clusters Score: Raw -4239117.119195 + Penalty 5011.267789 = -4234105.851407 nChanged 17 SP:Iteration 46Q (15601.650000 sec): 3 clusters Score: Raw -4239123.429495 + Penalty 5011.267789 = -4234112.161706 nChanged 18 SP:Iteration 47Q (15601.910000 sec): 3 clusters Score: Raw -4239130.182486 + Penalty 5011.267789 = -4234118.914697 nChanged 11 SP:Iteration 48Q (15602.170000 sec): 3 clusters Score: Raw -4239133.593975 + Penalty 5011.267789 = -4234122.326186 nChanged 13 SP:Iteration 49Q (15602.430000 sec): 3 clusters Score: Raw -4239137.560706 + Penalty 5011.267789 = -4234126.292918 nChanged 10 SP:Iteration 50Q (15602.710000 sec): 3 clusters Score: Raw -4239141.040859 + Penalty 5011.267789 = -4234129.773070 nChanged 10 SP:Iteration 51Q (15602.980000 sec): 3 clusters Score: Raw -4239144.061138 + Penalty 5011.267789 = -4234132.793350 nChanged 11 SP:Iteration 52Q (15603.270000 sec): 3 clusters Score: Raw -4239148.759899 + Penalty 5011.267789 = -4234137.492110 nChanged 10 SP:Iteration 53Q (15603.500000 sec): 3 clusters Score: Raw -4239153.556356 + Penalty 5011.267789 = -4234142.288568 nChanged 13 SP:Iteration 54Q (15603.780000 sec): 3 clusters Score: Raw -4239158.128738 + Penalty 5011.267789 = -4234146.860949 nChanged 10 SP:Iteration 55Q (15604.030000 sec): 3 clusters Score: Raw -4239160.929706 + Penalty 5011.267789 = -4234149.661917 nChanged 8 SP:Iteration 56Q (15604.320000 sec): 3 clusters Score: Raw -4239163.552157 + Penalty 5011.267789 = -4234152.284369 nChanged 5 SP:Iteration 57Q (15604.590000 sec): 3 clusters Score: Raw -4239165.364877 + Penalty 5011.267789 = -4234154.097089 nChanged 5 SP:Iteration 58Q (15604.840000 sec): 3 clusters Score: Raw -4239167.256135 + Penalty 5011.267789 = -4234155.988347 nChanged 4 SP:Iteration 59Q (15605.110000 sec): 3 clusters Score: Raw -4239168.677694 + Penalty 5011.267789 = -4234157.409905 nChanged 6 SP:Iteration 60F (15605.430000 sec): 3 clusters Score: Raw -4239171.223043 + Penalty 5011.267789 = -4234159.955254 nChanged 10 SP:Iteration 61Q (15605.690000 sec): 3 clusters Score: Raw -4239175.486755 + Penalty 5011.267789 = -4234164.218966 nChanged 6 SP:Iteration 62Q (15605.970000 sec): 3 clusters Score: Raw -4239177.472105 + Penalty 5011.267789 = -4234166.204316 nChanged 5 SP:Iteration 63Q (15606.290000 sec): 3 clusters Score: Raw -4239179.480539 + Penalty 5011.267789 = -4234168.212750 nChanged 3 SP:Iteration 64Q (15606.560000 sec): 3 clusters Score: Raw -4239180.146189 + Penalty 5011.267789 = -4234168.878400 nChanged 1 SP:Iteration 65Q (15606.830000 sec): 3 clusters Score: Raw -4239180.394756 + Penalty 5011.267789 = -4234169.126968 nChanged 0 SP:Iteration 66F (15607.120000 sec): 3 clusters Score: Raw -4239180.394756 + Penalty 5011.267789 = -4234169.126968 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15607.200000 sec): 2 clusters Score: Raw -96291.307601 + Penalty 1562.594877 = -94728.712724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15607.420000 sec): 3 clusters Score: Raw -96314.791918 + Penalty 3125.189754 = -93189.602164 nChanged 106 SP:Iteration 1F (15607.560000 sec): 3 clusters Score: Raw -96519.509188 + Penalty 3125.189754 = -93394.319434 nChanged 21 SP:Iteration 2Q (15607.770000 sec): 3 clusters Score: Raw -96567.390329 + Penalty 3125.189754 = -93442.200574 nChanged 16 SP:Iteration 3Q (15607.940000 sec): 3 clusters Score: Raw -96605.318837 + Penalty 3125.189754 = -93480.129082 nChanged 22 SP:Iteration 4Q (15608.140000 sec): 3 clusters Score: Raw -96668.642956 + Penalty 3125.189754 = -93543.453202 nChanged 12 SP:Iteration 5Q (15608.310000 sec): 3 clusters Score: Raw -96699.925206 + Penalty 3125.189754 = -93574.735452 nChanged 11 SP:Iteration 6Q (15608.440000 sec): 3 clusters Score: Raw -96731.016363 + Penalty 3125.189754 = -93605.826609 nChanged 10 SP:Iteration 7Q (15608.610000 sec): 3 clusters Score: Raw -96752.885243 + Penalty 3125.189754 = -93627.695489 nChanged 7 SP:Iteration 8Q (15608.830000 sec): 3 clusters Score: Raw -96765.657145 + Penalty 3125.189754 = -93640.467390 nChanged 1 SP:Iteration 9Q (15608.980000 sec): 3 clusters Score: Raw -96767.540285 + Penalty 3125.189754 = -93642.350530 nChanged 3 SP:Iteration 10Q (15609.160000 sec): 3 clusters Score: Raw -96774.816485 + Penalty 3125.189754 = -93649.626730 nChanged 2 SP:Iteration 11Q (15609.280000 sec): 3 clusters Score: Raw -96777.833050 + Penalty 3125.189754 = -93652.643296 nChanged 1 SP:Iteration 12Q (15609.430000 sec): 3 clusters Score: Raw -96781.819793 + Penalty 3125.189754 = -93656.630039 nChanged 0 SP:Iteration 13F (15609.590000 sec): 3 clusters Score: Raw -96781.819793 + Penalty 3125.189754 = -93656.630039 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15609.720000 sec): 2 clusters Score: Raw -3008360.396923 + Penalty 2409.660885 = -3005950.736038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15609.960000 sec): 3 clusters Score: Raw -2998902.989291 + Penalty 4819.321769 = -2994083.667522 nChanged 7128 SP:Iteration 1F (15610.220000 sec): 3 clusters Score: Raw -3002692.956909 + Penalty 4819.321769 = -2997873.635140 nChanged 986 SP:Iteration 2F (15610.470000 sec): 3 clusters Score: Raw -3003140.470180 + Penalty 4819.321769 = -2998321.148411 nChanged 930 SP:Iteration 3F (15610.680000 sec): 3 clusters Score: Raw -3003599.806082 + Penalty 4819.321769 = -2998780.484312 nChanged 921 SP:Iteration 4F (15610.940000 sec): 3 clusters Score: Raw -3004160.273544 + Penalty 4819.321769 = -2999340.951774 nChanged 990 SP:Iteration 5F (15611.130000 sec): 3 clusters Score: Raw -3004819.145353 + Penalty 4819.321769 = -2999999.823584 nChanged 1053 SP:Iteration 6F (15611.410000 sec): 3 clusters Score: Raw -3005606.187911 + Penalty 4819.321769 = -3000786.866141 nChanged 1054 SP:Iteration 7F (15611.640000 sec): 3 clusters Score: Raw -3006415.138479 + Penalty 4819.321769 = -3001595.816709 nChanged 915 SP:Iteration 8F (15611.910000 sec): 3 clusters Score: Raw -3007127.692575 + Penalty 4819.321769 = -3002308.370806 nChanged 794 SP:Iteration 9Q (15612.150000 sec): 3 clusters Score: Raw -3007760.040782 + Penalty 4819.321769 = -3002940.719013 nChanged 651 SP:Iteration 10Q (15612.330000 sec): 3 clusters Score: Raw -3008301.495262 + Penalty 4819.321769 = -3003482.173492 nChanged 468 SP:Iteration 11Q (15612.570000 sec): 3 clusters Score: Raw -3008676.990813 + Penalty 4819.321769 = -3003857.669043 nChanged 339 SP:Iteration 12Q (15612.790000 sec): 3 clusters Score: Raw -3008907.312464 + Penalty 4819.321769 = -3004087.990695 nChanged 232 SP:Iteration 13Q (15613.000000 sec): 3 clusters Score: Raw -3009041.536083 + Penalty 4819.321769 = -3004222.214313 nChanged 156 SP:Iteration 14Q (15613.210000 sec): 3 clusters Score: Raw -3009109.651961 + Penalty 4819.321769 = -3004290.330191 nChanged 113 SP:Iteration 15Q (15613.460000 sec): 3 clusters Score: Raw -3009149.173455 + Penalty 4819.321769 = -3004329.851686 nChanged 82 SP:Iteration 16Q (15613.690000 sec): 3 clusters Score: Raw -3009174.604848 + Penalty 4819.321769 = -3004355.283079 nChanged 73 SP:Iteration 17Q (15613.910000 sec): 3 clusters Score: Raw -3009193.985537 + Penalty 4819.321769 = -3004374.663767 nChanged 62 SP:Iteration 18Q (15614.120000 sec): 3 clusters Score: Raw -3009208.369648 + Penalty 4819.321769 = -3004389.047878 nChanged 50 SP:Iteration 19Q (15614.380000 sec): 3 clusters Score: Raw -3009218.333275 + Penalty 4819.321769 = -3004399.011505 nChanged 47 SP:Iteration 20F (15614.580000 sec): 3 clusters Score: Raw -3009229.552742 + Penalty 4819.321769 = -3004410.230973 nChanged 43 SP:Iteration 21Q (15614.820000 sec): 3 clusters Score: Raw -3009238.006491 + Penalty 4819.321769 = -3004418.684721 nChanged 31 SP:Iteration 22Q (15615.110000 sec): 3 clusters Score: Raw -3009244.029402 + Penalty 4819.321769 = -3004424.707632 nChanged 29 SP:Iteration 23Q (15615.350000 sec): 3 clusters Score: Raw -3009250.166720 + Penalty 4819.321769 = -3004430.844950 nChanged 34 SP:Iteration 24Q (15615.600000 sec): 3 clusters Score: Raw -3009256.786256 + Penalty 4819.321769 = -3004437.464486 nChanged 31 SP:Iteration 25Q (15615.830000 sec): 3 clusters Score: Raw -3009261.101682 + Penalty 4819.321769 = -3004441.779913 nChanged 11 SP:Iteration 26Q (15616.110000 sec): 3 clusters Score: Raw -3009262.524885 + Penalty 4819.321769 = -3004443.203116 nChanged 13 SP:Iteration 27Q (15616.380000 sec): 3 clusters Score: Raw -3009264.955008 + Penalty 4819.321769 = -3004445.633239 nChanged 10 SP:Iteration 28Q (15616.610000 sec): 3 clusters Score: Raw -3009265.982535 + Penalty 4819.321769 = -3004446.660766 nChanged 8 SP:Iteration 29Q (15616.920000 sec): 3 clusters Score: Raw -3009267.368831 + Penalty 4819.321769 = -3004448.047062 nChanged 9 SP:Iteration 30Q (15617.160000 sec): 3 clusters Score: Raw -3009268.869125 + Penalty 4819.321769 = -3004449.547356 nChanged 5 SP:Iteration 31Q (15617.410000 sec): 3 clusters Score: Raw -3009269.460085 + Penalty 4819.321769 = -3004450.138316 nChanged 6 SP:Iteration 32Q (15617.670000 sec): 3 clusters Score: Raw -3009270.468636 + Penalty 4819.321769 = -3004451.146867 nChanged 8 SP:Iteration 33Q (15617.910000 sec): 3 clusters Score: Raw -3009272.180756 + Penalty 4819.321769 = -3004452.858987 nChanged 14 SP:Iteration 34Q (15618.160000 sec): 3 clusters Score: Raw -3009274.258472 + Penalty 4819.321769 = -3004454.936703 nChanged 11 SP:Iteration 35Q (15618.410000 sec): 3 clusters Score: Raw -3009276.427825 + Penalty 4819.321769 = -3004457.106056 nChanged 12 SP:Iteration 36Q (15618.730000 sec): 3 clusters Score: Raw -3009278.425216 + Penalty 4819.321769 = -3004459.103447 nChanged 10 SP:Iteration 37Q (15618.950000 sec): 3 clusters Score: Raw -3009279.882584 + Penalty 4819.321769 = -3004460.560815 nChanged 5 SP:Iteration 38Q (15619.250000 sec): 3 clusters Score: Raw -3009280.582490 + Penalty 4819.321769 = -3004461.260721 nChanged 2 SP:Iteration 39Q (15619.470000 sec): 3 clusters Score: Raw -3009280.889365 + Penalty 4819.321769 = -3004461.567596 nChanged 2 SP:Iteration 40F (15619.780000 sec): 3 clusters Score: Raw -3009281.042787 + Penalty 4819.321769 = -3004461.721018 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15619.850000 sec): 2 clusters Score: Raw -23828.084784 + Penalty 1337.619631 = -22490.465153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15620.070000 sec): 3 clusters Score: Raw -24105.950182 + Penalty 2675.239263 = -21430.710919 nChanged 21 SP:Iteration 1F (15620.230000 sec): 3 clusters Score: Raw -24210.859816 + Penalty 2675.239263 = -21535.620553 nChanged 10 SP:Iteration 2Q (15620.390000 sec): 3 clusters Score: Raw -24280.325637 + Penalty 2675.239263 = -21605.086374 nChanged 8 SP:Iteration 3Q (15620.600000 sec): 3 clusters Score: Raw -24331.636376 + Penalty 2675.239263 = -21656.397113 nChanged 5 SP:Iteration 4Q (15620.760000 sec): 3 clusters Score: Raw -24358.173295 + Penalty 2675.239263 = -21682.934032 nChanged 1 SP:Iteration 5Q (15620.930000 sec): 3 clusters Score: Raw -24365.988063 + Penalty 2675.239263 = -21690.748800 nChanged 0 SP:Iteration 6F (15621.130000 sec): 3 clusters Score: Raw -24365.988063 + Penalty 2675.239263 = -21690.748800 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (1927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15621.250000 sec): 2 clusters Score: Raw -326336.134936 + Penalty 1875.802478 = -324460.332458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15621.430000 sec): 3 clusters Score: Raw -325678.559399 + Penalty 3751.604956 = -321926.954444 nChanged 632 SP:Iteration 1F (15621.600000 sec): 3 clusters Score: Raw -326315.051345 + Penalty 3751.604956 = -322563.446389 nChanged 185 SP:Iteration 2F (15621.810000 sec): 3 clusters Score: Raw -326591.623884 + Penalty 3751.604956 = -322840.018929 nChanged 135 SP:Iteration 3F (15622.000000 sec): 3 clusters Score: Raw -326811.701095 + Penalty 3751.604956 = -323060.096140 nChanged 96 SP:Iteration 4Q (15622.250000 sec): 3 clusters Score: Raw -326954.548818 + Penalty 3751.604956 = -323202.943862 nChanged 81 SP:Iteration 5Q (15622.480000 sec): 3 clusters Score: Raw -327061.118584 + Penalty 3751.604956 = -323309.513629 nChanged 80 SP:Iteration 6Q (15622.620000 sec): 3 clusters Score: Raw -327200.638759 + Penalty 3751.604956 = -323449.033804 nChanged 73 SP:Iteration 7Q (15622.830000 sec): 3 clusters Score: Raw -327298.213343 + Penalty 3751.604956 = -323546.608387 nChanged 48 SP:Iteration 8Q (15623.030000 sec): 3 clusters Score: Raw -327356.740562 + Penalty 3751.604956 = -323605.135606 nChanged 32 SP:Iteration 9Q (15623.220000 sec): 3 clusters Score: Raw -327401.368238 + Penalty 3751.604956 = -323649.763283 nChanged 35 SP:Iteration 10Q (15623.400000 sec): 3 clusters Score: Raw -327447.786031 + Penalty 3751.604956 = -323696.181076 nChanged 28 SP:Iteration 11Q (15623.620000 sec): 3 clusters Score: Raw -327475.455132 + Penalty 3751.604956 = -323723.850176 nChanged 22 SP:Iteration 12Q (15623.810000 sec): 3 clusters Score: Raw -327494.501899 + Penalty 3751.604956 = -323742.896944 nChanged 8 SP:Iteration 13Q (15623.970000 sec): 3 clusters Score: Raw -327500.259040 + Penalty 3751.604956 = -323748.654085 nChanged 5 SP:Iteration 14Q (15624.170000 sec): 3 clusters Score: Raw -327503.308262 + Penalty 3751.604956 = -323751.703307 nChanged 5 SP:Iteration 15Q (15624.370000 sec): 3 clusters Score: Raw -327505.753545 + Penalty 3751.604956 = -323754.148589 nChanged 6 SP:Iteration 16Q (15624.550000 sec): 3 clusters Score: Raw -327510.347607 + Penalty 3751.604956 = -323758.742651 nChanged 4 SP:Iteration 17Q (15624.750000 sec): 3 clusters Score: Raw -327512.219713 + Penalty 3751.604956 = -323760.614757 nChanged 1 SP:Iteration 18Q (15624.910000 sec): 3 clusters Score: Raw -327513.074589 + Penalty 3751.604956 = -323761.469633 nChanged 0 SP:Iteration 19F (15625.110000 sec): 3 clusters Score: Raw -327513.074589 + Penalty 3751.604956 = -323761.469633 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (93614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15625.730000 sec): 2 clusters Score: Raw -17191610.157055 + Penalty 2838.839936 = -17188771.317120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15626.360000 sec): 3 clusters Score: Raw -17131785.175678 + Penalty 5677.679871 = -17126107.495807 nChanged 44228 SP:Iteration 1F (15627.020000 sec): 3 clusters Score: Raw -17157343.316662 + Penalty 5677.679871 = -17151665.636791 nChanged 3808 SP:Iteration 2Q (15627.690000 sec): 3 clusters Score: Raw -17158732.647453 + Penalty 5677.679871 = -17153054.967582 nChanged 4384 SP:Iteration 3Q (15628.410000 sec): 3 clusters Score: Raw -17160649.087746 + Penalty 5677.679871 = -17154971.407875 nChanged 5045 SP:Iteration 4F (15629.130000 sec): 3 clusters Score: Raw -17163340.386562 + Penalty 5677.679871 = -17157662.706691 nChanged 5786 SP:Iteration 5F (15629.850000 sec): 3 clusters Score: Raw -17166848.574721 + Penalty 5677.679871 = -17161170.894850 nChanged 6152 SP:Iteration 6F (15630.510000 sec): 3 clusters Score: Raw -17170958.252727 + Penalty 5677.679871 = -17165280.572856 nChanged 6034 SP:Iteration 7F (15631.180000 sec): 3 clusters Score: Raw -17175367.652136 + Penalty 5677.679871 = -17169689.972265 nChanged 5729 SP:Iteration 8F (15631.850000 sec): 3 clusters Score: Raw -17180047.330525 + Penalty 5677.679871 = -17174369.650654 nChanged 4943 SP:Iteration 9F (15632.490000 sec): 3 clusters Score: Raw -17184604.235128 + Penalty 5677.679871 = -17178926.555256 nChanged 3632 SP:Iteration 10Q (15633.200000 sec): 3 clusters Score: Raw -17188134.802757 + Penalty 5677.679871 = -17182457.122886 nChanged 2091 SP:Iteration 11Q (15633.860000 sec): 3 clusters Score: Raw -17190036.730873 + Penalty 5677.679871 = -17184359.051002 nChanged 1168 SP:Iteration 12Q (15634.450000 sec): 3 clusters Score: Raw -17190881.148081 + Penalty 5677.679871 = -17185203.468210 nChanged 795 SP:Iteration 13Q (15635.090000 sec): 3 clusters Score: Raw -17191387.019155 + Penalty 5677.679871 = -17185709.339284 nChanged 533 SP:Iteration 14Q (15635.730000 sec): 3 clusters Score: Raw -17191680.175225 + Penalty 5677.679871 = -17186002.495354 nChanged 402 SP:Iteration 15Q (15636.350000 sec): 3 clusters Score: Raw -17191896.525299 + Penalty 5677.679871 = -17186218.845428 nChanged 313 SP:Iteration 16Q (15636.930000 sec): 3 clusters Score: Raw -17192059.456269 + Penalty 5677.679871 = -17186381.776398 nChanged 222 SP:Iteration 17Q (15637.490000 sec): 3 clusters Score: Raw -17192163.571461 + Penalty 5677.679871 = -17186485.891589 nChanged 147 SP:Iteration 18Q (15638.050000 sec): 3 clusters Score: Raw -17192225.420027 + Penalty 5677.679871 = -17186547.740156 nChanged 104 SP:Iteration 19Q (15638.660000 sec): 3 clusters Score: Raw -17192269.566522 + Penalty 5677.679871 = -17186591.886651 nChanged 75 SP:Iteration 20F (15639.300000 sec): 3 clusters Score: Raw -17192300.580436 + Penalty 5677.679871 = -17186622.900565 nChanged 62 SP:Iteration 21Q (15639.910000 sec): 3 clusters Score: Raw -17192324.734724 + Penalty 5677.679871 = -17186647.054853 nChanged 45 SP:Iteration 22Q (15640.500000 sec): 3 clusters Score: Raw -17192341.339535 + Penalty 5677.679871 = -17186663.659664 nChanged 35 SP:Iteration 23Q (15641.040000 sec): 3 clusters Score: Raw -17192355.713089 + Penalty 5677.679871 = -17186678.033218 nChanged 32 SP:Iteration 24Q (15641.650000 sec): 3 clusters Score: Raw -17192366.909592 + Penalty 5677.679871 = -17186689.229721 nChanged 30 SP:Iteration 25Q (15642.200000 sec): 3 clusters Score: Raw -17192378.069852 + Penalty 5677.679871 = -17186700.389981 nChanged 32 SP:Iteration 26Q (15642.800000 sec): 3 clusters Score: Raw -17192390.212648 + Penalty 5677.679871 = -17186712.532777 nChanged 27 SP:Iteration 27Q (15643.410000 sec): 3 clusters Score: Raw -17192399.567322 + Penalty 5677.679871 = -17186721.887451 nChanged 28 SP:Iteration 28Q (15644.040000 sec): 3 clusters Score: Raw -17192408.263770 + Penalty 5677.679871 = -17186730.583899 nChanged 10 SP:Iteration 29Q (15644.660000 sec): 3 clusters Score: Raw -17192411.169820 + Penalty 5677.679871 = -17186733.489949 nChanged 16 SP:Iteration 30Q (15645.260000 sec): 3 clusters Score: Raw -17192416.648918 + Penalty 5677.679871 = -17186738.969047 nChanged 8 SP:Iteration 31Q (15645.840000 sec): 3 clusters Score: Raw -17192419.192658 + Penalty 5677.679871 = -17186741.512787 nChanged 4 SP:Iteration 32Q (15646.390000 sec): 3 clusters Score: Raw -17192420.011581 + Penalty 5677.679871 = -17186742.331710 nChanged 1 SP:Iteration 33Q (15646.980000 sec): 3 clusters Score: Raw -17192420.208505 + Penalty 5677.679871 = -17186742.528634 nChanged 1 SP:Iteration 34Q (15647.570000 sec): 3 clusters Score: Raw -17192420.571540 + Penalty 5677.679871 = -17186742.891669 nChanged 1 SP:Iteration 35Q (15648.150000 sec): 3 clusters Score: Raw -17192420.719527 + Penalty 5677.679871 = -17186743.039656 nChanged 0 SP:Iteration 36F (15648.830000 sec): 3 clusters Score: Raw -17192420.719527 + Penalty 5677.679871 = -17186743.039656 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15648.970000 sec): 2 clusters Score: Raw -63683.213868 + Penalty 1513.434531 = -62169.779336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15649.160000 sec): 3 clusters Score: Raw -63814.214275 + Penalty 3026.869063 = -60787.345212 nChanged 101 SP:Iteration 1F (15649.380000 sec): 3 clusters Score: Raw -64020.585625 + Penalty 3026.869063 = -60993.716562 nChanged 25 SP:Iteration 2F (15649.550000 sec): 3 clusters Score: Raw -64135.749877 + Penalty 3026.869063 = -61108.880814 nChanged 19 SP:Iteration 3Q (15649.700000 sec): 3 clusters Score: Raw -64203.784757 + Penalty 3026.869063 = -61176.915694 nChanged 10 SP:Iteration 4Q (15649.850000 sec): 3 clusters Score: Raw -64233.680327 + Penalty 3026.869063 = -61206.811264 nChanged 6 SP:Iteration 5Q (15650.020000 sec): 3 clusters Score: Raw -64247.976820 + Penalty 3026.869063 = -61221.107757 nChanged 5 SP:Iteration 6Q (15650.210000 sec): 3 clusters Score: Raw -64263.085255 + Penalty 3026.869063 = -61236.216192 nChanged 3 SP:Iteration 7Q (15650.360000 sec): 3 clusters Score: Raw -64269.138525 + Penalty 3026.869063 = -61242.269462 nChanged 1 SP:Iteration 8Q (15650.590000 sec): 3 clusters Score: Raw -64273.182081 + Penalty 3026.869063 = -61246.313018 nChanged 1 SP:Iteration 9Q (15650.730000 sec): 3 clusters Score: Raw -64274.423163 + Penalty 3026.869063 = -61247.554100 nChanged 1 SP:Iteration 10Q (15650.930000 sec): 3 clusters Score: Raw -64281.620825 + Penalty 3026.869063 = -61254.751762 nChanged 3 SP:Iteration 11Q (15651.080000 sec): 3 clusters Score: Raw -64286.168342 + Penalty 3026.869063 = -61259.299279 nChanged 1 SP:Iteration 12Q (15651.280000 sec): 3 clusters Score: Raw -64288.049229 + Penalty 3026.869063 = -61261.180167 nChanged 2 SP:Iteration 13Q (15651.470000 sec): 3 clusters Score: Raw -64296.465828 + Penalty 3026.869063 = -61269.596765 nChanged 0 SP:Iteration 14F (15651.610000 sec): 3 clusters Score: Raw -64296.465828 + Penalty 3026.869063 = -61269.596765 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15651.710000 sec): 2 clusters Score: Raw -704393.056320 + Penalty 2049.562106 = -702343.494214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15651.920000 sec): 3 clusters Score: Raw -702627.563252 + Penalty 4099.124212 = -698528.439041 nChanged 1438 SP:Iteration 1F (15652.100000 sec): 3 clusters Score: Raw -703678.579075 + Penalty 4099.124212 = -699579.454863 nChanged 408 SP:Iteration 2F (15652.290000 sec): 3 clusters Score: Raw -704127.869015 + Penalty 4099.124212 = -700028.744803 nChanged 318 SP:Iteration 3F (15652.530000 sec): 3 clusters Score: Raw -704483.694671 + Penalty 4099.124212 = -700384.570459 nChanged 258 SP:Iteration 4F (15652.690000 sec): 3 clusters Score: Raw -704743.568992 + Penalty 4099.124212 = -700644.444780 nChanged 213 SP:Iteration 5F (15652.870000 sec): 3 clusters Score: Raw -704938.553041 + Penalty 4099.124212 = -700839.428829 nChanged 161 SP:Iteration 6Q (15653.080000 sec): 3 clusters Score: Raw -705067.777412 + Penalty 4099.124212 = -700968.653200 nChanged 135 SP:Iteration 7Q (15653.270000 sec): 3 clusters Score: Raw -705159.354248 + Penalty 4099.124212 = -701060.230036 nChanged 89 SP:Iteration 8Q (15653.460000 sec): 3 clusters Score: Raw -705220.446154 + Penalty 4099.124212 = -701121.321943 nChanged 62 SP:Iteration 9Q (15653.650000 sec): 3 clusters Score: Raw -705264.685385 + Penalty 4099.124212 = -701165.561173 nChanged 55 SP:Iteration 10Q (15653.870000 sec): 3 clusters Score: Raw -705297.591980 + Penalty 4099.124212 = -701198.467768 nChanged 42 SP:Iteration 11Q (15654.090000 sec): 3 clusters Score: Raw -705318.027363 + Penalty 4099.124212 = -701218.903152 nChanged 35 SP:Iteration 12Q (15654.270000 sec): 3 clusters Score: Raw -705332.575155 + Penalty 4099.124212 = -701233.450944 nChanged 18 SP:Iteration 13Q (15654.460000 sec): 3 clusters Score: Raw -705341.102448 + Penalty 4099.124212 = -701241.978236 nChanged 18 SP:Iteration 14Q (15654.650000 sec): 3 clusters Score: Raw -705347.215022 + Penalty 4099.124212 = -701248.090810 nChanged 13 SP:Iteration 15Q (15654.850000 sec): 3 clusters Score: Raw -705350.554596 + Penalty 4099.124212 = -701251.430384 nChanged 5 SP:Iteration 16Q (15655.090000 sec): 3 clusters Score: Raw -705351.961711 + Penalty 4099.124212 = -701252.837500 nChanged 2 SP:Iteration 17Q (15655.290000 sec): 3 clusters Score: Raw -705352.592074 + Penalty 4099.124212 = -701253.467862 nChanged 2 SP:Iteration 18Q (15655.460000 sec): 3 clusters Score: Raw -705353.264404 + Penalty 4099.124212 = -701254.140193 nChanged 2 SP:Iteration 19Q (15655.610000 sec): 3 clusters Score: Raw -705353.868419 + Penalty 4099.124212 = -701254.744208 nChanged 1 SP:Iteration 20F (15655.770000 sec): 3 clusters Score: Raw -705354.035969 + Penalty 4099.124212 = -701254.911758 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15655.900000 sec): 2 clusters Score: Raw -134532.731920 + Penalty 1663.604853 = -132869.127068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15656.100000 sec): 3 clusters Score: Raw -134418.719710 + Penalty 3327.209706 = -131091.510005 nChanged 213 SP:Iteration 1F (15656.300000 sec): 3 clusters Score: Raw -134726.499624 + Penalty 3327.209706 = -131399.289918 nChanged 69 SP:Iteration 2F (15656.460000 sec): 3 clusters Score: Raw -134857.874411 + Penalty 3327.209706 = -131530.664705 nChanged 41 SP:Iteration 3F (15656.710000 sec): 3 clusters Score: Raw -134929.335794 + Penalty 3327.209706 = -131602.126088 nChanged 31 SP:Iteration 4Q (15656.900000 sec): 3 clusters Score: Raw -134998.252319 + Penalty 3327.209706 = -131671.042613 nChanged 28 SP:Iteration 5Q (15657.100000 sec): 3 clusters Score: Raw -135051.708145 + Penalty 3327.209706 = -131724.498439 nChanged 19 SP:Iteration 6Q (15657.280000 sec): 3 clusters Score: Raw -135115.716043 + Penalty 3327.209706 = -131788.506337 nChanged 19 SP:Iteration 7Q (15657.420000 sec): 3 clusters Score: Raw -135161.128444 + Penalty 3327.209706 = -131833.918739 nChanged 19 SP:Iteration 8Q (15657.650000 sec): 3 clusters Score: Raw -135210.099670 + Penalty 3327.209706 = -131882.889964 nChanged 19 SP:Iteration 9Q (15657.870000 sec): 3 clusters Score: Raw -135249.237470 + Penalty 3327.209706 = -131922.027764 nChanged 9 SP:Iteration 10Q (15658.040000 sec): 3 clusters Score: Raw -135279.163724 + Penalty 3327.209706 = -131951.954018 nChanged 9 SP:Iteration 11Q (15658.270000 sec): 3 clusters Score: Raw -135300.364836 + Penalty 3327.209706 = -131973.155131 nChanged 8 SP:Iteration 12Q (15658.510000 sec): 3 clusters Score: Raw -135323.570578 + Penalty 3327.209706 = -131996.360873 nChanged 7 SP:Iteration 13Q (15658.730000 sec): 3 clusters Score: Raw -135363.009838 + Penalty 3327.209706 = -132035.800132 nChanged 8 SP:Iteration 14Q (15658.910000 sec): 3 clusters Score: Raw -135381.283961 + Penalty 3327.209706 = -132054.074255 nChanged 10 SP:Iteration 15Q (15659.100000 sec): 3 clusters Score: Raw -135408.749428 + Penalty 3327.209706 = -132081.539722 nChanged 7 SP:Iteration 16Q (15659.290000 sec): 3 clusters Score: Raw -135425.094892 + Penalty 3327.209706 = -132097.885186 nChanged 5 SP:Iteration 17Q (15659.480000 sec): 3 clusters Score: Raw -135441.913071 + Penalty 3327.209706 = -132114.703365 nChanged 5 SP:Iteration 18Q (15659.690000 sec): 3 clusters Score: Raw -135454.738840 + Penalty 3327.209706 = -132127.529134 nChanged 2 SP:Iteration 19Q (15659.870000 sec): 3 clusters Score: Raw -135459.523564 + Penalty 3327.209706 = -132132.313859 nChanged 0 SP:Iteration 20F (15660.020000 sec): 3 clusters Score: Raw -135459.523564 + Penalty 3327.209706 = -132132.313859 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15660.130000 sec): 2 clusters Score: Raw -21551.738974 + Penalty 1363.297720 = -20188.441254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15660.350000 sec): 3 clusters Score: Raw -21922.108744 + Penalty 2726.595440 = -19195.513304 nChanged 39 SP:Iteration 1F (15660.530000 sec): 3 clusters Score: Raw -22100.572829 + Penalty 2726.595440 = -19373.977389 nChanged 13 SP:Iteration 2F (15660.720000 sec): 3 clusters Score: Raw -22294.847000 + Penalty 2726.595440 = -19568.251560 nChanged 10 SP:Iteration 3Q (15660.950000 sec): 3 clusters Score: Raw -22359.361700 + Penalty 2726.595440 = -19632.766261 nChanged 9 SP:Iteration 4Q (15661.130000 sec): 3 clusters Score: Raw -22394.759632 + Penalty 2726.595440 = -19668.164193 nChanged 4 SP:Iteration 5Q (15661.300000 sec): 3 clusters Score: Raw -22428.927772 + Penalty 2726.595440 = -19702.332332 nChanged 1 SP:Iteration 6Q (15661.500000 sec): 3 clusters Score: Raw -22430.620605 + Penalty 2726.595440 = -19704.025165 nChanged 0 SP:Iteration 7F (15661.700000 sec): 3 clusters Score: Raw -22430.620605 + Penalty 2726.595440 = -19704.025165 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15661.770000 sec): 2 clusters Score: Raw -41563.370832 + Penalty 1383.772997 = -40179.597835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15661.970000 sec): 3 clusters Score: Raw -41753.376751 + Penalty 2767.545994 = -38985.830757 nChanged 34 SP:Iteration 1F (15662.140000 sec): 3 clusters Score: Raw -41885.510033 + Penalty 2767.545994 = -39117.964039 nChanged 9 SP:Iteration 2Q (15662.360000 sec): 3 clusters Score: Raw -41910.027559 + Penalty 2767.545994 = -39142.481565 nChanged 2 SP:Iteration 3Q (15662.530000 sec): 3 clusters Score: Raw -41913.219894 + Penalty 2767.545994 = -39145.673900 nChanged 0 SP:Iteration 4F (15662.780000 sec): 3 clusters Score: Raw -41913.219894 + Penalty 2767.545994 = -39145.673900 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15662.830000 sec): 2 clusters Score: Raw -36679.054944 + Penalty 1353.977208 = -35325.077737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15663.060000 sec): 3 clusters Score: Raw -36899.133817 + Penalty 2707.954415 = -34191.179402 nChanged 26 SP:Iteration 1F (15663.180000 sec): 3 clusters Score: Raw -37017.328089 + Penalty 2707.954415 = -34309.373674 nChanged 5 SP:Iteration 2Q (15663.350000 sec): 3 clusters Score: Raw -37033.347369 + Penalty 2707.954415 = -34325.392954 nChanged 2 SP:Iteration 3Q (15663.520000 sec): 3 clusters Score: Raw -37037.334679 + Penalty 2707.954415 = -34329.380264 nChanged 1 SP:Iteration 4Q (15663.730000 sec): 3 clusters Score: Raw -37040.000796 + Penalty 2707.954415 = -34332.046381 nChanged 1 SP:Iteration 5Q (15663.930000 sec): 3 clusters Score: Raw -37040.846013 + Penalty 2707.954415 = -34332.891598 nChanged 0 SP:Iteration 6F (15664.080000 sec): 3 clusters Score: Raw -37040.846013 + Penalty 2707.954415 = -34332.891598 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15664.240000 sec): 2 clusters Score: Raw -1294791.876599 + Penalty 2202.557588 = -1292589.319011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15664.400000 sec): 3 clusters Score: Raw -1291019.657943 + Penalty 4405.115175 = -1286614.542768 nChanged 2969 SP:Iteration 1F (15664.610000 sec): 3 clusters Score: Raw -1292671.232470 + Penalty 4405.115175 = -1288266.117295 nChanged 505 SP:Iteration 2F (15664.840000 sec): 3 clusters Score: Raw -1292953.805863 + Penalty 4405.115175 = -1288548.690688 nChanged 382 SP:Iteration 3F (15665.110000 sec): 3 clusters Score: Raw -1293162.836102 + Penalty 4405.115175 = -1288757.720927 nChanged 341 SP:Iteration 4Q (15665.300000 sec): 3 clusters Score: Raw -1293352.676883 + Penalty 4405.115175 = -1288947.561708 nChanged 275 SP:Iteration 5Q (15665.520000 sec): 3 clusters Score: Raw -1293506.215209 + Penalty 4405.115175 = -1289101.100033 nChanged 259 SP:Iteration 6Q (15665.720000 sec): 3 clusters Score: Raw -1293656.721838 + Penalty 4405.115175 = -1289251.606663 nChanged 229 SP:Iteration 7Q (15665.960000 sec): 3 clusters Score: Raw -1293792.950858 + Penalty 4405.115175 = -1289387.835683 nChanged 232 SP:Iteration 8Q (15666.180000 sec): 3 clusters Score: Raw -1293941.261527 + Penalty 4405.115175 = -1289536.146352 nChanged 226 SP:Iteration 9Q (15666.410000 sec): 3 clusters Score: Raw -1294079.609733 + Penalty 4405.115175 = -1289674.494558 nChanged 217 SP:Iteration 10Q (15666.600000 sec): 3 clusters Score: Raw -1294200.652871 + Penalty 4405.115175 = -1289795.537695 nChanged 203 SP:Iteration 11Q (15666.800000 sec): 3 clusters Score: Raw -1294305.505758 + Penalty 4405.115175 = -1289900.390583 nChanged 181 SP:Iteration 12Q (15667.030000 sec): 3 clusters Score: Raw -1294383.534473 + Penalty 4405.115175 = -1289978.419298 nChanged 149 SP:Iteration 13Q (15667.220000 sec): 3 clusters Score: Raw -1294445.459103 + Penalty 4405.115175 = -1290040.343928 nChanged 150 SP:Iteration 14Q (15667.460000 sec): 3 clusters Score: Raw -1294510.830317 + Penalty 4405.115175 = -1290105.715142 nChanged 133 SP:Iteration 15Q (15667.670000 sec): 3 clusters Score: Raw -1294568.798017 + Penalty 4405.115175 = -1290163.682842 nChanged 112 SP:Iteration 16Q (15667.890000 sec): 3 clusters Score: Raw -1294617.763122 + Penalty 4405.115175 = -1290212.647947 nChanged 100 SP:Iteration 17Q (15668.130000 sec): 3 clusters Score: Raw -1294652.417634 + Penalty 4405.115175 = -1290247.302459 nChanged 91 SP:Iteration 18Q (15668.360000 sec): 3 clusters Score: Raw -1294687.589122 + Penalty 4405.115175 = -1290282.473947 nChanged 78 SP:Iteration 19Q (15668.590000 sec): 3 clusters Score: Raw -1294716.855009 + Penalty 4405.115175 = -1290311.739833 nChanged 72 SP:Iteration 20F (15668.830000 sec): 3 clusters Score: Raw -1294739.676293 + Penalty 4405.115175 = -1290334.561117 nChanged 52 SP:Iteration 21Q (15669.070000 sec): 3 clusters Score: Raw -1294757.052012 + Penalty 4405.115175 = -1290351.936837 nChanged 43 SP:Iteration 22Q (15669.320000 sec): 3 clusters Score: Raw -1294769.790672 + Penalty 4405.115175 = -1290364.675497 nChanged 41 SP:Iteration 23Q (15669.550000 sec): 3 clusters Score: Raw -1294781.875795 + Penalty 4405.115175 = -1290376.760619 nChanged 52 SP:Iteration 24Q (15669.770000 sec): 3 clusters Score: Raw -1294796.751470 + Penalty 4405.115175 = -1290391.636295 nChanged 39 SP:Iteration 25Q (15670.000000 sec): 3 clusters Score: Raw -1294809.039334 + Penalty 4405.115175 = -1290403.924159 nChanged 48 SP:Iteration 26Q (15670.230000 sec): 3 clusters Score: Raw -1294824.681534 + Penalty 4405.115175 = -1290419.566359 nChanged 47 SP:Iteration 27Q (15670.480000 sec): 3 clusters Score: Raw -1294838.810102 + Penalty 4405.115175 = -1290433.694927 nChanged 30 SP:Iteration 28Q (15670.680000 sec): 3 clusters Score: Raw -1294846.687840 + Penalty 4405.115175 = -1290441.572665 nChanged 34 SP:Iteration 29Q (15670.910000 sec): 3 clusters Score: Raw -1294854.633185 + Penalty 4405.115175 = -1290449.518010 nChanged 29 SP:Iteration 30Q (15671.130000 sec): 3 clusters Score: Raw -1294861.048804 + Penalty 4405.115175 = -1290455.933628 nChanged 21 SP:Iteration 31Q (15671.350000 sec): 3 clusters Score: Raw -1294865.766768 + Penalty 4405.115175 = -1290460.651593 nChanged 22 SP:Iteration 32Q (15671.540000 sec): 3 clusters Score: Raw -1294871.422103 + Penalty 4405.115175 = -1290466.306927 nChanged 19 SP:Iteration 33Q (15671.820000 sec): 3 clusters Score: Raw -1294875.183683 + Penalty 4405.115175 = -1290470.068508 nChanged 14 SP:Iteration 34Q (15672.060000 sec): 3 clusters Score: Raw -1294878.988239 + Penalty 4405.115175 = -1290473.873063 nChanged 8 SP:Iteration 35Q (15672.280000 sec): 3 clusters Score: Raw -1294880.902480 + Penalty 4405.115175 = -1290475.787305 nChanged 5 SP:Iteration 36Q (15672.520000 sec): 3 clusters Score: Raw -1294881.552484 + Penalty 4405.115175 = -1290476.437309 nChanged 4 SP:Iteration 37Q (15672.780000 sec): 3 clusters Score: Raw -1294881.985203 + Penalty 4405.115175 = -1290476.870028 nChanged 0 SP:Iteration 38F (15673.060000 sec): 3 clusters Score: Raw -1294881.985203 + Penalty 4405.115175 = -1290476.870028 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15673.160000 sec): 2 clusters Score: Raw -197899.038175 + Penalty 1731.519800 = -196167.518375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15673.360000 sec): 3 clusters Score: Raw -197631.328953 + Penalty 3463.039600 = -194168.289353 nChanged 280 SP:Iteration 1F (15673.600000 sec): 3 clusters Score: Raw -197974.504528 + Penalty 3463.039600 = -194511.464928 nChanged 79 SP:Iteration 2F (15673.800000 sec): 3 clusters Score: Raw -198122.338040 + Penalty 3463.039600 = -194659.298440 nChanged 39 SP:Iteration 3Q (15673.990000 sec): 3 clusters Score: Raw -198216.242207 + Penalty 3463.039600 = -194753.202607 nChanged 33 SP:Iteration 4Q (15674.130000 sec): 3 clusters Score: Raw -198280.172151 + Penalty 3463.039600 = -194817.132551 nChanged 32 SP:Iteration 5Q (15674.290000 sec): 3 clusters Score: Raw -198355.899307 + Penalty 3463.039600 = -194892.859707 nChanged 34 SP:Iteration 6Q (15674.490000 sec): 3 clusters Score: Raw -198449.063011 + Penalty 3463.039600 = -194986.023411 nChanged 30 SP:Iteration 7Q (15674.640000 sec): 3 clusters Score: Raw -198531.390054 + Penalty 3463.039600 = -195068.350454 nChanged 43 SP:Iteration 8Q (15674.820000 sec): 3 clusters Score: Raw -198654.315290 + Penalty 3463.039600 = -195191.275690 nChanged 51 SP:Iteration 9Q (15674.980000 sec): 3 clusters Score: Raw -198798.079051 + Penalty 3463.039600 = -195335.039451 nChanged 60 SP:Iteration 10F (15675.140000 sec): 3 clusters Score: Raw -198949.053773 + Penalty 3463.039600 = -195486.014173 nChanged 45 SP:Iteration 11Q (15675.310000 sec): 3 clusters Score: Raw -199068.326437 + Penalty 3463.039600 = -195605.286837 nChanged 31 SP:Iteration 12Q (15675.480000 sec): 3 clusters Score: Raw -199132.429096 + Penalty 3463.039600 = -195669.389496 nChanged 24 SP:Iteration 13Q (15675.650000 sec): 3 clusters Score: Raw -199177.824746 + Penalty 3463.039600 = -195714.785146 nChanged 14 SP:Iteration 14Q (15675.860000 sec): 3 clusters Score: Raw -199202.030632 + Penalty 3463.039600 = -195738.991032 nChanged 11 SP:Iteration 15Q (15675.980000 sec): 3 clusters Score: Raw -199219.446699 + Penalty 3463.039600 = -195756.407099 nChanged 3 SP:Iteration 16Q (15676.160000 sec): 3 clusters Score: Raw -199225.851270 + Penalty 3463.039600 = -195762.811670 nChanged 3 SP:Iteration 17Q (15676.320000 sec): 3 clusters Score: Raw -199233.851617 + Penalty 3463.039600 = -195770.812017 nChanged 5 SP:Iteration 18Q (15676.470000 sec): 3 clusters Score: Raw -199245.322610 + Penalty 3463.039600 = -195782.283010 nChanged 5 SP:Iteration 19Q (15676.630000 sec): 3 clusters Score: Raw -199255.868615 + Penalty 3463.039600 = -195792.829015 nChanged 6 SP:Iteration 20F (15676.790000 sec): 3 clusters Score: Raw -199267.637755 + Penalty 3463.039600 = -195804.598155 nChanged 3 SP:Iteration 21Q (15677.010000 sec): 3 clusters Score: Raw -199272.334353 + Penalty 3463.039600 = -195809.294753 nChanged 4 SP:Iteration 22Q (15677.200000 sec): 3 clusters Score: Raw -199279.979437 + Penalty 3463.039600 = -195816.939837 nChanged 1 SP:Iteration 23Q (15677.390000 sec): 3 clusters Score: Raw -199281.662962 + Penalty 3463.039600 = -195818.623362 nChanged 1 SP:Iteration 24Q (15677.610000 sec): 3 clusters Score: Raw -199283.743817 + Penalty 3463.039600 = -195820.704217 nChanged 1 SP:Iteration 25Q (15677.850000 sec): 3 clusters Score: Raw -199285.728262 + Penalty 3463.039600 = -195822.688662 nChanged 2 SP:Iteration 26Q (15677.990000 sec): 3 clusters Score: Raw -199289.692539 + Penalty 3463.039600 = -195826.652939 nChanged 2 SP:Iteration 27Q (15678.200000 sec): 3 clusters Score: Raw -199293.744967 + Penalty 3463.039600 = -195830.705367 nChanged 4 SP:Iteration 28Q (15678.450000 sec): 3 clusters Score: Raw -199301.063562 + Penalty 3463.039600 = -195838.023962 nChanged 5 SP:Iteration 29Q (15678.650000 sec): 3 clusters Score: Raw -199309.894083 + Penalty 3463.039600 = -195846.854483 nChanged 3 SP:Iteration 30Q (15678.860000 sec): 3 clusters Score: Raw -199313.629427 + Penalty 3463.039600 = -195850.589827 nChanged 2 SP:Iteration 31Q (15679.070000 sec): 3 clusters Score: Raw -199315.292387 + Penalty 3463.039600 = -195852.252787 nChanged 1 SP:Iteration 32Q (15679.280000 sec): 3 clusters Score: Raw -199316.927304 + Penalty 3463.039600 = -195853.887704 nChanged 0 SP:Iteration 33F (15679.500000 sec): 3 clusters Score: Raw -199316.927304 + Penalty 3463.039600 = -195853.887704 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15679.590000 sec): 2 clusters Score: Raw -575873.547954 + Penalty 2010.714575 = -573862.833379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15679.800000 sec): 3 clusters Score: Raw -574461.405125 + Penalty 4021.429151 = -570439.975974 nChanged 1203 SP:Iteration 1F (15680.020000 sec): 3 clusters Score: Raw -575282.396005 + Penalty 4021.429151 = -571260.966854 nChanged 308 SP:Iteration 2F (15680.220000 sec): 3 clusters Score: Raw -575587.166492 + Penalty 4021.429151 = -571565.737341 nChanged 235 SP:Iteration 3F (15680.370000 sec): 3 clusters Score: Raw -575826.758470 + Penalty 4021.429151 = -571805.329319 nChanged 178 SP:Iteration 4F (15680.560000 sec): 3 clusters Score: Raw -576008.902895 + Penalty 4021.429151 = -571987.473745 nChanged 166 SP:Iteration 5Q (15680.760000 sec): 3 clusters Score: Raw -576155.939970 + Penalty 4021.429151 = -572134.510820 nChanged 114 SP:Iteration 6Q (15680.940000 sec): 3 clusters Score: Raw -576240.084558 + Penalty 4021.429151 = -572218.655407 nChanged 110 SP:Iteration 7Q (15681.170000 sec): 3 clusters Score: Raw -576333.257578 + Penalty 4021.429151 = -572311.828428 nChanged 77 SP:Iteration 8Q (15681.390000 sec): 3 clusters Score: Raw -576383.392447 + Penalty 4021.429151 = -572361.963297 nChanged 60 SP:Iteration 9Q (15681.540000 sec): 3 clusters Score: Raw -576424.003581 + Penalty 4021.429151 = -572402.574430 nChanged 52 SP:Iteration 10Q (15681.760000 sec): 3 clusters Score: Raw -576457.278867 + Penalty 4021.429151 = -572435.849717 nChanged 47 SP:Iteration 11Q (15681.920000 sec): 3 clusters Score: Raw -576483.251791 + Penalty 4021.429151 = -572461.822640 nChanged 40 SP:Iteration 12Q (15682.130000 sec): 3 clusters Score: Raw -576508.418853 + Penalty 4021.429151 = -572486.989702 nChanged 32 SP:Iteration 13Q (15682.290000 sec): 3 clusters Score: Raw -576527.511707 + Penalty 4021.429151 = -572506.082557 nChanged 33 SP:Iteration 14Q (15682.490000 sec): 3 clusters Score: Raw -576548.343558 + Penalty 4021.429151 = -572526.914408 nChanged 38 SP:Iteration 15Q (15682.680000 sec): 3 clusters Score: Raw -576573.514997 + Penalty 4021.429151 = -572552.085846 nChanged 40 SP:Iteration 16Q (15682.900000 sec): 3 clusters Score: Raw -576598.042592 + Penalty 4021.429151 = -572576.613441 nChanged 29 SP:Iteration 17Q (15683.100000 sec): 3 clusters Score: Raw -576615.831525 + Penalty 4021.429151 = -572594.402374 nChanged 32 SP:Iteration 18Q (15683.320000 sec): 3 clusters Score: Raw -576635.261793 + Penalty 4021.429151 = -572613.832642 nChanged 27 SP:Iteration 19Q (15683.500000 sec): 3 clusters Score: Raw -576653.957468 + Penalty 4021.429151 = -572632.528318 nChanged 31 SP:Iteration 20F (15683.720000 sec): 3 clusters Score: Raw -576672.262894 + Penalty 4021.429151 = -572650.833743 nChanged 39 SP:Iteration 21Q (15683.930000 sec): 3 clusters Score: Raw -576700.150785 + Penalty 4021.429151 = -572678.721634 nChanged 41 SP:Iteration 22Q (15684.100000 sec): 3 clusters Score: Raw -576737.644654 + Penalty 4021.429151 = -572716.215503 nChanged 49 SP:Iteration 23Q (15684.320000 sec): 3 clusters Score: Raw -576775.663020 + Penalty 4021.429151 = -572754.233869 nChanged 48 SP:Iteration 24Q (15684.490000 sec): 3 clusters Score: Raw -576815.435632 + Penalty 4021.429151 = -572794.006482 nChanged 53 SP:Iteration 25Q (15684.730000 sec): 3 clusters Score: Raw -576858.475466 + Penalty 4021.429151 = -572837.046316 nChanged 51 SP:Iteration 26Q (15684.950000 sec): 3 clusters Score: Raw -576901.224800 + Penalty 4021.429151 = -572879.795650 nChanged 66 SP:Iteration 27Q (15685.150000 sec): 3 clusters Score: Raw -576983.180361 + Penalty 4021.429151 = -572961.751210 nChanged 93 SP:Iteration 28Q (15685.380000 sec): 3 clusters Score: Raw -577097.795148 + Penalty 4021.429151 = -573076.365997 nChanged 106 SP:Iteration 29Q (15685.570000 sec): 3 clusters Score: Raw -577198.168417 + Penalty 4021.429151 = -573176.739266 nChanged 92 SP:Iteration 30Q (15685.770000 sec): 3 clusters Score: Raw -577267.842956 + Penalty 4021.429151 = -573246.413805 nChanged 77 SP:Iteration 31Q (15685.980000 sec): 3 clusters Score: Raw -577327.545362 + Penalty 4021.429151 = -573306.116211 nChanged 77 SP:Iteration 32Q (15686.240000 sec): 3 clusters Score: Raw -577393.490280 + Penalty 4021.429151 = -573372.061130 nChanged 74 SP:Iteration 33Q (15686.450000 sec): 3 clusters Score: Raw -577441.114498 + Penalty 4021.429151 = -573419.685347 nChanged 40 SP:Iteration 34Q (15686.660000 sec): 3 clusters Score: Raw -577463.521579 + Penalty 4021.429151 = -573442.092428 nChanged 40 SP:Iteration 35Q (15686.930000 sec): 3 clusters Score: Raw -577483.820892 + Penalty 4021.429151 = -573462.391742 nChanged 26 SP:Iteration 36Q (15687.140000 sec): 3 clusters Score: Raw -577497.602534 + Penalty 4021.429151 = -573476.173383 nChanged 25 SP:Iteration 37Q (15687.350000 sec): 3 clusters Score: Raw -577508.623804 + Penalty 4021.429151 = -573487.194653 nChanged 19 SP:Iteration 38Q (15687.580000 sec): 3 clusters Score: Raw -577519.448192 + Penalty 4021.429151 = -573498.019041 nChanged 18 SP:Iteration 39Q (15687.770000 sec): 3 clusters Score: Raw -577528.329443 + Penalty 4021.429151 = -573506.900292 nChanged 17 SP:Iteration 40F (15687.990000 sec): 3 clusters Score: Raw -577535.523989 + Penalty 4021.429151 = -573514.094839 nChanged 16 SP:Iteration 41Q (15688.150000 sec): 3 clusters Score: Raw -577542.735389 + Penalty 4021.429151 = -573521.306239 nChanged 16 SP:Iteration 42Q (15688.320000 sec): 3 clusters Score: Raw -577550.856247 + Penalty 4021.429151 = -573529.427096 nChanged 15 SP:Iteration 43Q (15688.510000 sec): 3 clusters Score: Raw -577559.161274 + Penalty 4021.429151 = -573537.732123 nChanged 16 SP:Iteration 44Q (15688.680000 sec): 3 clusters Score: Raw -577567.108392 + Penalty 4021.429151 = -573545.679242 nChanged 11 SP:Iteration 45Q (15688.870000 sec): 3 clusters Score: Raw -577572.337210 + Penalty 4021.429151 = -573550.908060 nChanged 8 SP:Iteration 46Q (15689.050000 sec): 3 clusters Score: Raw -577575.512653 + Penalty 4021.429151 = -573554.083502 nChanged 11 SP:Iteration 47Q (15689.250000 sec): 3 clusters Score: Raw -577579.200092 + Penalty 4021.429151 = -573557.770942 nChanged 10 SP:Iteration 48Q (15689.460000 sec): 3 clusters Score: Raw -577582.754290 + Penalty 4021.429151 = -573561.325140 nChanged 6 SP:Iteration 49Q (15689.650000 sec): 3 clusters Score: Raw -577586.041865 + Penalty 4021.429151 = -573564.612715 nChanged 6 SP:Iteration 50Q (15689.930000 sec): 3 clusters Score: Raw -577588.907321 + Penalty 4021.429151 = -573567.478170 nChanged 5 SP:Iteration 51Q (15690.140000 sec): 3 clusters Score: Raw -577591.339498 + Penalty 4021.429151 = -573569.910347 nChanged 8 SP:Iteration 52Q (15690.330000 sec): 3 clusters Score: Raw -577594.167144 + Penalty 4021.429151 = -573572.737993 nChanged 4 SP:Iteration 53Q (15690.520000 sec): 3 clusters Score: Raw -577595.225418 + Penalty 4021.429151 = -573573.796267 nChanged 2 SP:Iteration 54Q (15690.710000 sec): 3 clusters Score: Raw -577596.284969 + Penalty 4021.429151 = -573574.855819 nChanged 1 SP:Iteration 55Q (15690.910000 sec): 3 clusters Score: Raw -577596.588343 + Penalty 4021.429151 = -573575.159193 nChanged 0 SP:Iteration 56F (15691.110000 sec): 3 clusters Score: Raw -577596.588343 + Penalty 4021.429151 = -573575.159193 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15691.290000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15691.460000 sec): 3 clusters Score: Raw -292889.695782 + Penalty 3636.855126 = -289252.840656 nChanged 428 SP:Iteration 1F (15691.640000 sec): 3 clusters Score: Raw -293232.018157 + Penalty 3636.855126 = -289595.163031 nChanged 112 SP:Iteration 2F (15691.830000 sec): 3 clusters Score: Raw -293348.754062 + Penalty 3636.855126 = -289711.898936 nChanged 58 SP:Iteration 3Q (15692.010000 sec): 3 clusters Score: Raw -293398.895428 + Penalty 3636.855126 = -289762.040302 nChanged 32 SP:Iteration 4Q (15692.170000 sec): 3 clusters Score: Raw -293428.222694 + Penalty 3636.855126 = -289791.367568 nChanged 20 SP:Iteration 5Q (15692.350000 sec): 3 clusters Score: Raw -293444.637612 + Penalty 3636.855126 = -289807.782486 nChanged 10 SP:Iteration 6Q (15692.570000 sec): 3 clusters Score: Raw -293453.613207 + Penalty 3636.855126 = -289816.758081 nChanged 11 SP:Iteration 7Q (15692.740000 sec): 3 clusters Score: Raw -293463.514766 + Penalty 3636.855126 = -289826.659640 nChanged 16 SP:Iteration 8Q (15692.910000 sec): 3 clusters Score: Raw -293476.715711 + Penalty 3636.855126 = -289839.860585 nChanged 11 SP:Iteration 9Q (15693.100000 sec): 3 clusters Score: Raw -293488.062047 + Penalty 3636.855126 = -289851.206921 nChanged 13 SP:Iteration 10Q (15693.290000 sec): 3 clusters Score: Raw -293499.567567 + Penalty 3636.855126 = -289862.712441 nChanged 17 SP:Iteration 11Q (15693.520000 sec): 3 clusters Score: Raw -293511.769080 + Penalty 3636.855126 = -289874.913954 nChanged 7 SP:Iteration 12Q (15693.710000 sec): 3 clusters Score: Raw -293521.142062 + Penalty 3636.855126 = -289884.286936 nChanged 11 SP:Iteration 13Q (15693.880000 sec): 3 clusters Score: Raw -293533.936620 + Penalty 3636.855126 = -289897.081494 nChanged 14 SP:Iteration 14Q (15694.050000 sec): 3 clusters Score: Raw -293547.185127 + Penalty 3636.855126 = -289910.330001 nChanged 11 SP:Iteration 15Q (15694.270000 sec): 3 clusters Score: Raw -293555.675659 + Penalty 3636.855126 = -289918.820533 nChanged 6 SP:Iteration 16Q (15694.420000 sec): 3 clusters Score: Raw -293563.928890 + Penalty 3636.855126 = -289927.073764 nChanged 9 SP:Iteration 17Q (15694.630000 sec): 3 clusters Score: Raw -293574.438313 + Penalty 3636.855126 = -289937.583187 nChanged 8 SP:Iteration 18Q (15694.800000 sec): 3 clusters Score: Raw -293579.338799 + Penalty 3636.855126 = -289942.483672 nChanged 6 SP:Iteration 19Q (15695.030000 sec): 3 clusters Score: Raw -293583.249048 + Penalty 3636.855126 = -289946.393922 nChanged 0 SP:Iteration 20F (15695.230000 sec): 3 clusters Score: Raw -293583.249048 + Penalty 3636.855126 = -289946.393922 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15695.330000 sec): 2 clusters Score: Raw -61684.066002 + Penalty 1466.548745 = -60217.517256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15695.530000 sec): 3 clusters Score: Raw -61891.515774 + Penalty 2933.097491 = -58958.418283 nChanged 76 SP:Iteration 1F (15695.710000 sec): 3 clusters Score: Raw -62069.991156 + Penalty 2933.097491 = -59136.893665 nChanged 21 SP:Iteration 2F (15695.910000 sec): 3 clusters Score: Raw -62119.491627 + Penalty 2933.097491 = -59186.394136 nChanged 16 SP:Iteration 3Q (15696.100000 sec): 3 clusters Score: Raw -62161.474489 + Penalty 2933.097491 = -59228.376998 nChanged 9 SP:Iteration 4Q (15696.290000 sec): 3 clusters Score: Raw -62215.464925 + Penalty 2933.097491 = -59282.367434 nChanged 12 SP:Iteration 5Q (15696.480000 sec): 3 clusters Score: Raw -62255.355081 + Penalty 2933.097491 = -59322.257591 nChanged 13 SP:Iteration 6Q (15696.680000 sec): 3 clusters Score: Raw -62409.681140 + Penalty 2933.097491 = -59476.583649 nChanged 13 SP:Iteration 7Q (15696.920000 sec): 3 clusters Score: Raw -62655.543306 + Penalty 2933.097491 = -59722.445815 nChanged 13 SP:Iteration 8Q (15697.080000 sec): 3 clusters Score: Raw -62750.224555 + Penalty 2933.097491 = -59817.127064 nChanged 9 SP:Iteration 9Q (15697.300000 sec): 3 clusters Score: Raw -62804.417423 + Penalty 2933.097491 = -59871.319932 nChanged 2 SP:Iteration 10Q (15697.460000 sec): 3 clusters Score: Raw -62815.719019 + Penalty 2933.097491 = -59882.621529 nChanged 0 SP:Iteration 11F (15697.630000 sec): 3 clusters Score: Raw -62819.701889 + Penalty 2933.097491 = -59886.604398 nChanged 1 SP:Iteration 12Q (15697.880000 sec): 3 clusters Score: Raw -62852.040568 + Penalty 2933.097491 = -59918.943077 nChanged 3 SP:Iteration 13Q (15698.080000 sec): 3 clusters Score: Raw -62872.923677 + Penalty 2933.097491 = -59939.826186 nChanged 1 SP:Iteration 14Q (15698.250000 sec): 3 clusters Score: Raw -62875.113848 + Penalty 2933.097491 = -59942.016358 nChanged 1 SP:Iteration 15Q (15698.440000 sec): 3 clusters Score: Raw -62883.656096 + Penalty 2933.097491 = -59950.558605 nChanged 0 SP:Iteration 16F (15698.630000 sec): 3 clusters Score: Raw -62883.656096 + Penalty 2933.097491 = -59950.558605 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15698.720000 sec): 2 clusters Score: Raw -124008.474667 + Penalty 1650.549207 = -122357.925461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15698.920000 sec): 3 clusters Score: Raw -123989.444161 + Penalty 3301.098414 = -120688.345747 nChanged 200 SP:Iteration 1F (15699.100000 sec): 3 clusters Score: Raw -124414.087328 + Penalty 3301.098414 = -121112.988915 nChanged 78 SP:Iteration 2F (15699.320000 sec): 3 clusters Score: Raw -124697.967675 + Penalty 3301.098414 = -121396.869261 nChanged 48 SP:Iteration 3F (15699.510000 sec): 3 clusters Score: Raw -124880.505297 + Penalty 3301.098414 = -121579.406883 nChanged 39 SP:Iteration 4F (15699.730000 sec): 3 clusters Score: Raw -125056.548132 + Penalty 3301.098414 = -121755.449718 nChanged 35 SP:Iteration 5Q (15699.930000 sec): 3 clusters Score: Raw -125202.700737 + Penalty 3301.098414 = -121901.602323 nChanged 19 SP:Iteration 6Q (15700.080000 sec): 3 clusters Score: Raw -125272.364063 + Penalty 3301.098414 = -121971.265650 nChanged 14 SP:Iteration 7Q (15700.280000 sec): 3 clusters Score: Raw -125319.072626 + Penalty 3301.098414 = -122017.974212 nChanged 10 SP:Iteration 8Q (15700.480000 sec): 3 clusters Score: Raw -125340.707915 + Penalty 3301.098414 = -122039.609501 nChanged 4 SP:Iteration 9Q (15700.660000 sec): 3 clusters Score: Raw -125349.591705 + Penalty 3301.098414 = -122048.493292 nChanged 3 SP:Iteration 10Q (15700.840000 sec): 3 clusters Score: Raw -125355.792834 + Penalty 3301.098414 = -122054.694420 nChanged 3 SP:Iteration 11Q (15701.010000 sec): 3 clusters Score: Raw -125366.342257 + Penalty 3301.098414 = -122065.243843 nChanged 2 SP:Iteration 12Q (15701.190000 sec): 3 clusters Score: Raw -125374.191707 + Penalty 3301.098414 = -122073.093293 nChanged 0 SP:Iteration 13F (15701.380000 sec): 3 clusters Score: Raw -125374.191707 + Penalty 3301.098414 = -122073.093293 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15701.500000 sec): 2 clusters Score: Raw -52454.835627 + Penalty 1498.572943 = -50956.262685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15701.680000 sec): 3 clusters Score: Raw -52630.942031 + Penalty 2997.145886 = -49633.796146 nChanged 77 SP:Iteration 1F (15701.830000 sec): 3 clusters Score: Raw -52825.420387 + Penalty 2997.145886 = -49828.274501 nChanged 15 SP:Iteration 2Q (15702.030000 sec): 3 clusters Score: Raw -52877.428736 + Penalty 2997.145886 = -49880.282851 nChanged 4 SP:Iteration 3Q (15702.170000 sec): 3 clusters Score: Raw -52900.463783 + Penalty 2997.145886 = -49903.317897 nChanged 2 SP:Iteration 4Q (15702.360000 sec): 3 clusters Score: Raw -52906.581753 + Penalty 2997.145886 = -49909.435867 nChanged 2 SP:Iteration 5Q (15702.540000 sec): 3 clusters Score: Raw -52909.553843 + Penalty 2997.145886 = -49912.407957 nChanged 1 SP:Iteration 6Q (15702.720000 sec): 3 clusters Score: Raw -52914.363123 + Penalty 2997.145886 = -49917.217238 nChanged 2 SP:Iteration 7Q (15702.980000 sec): 3 clusters Score: Raw -52922.211054 + Penalty 2997.145886 = -49925.065168 nChanged 2 SP:Iteration 8Q (15703.130000 sec): 3 clusters Score: Raw -52937.594186 + Penalty 2997.145886 = -49940.448300 nChanged 3 SP:Iteration 9Q (15703.280000 sec): 3 clusters Score: Raw -52967.560497 + Penalty 2997.145886 = -49970.414611 nChanged 10 SP:Iteration 10Q (15703.500000 sec): 3 clusters Score: Raw -53023.355807 + Penalty 2997.145886 = -50026.209921 nChanged 12 SP:Iteration 11Q (15703.680000 sec): 3 clusters Score: Raw -53090.833826 + Penalty 2997.145886 = -50093.687941 nChanged 9 SP:Iteration 12Q (15703.810000 sec): 3 clusters Score: Raw -53149.407356 + Penalty 2997.145886 = -50152.261471 nChanged 6 SP:Iteration 13Q (15703.980000 sec): 3 clusters Score: Raw -53243.318057 + Penalty 2997.145886 = -50246.172171 nChanged 12 SP:Iteration 14Q (15704.190000 sec): 3 clusters Score: Raw -53325.904914 + Penalty 2997.145886 = -50328.759029 nChanged 7 SP:Iteration 15Q (15704.360000 sec): 3 clusters Score: Raw -53346.496954 + Penalty 2997.145886 = -50349.351068 nChanged 2 SP:Iteration 16Q (15704.560000 sec): 3 clusters Score: Raw -53351.766988 + Penalty 2997.145886 = -50354.621103 nChanged 1 SP:Iteration 17Q (15704.730000 sec): 3 clusters Score: Raw -53353.630607 + Penalty 2997.145886 = -50356.484722 nChanged 0 SP:Iteration 18F (15704.940000 sec): 3 clusters Score: Raw -53353.630607 + Penalty 2997.145886 = -50356.484722 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15705.040000 sec): 2 clusters Score: Raw -38455.236920 + Penalty 1368.328318 = -37086.908601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15705.260000 sec): 3 clusters Score: Raw -38707.662009 + Penalty 2736.656637 = -35971.005372 nChanged 39 SP:Iteration 1F (15705.410000 sec): 3 clusters Score: Raw -38925.935352 + Penalty 2736.656637 = -36189.278715 nChanged 12 SP:Iteration 2Q (15705.610000 sec): 3 clusters Score: Raw -39035.405845 + Penalty 2736.656637 = -36298.749208 nChanged 3 SP:Iteration 3Q (15705.820000 sec): 3 clusters Score: Raw -39070.352617 + Penalty 2736.656637 = -36333.695980 nChanged 4 SP:Iteration 4Q (15705.980000 sec): 3 clusters Score: Raw -39147.612486 + Penalty 2736.656637 = -36410.955849 nChanged 6 SP:Iteration 5Q (15706.130000 sec): 3 clusters Score: Raw -39194.259867 + Penalty 2736.656637 = -36457.603231 nChanged 5 SP:Iteration 6Q (15706.400000 sec): 3 clusters Score: Raw -39248.712020 + Penalty 2736.656637 = -36512.055384 nChanged 3 SP:Iteration 7Q (15706.580000 sec): 3 clusters Score: Raw -39275.063520 + Penalty 2736.656637 = -36538.406884 nChanged 2 SP:Iteration 8Q (15706.770000 sec): 3 clusters Score: Raw -39288.466765 + Penalty 2736.656637 = -36551.810128 nChanged 0 SP:Iteration 9F (15706.980000 sec): 3 clusters Score: Raw -39288.466765 + Penalty 2736.656637 = -36551.810128 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15707.070000 sec): 2 clusters Score: Raw -70888.876440 + Penalty 1518.378217 = -69370.498224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15707.220000 sec): 3 clusters Score: Raw -71023.733253 + Penalty 3036.756434 = -67986.976820 nChanged 84 SP:Iteration 1F (15707.400000 sec): 3 clusters Score: Raw -71403.574318 + Penalty 3036.756434 = -68366.817885 nChanged 56 SP:Iteration 2F (15707.580000 sec): 3 clusters Score: Raw -71592.684361 + Penalty 3036.756434 = -68555.927927 nChanged 32 SP:Iteration 3F (15707.770000 sec): 3 clusters Score: Raw -71808.642591 + Penalty 3036.756434 = -68771.886158 nChanged 34 SP:Iteration 4F (15707.960000 sec): 3 clusters Score: Raw -71943.728245 + Penalty 3036.756434 = -68906.971812 nChanged 18 SP:Iteration 5Q (15708.220000 sec): 3 clusters Score: Raw -72032.821598 + Penalty 3036.756434 = -68996.065164 nChanged 7 SP:Iteration 6Q (15708.400000 sec): 3 clusters Score: Raw -72079.610049 + Penalty 3036.756434 = -69042.853616 nChanged 3 SP:Iteration 7Q (15708.580000 sec): 3 clusters Score: Raw -72100.033020 + Penalty 3036.756434 = -69063.276587 nChanged 2 SP:Iteration 8Q (15708.780000 sec): 3 clusters Score: Raw -72108.880988 + Penalty 3036.756434 = -69072.124555 nChanged 0 SP:Iteration 9F (15709.030000 sec): 3 clusters Score: Raw -72108.880988 + Penalty 3036.756434 = -69072.124555 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15709.100000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15709.350000 sec): 3 clusters Score: Raw -101986.052071 + Penalty 3151.767540 = -98834.284530 nChanged 118 SP:Iteration 1F (15709.560000 sec): 3 clusters Score: Raw -102208.604246 + Penalty 3151.767540 = -99056.836706 nChanged 26 SP:Iteration 2Q (15709.760000 sec): 3 clusters Score: Raw -102270.951462 + Penalty 3151.767540 = -99119.183921 nChanged 13 SP:Iteration 3Q (15709.930000 sec): 3 clusters Score: Raw -102296.624037 + Penalty 3151.767540 = -99144.856496 nChanged 7 SP:Iteration 4Q (15710.100000 sec): 3 clusters Score: Raw -102305.121816 + Penalty 3151.767540 = -99153.354275 nChanged 2 SP:Iteration 5Q (15710.320000 sec): 3 clusters Score: Raw -102307.640313 + Penalty 3151.767540 = -99155.872773 nChanged 0 SP:Iteration 6F (15710.530000 sec): 3 clusters Score: Raw -102307.640313 + Penalty 3151.767540 = -99155.872773 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15710.610000 sec): 2 clusters Score: Raw -99178.790867 + Penalty 1581.849694 = -97596.941174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15710.810000 sec): 3 clusters Score: Raw -99149.625209 + Penalty 3163.699387 = -95985.925822 nChanged 97 SP:Iteration 1F (15711.020000 sec): 3 clusters Score: Raw -99337.949901 + Penalty 3163.699387 = -96174.250514 nChanged 28 SP:Iteration 2Q (15711.240000 sec): 3 clusters Score: Raw -99396.997261 + Penalty 3163.699387 = -96233.297874 nChanged 16 SP:Iteration 3Q (15711.430000 sec): 3 clusters Score: Raw -99445.497136 + Penalty 3163.699387 = -96281.797749 nChanged 9 SP:Iteration 4Q (15711.630000 sec): 3 clusters Score: Raw -99459.702025 + Penalty 3163.699387 = -96296.002638 nChanged 5 SP:Iteration 5Q (15711.830000 sec): 3 clusters Score: Raw -99471.945138 + Penalty 3163.699387 = -96308.245751 nChanged 3 SP:Iteration 6Q (15712.010000 sec): 3 clusters Score: Raw -99479.349989 + Penalty 3163.699387 = -96315.650601 nChanged 2 SP:Iteration 7Q (15712.160000 sec): 3 clusters Score: Raw -99485.584897 + Penalty 3163.699387 = -96321.885510 nChanged 0 SP:Iteration 8F (15712.380000 sec): 3 clusters Score: Raw -99485.584897 + Penalty 3163.699387 = -96321.885510 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15712.480000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15712.670000 sec): 3 clusters Score: Raw -120008.871958 + Penalty 3267.424807 = -116741.447151 nChanged 157 SP:Iteration 1F (15712.900000 sec): 3 clusters Score: Raw -120219.719227 + Penalty 3267.424807 = -116952.294419 nChanged 43 SP:Iteration 2F (15713.050000 sec): 3 clusters Score: Raw -120335.170108 + Penalty 3267.424807 = -117067.745301 nChanged 29 SP:Iteration 3Q (15713.240000 sec): 3 clusters Score: Raw -120406.522333 + Penalty 3267.424807 = -117139.097526 nChanged 22 SP:Iteration 4Q (15713.400000 sec): 3 clusters Score: Raw -120459.944086 + Penalty 3267.424807 = -117192.519279 nChanged 17 SP:Iteration 5Q (15713.640000 sec): 3 clusters Score: Raw -120498.632969 + Penalty 3267.424807 = -117231.208161 nChanged 12 SP:Iteration 6Q (15713.840000 sec): 3 clusters Score: Raw -120520.422365 + Penalty 3267.424807 = -117252.997557 nChanged 8 SP:Iteration 7Q (15714.020000 sec): 3 clusters Score: Raw -120538.909680 + Penalty 3267.424807 = -117271.484872 nChanged 6 SP:Iteration 8Q (15714.210000 sec): 3 clusters Score: Raw -120550.204953 + Penalty 3267.424807 = -117282.780146 nChanged 4 SP:Iteration 9Q (15714.440000 sec): 3 clusters Score: Raw -120555.494512 + Penalty 3267.424807 = -117288.069705 nChanged 3 SP:Iteration 10Q (15714.650000 sec): 3 clusters Score: Raw -120558.917465 + Penalty 3267.424807 = -117291.492658 nChanged 2 SP:Iteration 11Q (15714.840000 sec): 3 clusters Score: Raw -120563.045790 + Penalty 3267.424807 = -117295.620983 nChanged 4 SP:Iteration 12Q (15715.040000 sec): 3 clusters Score: Raw -120576.294293 + Penalty 3267.424807 = -117308.869485 nChanged 6 SP:Iteration 13Q (15715.270000 sec): 3 clusters Score: Raw -120591.365672 + Penalty 3267.424807 = -117323.940865 nChanged 10 SP:Iteration 14Q (15715.460000 sec): 3 clusters Score: Raw -120611.002481 + Penalty 3267.424807 = -117343.577673 nChanged 8 SP:Iteration 15Q (15715.640000 sec): 3 clusters Score: Raw -120618.727351 + Penalty 3267.424807 = -117351.302544 nChanged 6 SP:Iteration 16Q (15715.810000 sec): 3 clusters Score: Raw -120630.550928 + Penalty 3267.424807 = -117363.126121 nChanged 5 SP:Iteration 17Q (15715.990000 sec): 3 clusters Score: Raw -120634.578788 + Penalty 3267.424807 = -117367.153981 nChanged 2 SP:Iteration 18Q (15716.220000 sec): 3 clusters Score: Raw -120635.473180 + Penalty 3267.424807 = -117368.048373 nChanged 1 SP:Iteration 19Q (15716.420000 sec): 3 clusters Score: Raw -120639.131664 + Penalty 3267.424807 = -117371.706857 nChanged 3 SP:Iteration 20F (15716.590000 sec): 3 clusters Score: Raw -120650.046981 + Penalty 3267.424807 = -117382.622174 nChanged 3 SP:Iteration 21Q (15716.810000 sec): 3 clusters Score: Raw -120660.128157 + Penalty 3267.424807 = -117392.703350 nChanged 5 SP:Iteration 22Q (15716.990000 sec): 3 clusters Score: Raw -120670.873703 + Penalty 3267.424807 = -117403.448895 nChanged 3 SP:Iteration 23Q (15717.190000 sec): 3 clusters Score: Raw -120676.909695 + Penalty 3267.424807 = -117409.484887 nChanged 1 SP:Iteration 24Q (15717.410000 sec): 3 clusters Score: Raw -120678.338134 + Penalty 3267.424807 = -117410.913326 nChanged 2 SP:Iteration 25Q (15717.610000 sec): 3 clusters Score: Raw -120681.040946 + Penalty 3267.424807 = -117413.616139 nChanged 1 SP:Iteration 26Q (15717.770000 sec): 3 clusters Score: Raw -120681.265101 + Penalty 3267.424807 = -117413.840294 nChanged 0 SP:Iteration 27F (15717.990000 sec): 3 clusters Score: Raw -120681.265101 + Penalty 3267.424807 = -117413.840294 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15718.110000 sec): 2 clusters Score: Raw -71249.920487 + Penalty 1571.532781 = -69678.387705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15718.230000 sec): 3 clusters Score: Raw -71319.031120 + Penalty 3143.065563 = -68175.965558 nChanged 135 SP:Iteration 1F (15718.370000 sec): 3 clusters Score: Raw -71579.892259 + Penalty 3143.065563 = -68436.826696 nChanged 38 SP:Iteration 2F (15718.530000 sec): 3 clusters Score: Raw -71673.433981 + Penalty 3143.065563 = -68530.368418 nChanged 24 SP:Iteration 3Q (15718.670000 sec): 3 clusters Score: Raw -71724.248363 + Penalty 3143.065563 = -68581.182800 nChanged 11 SP:Iteration 4Q (15718.900000 sec): 3 clusters Score: Raw -71744.240734 + Penalty 3143.065563 = -68601.175171 nChanged 7 SP:Iteration 5Q (15719.090000 sec): 3 clusters Score: Raw -71750.166032 + Penalty 3143.065563 = -68607.100469 nChanged 3 SP:Iteration 6Q (15719.270000 sec): 3 clusters Score: Raw -71751.087786 + Penalty 3143.065563 = -68608.022223 nChanged 1 SP:Iteration 7Q (15719.430000 sec): 3 clusters Score: Raw -71751.481766 + Penalty 3143.065563 = -68608.416203 nChanged 1 SP:Iteration 8Q (15719.660000 sec): 3 clusters Score: Raw -71751.780930 + Penalty 3143.065563 = -68608.715367 nChanged 5 SP:Iteration 9Q (15719.790000 sec): 3 clusters Score: Raw -71754.553673 + Penalty 3143.065563 = -68611.488110 nChanged 6 SP:Iteration 10Q (15719.990000 sec): 3 clusters Score: Raw -71761.457967 + Penalty 3143.065563 = -68618.392404 nChanged 7 SP:Iteration 11Q (15720.180000 sec): 3 clusters Score: Raw -71767.810974 + Penalty 3143.065563 = -68624.745411 nChanged 6 SP:Iteration 12Q (15720.310000 sec): 3 clusters Score: Raw -71772.754242 + Penalty 3143.065563 = -68629.688680 nChanged 3 SP:Iteration 13Q (15720.490000 sec): 3 clusters Score: Raw -71774.442288 + Penalty 3143.065563 = -68631.376725 nChanged 4 SP:Iteration 14Q (15720.650000 sec): 3 clusters Score: Raw -71777.291864 + Penalty 3143.065563 = -68634.226302 nChanged 3 SP:Iteration 15Q (15720.900000 sec): 3 clusters Score: Raw -71778.358595 + Penalty 3143.065563 = -68635.293032 nChanged 1 SP:Iteration 16Q (15721.090000 sec): 3 clusters Score: Raw -71779.148600 + Penalty 3143.065563 = -68636.083037 nChanged 1 SP:Iteration 17Q (15721.230000 sec): 3 clusters Score: Raw -71780.383341 + Penalty 3143.065563 = -68637.317778 nChanged 0 SP:Iteration 18F (15721.440000 sec): 3 clusters Score: Raw -71780.383341 + Penalty 3143.065563 = -68637.317778 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15721.560000 sec): 2 clusters Score: Raw -163935.633715 + Penalty 1697.778209 = -162237.855506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15721.730000 sec): 3 clusters Score: Raw -163770.122436 + Penalty 3395.556418 = -160374.566018 nChanged 234 SP:Iteration 1F (15721.970000 sec): 3 clusters Score: Raw -164297.735636 + Penalty 3395.556418 = -160902.179218 nChanged 93 SP:Iteration 2F (15722.200000 sec): 3 clusters Score: Raw -164660.848176 + Penalty 3395.556418 = -161265.291758 nChanged 80 SP:Iteration 3F (15722.370000 sec): 3 clusters Score: Raw -164883.703859 + Penalty 3395.556418 = -161488.147441 nChanged 64 SP:Iteration 4F (15722.580000 sec): 3 clusters Score: Raw -165049.516065 + Penalty 3395.556418 = -161653.959647 nChanged 41 SP:Iteration 5Q (15722.760000 sec): 3 clusters Score: Raw -165154.955836 + Penalty 3395.556418 = -161759.399418 nChanged 30 SP:Iteration 6Q (15722.960000 sec): 3 clusters Score: Raw -165258.765764 + Penalty 3395.556418 = -161863.209346 nChanged 21 SP:Iteration 7Q (15723.140000 sec): 3 clusters Score: Raw -165332.388829 + Penalty 3395.556418 = -161936.832411 nChanged 14 SP:Iteration 8Q (15723.300000 sec): 3 clusters Score: Raw -165360.871897 + Penalty 3395.556418 = -161965.315479 nChanged 4 SP:Iteration 9Q (15723.480000 sec): 3 clusters Score: Raw -165370.618625 + Penalty 3395.556418 = -161975.062207 nChanged 6 SP:Iteration 10Q (15723.710000 sec): 3 clusters Score: Raw -165389.930671 + Penalty 3395.556418 = -161994.374253 nChanged 6 SP:Iteration 11Q (15723.900000 sec): 3 clusters Score: Raw -165406.964265 + Penalty 3395.556418 = -162011.407847 nChanged 3 SP:Iteration 12Q (15724.130000 sec): 3 clusters Score: Raw -165416.822936 + Penalty 3395.556418 = -162021.266518 nChanged 3 SP:Iteration 13Q (15724.340000 sec): 3 clusters Score: Raw -165423.293284 + Penalty 3395.556418 = -162027.736866 nChanged 5 SP:Iteration 14Q (15724.460000 sec): 3 clusters Score: Raw -165434.869443 + Penalty 3395.556418 = -162039.313025 nChanged 2 SP:Iteration 15Q (15724.650000 sec): 3 clusters Score: Raw -165437.562068 + Penalty 3395.556418 = -162042.005650 nChanged 1 SP:Iteration 16Q (15724.840000 sec): 3 clusters Score: Raw -165439.120547 + Penalty 3395.556418 = -162043.564129 nChanged 0 SP:Iteration 17F (15725.060000 sec): 3 clusters Score: Raw -165439.120547 + Penalty 3395.556418 = -162043.564129 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 56 (397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15725.200000 sec): 2 clusters Score: Raw -44570.627241 + Penalty 1484.016198 = -43086.611043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15725.400000 sec): 3 clusters Score: Raw -44717.696272 + Penalty 2968.032395 = -41749.663877 nChanged 72 SP:Iteration 1F (15725.560000 sec): 3 clusters Score: Raw -44899.122271 + Penalty 2968.032395 = -41931.089875 nChanged 24 SP:Iteration 2F (15725.800000 sec): 3 clusters Score: Raw -45033.605806 + Penalty 2968.032395 = -42065.573411 nChanged 18 SP:Iteration 3Q (15726.030000 sec): 3 clusters Score: Raw -45144.260305 + Penalty 2968.032395 = -42176.227910 nChanged 16 SP:Iteration 4Q (15726.240000 sec): 3 clusters Score: Raw -45274.261880 + Penalty 2968.032395 = -42306.229485 nChanged 11 SP:Iteration 5Q (15726.400000 sec): 3 clusters Score: Raw -45351.523947 + Penalty 2968.032395 = -42383.491552 nChanged 11 SP:Iteration 6Q (15726.600000 sec): 3 clusters Score: Raw -45476.280165 + Penalty 2968.032395 = -42508.247769 nChanged 12 SP:Iteration 7Q (15726.800000 sec): 3 clusters Score: Raw -45582.616089 + Penalty 2968.032395 = -42614.583693 nChanged 12 SP:Iteration 8Q (15726.960000 sec): 3 clusters Score: Raw -45673.739428 + Penalty 2968.032395 = -42705.707033 nChanged 10 SP:Iteration 9Q (15727.110000 sec): 3 clusters Score: Raw -45769.546722 + Penalty 2968.032395 = -42801.514326 nChanged 11 SP:Iteration 10Q (15727.270000 sec): 3 clusters Score: Raw -45985.544986 + Penalty 2968.032395 = -43017.512591 nChanged 7 SP:Iteration 11Q (15727.490000 sec): 3 clusters Score: Raw -46229.304769 + Penalty 2968.032395 = -43261.272374 nChanged 5 SP:Iteration 12Q (15727.650000 sec): 3 clusters Score: Raw -46292.426086 + Penalty 2968.032395 = -43324.393691 nChanged 2 SP:Iteration 13Q (15727.820000 sec): 3 clusters Score: Raw -46299.786775 + Penalty 2968.032395 = -43331.754380 nChanged 0 SP:Iteration 14F (15727.990000 sec): 3 clusters Score: Raw -46328.581390 + Penalty 2968.032395 = -43360.548995 nChanged 11 SP:Iteration 15Q (15728.170000 sec): 3 clusters Score: Raw -46400.320958 + Penalty 2968.032395 = -43432.288563 nChanged 2 SP:Iteration 16Q (15728.340000 sec): 3 clusters Score: Raw -46408.053696 + Penalty 2968.032395 = -43440.021301 nChanged 2 SP:Iteration 17Q (15728.470000 sec): 3 clusters Score: Raw -46420.401078 + Penalty 2968.032395 = -43452.368683 nChanged 0 SP:Iteration 18F (15728.710000 sec): 3 clusters Score: Raw -46420.401078 + Penalty 2968.032395 = -43452.368683 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15728.800000 sec): 2 clusters Score: Raw -57540.278946 + Penalty 1456.285212 = -56083.993734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15728.960000 sec): 3 clusters Score: Raw -57644.867210 + Penalty 2912.570424 = -54732.296786 nChanged 45 SP:Iteration 1F (15729.150000 sec): 3 clusters Score: Raw -57792.308848 + Penalty 2912.570424 = -54879.738424 nChanged 9 SP:Iteration 2Q (15729.360000 sec): 3 clusters Score: Raw -57820.234590 + Penalty 2912.570424 = -54907.664166 nChanged 6 SP:Iteration 3Q (15729.570000 sec): 3 clusters Score: Raw -57844.369893 + Penalty 2912.570424 = -54931.799470 nChanged 3 SP:Iteration 4Q (15729.780000 sec): 3 clusters Score: Raw -57857.371134 + Penalty 2912.570424 = -54944.800711 nChanged 3 SP:Iteration 5Q (15729.930000 sec): 3 clusters Score: Raw -57863.846492 + Penalty 2912.570424 = -54951.276069 nChanged 1 SP:Iteration 6Q (15730.160000 sec): 3 clusters Score: Raw -57867.332506 + Penalty 2912.570424 = -54954.762082 nChanged 1 SP:Iteration 7Q (15730.300000 sec): 3 clusters Score: Raw -57868.979507 + Penalty 2912.570424 = -54956.409084 nChanged 2 SP:Iteration 8Q (15730.520000 sec): 3 clusters Score: Raw -57870.769902 + Penalty 2912.570424 = -54958.199478 nChanged 2 SP:Iteration 9Q (15730.680000 sec): 3 clusters Score: Raw -57877.128760 + Penalty 2912.570424 = -54964.558337 nChanged 1 SP:Iteration 10Q (15730.900000 sec): 3 clusters Score: Raw -57882.085212 + Penalty 2912.570424 = -54969.514788 nChanged 3 SP:Iteration 11Q (15731.050000 sec): 3 clusters Score: Raw -57890.278587 + Penalty 2912.570424 = -54977.708163 nChanged 1 SP:Iteration 12Q (15731.270000 sec): 3 clusters Score: Raw -57892.177685 + Penalty 2912.570424 = -54979.607262 nChanged 0 SP:Iteration 13F (15731.400000 sec): 3 clusters Score: Raw -57892.177685 + Penalty 2912.570424 = -54979.607262 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15731.480000 sec): 2 clusters Score: Raw -89922.448933 + Penalty 1551.901562 = -88370.547371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15731.650000 sec): 3 clusters Score: Raw -89942.619135 + Penalty 3103.803124 = -86838.816011 nChanged 81 SP:Iteration 1F (15731.900000 sec): 3 clusters Score: Raw -90088.246696 + Penalty 3103.803124 = -86984.443573 nChanged 22 SP:Iteration 2Q (15732.110000 sec): 3 clusters Score: Raw -90132.710661 + Penalty 3103.803124 = -87028.907538 nChanged 4 SP:Iteration 3Q (15732.300000 sec): 3 clusters Score: Raw -90140.510426 + Penalty 3103.803124 = -87036.707302 nChanged 5 SP:Iteration 4Q (15732.480000 sec): 3 clusters Score: Raw -90147.682758 + Penalty 3103.803124 = -87043.879635 nChanged 1 SP:Iteration 5Q (15732.730000 sec): 3 clusters Score: Raw -90150.494363 + Penalty 3103.803124 = -87046.691239 nChanged 1 SP:Iteration 6Q (15732.890000 sec): 3 clusters Score: Raw -90153.267988 + Penalty 3103.803124 = -87049.464865 nChanged 0 SP:Iteration 7F (15733.120000 sec): 3 clusters Score: Raw -90153.267988 + Penalty 3103.803124 = -87049.464865 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15733.230000 sec): 2 clusters Score: Raw -11096.781746 + Penalty 1074.021868 = -10022.759878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15733.280000 sec): 2 clusters Score: Raw -6244.768968 + Penalty 1074.021868 = -5170.747099 nChanged 30 SP:Iteration 1F (15733.420000 sec): 2 clusters Score: Raw -11096.781746 + Penalty 1074.021868 = -10022.759878 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (123209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15734.150000 sec): 2 clusters Score: Raw -22512265.393778 + Penalty 2906.966070 = -22509358.427708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15735.030000 sec): 3 clusters Score: Raw -22432582.993941 + Penalty 5813.932140 = -22426769.061800 nChanged 58654 SP:Iteration 1F (15735.870000 sec): 3 clusters Score: Raw -22467633.243311 + Penalty 5813.932140 = -22461819.311171 nChanged 5375 SP:Iteration 2Q (15736.790000 sec): 3 clusters Score: Raw -22469567.735558 + Penalty 5813.932140 = -22463753.803418 nChanged 6117 SP:Iteration 3Q (15737.730000 sec): 3 clusters Score: Raw -22472314.442096 + Penalty 5813.932140 = -22466500.509956 nChanged 7275 SP:Iteration 4F (15738.630000 sec): 3 clusters Score: Raw -22476592.713034 + Penalty 5813.932140 = -22470778.780894 nChanged 8761 SP:Iteration 5F (15739.520000 sec): 3 clusters Score: Raw -22482883.887625 + Penalty 5813.932140 = -22477069.955485 nChanged 9643 SP:Iteration 6F (15740.350000 sec): 3 clusters Score: Raw -22490960.837021 + Penalty 5813.932140 = -22485146.904881 nChanged 9064 SP:Iteration 7F (15741.210000 sec): 3 clusters Score: Raw -22499198.205765 + Penalty 5813.932140 = -22493384.273625 nChanged 7009 SP:Iteration 8F (15742.070000 sec): 3 clusters Score: Raw -22505697.724921 + Penalty 5813.932140 = -22499883.792780 nChanged 4261 SP:Iteration 9Q (15743.020000 sec): 3 clusters Score: Raw -22509591.719764 + Penalty 5813.932140 = -22503777.787624 nChanged 2091 SP:Iteration 10Q (15743.890000 sec): 3 clusters Score: Raw -22511439.611010 + Penalty 5813.932140 = -22505625.678870 nChanged 846 SP:Iteration 11Q (15744.760000 sec): 3 clusters Score: Raw -22512151.958415 + Penalty 5813.932140 = -22506338.026275 nChanged 394 SP:Iteration 12Q (15745.610000 sec): 3 clusters Score: Raw -22512485.903949 + Penalty 5813.932140 = -22506671.971809 nChanged 194 SP:Iteration 13Q (15746.480000 sec): 3 clusters Score: Raw -22512671.489117 + Penalty 5813.932140 = -22506857.556977 nChanged 126 SP:Iteration 14Q (15747.270000 sec): 3 clusters Score: Raw -22512772.096276 + Penalty 5813.932140 = -22506958.164136 nChanged 95 SP:Iteration 15Q (15748.010000 sec): 3 clusters Score: Raw -22512830.059614 + Penalty 5813.932140 = -22507016.127474 nChanged 63 SP:Iteration 16Q (15748.730000 sec): 3 clusters Score: Raw -22512873.204189 + Penalty 5813.932140 = -22507059.272049 nChanged 63 SP:Iteration 17Q (15749.470000 sec): 3 clusters Score: Raw -22512916.024855 + Penalty 5813.932140 = -22507102.092715 nChanged 46 SP:Iteration 18Q (15750.250000 sec): 3 clusters Score: Raw -22512941.524667 + Penalty 5813.932140 = -22507127.592527 nChanged 37 SP:Iteration 19Q (15751.000000 sec): 3 clusters Score: Raw -22512963.840106 + Penalty 5813.932140 = -22507149.907966 nChanged 23 SP:Iteration 20F (15751.830000 sec): 3 clusters Score: Raw -22512975.343553 + Penalty 5813.932140 = -22507161.411413 nChanged 14 SP:Iteration 21Q (15752.520000 sec): 3 clusters Score: Raw -22512982.271412 + Penalty 5813.932140 = -22507168.339272 nChanged 8 SP:Iteration 22Q (15753.260000 sec): 3 clusters Score: Raw -22512985.945435 + Penalty 5813.932140 = -22507172.013295 nChanged 6 SP:Iteration 23Q (15753.990000 sec): 3 clusters Score: Raw -22512988.320212 + Penalty 5813.932140 = -22507174.388072 nChanged 8 SP:Iteration 24Q (15754.720000 sec): 3 clusters Score: Raw -22512991.596349 + Penalty 5813.932140 = -22507177.664209 nChanged 4 SP:Iteration 25Q (15755.460000 sec): 3 clusters Score: Raw -22512993.702207 + Penalty 5813.932140 = -22507179.770067 nChanged 6 SP:Iteration 26Q (15756.090000 sec): 3 clusters Score: Raw -22512996.201611 + Penalty 5813.932140 = -22507182.269471 nChanged 5 SP:Iteration 27Q (15756.750000 sec): 3 clusters Score: Raw -22512998.657922 + Penalty 5813.932140 = -22507184.725782 nChanged 2 SP:Iteration 28Q (15757.430000 sec): 3 clusters Score: Raw -22512999.827987 + Penalty 5813.932140 = -22507185.895847 nChanged 2 SP:Iteration 29Q (15758.160000 sec): 3 clusters Score: Raw -22513000.569804 + Penalty 5813.932140 = -22507186.637664 nChanged 2 SP:Iteration 30Q (15758.920000 sec): 3 clusters Score: Raw -22513001.639635 + Penalty 5813.932140 = -22507187.707494 nChanged 0 SP:Iteration 31F (15759.790000 sec): 3 clusters Score: Raw -22513001.639635 + Penalty 5813.932140 = -22507187.707494 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 61 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15759.970000 sec): 2 clusters Score: Raw -13432.368545 + Penalty 1214.664270 = -12217.704275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15760.190000 sec): 3 clusters Score: Raw -13984.040998 + Penalty 2429.328541 = -11554.712457 nChanged 16 SP:Iteration 1F (15760.370000 sec): 3 clusters Score: Raw -14076.549115 + Penalty 2429.328541 = -11647.220575 nChanged 6 SP:Iteration 2Q (15760.550000 sec): 3 clusters Score: Raw -14120.556605 + Penalty 2429.328541 = -11691.228065 nChanged 1 SP:Iteration 3Q (15760.750000 sec): 3 clusters Score: Raw -14132.370656 + Penalty 2429.328541 = -11703.042115 nChanged 0 SP:Iteration 4F (15760.920000 sec): 3 clusters Score: Raw -14132.370656 + Penalty 2429.328541 = -11703.042115 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15761.050000 sec): 2 clusters Score: Raw -262818.600591 + Penalty 1816.963472 = -261001.637118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15761.230000 sec): 3 clusters Score: Raw -262313.433687 + Penalty 3633.926944 = -258679.506743 nChanged 445 SP:Iteration 1F (15761.390000 sec): 3 clusters Score: Raw -262719.696100 + Penalty 3633.926944 = -259085.769156 nChanged 123 SP:Iteration 2F (15761.570000 sec): 3 clusters Score: Raw -262850.497221 + Penalty 3633.926944 = -259216.570277 nChanged 67 SP:Iteration 3Q (15761.760000 sec): 3 clusters Score: Raw -262924.739486 + Penalty 3633.926944 = -259290.812541 nChanged 45 SP:Iteration 4Q (15761.970000 sec): 3 clusters Score: Raw -262966.900376 + Penalty 3633.926944 = -259332.973431 nChanged 21 SP:Iteration 5Q (15762.190000 sec): 3 clusters Score: Raw -262986.123702 + Penalty 3633.926944 = -259352.196758 nChanged 21 SP:Iteration 6Q (15762.360000 sec): 3 clusters Score: Raw -263013.543373 + Penalty 3633.926944 = -259379.616428 nChanged 32 SP:Iteration 7Q (15762.590000 sec): 3 clusters Score: Raw -263040.401999 + Penalty 3633.926944 = -259406.475055 nChanged 20 SP:Iteration 8Q (15762.760000 sec): 3 clusters Score: Raw -263058.020492 + Penalty 3633.926944 = -259424.093547 nChanged 18 SP:Iteration 9Q (15762.960000 sec): 3 clusters Score: Raw -263069.322673 + Penalty 3633.926944 = -259435.395729 nChanged 14 SP:Iteration 10Q (15763.180000 sec): 3 clusters Score: Raw -263078.765115 + Penalty 3633.926944 = -259444.838170 nChanged 11 SP:Iteration 11Q (15763.420000 sec): 3 clusters Score: Raw -263087.214027 + Penalty 3633.926944 = -259453.287083 nChanged 8 SP:Iteration 12Q (15763.640000 sec): 3 clusters Score: Raw -263095.544804 + Penalty 3633.926944 = -259461.617859 nChanged 10 SP:Iteration 13Q (15763.790000 sec): 3 clusters Score: Raw -263103.620636 + Penalty 3633.926944 = -259469.693691 nChanged 9 SP:Iteration 14Q (15763.970000 sec): 3 clusters Score: Raw -263114.228380 + Penalty 3633.926944 = -259480.301436 nChanged 15 SP:Iteration 15Q (15764.190000 sec): 3 clusters Score: Raw -263127.360407 + Penalty 3633.926944 = -259493.433462 nChanged 15 SP:Iteration 16Q (15764.370000 sec): 3 clusters Score: Raw -263140.393954 + Penalty 3633.926944 = -259506.467010 nChanged 14 SP:Iteration 17Q (15764.590000 sec): 3 clusters Score: Raw -263152.693776 + Penalty 3633.926944 = -259518.766832 nChanged 20 SP:Iteration 18Q (15764.770000 sec): 3 clusters Score: Raw -263172.284372 + Penalty 3633.926944 = -259538.357427 nChanged 17 SP:Iteration 19Q (15764.970000 sec): 3 clusters Score: Raw -263190.213104 + Penalty 3633.926944 = -259556.286160 nChanged 19 SP:Iteration 20F (15765.130000 sec): 3 clusters Score: Raw -263223.560121 + Penalty 3633.926944 = -259589.633177 nChanged 32 SP:Iteration 21Q (15765.320000 sec): 3 clusters Score: Raw -263253.045243 + Penalty 3633.926944 = -259619.118299 nChanged 24 SP:Iteration 22Q (15765.540000 sec): 3 clusters Score: Raw -263274.221792 + Penalty 3633.926944 = -259640.294847 nChanged 13 SP:Iteration 23Q (15765.730000 sec): 3 clusters Score: Raw -263281.725950 + Penalty 3633.926944 = -259647.799005 nChanged 9 SP:Iteration 24Q (15765.910000 sec): 3 clusters Score: Raw -263288.771771 + Penalty 3633.926944 = -259654.844827 nChanged 12 SP:Iteration 25Q (15766.050000 sec): 3 clusters Score: Raw -263295.984479 + Penalty 3633.926944 = -259662.057534 nChanged 10 SP:Iteration 26Q (15766.260000 sec): 3 clusters Score: Raw -263302.120833 + Penalty 3633.926944 = -259668.193889 nChanged 6 SP:Iteration 27Q (15766.430000 sec): 3 clusters Score: Raw -263306.943259 + Penalty 3633.926944 = -259673.016314 nChanged 5 SP:Iteration 28Q (15766.590000 sec): 3 clusters Score: Raw -263310.218409 + Penalty 3633.926944 = -259676.291465 nChanged 7 SP:Iteration 29Q (15766.800000 sec): 3 clusters Score: Raw -263316.093744 + Penalty 3633.926944 = -259682.166800 nChanged 8 SP:Iteration 30Q (15766.950000 sec): 3 clusters Score: Raw -263325.633454 + Penalty 3633.926944 = -259691.706510 nChanged 5 SP:Iteration 31Q (15767.140000 sec): 3 clusters Score: Raw -263331.746760 + Penalty 3633.926944 = -259697.819815 nChanged 8 SP:Iteration 32Q (15767.320000 sec): 3 clusters Score: Raw -263336.191293 + Penalty 3633.926944 = -259702.264349 nChanged 3 SP:Iteration 33Q (15767.500000 sec): 3 clusters Score: Raw -263339.058615 + Penalty 3633.926944 = -259705.131671 nChanged 5 SP:Iteration 34Q (15767.730000 sec): 3 clusters Score: Raw -263342.888067 + Penalty 3633.926944 = -259708.961122 nChanged 3 SP:Iteration 35Q (15767.870000 sec): 3 clusters Score: Raw -263344.710622 + Penalty 3633.926944 = -259710.783677 nChanged 1 SP:Iteration 36Q (15768.070000 sec): 3 clusters Score: Raw -263346.444896 + Penalty 3633.926944 = -259712.517952 nChanged 2 SP:Iteration 37Q (15768.230000 sec): 3 clusters Score: Raw -263347.444216 + Penalty 3633.926944 = -259713.517272 nChanged 3 SP:Iteration 38Q (15768.370000 sec): 3 clusters Score: Raw -263349.071236 + Penalty 3633.926944 = -259715.144291 nChanged 0 SP:Iteration 39F (15768.580000 sec): 3 clusters Score: Raw -263349.071236 + Penalty 3633.926944 = -259715.144291 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15768.700000 sec): 2 clusters Score: Raw -175715.105131 + Penalty 1712.129320 = -174002.975811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15768.850000 sec): 3 clusters Score: Raw -175530.284303 + Penalty 3424.258640 = -172106.025663 nChanged 268 SP:Iteration 1F (15769.080000 sec): 3 clusters Score: Raw -175912.070524 + Penalty 3424.258640 = -172487.811884 nChanged 83 SP:Iteration 2F (15769.250000 sec): 3 clusters Score: Raw -176092.212469 + Penalty 3424.258640 = -172667.953829 nChanged 58 SP:Iteration 3F (15769.410000 sec): 3 clusters Score: Raw -176237.526888 + Penalty 3424.258640 = -172813.268248 nChanged 41 SP:Iteration 4Q (15769.580000 sec): 3 clusters Score: Raw -176338.181205 + Penalty 3424.258640 = -172913.922565 nChanged 30 SP:Iteration 5Q (15769.750000 sec): 3 clusters Score: Raw -176407.637970 + Penalty 3424.258640 = -172983.379330 nChanged 16 SP:Iteration 6Q (15769.910000 sec): 3 clusters Score: Raw -176437.796065 + Penalty 3424.258640 = -173013.537425 nChanged 13 SP:Iteration 7Q (15770.100000 sec): 3 clusters Score: Raw -176471.481114 + Penalty 3424.258640 = -173047.222474 nChanged 16 SP:Iteration 8Q (15770.240000 sec): 3 clusters Score: Raw -176552.548475 + Penalty 3424.258640 = -173128.289835 nChanged 14 SP:Iteration 9Q (15770.440000 sec): 3 clusters Score: Raw -176583.895114 + Penalty 3424.258640 = -173159.636474 nChanged 12 SP:Iteration 10Q (15770.610000 sec): 3 clusters Score: Raw -176603.696541 + Penalty 3424.258640 = -173179.437901 nChanged 5 SP:Iteration 11Q (15770.810000 sec): 3 clusters Score: Raw -176609.447075 + Penalty 3424.258640 = -173185.188436 nChanged 3 SP:Iteration 12Q (15770.960000 sec): 3 clusters Score: Raw -176620.764405 + Penalty 3424.258640 = -173196.505765 nChanged 5 SP:Iteration 13Q (15771.160000 sec): 3 clusters Score: Raw -176633.359907 + Penalty 3424.258640 = -173209.101267 nChanged 6 SP:Iteration 14Q (15771.310000 sec): 3 clusters Score: Raw -176645.344778 + Penalty 3424.258640 = -173221.086138 nChanged 7 SP:Iteration 15Q (15771.510000 sec): 3 clusters Score: Raw -176653.811399 + Penalty 3424.258640 = -173229.552760 nChanged 2 SP:Iteration 16Q (15771.680000 sec): 3 clusters Score: Raw -176654.639761 + Penalty 3424.258640 = -173230.381121 nChanged 1 SP:Iteration 17Q (15771.830000 sec): 3 clusters Score: Raw -176655.317023 + Penalty 3424.258640 = -173231.058383 nChanged 0 SP:Iteration 18F (15772.050000 sec): 3 clusters Score: Raw -176655.317023 + Penalty 3424.258640 = -173231.058383 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15772.160000 sec): 2 clusters Score: Raw -113351.927900 + Penalty 1629.578975 = -111722.348925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15772.310000 sec): 3 clusters Score: Raw -113363.209924 + Penalty 3259.157949 = -110104.051974 nChanged 180 SP:Iteration 1F (15772.500000 sec): 3 clusters Score: Raw -113725.904128 + Penalty 3259.157949 = -110466.746179 nChanged 57 SP:Iteration 2F (15772.690000 sec): 3 clusters Score: Raw -113916.450421 + Penalty 3259.157949 = -110657.292472 nChanged 40 SP:Iteration 3F (15772.840000 sec): 3 clusters Score: Raw -114048.394275 + Penalty 3259.157949 = -110789.236326 nChanged 25 SP:Iteration 4Q (15773.030000 sec): 3 clusters Score: Raw -114138.172615 + Penalty 3259.157949 = -110879.014666 nChanged 16 SP:Iteration 5Q (15773.220000 sec): 3 clusters Score: Raw -114172.176140 + Penalty 3259.157949 = -110913.018191 nChanged 16 SP:Iteration 6Q (15773.380000 sec): 3 clusters Score: Raw -114205.960401 + Penalty 3259.157949 = -110946.802452 nChanged 8 SP:Iteration 7Q (15773.600000 sec): 3 clusters Score: Raw -114227.372286 + Penalty 3259.157949 = -110968.214337 nChanged 9 SP:Iteration 8Q (15773.750000 sec): 3 clusters Score: Raw -114241.579904 + Penalty 3259.157949 = -110982.421955 nChanged 7 SP:Iteration 9Q (15773.940000 sec): 3 clusters Score: Raw -114251.291864 + Penalty 3259.157949 = -110992.133915 nChanged 4 SP:Iteration 10Q (15774.110000 sec): 3 clusters Score: Raw -114256.123560 + Penalty 3259.157949 = -110996.965610 nChanged 3 SP:Iteration 11Q (15774.350000 sec): 3 clusters Score: Raw -114269.952648 + Penalty 3259.157949 = -111010.794699 nChanged 1 SP:Iteration 12Q (15774.510000 sec): 3 clusters Score: Raw -114280.147091 + Penalty 3259.157949 = -111020.989141 nChanged 4 SP:Iteration 13Q (15774.670000 sec): 3 clusters Score: Raw -114288.829473 + Penalty 3259.157949 = -111029.671524 nChanged 1 SP:Iteration 14Q (15774.890000 sec): 3 clusters Score: Raw -114298.176759 + Penalty 3259.157949 = -111039.018810 nChanged 6 SP:Iteration 15Q (15775.100000 sec): 3 clusters Score: Raw -114321.539358 + Penalty 3259.157949 = -111062.381409 nChanged 6 SP:Iteration 16Q (15775.240000 sec): 3 clusters Score: Raw -114331.390383 + Penalty 3259.157949 = -111072.232434 nChanged 6 SP:Iteration 17Q (15775.450000 sec): 3 clusters Score: Raw -114339.706512 + Penalty 3259.157949 = -111080.548563 nChanged 6 SP:Iteration 18Q (15775.640000 sec): 3 clusters Score: Raw -114350.504187 + Penalty 3259.157949 = -111091.346237 nChanged 9 SP:Iteration 19Q (15775.790000 sec): 3 clusters Score: Raw -114372.141199 + Penalty 3259.157949 = -111112.983250 nChanged 12 SP:Iteration 20F (15776.000000 sec): 3 clusters Score: Raw -114397.904458 + Penalty 3259.157949 = -111138.746508 nChanged 7 SP:Iteration 21Q (15776.150000 sec): 3 clusters Score: Raw -114415.057108 + Penalty 3259.157949 = -111155.899158 nChanged 4 SP:Iteration 22Q (15776.320000 sec): 3 clusters Score: Raw -114425.163707 + Penalty 3259.157949 = -111166.005758 nChanged 5 SP:Iteration 23Q (15776.510000 sec): 3 clusters Score: Raw -114445.598233 + Penalty 3259.157949 = -111186.440284 nChanged 9 SP:Iteration 24Q (15776.650000 sec): 3 clusters Score: Raw -114469.268038 + Penalty 3259.157949 = -111210.110088 nChanged 7 SP:Iteration 25Q (15776.870000 sec): 3 clusters Score: Raw -114500.189152 + Penalty 3259.157949 = -111241.031203 nChanged 11 SP:Iteration 26Q (15777.050000 sec): 3 clusters Score: Raw -114534.369319 + Penalty 3259.157949 = -111275.211369 nChanged 13 SP:Iteration 27Q (15777.260000 sec): 3 clusters Score: Raw -114570.320336 + Penalty 3259.157949 = -111311.162387 nChanged 10 SP:Iteration 28Q (15777.410000 sec): 3 clusters Score: Raw -114593.462488 + Penalty 3259.157949 = -111334.304539 nChanged 7 SP:Iteration 29Q (15777.640000 sec): 3 clusters Score: Raw -114619.225458 + Penalty 3259.157949 = -111360.067509 nChanged 13 SP:Iteration 30Q (15777.780000 sec): 3 clusters Score: Raw -114643.237477 + Penalty 3259.157949 = -111384.079528 nChanged 6 SP:Iteration 31Q (15777.980000 sec): 3 clusters Score: Raw -114653.863401 + Penalty 3259.157949 = -111394.705452 nChanged 4 SP:Iteration 32Q (15778.160000 sec): 3 clusters Score: Raw -114673.272863 + Penalty 3259.157949 = -111414.114914 nChanged 6 SP:Iteration 33Q (15778.310000 sec): 3 clusters Score: Raw -114686.194176 + Penalty 3259.157949 = -111427.036227 nChanged 13 SP:Iteration 34Q (15778.520000 sec): 3 clusters Score: Raw -114725.523995 + Penalty 3259.157949 = -111466.366046 nChanged 8 SP:Iteration 35Q (15778.660000 sec): 3 clusters Score: Raw -114749.962132 + Penalty 3259.157949 = -111490.804183 nChanged 9 SP:Iteration 36Q (15778.860000 sec): 3 clusters Score: Raw -114816.211918 + Penalty 3259.157949 = -111557.053968 nChanged 12 SP:Iteration 37Q (15779.000000 sec): 3 clusters Score: Raw -114909.738719 + Penalty 3259.157949 = -111650.580770 nChanged 13 SP:Iteration 38Q (15779.220000 sec): 3 clusters Score: Raw -115019.179834 + Penalty 3259.157949 = -111760.021885 nChanged 9 SP:Iteration 39Q (15779.430000 sec): 3 clusters Score: Raw -115069.448832 + Penalty 3259.157949 = -111810.290883 nChanged 3 SP:Iteration 40F (15779.590000 sec): 3 clusters Score: Raw -115083.130784 + Penalty 3259.157949 = -111823.972835 nChanged 1 SP:Iteration 41Q (15779.810000 sec): 3 clusters Score: Raw -115093.279840 + Penalty 3259.157949 = -111834.121891 nChanged 1 SP:Iteration 42Q (15780.010000 sec): 3 clusters Score: Raw -115097.341437 + Penalty 3259.157949 = -111838.183488 nChanged 2 SP:Iteration 43Q (15780.180000 sec): 3 clusters Score: Raw -115103.905584 + Penalty 3259.157949 = -111844.747635 nChanged 2 SP:Iteration 44Q (15780.360000 sec): 3 clusters Score: Raw -115118.236258 + Penalty 3259.157949 = -111859.078309 nChanged 1 SP:Iteration 45Q (15780.610000 sec): 3 clusters Score: Raw -115118.930943 + Penalty 3259.157949 = -111859.772993 nChanged 0 SP:Iteration 46F (15780.780000 sec): 3 clusters Score: Raw -115118.930943 + Penalty 3259.157949 = -111859.772993 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15780.900000 sec): 2 clusters Score: Raw -25889.516943 + Penalty 1275.132562 = -24614.384381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15781.090000 sec): 3 clusters Score: Raw -26242.651851 + Penalty 2550.265124 = -23692.386727 nChanged 25 SP:Iteration 1F (15781.310000 sec): 3 clusters Score: Raw -26363.354435 + Penalty 2550.265124 = -23813.089311 nChanged 4 SP:Iteration 2Q (15781.500000 sec): 3 clusters Score: Raw -26397.932996 + Penalty 2550.265124 = -23847.667872 nChanged 1 SP:Iteration 3Q (15781.700000 sec): 3 clusters Score: Raw -26401.671175 + Penalty 2550.265124 = -23851.406051 nChanged 0 SP:Iteration 4F (15781.840000 sec): 3 clusters Score: Raw -26401.671175 + Penalty 2550.265124 = -23851.406051 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15781.940000 sec): 2 clusters Score: Raw -90655.758529 + Penalty 1547.588410 = -89108.170120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15782.140000 sec): 3 clusters Score: Raw -90728.651258 + Penalty 3095.176819 = -87633.474439 nChanged 109 SP:Iteration 1F (15782.310000 sec): 3 clusters Score: Raw -90971.323465 + Penalty 3095.176819 = -87876.146646 nChanged 29 SP:Iteration 2F (15782.500000 sec): 3 clusters Score: Raw -91029.195590 + Penalty 3095.176819 = -87934.018770 nChanged 15 SP:Iteration 3Q (15782.700000 sec): 3 clusters Score: Raw -91068.230729 + Penalty 3095.176819 = -87973.053910 nChanged 8 SP:Iteration 4Q (15782.860000 sec): 3 clusters Score: Raw -91085.044679 + Penalty 3095.176819 = -87989.867859 nChanged 7 SP:Iteration 5Q (15783.050000 sec): 3 clusters Score: Raw -91127.051252 + Penalty 3095.176819 = -88031.874433 nChanged 7 SP:Iteration 6Q (15783.270000 sec): 3 clusters Score: Raw -91160.928707 + Penalty 3095.176819 = -88065.751888 nChanged 7 SP:Iteration 7Q (15783.470000 sec): 3 clusters Score: Raw -91179.864705 + Penalty 3095.176819 = -88084.687886 nChanged 7 SP:Iteration 8Q (15783.640000 sec): 3 clusters Score: Raw -91201.298712 + Penalty 3095.176819 = -88106.121893 nChanged 3 SP:Iteration 9Q (15783.810000 sec): 3 clusters Score: Raw -91208.003215 + Penalty 3095.176819 = -88112.826396 nChanged 1 SP:Iteration 10Q (15784.040000 sec): 3 clusters Score: Raw -91210.496997 + Penalty 3095.176819 = -88115.320178 nChanged 0 SP:Iteration 11F (15784.200000 sec): 3 clusters Score: Raw -91210.496997 + Penalty 3095.176819 = -88115.320178 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15784.300000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15784.470000 sec): 3 clusters Score: Raw -234688.897976 + Penalty 3572.150493 = -231116.747483 nChanged 412 SP:Iteration 1F (15784.650000 sec): 3 clusters Score: Raw -235084.640140 + Penalty 3572.150493 = -231512.489647 nChanged 82 SP:Iteration 2F (15784.860000 sec): 3 clusters Score: Raw -235182.685188 + Penalty 3572.150493 = -231610.534695 nChanged 58 SP:Iteration 3Q (15785.020000 sec): 3 clusters Score: Raw -235259.837001 + Penalty 3572.150493 = -231687.686507 nChanged 43 SP:Iteration 4Q (15785.200000 sec): 3 clusters Score: Raw -235324.251988 + Penalty 3572.150493 = -231752.101495 nChanged 35 SP:Iteration 5Q (15785.380000 sec): 3 clusters Score: Raw -235370.311089 + Penalty 3572.150493 = -231798.160596 nChanged 23 SP:Iteration 6Q (15785.540000 sec): 3 clusters Score: Raw -235393.268572 + Penalty 3572.150493 = -231821.118078 nChanged 14 SP:Iteration 7Q (15785.680000 sec): 3 clusters Score: Raw -235410.756604 + Penalty 3572.150493 = -231838.606111 nChanged 10 SP:Iteration 8Q (15785.880000 sec): 3 clusters Score: Raw -235425.639854 + Penalty 3572.150493 = -231853.489361 nChanged 11 SP:Iteration 9Q (15786.070000 sec): 3 clusters Score: Raw -235437.330592 + Penalty 3572.150493 = -231865.180099 nChanged 5 SP:Iteration 10Q (15786.220000 sec): 3 clusters Score: Raw -235445.306785 + Penalty 3572.150493 = -231873.156292 nChanged 7 SP:Iteration 11Q (15786.400000 sec): 3 clusters Score: Raw -235458.498903 + Penalty 3572.150493 = -231886.348409 nChanged 12 SP:Iteration 12Q (15786.570000 sec): 3 clusters Score: Raw -235474.109315 + Penalty 3572.150493 = -231901.958822 nChanged 15 SP:Iteration 13Q (15786.780000 sec): 3 clusters Score: Raw -235495.824056 + Penalty 3572.150493 = -231923.673562 nChanged 14 SP:Iteration 14Q (15786.950000 sec): 3 clusters Score: Raw -235519.084429 + Penalty 3572.150493 = -231946.933935 nChanged 17 SP:Iteration 15Q (15787.180000 sec): 3 clusters Score: Raw -235538.381286 + Penalty 3572.150493 = -231966.230792 nChanged 18 SP:Iteration 16Q (15787.370000 sec): 3 clusters Score: Raw -235562.809431 + Penalty 3572.150493 = -231990.658937 nChanged 25 SP:Iteration 17Q (15787.580000 sec): 3 clusters Score: Raw -235601.862283 + Penalty 3572.150493 = -232029.711789 nChanged 25 SP:Iteration 18Q (15787.760000 sec): 3 clusters Score: Raw -235633.624195 + Penalty 3572.150493 = -232061.473701 nChanged 28 SP:Iteration 19Q (15787.980000 sec): 3 clusters Score: Raw -235667.236147 + Penalty 3572.150493 = -232095.085654 nChanged 22 SP:Iteration 20F (15788.110000 sec): 3 clusters Score: Raw -235695.307491 + Penalty 3572.150493 = -232123.156998 nChanged 19 SP:Iteration 21Q (15788.320000 sec): 3 clusters Score: Raw -235717.963246 + Penalty 3572.150493 = -232145.812753 nChanged 17 SP:Iteration 22Q (15788.490000 sec): 3 clusters Score: Raw -235739.107822 + Penalty 3572.150493 = -232166.957328 nChanged 20 SP:Iteration 23Q (15788.660000 sec): 3 clusters Score: Raw -235776.234682 + Penalty 3572.150493 = -232204.084189 nChanged 24 SP:Iteration 24Q (15788.870000 sec): 3 clusters Score: Raw -235806.300483 + Penalty 3572.150493 = -232234.149989 nChanged 23 SP:Iteration 25Q (15789.080000 sec): 3 clusters Score: Raw -235844.630569 + Penalty 3572.150493 = -232272.480075 nChanged 15 SP:Iteration 26Q (15789.270000 sec): 3 clusters Score: Raw -235864.586420 + Penalty 3572.150493 = -232292.435927 nChanged 10 SP:Iteration 27Q (15789.500000 sec): 3 clusters Score: Raw -235879.493856 + Penalty 3572.150493 = -232307.343362 nChanged 18 SP:Iteration 28Q (15789.660000 sec): 3 clusters Score: Raw -235902.227313 + Penalty 3572.150493 = -232330.076820 nChanged 16 SP:Iteration 29Q (15789.860000 sec): 3 clusters Score: Raw -235919.382397 + Penalty 3572.150493 = -232347.231903 nChanged 3 SP:Iteration 30Q (15790.040000 sec): 3 clusters Score: Raw -235922.785459 + Penalty 3572.150493 = -232350.634965 nChanged 5 SP:Iteration 31Q (15790.220000 sec): 3 clusters Score: Raw -235927.619061 + Penalty 3572.150493 = -232355.468568 nChanged 5 SP:Iteration 32Q (15790.420000 sec): 3 clusters Score: Raw -235930.963077 + Penalty 3572.150493 = -232358.812583 nChanged 3 SP:Iteration 33Q (15790.630000 sec): 3 clusters Score: Raw -235932.255335 + Penalty 3572.150493 = -232360.104842 nChanged 1 SP:Iteration 34Q (15790.830000 sec): 3 clusters Score: Raw -235933.119312 + Penalty 3572.150493 = -232360.968818 nChanged 2 SP:Iteration 35Q (15791.020000 sec): 3 clusters Score: Raw -235936.591144 + Penalty 3572.150493 = -232364.440651 nChanged 6 SP:Iteration 36Q (15791.160000 sec): 3 clusters Score: Raw -235942.804986 + Penalty 3572.150493 = -232370.654493 nChanged 2 SP:Iteration 37Q (15791.320000 sec): 3 clusters Score: Raw -235946.658161 + Penalty 3572.150493 = -232374.507667 nChanged 3 SP:Iteration 38Q (15791.480000 sec): 3 clusters Score: Raw -235948.649819 + Penalty 3572.150493 = -232376.499326 nChanged 4 SP:Iteration 39Q (15791.690000 sec): 3 clusters Score: Raw -235953.819794 + Penalty 3572.150493 = -232381.669300 nChanged 3 SP:Iteration 40F (15791.840000 sec): 3 clusters Score: Raw -235956.519700 + Penalty 3572.150493 = -232384.369206 nChanged 3 SP:Iteration 41Q (15792.100000 sec): 3 clusters Score: Raw -235959.373711 + Penalty 3572.150493 = -232387.223218 nChanged 3 SP:Iteration 42Q (15792.290000 sec): 3 clusters Score: Raw -235961.818173 + Penalty 3572.150493 = -232389.667680 nChanged 1 SP:Iteration 43Q (15792.490000 sec): 3 clusters Score: Raw -235963.232120 + Penalty 3572.150493 = -232391.081626 nChanged 1 SP:Iteration 44Q (15792.700000 sec): 3 clusters Score: Raw -235964.021157 + Penalty 3572.150493 = -232391.870663 nChanged 1 SP:Iteration 45Q (15792.870000 sec): 3 clusters Score: Raw -235965.693270 + Penalty 3572.150493 = -232393.542776 nChanged 0 SP:Iteration 46F (15793.110000 sec): 3 clusters Score: Raw -235965.693270 + Penalty 3572.150493 = -232393.542776 nChanged 0 Deleting Class 56 (167 points): Lose 1878.649606 but Gain 3578.798581 Iteration 139Q (15897.640000 sec): 67 clusters Score: Raw -340462103.204751 + Penalty 236200.706332 = -340225902.498419 nChanged 1036 Deleting Class 55 (386 points): Lose 3296.665808 but Gain 3578.798581 Iteration 140F (16130.020000 sec): 66 clusters Score: Raw -340459816.524141 + Penalty 232621.907752 = -340227194.616389 nChanged 1166 Iteration 141Q (16235.560000 sec): 66 clusters Score: Raw -340461030.833032 + Penalty 232621.907752 = -340228408.925280 nChanged 954 Iteration 142Q (16336.540000 sec): 66 clusters Score: Raw -340461515.687495 + Penalty 232621.907752 = -340228893.779743 nChanged 786 Iteration 143Q (16433.000000 sec): 66 clusters Score: Raw -340461878.254115 + Penalty 232621.907752 = -340229256.346363 nChanged 659 Iteration 144Q (16529.060000 sec): 66 clusters Score: Raw -340461978.579390 + Penalty 232621.907752 = -340229356.671639 nChanged 667 Iteration 145Q (16625.400000 sec): 66 clusters Score: Raw -340462074.344513 + Penalty 232621.907752 = -340229452.436761 nChanged 623 Iteration 146Q (16719.210000 sec): 66 clusters Score: Raw -340462156.149655 + Penalty 232621.907752 = -340229534.241904 nChanged 592 Iteration 147Q (16821.880000 sec): 66 clusters Score: Raw -340462208.895752 + Penalty 232621.907752 = -340229586.988001 nChanged 541 Iteration 148Q (16928.600000 sec): 66 clusters Score: Raw -340462233.258758 + Penalty 232621.907752 = -340229611.351007 nChanged 547 Iteration 149Q (17030.940000 sec): 66 clusters Score: Raw -340462251.928241 + Penalty 232621.907752 = -340229630.020489 nChanged 538 Iteration 150Q (17128.190000 sec): 66 clusters Score: Raw -340462270.043006 + Penalty 232621.907752 = -340229648.135254 nChanged 540 Iteration 151Q (17233.930000 sec): 66 clusters Score: Raw -340462286.557326 + Penalty 232621.907752 = -340229664.649574 nChanged 493 Iteration 152Q (17349.080000 sec): 66 clusters Score: Raw -340462298.064240 + Penalty 232621.907752 = -340229676.156488 nChanged 485 Iteration 153Q (17453.480000 sec): 66 clusters Score: Raw -340462308.443315 + Penalty 232621.907752 = -340229686.535563 nChanged 448 Iteration 154Q (17549.260000 sec): 66 clusters Score: Raw -340462318.996519 + Penalty 232621.907752 = -340229697.088767 nChanged 422 Iteration 155Q (17642.480000 sec): 66 clusters Score: Raw -340462328.526042 + Penalty 232621.907752 = -340229706.618290 nChanged 404 Iteration 156Q (17738.770000 sec): 66 clusters Score: Raw -340462337.933121 + Penalty 232621.907752 = -340229716.025370 nChanged 388 Iteration 157Q (17842.680000 sec): 66 clusters Score: Raw -340462349.138976 + Penalty 232621.907752 = -340229727.231225 nChanged 348 Iteration 158Q (17940.020000 sec): 66 clusters Score: Raw -340462360.818074 + Penalty 232621.907752 = -340229738.910323 nChanged 354 Iteration 159Q (18041.980000 sec): 66 clusters Score: Raw -340462376.227156 + Penalty 232621.907752 = -340229754.319404 nChanged 356 Iteration 160F (18268.640000 sec): 66 clusters Score: Raw -340462448.136915 + Penalty 232621.907752 = -340229826.229163 nChanged 393 Iteration 161Q (18370.870000 sec): 66 clusters Score: Raw -340462569.561683 + Penalty 232621.907752 = -340229947.653931 nChanged 391 Iteration 162Q (18466.400000 sec): 66 clusters Score: Raw -340462632.679414 + Penalty 232621.907752 = -340230010.771663 nChanged 373 Iteration 163Q (18568.560000 sec): 66 clusters Score: Raw -340462659.183619 + Penalty 232621.907752 = -340230037.275867 nChanged 376 Iteration 164Q (18666.920000 sec): 66 clusters Score: Raw -340462679.316416 + Penalty 232621.907752 = -340230057.408664 nChanged 355 Iteration 165Q (18760.100000 sec): 66 clusters Score: Raw -340462699.426284 + Penalty 232621.907752 = -340230077.518532 nChanged 309 Iteration 166Q (18855.880000 sec): 66 clusters Score: Raw -340462718.200504 + Penalty 232621.907752 = -340230096.292753 nChanged 296 Iteration 167Q (18952.370000 sec): 66 clusters Score: Raw -340462739.917486 + Penalty 232621.907752 = -340230118.009735 nChanged 288 Iteration 168Q (19056.230000 sec): 66 clusters Score: Raw -340462760.069035 + Penalty 232621.907752 = -340230138.161283 nChanged 284 Iteration 169Q (19168.560000 sec): 66 clusters Score: Raw -340462788.474174 + Penalty 232621.907752 = -340230166.566422 nChanged 260 Iteration 170Q (19276.730000 sec): 66 clusters Score: Raw -340462805.925333 + Penalty 232621.907752 = -340230184.017581 nChanged 227 Iteration 171Q (19384.400000 sec): 66 clusters Score: Raw -340462831.338852 + Penalty 232621.907752 = -340230209.431101 nChanged 191 Iteration 172Q (19490.950000 sec): 66 clusters Score: Raw -340462837.016234 + Penalty 232621.907752 = -340230215.108482 nChanged 177 Iteration 173Q (19590.200000 sec): 66 clusters Score: Raw -340462841.589742 + Penalty 232621.907752 = -340230219.681990 nChanged 152 Iteration 174Q (19680.930000 sec): 66 clusters Score: Raw -340462846.249179 + Penalty 232621.907752 = -340230224.341427 nChanged 142 Iteration 175Q (19772.840000 sec): 66 clusters Score: Raw -340462849.904054 + Penalty 232621.907752 = -340230227.996303 nChanged 115 Iteration 176Q (19872.090000 sec): 66 clusters Score: Raw -340462852.218265 + Penalty 232621.907752 = -340230230.310514 nChanged 109 Iteration 177Q (19962.950000 sec): 66 clusters Score: Raw -340462856.056138 + Penalty 232621.907752 = -340230234.148386 nChanged 117 Iteration 178Q (20062.400000 sec): 66 clusters Score: Raw -340462860.046545 + Penalty 232621.907752 = -340230238.138794 nChanged 104 Writing temp clu file Because OldScore, -340230234.148386, is greater than current (better) Score,-340230238.138794 Compute initial score before splitting: Score: Raw -340462860.046545 + Penalty 232621.907752 = -340230238.138794 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (478903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20065.220000 sec): 2 clusters Score: Raw -92874432.385779 + Penalty 3243.654831 = -92871188.730948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20067.960000 sec): 3 clusters Score: Raw -92554450.107208 + Penalty 6487.309662 = -92547962.797546 nChanged 233134 SP:Iteration 1F (20070.550000 sec): 3 clusters Score: Raw -92694035.720594 + Penalty 6487.309662 = -92687548.410932 nChanged 14489 SP:Iteration 2Q (20073.160000 sec): 3 clusters Score: Raw -92698519.095534 + Penalty 6487.309662 = -92692031.785872 nChanged 19080 SP:Iteration 3Q (20076.000000 sec): 3 clusters Score: Raw -92706666.828696 + Penalty 6487.309662 = -92700179.519035 nChanged 25893 SP:Iteration 4F (20078.720000 sec): 3 clusters Score: Raw -92721929.668070 + Penalty 6487.309662 = -92715442.358409 nChanged 34953 SP:Iteration 5F (20081.710000 sec): 3 clusters Score: Raw -92748685.239111 + Penalty 6487.309662 = -92742197.929449 nChanged 41966 SP:Iteration 6F (20084.670000 sec): 3 clusters Score: Raw -92787130.592865 + Penalty 6487.309662 = -92780643.283203 nChanged 40736 SP:Iteration 7F (20087.440000 sec): 3 clusters Score: Raw -92827153.862892 + Penalty 6487.309662 = -92820666.553230 nChanged 28722 SP:Iteration 8F (20090.010000 sec): 3 clusters Score: Raw -92854553.925788 + Penalty 6487.309662 = -92848066.616126 nChanged 14485 SP:Iteration 9Q (20092.410000 sec): 3 clusters Score: Raw -92867146.271435 + Penalty 6487.309662 = -92860658.961773 nChanged 6044 SP:Iteration 10Q (20094.830000 sec): 3 clusters Score: Raw -92871731.782516 + Penalty 6487.309662 = -92865244.472854 nChanged 2543 SP:Iteration 11Q (20097.030000 sec): 3 clusters Score: Raw -92873428.229483 + Penalty 6487.309662 = -92866940.919821 nChanged 1138 SP:Iteration 12Q (20099.250000 sec): 3 clusters Score: Raw -92874135.191874 + Penalty 6487.309662 = -92867647.882212 nChanged 615 SP:Iteration 13Q (20101.490000 sec): 3 clusters Score: Raw -92874509.728497 + Penalty 6487.309662 = -92868022.418835 nChanged 328 SP:Iteration 14Q (20103.660000 sec): 3 clusters Score: Raw -92874709.581709 + Penalty 6487.309662 = -92868222.272047 nChanged 216 SP:Iteration 15Q (20105.740000 sec): 3 clusters Score: Raw -92874839.111833 + Penalty 6487.309662 = -92868351.802171 nChanged 155 SP:Iteration 16Q (20107.950000 sec): 3 clusters Score: Raw -92874925.750098 + Penalty 6487.309662 = -92868438.440436 nChanged 104 SP:Iteration 17Q (20110.180000 sec): 3 clusters Score: Raw -92874985.237843 + Penalty 6487.309662 = -92868497.928181 nChanged 83 SP:Iteration 18Q (20112.370000 sec): 3 clusters Score: Raw -92875027.897039 + Penalty 6487.309662 = -92868540.587377 nChanged 55 SP:Iteration 19Q (20114.570000 sec): 3 clusters Score: Raw -92875057.295048 + Penalty 6487.309662 = -92868569.985386 nChanged 48 SP:Iteration 20F (20117.180000 sec): 3 clusters Score: Raw -92875083.067691 + Penalty 6487.309662 = -92868595.758029 nChanged 48 SP:Iteration 21Q (20119.320000 sec): 3 clusters Score: Raw -92875106.093431 + Penalty 6487.309662 = -92868618.783769 nChanged 35 SP:Iteration 22Q (20121.370000 sec): 3 clusters Score: Raw -92875123.272351 + Penalty 6487.309662 = -92868635.962690 nChanged 31 SP:Iteration 23Q (20123.740000 sec): 3 clusters Score: Raw -92875138.490423 + Penalty 6487.309662 = -92868651.180761 nChanged 25 SP:Iteration 24Q (20126.020000 sec): 3 clusters Score: Raw -92875150.712400 + Penalty 6487.309662 = -92868663.402738 nChanged 20 SP:Iteration 25Q (20128.070000 sec): 3 clusters Score: Raw -92875159.957751 + Penalty 6487.309662 = -92868672.648089 nChanged 18 SP:Iteration 26Q (20130.210000 sec): 3 clusters Score: Raw -92875168.579921 + Penalty 6487.309662 = -92868681.270259 nChanged 16 SP:Iteration 27Q (20132.230000 sec): 3 clusters Score: Raw -92875174.851300 + Penalty 6487.309662 = -92868687.541638 nChanged 10 SP:Iteration 28Q (20134.290000 sec): 3 clusters Score: Raw -92875178.266912 + Penalty 6487.309662 = -92868690.957250 nChanged 1 SP:Iteration 29Q (20136.300000 sec): 3 clusters Score: Raw -92875178.778874 + Penalty 6487.309662 = -92868691.469213 nChanged 3 SP:Iteration 30Q (20138.390000 sec): 3 clusters Score: Raw -92875179.695480 + Penalty 6487.309662 = -92868692.385818 nChanged 5 SP:Iteration 31Q (20140.550000 sec): 3 clusters Score: Raw -92875181.754095 + Penalty 6487.309662 = -92868694.444433 nChanged 1 SP:Iteration 32Q (20142.800000 sec): 3 clusters Score: Raw -92875182.128203 + Penalty 6487.309662 = -92868694.818541 nChanged 2 SP:Iteration 33Q (20145.060000 sec): 3 clusters Score: Raw -92875182.915412 + Penalty 6487.309662 = -92868695.605750 nChanged 4 SP:Iteration 34Q (20147.000000 sec): 3 clusters Score: Raw -92875184.579775 + Penalty 6487.309662 = -92868697.270114 nChanged 2 SP:Iteration 35Q (20149.150000 sec): 3 clusters Score: Raw -92875185.270425 + Penalty 6487.309662 = -92868697.960763 nChanged 0 SP:Iteration 36F (20151.760000 sec): 3 clusters Score: Raw -92875185.270425 + Penalty 6487.309662 = -92868697.960763 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20152.090000 sec): 2 clusters Score: Raw -3070857.603435 + Penalty 2410.168714 = -3068447.434721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20152.350000 sec): 3 clusters Score: Raw -3061385.594741 + Penalty 4820.337429 = -3056565.257312 nChanged 7182 SP:Iteration 1F (20152.670000 sec): 3 clusters Score: Raw -3065462.029482 + Penalty 4820.337429 = -3060641.692053 nChanged 1150 SP:Iteration 2F (20152.930000 sec): 3 clusters Score: Raw -3066139.063949 + Penalty 4820.337429 = -3061318.726521 nChanged 1120 SP:Iteration 3F (20153.250000 sec): 3 clusters Score: Raw -3066864.648818 + Penalty 4820.337429 = -3062044.311390 nChanged 1090 SP:Iteration 4F (20153.520000 sec): 3 clusters Score: Raw -3067588.340829 + Penalty 4820.337429 = -3062768.003400 nChanged 1003 SP:Iteration 5F (20153.760000 sec): 3 clusters Score: Raw -3068264.184875 + Penalty 4820.337429 = -3063443.847446 nChanged 973 SP:Iteration 6F (20154.050000 sec): 3 clusters Score: Raw -3068933.433497 + Penalty 4820.337429 = -3064113.096069 nChanged 818 SP:Iteration 7Q (20154.280000 sec): 3 clusters Score: Raw -3069424.195119 + Penalty 4820.337429 = -3064603.857690 nChanged 675 SP:Iteration 8Q (20154.580000 sec): 3 clusters Score: Raw -3069763.088147 + Penalty 4820.337429 = -3064942.750718 nChanged 530 SP:Iteration 9Q (20154.900000 sec): 3 clusters Score: Raw -3070026.375636 + Penalty 4820.337429 = -3065206.038207 nChanged 453 SP:Iteration 10Q (20155.140000 sec): 3 clusters Score: Raw -3070227.686613 + Penalty 4820.337429 = -3065407.349184 nChanged 388 SP:Iteration 11Q (20155.400000 sec): 3 clusters Score: Raw -3070402.323758 + Penalty 4820.337429 = -3065581.986329 nChanged 361 SP:Iteration 12Q (20155.660000 sec): 3 clusters Score: Raw -3070559.107152 + Penalty 4820.337429 = -3065738.769723 nChanged 297 SP:Iteration 13Q (20155.960000 sec): 3 clusters Score: Raw -3070688.500048 + Penalty 4820.337429 = -3065868.162620 nChanged 259 SP:Iteration 14Q (20156.260000 sec): 3 clusters Score: Raw -3070791.428054 + Penalty 4820.337429 = -3065971.090626 nChanged 213 SP:Iteration 15Q (20156.530000 sec): 3 clusters Score: Raw -3070876.852969 + Penalty 4820.337429 = -3066056.515541 nChanged 214 SP:Iteration 16Q (20156.800000 sec): 3 clusters Score: Raw -3070969.472711 + Penalty 4820.337429 = -3066149.135282 nChanged 194 SP:Iteration 17Q (20157.040000 sec): 3 clusters Score: Raw -3071046.976103 + Penalty 4820.337429 = -3066226.638674 nChanged 186 SP:Iteration 18Q (20157.350000 sec): 3 clusters Score: Raw -3071128.452317 + Penalty 4820.337429 = -3066308.114888 nChanged 168 SP:Iteration 19Q (20157.620000 sec): 3 clusters Score: Raw -3071201.332135 + Penalty 4820.337429 = -3066380.994707 nChanged 136 SP:Iteration 20F (20157.910000 sec): 3 clusters Score: Raw -3071261.760277 + Penalty 4820.337429 = -3066441.422848 nChanged 125 SP:Iteration 21Q (20158.180000 sec): 3 clusters Score: Raw -3071323.638028 + Penalty 4820.337429 = -3066503.300600 nChanged 134 SP:Iteration 22Q (20158.470000 sec): 3 clusters Score: Raw -3071396.348722 + Penalty 4820.337429 = -3066576.011293 nChanged 119 SP:Iteration 23Q (20158.730000 sec): 3 clusters Score: Raw -3071458.958061 + Penalty 4820.337429 = -3066638.620633 nChanged 93 SP:Iteration 24Q (20158.990000 sec): 3 clusters Score: Raw -3071505.763557 + Penalty 4820.337429 = -3066685.426129 nChanged 82 SP:Iteration 25Q (20159.300000 sec): 3 clusters Score: Raw -3071545.900945 + Penalty 4820.337429 = -3066725.563516 nChanged 82 SP:Iteration 26Q (20159.600000 sec): 3 clusters Score: Raw -3071582.089385 + Penalty 4820.337429 = -3066761.751956 nChanged 57 SP:Iteration 27Q (20159.910000 sec): 3 clusters Score: Raw -3071604.438180 + Penalty 4820.337429 = -3066784.100751 nChanged 43 SP:Iteration 28Q (20160.200000 sec): 3 clusters Score: Raw -3071619.354073 + Penalty 4820.337429 = -3066799.016644 nChanged 28 SP:Iteration 29Q (20160.480000 sec): 3 clusters Score: Raw -3071631.341943 + Penalty 4820.337429 = -3066811.004514 nChanged 27 SP:Iteration 30Q (20160.760000 sec): 3 clusters Score: Raw -3071643.341150 + Penalty 4820.337429 = -3066823.003722 nChanged 34 SP:Iteration 31Q (20161.070000 sec): 3 clusters Score: Raw -3071659.160346 + Penalty 4820.337429 = -3066838.822917 nChanged 25 SP:Iteration 32Q (20161.310000 sec): 3 clusters Score: Raw -3071671.119101 + Penalty 4820.337429 = -3066850.781673 nChanged 27 SP:Iteration 33Q (20161.600000 sec): 3 clusters Score: Raw -3071679.131400 + Penalty 4820.337429 = -3066858.793971 nChanged 17 SP:Iteration 34Q (20161.850000 sec): 3 clusters Score: Raw -3071685.826882 + Penalty 4820.337429 = -3066865.489453 nChanged 22 SP:Iteration 35Q (20162.140000 sec): 3 clusters Score: Raw -3071693.065234 + Penalty 4820.337429 = -3066872.727805 nChanged 14 SP:Iteration 36Q (20162.420000 sec): 3 clusters Score: Raw -3071697.719233 + Penalty 4820.337429 = -3066877.381805 nChanged 12 SP:Iteration 37Q (20162.710000 sec): 3 clusters Score: Raw -3071702.183346 + Penalty 4820.337429 = -3066881.845917 nChanged 12 SP:Iteration 38Q (20162.990000 sec): 3 clusters Score: Raw -3071707.041240 + Penalty 4820.337429 = -3066886.703811 nChanged 17 SP:Iteration 39Q (20163.300000 sec): 3 clusters Score: Raw -3071712.053958 + Penalty 4820.337429 = -3066891.716529 nChanged 12 SP:Iteration 40F (20163.590000 sec): 3 clusters Score: Raw -3071715.900794 + Penalty 4820.337429 = -3066895.563365 nChanged 8 SP:Iteration 41Q (20163.890000 sec): 3 clusters Score: Raw -3071717.689768 + Penalty 4820.337429 = -3066897.352339 nChanged 4 SP:Iteration 42Q (20164.160000 sec): 3 clusters Score: Raw -3071718.348377 + Penalty 4820.337429 = -3066898.010948 nChanged 0 SP:Iteration 43F (20164.450000 sec): 3 clusters Score: Raw -3071718.348377 + Penalty 4820.337429 = -3066898.010948 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20164.570000 sec): 2 clusters Score: Raw -89786.354018 + Penalty 1584.363229 = -88201.990789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20164.780000 sec): 3 clusters Score: Raw -89870.087906 + Penalty 3168.726457 = -86701.361449 nChanged 153 SP:Iteration 1F (20164.940000 sec): 3 clusters Score: Raw -90325.250179 + Penalty 3168.726457 = -87156.523721 nChanged 56 SP:Iteration 2F (20165.150000 sec): 3 clusters Score: Raw -90483.754408 + Penalty 3168.726457 = -87315.027951 nChanged 31 SP:Iteration 3F (20165.360000 sec): 3 clusters Score: Raw -90568.641745 + Penalty 3168.726457 = -87399.915288 nChanged 28 SP:Iteration 4Q (20165.550000 sec): 3 clusters Score: Raw -90631.058504 + Penalty 3168.726457 = -87462.332047 nChanged 9 SP:Iteration 5Q (20165.730000 sec): 3 clusters Score: Raw -90643.367624 + Penalty 3168.726457 = -87474.641167 nChanged 6 SP:Iteration 6Q (20165.870000 sec): 3 clusters Score: Raw -90662.502613 + Penalty 3168.726457 = -87493.776156 nChanged 4 SP:Iteration 7Q (20165.990000 sec): 3 clusters Score: Raw -90679.324989 + Penalty 3168.726457 = -87510.598532 nChanged 4 SP:Iteration 8Q (20166.110000 sec): 3 clusters Score: Raw -90694.171559 + Penalty 3168.726457 = -87525.445102 nChanged 5 SP:Iteration 9Q (20166.220000 sec): 3 clusters Score: Raw -90711.292449 + Penalty 3168.726457 = -87542.565992 nChanged 3 SP:Iteration 10Q (20166.430000 sec): 3 clusters Score: Raw -90716.766400 + Penalty 3168.726457 = -87548.039942 nChanged 1 SP:Iteration 11Q (20166.570000 sec): 3 clusters Score: Raw -90717.562570 + Penalty 3168.726457 = -87548.836113 nChanged 0 SP:Iteration 12F (20166.750000 sec): 3 clusters Score: Raw -90717.562570 + Penalty 3168.726457 = -87548.836113 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20167.520000 sec): 2 clusters Score: Raw -24763839.440654 + Penalty 2929.223296 = -24760910.217358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20168.580000 sec): 3 clusters Score: Raw -24676240.657057 + Penalty 5858.446593 = -24670382.210464 nChanged 64595 SP:Iteration 1F (20169.580000 sec): 3 clusters Score: Raw -24714204.784739 + Penalty 5858.446593 = -24708346.338147 nChanged 4544 SP:Iteration 2Q (20170.510000 sec): 3 clusters Score: Raw -24715519.538567 + Penalty 5858.446593 = -24709661.091974 nChanged 5464 SP:Iteration 3Q (20171.490000 sec): 3 clusters Score: Raw -24717562.682992 + Penalty 5858.446593 = -24711704.236399 nChanged 6975 SP:Iteration 4F (20172.340000 sec): 3 clusters Score: Raw -24721030.278919 + Penalty 5858.446593 = -24715171.832326 nChanged 9358 SP:Iteration 5F (20173.200000 sec): 3 clusters Score: Raw -24727343.965230 + Penalty 5858.446593 = -24721485.518638 nChanged 11850 SP:Iteration 6F (20174.140000 sec): 3 clusters Score: Raw -24737450.356217 + Penalty 5858.446593 = -24731591.909624 nChanged 12178 SP:Iteration 7F (20175.000000 sec): 3 clusters Score: Raw -24749407.783932 + Penalty 5858.446593 = -24743549.337340 nChanged 8942 SP:Iteration 8F (20175.840000 sec): 3 clusters Score: Raw -24758472.679393 + Penalty 5858.446593 = -24752614.232800 nChanged 4114 SP:Iteration 9Q (20176.670000 sec): 3 clusters Score: Raw -24762487.003131 + Penalty 5858.446593 = -24756628.556538 nChanged 1190 SP:Iteration 10Q (20177.390000 sec): 3 clusters Score: Raw -24763623.207359 + Penalty 5858.446593 = -24757764.760766 nChanged 266 SP:Iteration 11Q (20178.070000 sec): 3 clusters Score: Raw -24763957.835466 + Penalty 5858.446593 = -24758099.388873 nChanged 71 SP:Iteration 12Q (20178.740000 sec): 3 clusters Score: Raw -24764057.905237 + Penalty 5858.446593 = -24758199.458644 nChanged 26 SP:Iteration 13Q (20179.500000 sec): 3 clusters Score: Raw -24764096.351079 + Penalty 5858.446593 = -24758237.904486 nChanged 12 SP:Iteration 14Q (20180.200000 sec): 3 clusters Score: Raw -24764116.668109 + Penalty 5858.446593 = -24758258.221516 nChanged 4 SP:Iteration 15Q (20180.890000 sec): 3 clusters Score: Raw -24764121.549517 + Penalty 5858.446593 = -24758263.102924 nChanged 2 SP:Iteration 16Q (20181.580000 sec): 3 clusters Score: Raw -24764123.794862 + Penalty 5858.446593 = -24758265.348269 nChanged 3 SP:Iteration 17Q (20182.340000 sec): 3 clusters Score: Raw -24764128.451113 + Penalty 5858.446593 = -24758270.004521 nChanged 2 SP:Iteration 18Q (20183.050000 sec): 3 clusters Score: Raw -24764131.744664 + Penalty 5858.446593 = -24758273.298071 nChanged 0 SP:Iteration 19F (20184.000000 sec): 3 clusters Score: Raw -24764131.744664 + Penalty 5858.446593 = -24758273.298071 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20184.150000 sec): 2 clusters Score: Raw -569569.299663 + Penalty 2007.102861 = -567562.196802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20184.400000 sec): 3 clusters Score: Raw -568131.312472 + Penalty 4014.205722 = -564117.106750 nChanged 1185 SP:Iteration 1F (20184.580000 sec): 3 clusters Score: Raw -569011.151137 + Penalty 4014.205722 = -564996.945415 nChanged 302 SP:Iteration 2F (20184.800000 sec): 3 clusters Score: Raw -569275.707849 + Penalty 4014.205722 = -565261.502127 nChanged 185 SP:Iteration 3F (20185.000000 sec): 3 clusters Score: Raw -569427.848957 + Penalty 4014.205722 = -565413.643235 nChanged 148 SP:Iteration 4Q (20185.190000 sec): 3 clusters Score: Raw -569552.148812 + Penalty 4014.205722 = -565537.943090 nChanged 131 SP:Iteration 5Q (20185.410000 sec): 3 clusters Score: Raw -569683.760086 + Penalty 4014.205722 = -565669.554364 nChanged 128 SP:Iteration 6Q (20185.590000 sec): 3 clusters Score: Raw -569821.538870 + Penalty 4014.205722 = -565807.333148 nChanged 138 SP:Iteration 7Q (20185.750000 sec): 3 clusters Score: Raw -570023.810903 + Penalty 4014.205722 = -566009.605181 nChanged 154 SP:Iteration 8Q (20185.990000 sec): 3 clusters Score: Raw -570219.228417 + Penalty 4014.205722 = -566205.022694 nChanged 158 SP:Iteration 9Q (20186.170000 sec): 3 clusters Score: Raw -570404.447366 + Penalty 4014.205722 = -566390.241644 nChanged 141 SP:Iteration 10Q (20186.350000 sec): 3 clusters Score: Raw -570534.235794 + Penalty 4014.205722 = -566520.030072 nChanged 96 SP:Iteration 11Q (20186.500000 sec): 3 clusters Score: Raw -570609.896007 + Penalty 4014.205722 = -566595.690285 nChanged 83 SP:Iteration 12Q (20186.690000 sec): 3 clusters Score: Raw -570667.115832 + Penalty 4014.205722 = -566652.910110 nChanged 50 SP:Iteration 13Q (20186.950000 sec): 3 clusters Score: Raw -570701.783536 + Penalty 4014.205722 = -566687.577814 nChanged 36 SP:Iteration 14Q (20187.150000 sec): 3 clusters Score: Raw -570724.050664 + Penalty 4014.205722 = -566709.844942 nChanged 27 SP:Iteration 15Q (20187.370000 sec): 3 clusters Score: Raw -570738.309060 + Penalty 4014.205722 = -566724.103338 nChanged 19 SP:Iteration 16Q (20187.530000 sec): 3 clusters Score: Raw -570747.997556 + Penalty 4014.205722 = -566733.791834 nChanged 14 SP:Iteration 17Q (20187.740000 sec): 3 clusters Score: Raw -570753.310964 + Penalty 4014.205722 = -566739.105242 nChanged 9 SP:Iteration 18Q (20187.860000 sec): 3 clusters Score: Raw -570756.385601 + Penalty 4014.205722 = -566742.179879 nChanged 4 SP:Iteration 19Q (20188.090000 sec): 3 clusters Score: Raw -570758.311209 + Penalty 4014.205722 = -566744.105487 nChanged 4 SP:Iteration 20F (20188.240000 sec): 3 clusters Score: Raw -570759.559119 + Penalty 4014.205722 = -566745.353396 nChanged 2 SP:Iteration 21Q (20188.420000 sec): 3 clusters Score: Raw -570760.426527 + Penalty 4014.205722 = -566746.220805 nChanged 0 SP:Iteration 22F (20188.610000 sec): 3 clusters Score: Raw -570760.426527 + Penalty 4014.205722 = -566746.220805 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20188.690000 sec): 2 clusters Score: Raw -29333.852289 + Penalty 1406.130469 = -27927.721820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20188.860000 sec): 3 clusters Score: Raw -29539.284490 + Penalty 2812.260938 = -26727.023553 nChanged 49 SP:Iteration 1F (20189.050000 sec): 3 clusters Score: Raw -29771.347107 + Penalty 2812.260938 = -26959.086170 nChanged 25 SP:Iteration 2F (20189.230000 sec): 3 clusters Score: Raw -29935.354406 + Penalty 2812.260938 = -27123.093468 nChanged 19 SP:Iteration 3F (20189.380000 sec): 3 clusters Score: Raw -30093.777429 + Penalty 2812.260938 = -27281.516491 nChanged 14 SP:Iteration 4Q (20189.540000 sec): 3 clusters Score: Raw -30168.874299 + Penalty 2812.260938 = -27356.613361 nChanged 5 SP:Iteration 5Q (20189.720000 sec): 3 clusters Score: Raw -30196.667961 + Penalty 2812.260938 = -27384.407023 nChanged 3 SP:Iteration 6Q (20189.900000 sec): 3 clusters Score: Raw -30209.598896 + Penalty 2812.260938 = -27397.337958 nChanged 1 SP:Iteration 7Q (20190.050000 sec): 3 clusters Score: Raw -30216.143777 + Penalty 2812.260938 = -27403.882839 nChanged 0 SP:Iteration 8F (20190.210000 sec): 3 clusters Score: Raw -30216.143777 + Penalty 2812.260938 = -27403.882839 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20190.310000 sec): 2 clusters Score: Raw -212888.604819 + Penalty 1764.462823 = -211124.141996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20190.480000 sec): 3 clusters Score: Raw -212545.775635 + Penalty 3528.925646 = -209016.849988 nChanged 331 SP:Iteration 1F (20190.670000 sec): 3 clusters Score: Raw -212864.689611 + Penalty 3528.925646 = -209335.763965 nChanged 86 SP:Iteration 2F (20190.810000 sec): 3 clusters Score: Raw -212987.260183 + Penalty 3528.925646 = -209458.334537 nChanged 50 SP:Iteration 3Q (20190.990000 sec): 3 clusters Score: Raw -213046.778752 + Penalty 3528.925646 = -209517.853106 nChanged 27 SP:Iteration 4Q (20191.180000 sec): 3 clusters Score: Raw -213084.297916 + Penalty 3528.925646 = -209555.372269 nChanged 18 SP:Iteration 5Q (20191.340000 sec): 3 clusters Score: Raw -213114.619550 + Penalty 3528.925646 = -209585.693904 nChanged 12 SP:Iteration 6Q (20191.510000 sec): 3 clusters Score: Raw -213130.564749 + Penalty 3528.925646 = -209601.639103 nChanged 11 SP:Iteration 7Q (20191.700000 sec): 3 clusters Score: Raw -213143.685210 + Penalty 3528.925646 = -209614.759563 nChanged 8 SP:Iteration 8Q (20191.890000 sec): 3 clusters Score: Raw -213154.565677 + Penalty 3528.925646 = -209625.640030 nChanged 7 SP:Iteration 9Q (20192.050000 sec): 3 clusters Score: Raw -213163.966864 + Penalty 3528.925646 = -209635.041218 nChanged 6 SP:Iteration 10Q (20192.210000 sec): 3 clusters Score: Raw -213168.122155 + Penalty 3528.925646 = -209639.196508 nChanged 3 SP:Iteration 11Q (20192.370000 sec): 3 clusters Score: Raw -213170.147989 + Penalty 3528.925646 = -209641.222343 nChanged 1 SP:Iteration 12Q (20192.600000 sec): 3 clusters Score: Raw -213171.316174 + Penalty 3528.925646 = -209642.390528 nChanged 1 SP:Iteration 13Q (20192.740000 sec): 3 clusters Score: Raw -213172.881444 + Penalty 3528.925646 = -209643.955798 nChanged 2 SP:Iteration 14Q (20192.940000 sec): 3 clusters Score: Raw -213174.345322 + Penalty 3528.925646 = -209645.419676 nChanged 2 SP:Iteration 15Q (20193.070000 sec): 3 clusters Score: Raw -213177.282757 + Penalty 3528.925646 = -209648.357111 nChanged 1 SP:Iteration 16Q (20193.240000 sec): 3 clusters Score: Raw -213178.302011 + Penalty 3528.925646 = -209649.376365 nChanged 1 SP:Iteration 17Q (20193.430000 sec): 3 clusters Score: Raw -213180.926677 + Penalty 3528.925646 = -209652.001031 nChanged 1 SP:Iteration 18Q (20193.600000 sec): 3 clusters Score: Raw -213181.822845 + Penalty 3528.925646 = -209652.897199 nChanged 2 SP:Iteration 19Q (20193.790000 sec): 3 clusters Score: Raw -213183.865314 + Penalty 3528.925646 = -209654.939668 nChanged 0 SP:Iteration 20F (20193.970000 sec): 3 clusters Score: Raw -213183.865314 + Penalty 3528.925646 = -209654.939668 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20194.280000 sec): 2 clusters Score: Raw -8792522.271363 + Penalty 2669.411995 = -8789852.859368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20194.670000 sec): 3 clusters Score: Raw -8763301.393617 + Penalty 5338.823991 = -8757962.569626 nChanged 21896 SP:Iteration 1F (20195.050000 sec): 3 clusters Score: Raw -8775332.741268 + Penalty 5338.823991 = -8769993.917277 nChanged 2009 SP:Iteration 2Q (20195.460000 sec): 3 clusters Score: Raw -8775977.657591 + Penalty 5338.823991 = -8770638.833600 nChanged 2010 SP:Iteration 3Q (20195.890000 sec): 3 clusters Score: Raw -8776696.686020 + Penalty 5338.823991 = -8771357.862029 nChanged 2050 SP:Iteration 4Q (20196.300000 sec): 3 clusters Score: Raw -8777543.321092 + Penalty 5338.823991 = -8772204.497101 nChanged 2310 SP:Iteration 5Q (20196.710000 sec): 3 clusters Score: Raw -8778634.994524 + Penalty 5338.823991 = -8773296.170533 nChanged 2546 SP:Iteration 6F (20197.170000 sec): 3 clusters Score: Raw -8780017.077515 + Penalty 5338.823991 = -8774678.253524 nChanged 2848 SP:Iteration 7F (20197.590000 sec): 3 clusters Score: Raw -8781732.971829 + Penalty 5338.823991 = -8776394.147839 nChanged 2874 SP:Iteration 8F (20197.990000 sec): 3 clusters Score: Raw -8783562.293442 + Penalty 5338.823991 = -8778223.469451 nChanged 2664 SP:Iteration 9F (20198.400000 sec): 3 clusters Score: Raw -8785230.710777 + Penalty 5338.823991 = -8779891.886786 nChanged 2340 SP:Iteration 10Q (20198.830000 sec): 3 clusters Score: Raw -8786614.963485 + Penalty 5338.823991 = -8781276.139494 nChanged 1846 SP:Iteration 11Q (20199.270000 sec): 3 clusters Score: Raw -8787636.040692 + Penalty 5338.823991 = -8782297.216701 nChanged 1419 SP:Iteration 12Q (20199.710000 sec): 3 clusters Score: Raw -8788467.224332 + Penalty 5338.823991 = -8783128.400342 nChanged 1136 SP:Iteration 13Q (20200.140000 sec): 3 clusters Score: Raw -8789094.937593 + Penalty 5338.823991 = -8783756.113602 nChanged 916 SP:Iteration 14Q (20200.570000 sec): 3 clusters Score: Raw -8789621.814108 + Penalty 5338.823991 = -8784282.990117 nChanged 817 SP:Iteration 15Q (20200.980000 sec): 3 clusters Score: Raw -8790102.019302 + Penalty 5338.823991 = -8784763.195311 nChanged 755 SP:Iteration 16Q (20201.390000 sec): 3 clusters Score: Raw -8790486.924037 + Penalty 5338.823991 = -8785148.100046 nChanged 654 SP:Iteration 17Q (20201.790000 sec): 3 clusters Score: Raw -8790768.244492 + Penalty 5338.823991 = -8785429.420501 nChanged 580 SP:Iteration 18Q (20202.170000 sec): 3 clusters Score: Raw -8791004.587484 + Penalty 5338.823991 = -8785665.763493 nChanged 467 SP:Iteration 19Q (20202.620000 sec): 3 clusters Score: Raw -8791159.471726 + Penalty 5338.823991 = -8785820.647735 nChanged 423 SP:Iteration 20F (20203.030000 sec): 3 clusters Score: Raw -8791283.439144 + Penalty 5338.823991 = -8785944.615154 nChanged 385 SP:Iteration 21Q (20203.460000 sec): 3 clusters Score: Raw -8791387.093581 + Penalty 5338.823991 = -8786048.269590 nChanged 340 SP:Iteration 22Q (20203.850000 sec): 3 clusters Score: Raw -8791471.275915 + Penalty 5338.823991 = -8786132.451924 nChanged 296 SP:Iteration 23Q (20204.240000 sec): 3 clusters Score: Raw -8791537.654384 + Penalty 5338.823991 = -8786198.830393 nChanged 278 SP:Iteration 24Q (20204.660000 sec): 3 clusters Score: Raw -8791599.831812 + Penalty 5338.823991 = -8786261.007821 nChanged 282 SP:Iteration 25Q (20205.030000 sec): 3 clusters Score: Raw -8791659.797694 + Penalty 5338.823991 = -8786320.973703 nChanged 265 SP:Iteration 26Q (20205.450000 sec): 3 clusters Score: Raw -8791720.307695 + Penalty 5338.823991 = -8786381.483704 nChanged 278 SP:Iteration 27Q (20205.860000 sec): 3 clusters Score: Raw -8791781.132881 + Penalty 5338.823991 = -8786442.308890 nChanged 256 SP:Iteration 28Q (20206.260000 sec): 3 clusters Score: Raw -8791836.206129 + Penalty 5338.823991 = -8786497.382139 nChanged 256 SP:Iteration 29Q (20206.600000 sec): 3 clusters Score: Raw -8791891.227174 + Penalty 5338.823991 = -8786552.403184 nChanged 260 SP:Iteration 30Q (20207.030000 sec): 3 clusters Score: Raw -8791949.424884 + Penalty 5338.823991 = -8786610.600894 nChanged 267 SP:Iteration 31Q (20207.420000 sec): 3 clusters Score: Raw -8792008.849635 + Penalty 5338.823991 = -8786670.025644 nChanged 251 SP:Iteration 32Q (20207.840000 sec): 3 clusters Score: Raw -8792065.741827 + Penalty 5338.823991 = -8786726.917836 nChanged 251 SP:Iteration 33Q (20208.220000 sec): 3 clusters Score: Raw -8792124.136396 + Penalty 5338.823991 = -8786785.312405 nChanged 239 SP:Iteration 34Q (20208.620000 sec): 3 clusters Score: Raw -8792179.706764 + Penalty 5338.823991 = -8786840.882773 nChanged 234 SP:Iteration 35Q (20208.990000 sec): 3 clusters Score: Raw -8792233.563960 + Penalty 5338.823991 = -8786894.739969 nChanged 205 SP:Iteration 36Q (20209.340000 sec): 3 clusters Score: Raw -8792282.375158 + Penalty 5338.823991 = -8786943.551167 nChanged 208 SP:Iteration 37Q (20209.720000 sec): 3 clusters Score: Raw -8792334.125934 + Penalty 5338.823991 = -8786995.301943 nChanged 214 SP:Iteration 38Q (20210.070000 sec): 3 clusters Score: Raw -8792384.914937 + Penalty 5338.823991 = -8787046.090946 nChanged 188 SP:Iteration 39Q (20210.510000 sec): 3 clusters Score: Raw -8792426.352839 + Penalty 5338.823991 = -8787087.528848 nChanged 189 SP:Iteration 40F (20210.930000 sec): 3 clusters Score: Raw -8792471.332245 + Penalty 5338.823991 = -8787132.508254 nChanged 185 SP:Iteration 41Q (20211.300000 sec): 3 clusters Score: Raw -8792512.185175 + Penalty 5338.823991 = -8787173.361184 nChanged 166 SP:Iteration 42Q (20211.690000 sec): 3 clusters Score: Raw -8792548.357072 + Penalty 5338.823991 = -8787209.533081 nChanged 160 SP:Iteration 43Q (20212.080000 sec): 3 clusters Score: Raw -8792588.233468 + Penalty 5338.823991 = -8787249.409477 nChanged 143 SP:Iteration 44Q (20212.430000 sec): 3 clusters Score: Raw -8792623.572041 + Penalty 5338.823991 = -8787284.748050 nChanged 132 SP:Iteration 45Q (20212.830000 sec): 3 clusters Score: Raw -8792654.071074 + Penalty 5338.823991 = -8787315.247083 nChanged 113 SP:Iteration 46Q (20213.210000 sec): 3 clusters Score: Raw -8792677.872188 + Penalty 5338.823991 = -8787339.048197 nChanged 100 SP:Iteration 47Q (20213.560000 sec): 3 clusters Score: Raw -8792699.086194 + Penalty 5338.823991 = -8787360.262204 nChanged 87 SP:Iteration 48Q (20213.970000 sec): 3 clusters Score: Raw -8792717.884091 + Penalty 5338.823991 = -8787379.060100 nChanged 89 SP:Iteration 49Q (20214.310000 sec): 3 clusters Score: Raw -8792737.072562 + Penalty 5338.823991 = -8787398.248571 nChanged 86 SP:Iteration 50Q (20214.700000 sec): 3 clusters Score: Raw -8792757.067529 + Penalty 5338.823991 = -8787418.243538 nChanged 83 SP:Iteration 51Q (20215.060000 sec): 3 clusters Score: Raw -8792774.501875 + Penalty 5338.823991 = -8787435.677884 nChanged 67 SP:Iteration 52Q (20215.420000 sec): 3 clusters Score: Raw -8792787.468572 + Penalty 5338.823991 = -8787448.644581 nChanged 59 SP:Iteration 53Q (20215.730000 sec): 3 clusters Score: Raw -8792798.650615 + Penalty 5338.823991 = -8787459.826624 nChanged 58 SP:Iteration 54Q (20216.130000 sec): 3 clusters Score: Raw -8792809.651237 + Penalty 5338.823991 = -8787470.827246 nChanged 54 SP:Iteration 55Q (20216.510000 sec): 3 clusters Score: Raw -8792820.966109 + Penalty 5338.823991 = -8787482.142118 nChanged 70 SP:Iteration 56Q (20216.890000 sec): 3 clusters Score: Raw -8792837.249275 + Penalty 5338.823991 = -8787498.425284 nChanged 70 SP:Iteration 57Q (20217.260000 sec): 3 clusters Score: Raw -8792857.153900 + Penalty 5338.823991 = -8787518.329909 nChanged 82 SP:Iteration 58Q (20217.590000 sec): 3 clusters Score: Raw -8792877.697628 + Penalty 5338.823991 = -8787538.873637 nChanged 73 SP:Iteration 59Q (20217.970000 sec): 3 clusters Score: Raw -8792893.633597 + Penalty 5338.823991 = -8787554.809607 nChanged 62 SP:Iteration 60F (20218.340000 sec): 3 clusters Score: Raw -8792906.412953 + Penalty 5338.823991 = -8787567.588962 nChanged 55 SP:Iteration 61Q (20218.770000 sec): 3 clusters Score: Raw -8792919.288342 + Penalty 5338.823991 = -8787580.464351 nChanged 56 SP:Iteration 62Q (20219.150000 sec): 3 clusters Score: Raw -8792930.624387 + Penalty 5338.823991 = -8787591.800396 nChanged 44 SP:Iteration 63Q (20219.510000 sec): 3 clusters Score: Raw -8792939.372223 + Penalty 5338.823991 = -8787600.548233 nChanged 35 SP:Iteration 64Q (20219.840000 sec): 3 clusters Score: Raw -8792946.730768 + Penalty 5338.823991 = -8787607.906777 nChanged 41 SP:Iteration 65Q (20220.220000 sec): 3 clusters Score: Raw -8792956.981603 + Penalty 5338.823991 = -8787618.157612 nChanged 57 SP:Iteration 66Q (20220.640000 sec): 3 clusters Score: Raw -8792970.612985 + Penalty 5338.823991 = -8787631.788994 nChanged 48 SP:Iteration 67Q (20221.020000 sec): 3 clusters Score: Raw -8792983.377242 + Penalty 5338.823991 = -8787644.553251 nChanged 46 SP:Iteration 68Q (20221.420000 sec): 3 clusters Score: Raw -8792995.072128 + Penalty 5338.823991 = -8787656.248137 nChanged 51 SP:Iteration 69Q (20221.760000 sec): 3 clusters Score: Raw -8793007.794367 + Penalty 5338.823991 = -8787668.970376 nChanged 45 SP:Iteration 70Q (20222.150000 sec): 3 clusters Score: Raw -8793019.515033 + Penalty 5338.823991 = -8787680.691042 nChanged 41 SP:Iteration 71Q (20222.490000 sec): 3 clusters Score: Raw -8793032.761906 + Penalty 5338.823991 = -8787693.937915 nChanged 57 SP:Iteration 72Q (20222.910000 sec): 3 clusters Score: Raw -8793053.034717 + Penalty 5338.823991 = -8787714.210726 nChanged 39 SP:Iteration 73Q (20223.310000 sec): 3 clusters Score: Raw -8793064.040498 + Penalty 5338.823991 = -8787725.216507 nChanged 38 SP:Iteration 74Q (20223.690000 sec): 3 clusters Score: Raw -8793075.006672 + Penalty 5338.823991 = -8787736.182681 nChanged 39 SP:Iteration 75Q (20224.130000 sec): 3 clusters Score: Raw -8793085.037312 + Penalty 5338.823991 = -8787746.213321 nChanged 28 SP:Iteration 76Q (20224.520000 sec): 3 clusters Score: Raw -8793090.700902 + Penalty 5338.823991 = -8787751.876911 nChanged 18 SP:Iteration 77Q (20224.910000 sec): 3 clusters Score: Raw -8793094.120284 + Penalty 5338.823991 = -8787755.296294 nChanged 16 SP:Iteration 78Q (20225.320000 sec): 3 clusters Score: Raw -8793097.686899 + Penalty 5338.823991 = -8787758.862908 nChanged 14 SP:Iteration 79Q (20225.710000 sec): 3 clusters Score: Raw -8793101.175336 + Penalty 5338.823991 = -8787762.351345 nChanged 12 SP:Iteration 80F (20226.140000 sec): 3 clusters Score: Raw -8793104.225185 + Penalty 5338.823991 = -8787765.401195 nChanged 15 SP:Iteration 81Q (20226.560000 sec): 3 clusters Score: Raw -8793107.227700 + Penalty 5338.823991 = -8787768.403709 nChanged 12 SP:Iteration 82Q (20226.950000 sec): 3 clusters Score: Raw -8793108.938421 + Penalty 5338.823991 = -8787770.114430 nChanged 7 SP:Iteration 83Q (20227.330000 sec): 3 clusters Score: Raw -8793110.223143 + Penalty 5338.823991 = -8787771.399152 nChanged 5 SP:Iteration 84Q (20227.710000 sec): 3 clusters Score: Raw -8793111.488752 + Penalty 5338.823991 = -8787772.664761 nChanged 8 SP:Iteration 85Q (20228.030000 sec): 3 clusters Score: Raw -8793113.205746 + Penalty 5338.823991 = -8787774.381755 nChanged 6 SP:Iteration 86Q (20228.420000 sec): 3 clusters Score: Raw -8793114.700387 + Penalty 5338.823991 = -8787775.876396 nChanged 2 SP:Iteration 87Q (20228.830000 sec): 3 clusters Score: Raw -8793115.361726 + Penalty 5338.823991 = -8787776.537735 nChanged 1 SP:Iteration 88Q (20229.230000 sec): 3 clusters Score: Raw -8793115.681362 + Penalty 5338.823991 = -8787776.857371 nChanged 1 SP:Iteration 89Q (20229.640000 sec): 3 clusters Score: Raw -8793115.793655 + Penalty 5338.823991 = -8787776.969664 nChanged 1 SP:Iteration 90Q (20230.050000 sec): 3 clusters Score: Raw -8793116.174084 + Penalty 5338.823991 = -8787777.350093 nChanged 0 SP:Iteration 91F (20230.430000 sec): 3 clusters Score: Raw -8793116.174084 + Penalty 5338.823991 = -8787777.350093 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20230.560000 sec): 2 clusters Score: Raw -77298.070267 + Penalty 1531.098954 = -75766.971313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20230.760000 sec): 3 clusters Score: Raw -77358.583420 + Penalty 3062.197908 = -74296.385513 nChanged 85 SP:Iteration 1F (20230.910000 sec): 3 clusters Score: Raw -77550.005783 + Penalty 3062.197908 = -74487.807876 nChanged 23 SP:Iteration 2Q (20231.090000 sec): 3 clusters Score: Raw -77613.071579 + Penalty 3062.197908 = -74550.873671 nChanged 15 SP:Iteration 3Q (20231.290000 sec): 3 clusters Score: Raw -77663.167967 + Penalty 3062.197908 = -74600.970060 nChanged 12 SP:Iteration 4Q (20231.430000 sec): 3 clusters Score: Raw -77719.106665 + Penalty 3062.197908 = -74656.908758 nChanged 11 SP:Iteration 5Q (20231.670000 sec): 3 clusters Score: Raw -77759.502804 + Penalty 3062.197908 = -74697.304897 nChanged 4 SP:Iteration 6Q (20231.830000 sec): 3 clusters Score: Raw -77768.948980 + Penalty 3062.197908 = -74706.751073 nChanged 3 SP:Iteration 7Q (20232.030000 sec): 3 clusters Score: Raw -77783.313996 + Penalty 3062.197908 = -74721.116089 nChanged 3 SP:Iteration 8Q (20232.210000 sec): 3 clusters Score: Raw -77790.113903 + Penalty 3062.197908 = -74727.915995 nChanged 1 SP:Iteration 9Q (20232.430000 sec): 3 clusters Score: Raw -77801.585977 + Penalty 3062.197908 = -74739.388070 nChanged 2 SP:Iteration 10Q (20232.590000 sec): 3 clusters Score: Raw -77805.764237 + Penalty 3062.197908 = -74743.566329 nChanged 0 SP:Iteration 11F (20232.800000 sec): 3 clusters Score: Raw -77805.764237 + Penalty 3062.197908 = -74743.566329 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20232.910000 sec): 2 clusters Score: Raw -1528495.922914 + Penalty 2229.938308 = -1526265.984606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20233.130000 sec): 3 clusters Score: Raw -1524325.587071 + Penalty 4459.876616 = -1519865.710455 nChanged 3297 SP:Iteration 1F (20233.370000 sec): 3 clusters Score: Raw -1526117.526613 + Penalty 4459.876616 = -1521657.649997 nChanged 526 SP:Iteration 2F (20233.550000 sec): 3 clusters Score: Raw -1526390.367052 + Penalty 4459.876616 = -1521930.490436 nChanged 401 SP:Iteration 3Q (20233.780000 sec): 3 clusters Score: Raw -1526578.849886 + Penalty 4459.876616 = -1522118.973269 nChanged 290 SP:Iteration 4Q (20233.970000 sec): 3 clusters Score: Raw -1526720.178344 + Penalty 4459.876616 = -1522260.301728 nChanged 280 SP:Iteration 5Q (20234.180000 sec): 3 clusters Score: Raw -1526860.019144 + Penalty 4459.876616 = -1522400.142528 nChanged 284 SP:Iteration 6Q (20234.370000 sec): 3 clusters Score: Raw -1527016.300894 + Penalty 4459.876616 = -1522556.424278 nChanged 297 SP:Iteration 7Q (20234.610000 sec): 3 clusters Score: Raw -1527175.525351 + Penalty 4459.876616 = -1522715.648735 nChanged 308 SP:Iteration 8Q (20234.810000 sec): 3 clusters Score: Raw -1527353.866553 + Penalty 4459.876616 = -1522893.989937 nChanged 315 SP:Iteration 9Q (20235.070000 sec): 3 clusters Score: Raw -1527530.689540 + Penalty 4459.876616 = -1523070.812924 nChanged 313 SP:Iteration 10Q (20235.290000 sec): 3 clusters Score: Raw -1527710.922539 + Penalty 4459.876616 = -1523251.045923 nChanged 301 SP:Iteration 11Q (20235.530000 sec): 3 clusters Score: Raw -1527907.612031 + Penalty 4459.876616 = -1523447.735415 nChanged 302 SP:Iteration 12Q (20235.760000 sec): 3 clusters Score: Raw -1528097.133701 + Penalty 4459.876616 = -1523637.257085 nChanged 278 SP:Iteration 13Q (20235.930000 sec): 3 clusters Score: Raw -1528282.660724 + Penalty 4459.876616 = -1523822.784108 nChanged 244 SP:Iteration 14Q (20236.140000 sec): 3 clusters Score: Raw -1528463.604808 + Penalty 4459.876616 = -1524003.728192 nChanged 223 SP:Iteration 15Q (20236.390000 sec): 3 clusters Score: Raw -1528621.487128 + Penalty 4459.876616 = -1524161.610512 nChanged 168 SP:Iteration 16Q (20236.620000 sec): 3 clusters Score: Raw -1528738.886053 + Penalty 4459.876616 = -1524279.009437 nChanged 139 SP:Iteration 17Q (20236.840000 sec): 3 clusters Score: Raw -1528824.242257 + Penalty 4459.876616 = -1524364.365641 nChanged 119 SP:Iteration 18Q (20237.040000 sec): 3 clusters Score: Raw -1528889.801785 + Penalty 4459.876616 = -1524429.925169 nChanged 96 SP:Iteration 19Q (20237.240000 sec): 3 clusters Score: Raw -1528940.461588 + Penalty 4459.876616 = -1524480.584972 nChanged 82 SP:Iteration 20F (20237.460000 sec): 3 clusters Score: Raw -1528976.273156 + Penalty 4459.876616 = -1524516.396540 nChanged 58 SP:Iteration 21Q (20237.700000 sec): 3 clusters Score: Raw -1528997.688834 + Penalty 4459.876616 = -1524537.812218 nChanged 41 SP:Iteration 22Q (20237.920000 sec): 3 clusters Score: Raw -1529014.401579 + Penalty 4459.876616 = -1524554.524963 nChanged 36 SP:Iteration 23Q (20238.180000 sec): 3 clusters Score: Raw -1529028.741604 + Penalty 4459.876616 = -1524568.864988 nChanged 29 SP:Iteration 24Q (20238.370000 sec): 3 clusters Score: Raw -1529038.328982 + Penalty 4459.876616 = -1524578.452365 nChanged 22 SP:Iteration 25Q (20238.650000 sec): 3 clusters Score: Raw -1529045.094250 + Penalty 4459.876616 = -1524585.217633 nChanged 16 SP:Iteration 26Q (20238.860000 sec): 3 clusters Score: Raw -1529051.683275 + Penalty 4459.876616 = -1524591.806659 nChanged 14 SP:Iteration 27Q (20239.130000 sec): 3 clusters Score: Raw -1529055.790984 + Penalty 4459.876616 = -1524595.914368 nChanged 12 SP:Iteration 28Q (20239.300000 sec): 3 clusters Score: Raw -1529059.043879 + Penalty 4459.876616 = -1524599.167263 nChanged 7 SP:Iteration 29Q (20239.520000 sec): 3 clusters Score: Raw -1529061.123998 + Penalty 4459.876616 = -1524601.247382 nChanged 4 SP:Iteration 30Q (20239.770000 sec): 3 clusters Score: Raw -1529062.055797 + Penalty 4459.876616 = -1524602.179181 nChanged 5 SP:Iteration 31Q (20239.960000 sec): 3 clusters Score: Raw -1529063.722182 + Penalty 4459.876616 = -1524603.845565 nChanged 4 SP:Iteration 32Q (20240.200000 sec): 3 clusters Score: Raw -1529064.734937 + Penalty 4459.876616 = -1524604.858321 nChanged 2 SP:Iteration 33Q (20240.410000 sec): 3 clusters Score: Raw -1529065.163252 + Penalty 4459.876616 = -1524605.286636 nChanged 3 SP:Iteration 34Q (20240.660000 sec): 3 clusters Score: Raw -1529065.651412 + Penalty 4459.876616 = -1524605.774796 nChanged 0 SP:Iteration 35F (20240.860000 sec): 3 clusters Score: Raw -1529065.651412 + Penalty 4459.876616 = -1524605.774796 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20241.210000 sec): 2 clusters Score: Raw -12097589.831605 + Penalty 2756.748030 = -12094833.083575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20241.730000 sec): 3 clusters Score: Raw -12055277.722245 + Penalty 5513.496061 = -12049764.226185 nChanged 31461 SP:Iteration 1F (20242.230000 sec): 3 clusters Score: Raw -12072672.471565 + Penalty 5513.496061 = -12067158.975504 nChanged 2356 SP:Iteration 2Q (20242.760000 sec): 3 clusters Score: Raw -12073256.753772 + Penalty 5513.496061 = -12067743.257711 nChanged 2302 SP:Iteration 3Q (20243.320000 sec): 3 clusters Score: Raw -12073837.912361 + Penalty 5513.496061 = -12068324.416300 nChanged 2241 SP:Iteration 4Q (20243.880000 sec): 3 clusters Score: Raw -12074458.029361 + Penalty 5513.496061 = -12068944.533300 nChanged 2281 SP:Iteration 5Q (20244.400000 sec): 3 clusters Score: Raw -12075184.049997 + Penalty 5513.496061 = -12069670.553936 nChanged 2464 SP:Iteration 6Q (20244.960000 sec): 3 clusters Score: Raw -12076114.230611 + Penalty 5513.496061 = -12070600.734550 nChanged 2738 SP:Iteration 7Q (20245.560000 sec): 3 clusters Score: Raw -12077366.182059 + Penalty 5513.496061 = -12071852.685998 nChanged 3231 SP:Iteration 8Q (20246.130000 sec): 3 clusters Score: Raw -12079195.722291 + Penalty 5513.496061 = -12073682.226230 nChanged 3940 SP:Iteration 9F (20246.740000 sec): 3 clusters Score: Raw -12081884.709986 + Penalty 5513.496061 = -12076371.213925 nChanged 4401 SP:Iteration 10F (20247.270000 sec): 3 clusters Score: Raw -12085369.800754 + Penalty 5513.496061 = -12079856.304693 nChanged 4422 SP:Iteration 11F (20247.840000 sec): 3 clusters Score: Raw -12089142.883550 + Penalty 5513.496061 = -12083629.387489 nChanged 3831 SP:Iteration 12F (20248.330000 sec): 3 clusters Score: Raw -12092486.898220 + Penalty 5513.496061 = -12086973.402159 nChanged 2779 SP:Iteration 13Q (20248.800000 sec): 3 clusters Score: Raw -12094844.358503 + Penalty 5513.496061 = -12089330.862443 nChanged 1782 SP:Iteration 14Q (20249.290000 sec): 3 clusters Score: Raw -12096297.125009 + Penalty 5513.496061 = -12090783.628948 nChanged 1034 SP:Iteration 15Q (20249.780000 sec): 3 clusters Score: Raw -12097100.873447 + Penalty 5513.496061 = -12091587.377386 nChanged 542 SP:Iteration 16Q (20250.280000 sec): 3 clusters Score: Raw -12097486.766629 + Penalty 5513.496061 = -12091973.270568 nChanged 311 SP:Iteration 17Q (20250.730000 sec): 3 clusters Score: Raw -12097680.182559 + Penalty 5513.496061 = -12092166.686498 nChanged 178 SP:Iteration 18Q (20251.190000 sec): 3 clusters Score: Raw -12097796.458309 + Penalty 5513.496061 = -12092282.962248 nChanged 131 SP:Iteration 19Q (20251.670000 sec): 3 clusters Score: Raw -12097873.572412 + Penalty 5513.496061 = -12092360.076351 nChanged 98 SP:Iteration 20F (20252.230000 sec): 3 clusters Score: Raw -12097933.581915 + Penalty 5513.496061 = -12092420.085854 nChanged 70 SP:Iteration 21Q (20252.760000 sec): 3 clusters Score: Raw -12097973.147831 + Penalty 5513.496061 = -12092459.651770 nChanged 50 SP:Iteration 22Q (20253.290000 sec): 3 clusters Score: Raw -12098002.420309 + Penalty 5513.496061 = -12092488.924249 nChanged 47 SP:Iteration 23Q (20253.780000 sec): 3 clusters Score: Raw -12098023.868214 + Penalty 5513.496061 = -12092510.372153 nChanged 30 SP:Iteration 24Q (20254.270000 sec): 3 clusters Score: Raw -12098039.037028 + Penalty 5513.496061 = -12092525.540968 nChanged 26 SP:Iteration 25Q (20254.760000 sec): 3 clusters Score: Raw -12098053.196775 + Penalty 5513.496061 = -12092539.700714 nChanged 22 SP:Iteration 26Q (20255.230000 sec): 3 clusters Score: Raw -12098064.977111 + Penalty 5513.496061 = -12092551.481051 nChanged 12 SP:Iteration 27Q (20255.670000 sec): 3 clusters Score: Raw -12098069.131091 + Penalty 5513.496061 = -12092555.635031 nChanged 11 SP:Iteration 28Q (20256.130000 sec): 3 clusters Score: Raw -12098072.864826 + Penalty 5513.496061 = -12092559.368766 nChanged 5 SP:Iteration 29Q (20256.600000 sec): 3 clusters Score: Raw -12098074.470646 + Penalty 5513.496061 = -12092560.974585 nChanged 4 SP:Iteration 30Q (20257.070000 sec): 3 clusters Score: Raw -12098075.994952 + Penalty 5513.496061 = -12092562.498892 nChanged 3 SP:Iteration 31Q (20257.580000 sec): 3 clusters Score: Raw -12098077.621962 + Penalty 5513.496061 = -12092564.125901 nChanged 2 SP:Iteration 32Q (20258.060000 sec): 3 clusters Score: Raw -12098078.341133 + Penalty 5513.496061 = -12092564.845073 nChanged 1 SP:Iteration 33Q (20258.570000 sec): 3 clusters Score: Raw -12098078.716032 + Penalty 5513.496061 = -12092565.219971 nChanged 2 SP:Iteration 34Q (20259.070000 sec): 3 clusters Score: Raw -12098079.688819 + Penalty 5513.496061 = -12092566.192759 nChanged 4 SP:Iteration 35Q (20259.540000 sec): 3 clusters Score: Raw -12098082.150823 + Penalty 5513.496061 = -12092568.654762 nChanged 7 SP:Iteration 36Q (20260.000000 sec): 3 clusters Score: Raw -12098085.829054 + Penalty 5513.496061 = -12092572.332993 nChanged 4 SP:Iteration 37Q (20260.510000 sec): 3 clusters Score: Raw -12098087.967034 + Penalty 5513.496061 = -12092574.470973 nChanged 5 SP:Iteration 38Q (20261.000000 sec): 3 clusters Score: Raw -12098090.622592 + Penalty 5513.496061 = -12092577.126531 nChanged 7 SP:Iteration 39Q (20261.500000 sec): 3 clusters Score: Raw -12098093.192691 + Penalty 5513.496061 = -12092579.696631 nChanged 5 SP:Iteration 40F (20262.020000 sec): 3 clusters Score: Raw -12098095.923215 + Penalty 5513.496061 = -12092582.427154 nChanged 6 SP:Iteration 41Q (20262.490000 sec): 3 clusters Score: Raw -12098099.159163 + Penalty 5513.496061 = -12092585.663102 nChanged 7 SP:Iteration 42Q (20262.990000 sec): 3 clusters Score: Raw -12098102.204282 + Penalty 5513.496061 = -12092588.708221 nChanged 6 SP:Iteration 43Q (20263.460000 sec): 3 clusters Score: Raw -12098106.548965 + Penalty 5513.496061 = -12092593.052905 nChanged 10 SP:Iteration 44Q (20263.920000 sec): 3 clusters Score: Raw -12098110.409875 + Penalty 5513.496061 = -12092596.913814 nChanged 4 SP:Iteration 45Q (20264.360000 sec): 3 clusters Score: Raw -12098112.022889 + Penalty 5513.496061 = -12092598.526828 nChanged 1 SP:Iteration 46Q (20264.830000 sec): 3 clusters Score: Raw -12098112.670869 + Penalty 5513.496061 = -12092599.174808 nChanged 2 SP:Iteration 47Q (20265.330000 sec): 3 clusters Score: Raw -12098114.398715 + Penalty 5513.496061 = -12092600.902654 nChanged 3 SP:Iteration 48Q (20265.800000 sec): 3 clusters Score: Raw -12098115.789903 + Penalty 5513.496061 = -12092602.293842 nChanged 3 SP:Iteration 49Q (20266.240000 sec): 3 clusters Score: Raw -12098117.010696 + Penalty 5513.496061 = -12092603.514635 nChanged 3 SP:Iteration 50Q (20266.700000 sec): 3 clusters Score: Raw -12098118.052832 + Penalty 5513.496061 = -12092604.556771 nChanged 4 SP:Iteration 51Q (20267.170000 sec): 3 clusters Score: Raw -12098120.018868 + Penalty 5513.496061 = -12092606.522808 nChanged 3 SP:Iteration 52Q (20267.660000 sec): 3 clusters Score: Raw -12098121.278223 + Penalty 5513.496061 = -12092607.782162 nChanged 2 SP:Iteration 53Q (20268.120000 sec): 3 clusters Score: Raw -12098122.115495 + Penalty 5513.496061 = -12092608.619434 nChanged 0 SP:Iteration 54F (20268.640000 sec): 3 clusters Score: Raw -12098122.115495 + Penalty 5513.496061 = -12092608.619434 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20268.760000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20268.930000 sec): 3 clusters Score: Raw -121499.507438 + Penalty 3242.917353 = -118256.590085 nChanged 155 SP:Iteration 1F (20269.100000 sec): 3 clusters Score: Raw -121726.968376 + Penalty 3242.917353 = -118484.051024 nChanged 28 SP:Iteration 2Q (20269.320000 sec): 3 clusters Score: Raw -121777.802559 + Penalty 3242.917353 = -118534.885207 nChanged 20 SP:Iteration 3Q (20269.490000 sec): 3 clusters Score: Raw -121810.403417 + Penalty 3242.917353 = -118567.486064 nChanged 7 SP:Iteration 4Q (20269.650000 sec): 3 clusters Score: Raw -121824.905053 + Penalty 3242.917353 = -118581.987700 nChanged 3 SP:Iteration 5Q (20269.860000 sec): 3 clusters Score: Raw -121836.956085 + Penalty 3242.917353 = -118594.038732 nChanged 4 SP:Iteration 6Q (20270.020000 sec): 3 clusters Score: Raw -121842.645519 + Penalty 3242.917353 = -118599.728167 nChanged 3 SP:Iteration 7Q (20270.160000 sec): 3 clusters Score: Raw -121845.532204 + Penalty 3242.917353 = -118602.614852 nChanged 0 SP:Iteration 8F (20270.370000 sec): 3 clusters Score: Raw -121845.532204 + Penalty 3242.917353 = -118602.614852 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20270.470000 sec): 2 clusters Score: Raw -417930.981222 + Penalty 1942.142613 = -415988.838609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20270.620000 sec): 3 clusters Score: Raw -416912.828361 + Penalty 3884.285226 = -413028.543134 nChanged 846 SP:Iteration 1F (20270.800000 sec): 3 clusters Score: Raw -417574.417595 + Penalty 3884.285226 = -413690.132368 nChanged 219 SP:Iteration 2F (20271.000000 sec): 3 clusters Score: Raw -417834.977615 + Penalty 3884.285226 = -413950.692389 nChanged 159 SP:Iteration 3F (20271.200000 sec): 3 clusters Score: Raw -417996.224766 + Penalty 3884.285226 = -414111.939539 nChanged 128 SP:Iteration 4F (20271.400000 sec): 3 clusters Score: Raw -418140.571526 + Penalty 3884.285226 = -414256.286300 nChanged 92 SP:Iteration 5Q (20271.600000 sec): 3 clusters Score: Raw -418253.648205 + Penalty 3884.285226 = -414369.362978 nChanged 98 SP:Iteration 6Q (20271.780000 sec): 3 clusters Score: Raw -418379.260154 + Penalty 3884.285226 = -414494.974927 nChanged 91 SP:Iteration 7Q (20271.960000 sec): 3 clusters Score: Raw -418469.511157 + Penalty 3884.285226 = -414585.225931 nChanged 72 SP:Iteration 8Q (20272.140000 sec): 3 clusters Score: Raw -418553.471007 + Penalty 3884.285226 = -414669.185781 nChanged 71 SP:Iteration 9Q (20272.320000 sec): 3 clusters Score: Raw -418635.891965 + Penalty 3884.285226 = -414751.606739 nChanged 68 SP:Iteration 10Q (20272.500000 sec): 3 clusters Score: Raw -418706.139122 + Penalty 3884.285226 = -414821.853896 nChanged 55 SP:Iteration 11Q (20272.740000 sec): 3 clusters Score: Raw -418785.596322 + Penalty 3884.285226 = -414901.311096 nChanged 58 SP:Iteration 12Q (20272.880000 sec): 3 clusters Score: Raw -418859.130956 + Penalty 3884.285226 = -414974.845730 nChanged 56 SP:Iteration 13Q (20273.090000 sec): 3 clusters Score: Raw -418936.587313 + Penalty 3884.285226 = -415052.302086 nChanged 46 SP:Iteration 14Q (20273.240000 sec): 3 clusters Score: Raw -418984.585334 + Penalty 3884.285226 = -415100.300108 nChanged 37 SP:Iteration 15Q (20273.460000 sec): 3 clusters Score: Raw -419024.432978 + Penalty 3884.285226 = -415140.147752 nChanged 25 SP:Iteration 16Q (20273.670000 sec): 3 clusters Score: Raw -419051.058053 + Penalty 3884.285226 = -415166.772827 nChanged 28 SP:Iteration 17Q (20273.870000 sec): 3 clusters Score: Raw -419075.755737 + Penalty 3884.285226 = -415191.470511 nChanged 32 SP:Iteration 18Q (20274.040000 sec): 3 clusters Score: Raw -419105.003775 + Penalty 3884.285226 = -415220.718548 nChanged 40 SP:Iteration 19Q (20274.230000 sec): 3 clusters Score: Raw -419145.923117 + Penalty 3884.285226 = -415261.637890 nChanged 41 SP:Iteration 20F (20274.440000 sec): 3 clusters Score: Raw -419199.326617 + Penalty 3884.285226 = -415315.041391 nChanged 40 SP:Iteration 21Q (20274.610000 sec): 3 clusters Score: Raw -419235.492898 + Penalty 3884.285226 = -415351.207672 nChanged 33 SP:Iteration 22Q (20274.810000 sec): 3 clusters Score: Raw -419262.227853 + Penalty 3884.285226 = -415377.942627 nChanged 26 SP:Iteration 23Q (20274.980000 sec): 3 clusters Score: Raw -419285.585778 + Penalty 3884.285226 = -415401.300552 nChanged 30 SP:Iteration 24Q (20275.190000 sec): 3 clusters Score: Raw -419311.003162 + Penalty 3884.285226 = -415426.717936 nChanged 21 SP:Iteration 25Q (20275.330000 sec): 3 clusters Score: Raw -419323.290498 + Penalty 3884.285226 = -415439.005272 nChanged 13 SP:Iteration 26Q (20275.500000 sec): 3 clusters Score: Raw -419332.344018 + Penalty 3884.285226 = -415448.058792 nChanged 16 SP:Iteration 27Q (20275.730000 sec): 3 clusters Score: Raw -419343.733828 + Penalty 3884.285226 = -415459.448602 nChanged 10 SP:Iteration 28Q (20275.910000 sec): 3 clusters Score: Raw -419351.475740 + Penalty 3884.285226 = -415467.190514 nChanged 9 SP:Iteration 29Q (20276.070000 sec): 3 clusters Score: Raw -419359.359197 + Penalty 3884.285226 = -415475.073971 nChanged 14 SP:Iteration 30Q (20276.310000 sec): 3 clusters Score: Raw -419367.637875 + Penalty 3884.285226 = -415483.352649 nChanged 9 SP:Iteration 31Q (20276.510000 sec): 3 clusters Score: Raw -419374.819659 + Penalty 3884.285226 = -415490.534433 nChanged 6 SP:Iteration 32Q (20276.710000 sec): 3 clusters Score: Raw -419380.138776 + Penalty 3884.285226 = -415495.853549 nChanged 6 SP:Iteration 33Q (20276.850000 sec): 3 clusters Score: Raw -419385.890518 + Penalty 3884.285226 = -415501.605291 nChanged 6 SP:Iteration 34Q (20277.050000 sec): 3 clusters Score: Raw -419394.119716 + Penalty 3884.285226 = -415509.834489 nChanged 13 SP:Iteration 35Q (20277.240000 sec): 3 clusters Score: Raw -419407.732527 + Penalty 3884.285226 = -415523.447300 nChanged 17 SP:Iteration 36Q (20277.400000 sec): 3 clusters Score: Raw -419421.210396 + Penalty 3884.285226 = -415536.925170 nChanged 15 SP:Iteration 37Q (20277.590000 sec): 3 clusters Score: Raw -419431.548633 + Penalty 3884.285226 = -415547.263406 nChanged 10 SP:Iteration 38Q (20277.800000 sec): 3 clusters Score: Raw -419439.596219 + Penalty 3884.285226 = -415555.310993 nChanged 8 SP:Iteration 39Q (20277.970000 sec): 3 clusters Score: Raw -419446.011334 + Penalty 3884.285226 = -415561.726108 nChanged 5 SP:Iteration 40F (20278.190000 sec): 3 clusters Score: Raw -419448.427013 + Penalty 3884.285226 = -415564.141786 nChanged 2 SP:Iteration 41Q (20278.400000 sec): 3 clusters Score: Raw -419450.253096 + Penalty 3884.285226 = -415565.967870 nChanged 3 SP:Iteration 42Q (20278.550000 sec): 3 clusters Score: Raw -419451.838987 + Penalty 3884.285226 = -415567.553761 nChanged 0 SP:Iteration 43F (20278.740000 sec): 3 clusters Score: Raw -419451.838987 + Penalty 3884.285226 = -415567.553761 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20278.830000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20279.040000 sec): 3 clusters Score: Raw -211368.797622 + Penalty 3489.056413 = -207879.741209 nChanged 304 SP:Iteration 1F (20279.210000 sec): 3 clusters Score: Raw -211692.318640 + Penalty 3489.056413 = -208203.262227 nChanged 84 SP:Iteration 2F (20279.420000 sec): 3 clusters Score: Raw -211795.222868 + Penalty 3489.056413 = -208306.166455 nChanged 44 SP:Iteration 3Q (20279.590000 sec): 3 clusters Score: Raw -211848.272153 + Penalty 3489.056413 = -208359.215739 nChanged 34 SP:Iteration 4Q (20279.760000 sec): 3 clusters Score: Raw -211886.829205 + Penalty 3489.056413 = -208397.772791 nChanged 11 SP:Iteration 5Q (20279.970000 sec): 3 clusters Score: Raw -211897.102686 + Penalty 3489.056413 = -208408.046272 nChanged 6 SP:Iteration 6Q (20280.120000 sec): 3 clusters Score: Raw -211901.103069 + Penalty 3489.056413 = -208412.046656 nChanged 4 SP:Iteration 7Q (20280.310000 sec): 3 clusters Score: Raw -211906.377270 + Penalty 3489.056413 = -208417.320857 nChanged 5 SP:Iteration 8Q (20280.460000 sec): 3 clusters Score: Raw -211910.702958 + Penalty 3489.056413 = -208421.646545 nChanged 2 SP:Iteration 9Q (20280.620000 sec): 3 clusters Score: Raw -211912.920679 + Penalty 3489.056413 = -208423.864266 nChanged 1 SP:Iteration 10Q (20280.810000 sec): 3 clusters Score: Raw -211914.201462 + Penalty 3489.056413 = -208425.145048 nChanged 2 SP:Iteration 11Q (20280.960000 sec): 3 clusters Score: Raw -211915.949603 + Penalty 3489.056413 = -208426.893190 nChanged 2 SP:Iteration 12Q (20281.120000 sec): 3 clusters Score: Raw -211917.264660 + Penalty 3489.056413 = -208428.208247 nChanged 1 SP:Iteration 13Q (20281.330000 sec): 3 clusters Score: Raw -211920.138028 + Penalty 3489.056413 = -208431.081615 nChanged 2 SP:Iteration 14Q (20281.510000 sec): 3 clusters Score: Raw -211921.066337 + Penalty 3489.056413 = -208432.009924 nChanged 1 SP:Iteration 15Q (20281.700000 sec): 3 clusters Score: Raw -211922.628018 + Penalty 3489.056413 = -208433.571605 nChanged 0 SP:Iteration 16F (20281.920000 sec): 3 clusters Score: Raw -211922.628018 + Penalty 3489.056413 = -208433.571605 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20282.040000 sec): 2 clusters Score: Raw -1059963.440774 + Penalty 2158.881024 = -1057804.559750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20282.250000 sec): 3 clusters Score: Raw -1056977.750999 + Penalty 4317.762048 = -1052659.988951 nChanged 2356 SP:Iteration 1F (20282.480000 sec): 3 clusters Score: Raw -1058444.515763 + Penalty 4317.762048 = -1054126.753715 nChanged 494 SP:Iteration 2F (20282.710000 sec): 3 clusters Score: Raw -1058873.195186 + Penalty 4317.762048 = -1054555.433138 nChanged 446 SP:Iteration 3F (20282.920000 sec): 3 clusters Score: Raw -1059359.389424 + Penalty 4317.762048 = -1055041.627376 nChanged 439 SP:Iteration 4F (20283.170000 sec): 3 clusters Score: Raw -1059852.134796 + Penalty 4317.762048 = -1055534.372747 nChanged 438 SP:Iteration 5F (20283.370000 sec): 3 clusters Score: Raw -1060318.474806 + Penalty 4317.762048 = -1056000.712758 nChanged 414 SP:Iteration 6F (20283.610000 sec): 3 clusters Score: Raw -1060693.631153 + Penalty 4317.762048 = -1056375.869105 nChanged 315 SP:Iteration 7F (20283.870000 sec): 3 clusters Score: Raw -1060922.178563 + Penalty 4317.762048 = -1056604.416515 nChanged 191 SP:Iteration 8Q (20284.060000 sec): 3 clusters Score: Raw -1061037.862438 + Penalty 4317.762048 = -1056720.100390 nChanged 113 SP:Iteration 9Q (20284.290000 sec): 3 clusters Score: Raw -1061083.462469 + Penalty 4317.762048 = -1056765.700421 nChanged 59 SP:Iteration 10Q (20284.490000 sec): 3 clusters Score: Raw -1061106.762497 + Penalty 4317.762048 = -1056789.000449 nChanged 42 SP:Iteration 11Q (20284.700000 sec): 3 clusters Score: Raw -1061121.991897 + Penalty 4317.762048 = -1056804.229849 nChanged 46 SP:Iteration 12Q (20284.890000 sec): 3 clusters Score: Raw -1061137.348683 + Penalty 4317.762048 = -1056819.586635 nChanged 35 SP:Iteration 13Q (20285.080000 sec): 3 clusters Score: Raw -1061148.209411 + Penalty 4317.762048 = -1056830.447363 nChanged 32 SP:Iteration 14Q (20285.310000 sec): 3 clusters Score: Raw -1061158.619099 + Penalty 4317.762048 = -1056840.857051 nChanged 30 SP:Iteration 15Q (20285.480000 sec): 3 clusters Score: Raw -1061166.423414 + Penalty 4317.762048 = -1056848.661366 nChanged 22 SP:Iteration 16Q (20285.720000 sec): 3 clusters Score: Raw -1061173.465724 + Penalty 4317.762048 = -1056855.703676 nChanged 20 SP:Iteration 17Q (20285.940000 sec): 3 clusters Score: Raw -1061180.064272 + Penalty 4317.762048 = -1056862.302224 nChanged 18 SP:Iteration 18Q (20286.210000 sec): 3 clusters Score: Raw -1061184.473103 + Penalty 4317.762048 = -1056866.711055 nChanged 11 SP:Iteration 19Q (20286.360000 sec): 3 clusters Score: Raw -1061186.773009 + Penalty 4317.762048 = -1056869.010960 nChanged 9 SP:Iteration 20F (20286.580000 sec): 3 clusters Score: Raw -1061189.065043 + Penalty 4317.762048 = -1056871.302995 nChanged 8 SP:Iteration 21Q (20286.850000 sec): 3 clusters Score: Raw -1061191.385064 + Penalty 4317.762048 = -1056873.623016 nChanged 4 SP:Iteration 22Q (20287.040000 sec): 3 clusters Score: Raw -1061192.609541 + Penalty 4317.762048 = -1056874.847492 nChanged 5 SP:Iteration 23Q (20287.260000 sec): 3 clusters Score: Raw -1061193.646381 + Penalty 4317.762048 = -1056875.884333 nChanged 3 SP:Iteration 24Q (20287.490000 sec): 3 clusters Score: Raw -1061194.142759 + Penalty 4317.762048 = -1056876.380711 nChanged 3 SP:Iteration 25Q (20287.710000 sec): 3 clusters Score: Raw -1061194.534453 + Penalty 4317.762048 = -1056876.772405 nChanged 6 SP:Iteration 26Q (20287.940000 sec): 3 clusters Score: Raw -1061195.917516 + Penalty 4317.762048 = -1056878.155467 nChanged 7 SP:Iteration 27Q (20288.100000 sec): 3 clusters Score: Raw -1061197.325363 + Penalty 4317.762048 = -1056879.563315 nChanged 5 SP:Iteration 28Q (20288.320000 sec): 3 clusters Score: Raw -1061198.334349 + Penalty 4317.762048 = -1056880.572301 nChanged 4 SP:Iteration 29Q (20288.500000 sec): 3 clusters Score: Raw -1061198.994480 + Penalty 4317.762048 = -1056881.232431 nChanged 4 SP:Iteration 30Q (20288.720000 sec): 3 clusters Score: Raw -1061199.756854 + Penalty 4317.762048 = -1056881.994806 nChanged 1 SP:Iteration 31Q (20288.870000 sec): 3 clusters Score: Raw -1061199.991047 + Penalty 4317.762048 = -1056882.228999 nChanged 0 SP:Iteration 32F (20289.080000 sec): 3 clusters Score: Raw -1061199.991047 + Penalty 4317.762048 = -1056882.228999 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20289.200000 sec): 2 clusters Score: Raw -28846.808061 + Penalty 1327.260817 = -27519.547244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20289.330000 sec): 3 clusters Score: Raw -29091.785259 + Penalty 2654.521634 = -26437.263625 nChanged 27 SP:Iteration 1F (20289.490000 sec): 3 clusters Score: Raw -29276.853624 + Penalty 2654.521634 = -26622.331990 nChanged 15 SP:Iteration 2F (20289.650000 sec): 3 clusters Score: Raw -29411.050360 + Penalty 2654.521634 = -26756.528726 nChanged 5 SP:Iteration 3Q (20289.810000 sec): 3 clusters Score: Raw -29429.245508 + Penalty 2654.521634 = -26774.723873 nChanged 2 SP:Iteration 4Q (20289.960000 sec): 3 clusters Score: Raw -29482.918174 + Penalty 2654.521634 = -26828.396540 nChanged 2 SP:Iteration 5Q (20290.140000 sec): 3 clusters Score: Raw -29488.406710 + Penalty 2654.521634 = -26833.885076 nChanged 0 SP:Iteration 6F (20290.320000 sec): 3 clusters Score: Raw -29488.406710 + Penalty 2654.521634 = -26833.885076 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20290.470000 sec): 2 clusters Score: Raw -34038.059438 + Penalty 1397.427822 = -32640.631617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20290.610000 sec): 3 clusters Score: Raw -34214.143889 + Penalty 2794.855643 = -31419.288246 nChanged 37 SP:Iteration 1F (20290.780000 sec): 3 clusters Score: Raw -34328.939643 + Penalty 2794.855643 = -31534.084000 nChanged 9 SP:Iteration 2Q (20290.990000 sec): 3 clusters Score: Raw -34360.332811 + Penalty 2794.855643 = -31565.477168 nChanged 5 SP:Iteration 3Q (20291.130000 sec): 3 clusters Score: Raw -34379.832872 + Penalty 2794.855643 = -31584.977229 nChanged 4 SP:Iteration 4Q (20291.330000 sec): 3 clusters Score: Raw -34392.022036 + Penalty 2794.855643 = -31597.166393 nChanged 4 SP:Iteration 5Q (20291.450000 sec): 3 clusters Score: Raw -34405.877954 + Penalty 2794.855643 = -31611.022311 nChanged 2 SP:Iteration 6Q (20291.630000 sec): 3 clusters Score: Raw -34420.532844 + Penalty 2794.855643 = -31625.677201 nChanged 4 SP:Iteration 7Q (20291.790000 sec): 3 clusters Score: Raw -34432.105553 + Penalty 2794.855643 = -31637.249910 nChanged 1 SP:Iteration 8Q (20291.970000 sec): 3 clusters Score: Raw -34445.129353 + Penalty 2794.855643 = -31650.273709 nChanged 2 SP:Iteration 9Q (20292.130000 sec): 3 clusters Score: Raw -34452.653817 + Penalty 2794.855643 = -31657.798173 nChanged 2 SP:Iteration 10Q (20292.330000 sec): 3 clusters Score: Raw -34458.189149 + Penalty 2794.855643 = -31663.333506 nChanged 0 SP:Iteration 11F (20292.590000 sec): 3 clusters Score: Raw -34458.189149 + Penalty 2794.855643 = -31663.333506 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20292.830000 sec): 2 clusters Score: Raw -5496710.225305 + Penalty 2544.707468 = -5494165.517836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20293.210000 sec): 3 clusters Score: Raw -5479680.601985 + Penalty 5089.414937 = -5474591.187048 nChanged 12869 SP:Iteration 1F (20293.620000 sec): 3 clusters Score: Raw -5486709.362347 + Penalty 5089.414937 = -5481619.947411 nChanged 1423 SP:Iteration 2Q (20294.040000 sec): 3 clusters Score: Raw -5487238.837978 + Penalty 5089.414937 = -5482149.423041 nChanged 1289 SP:Iteration 3Q (20294.410000 sec): 3 clusters Score: Raw -5487762.578260 + Penalty 5089.414937 = -5482673.163324 nChanged 1386 SP:Iteration 4Q (20294.740000 sec): 3 clusters Score: Raw -5488393.769881 + Penalty 5089.414937 = -5483304.354944 nChanged 1540 SP:Iteration 5F (20295.060000 sec): 3 clusters Score: Raw -5489225.524256 + Penalty 5089.414937 = -5484136.109319 nChanged 1717 SP:Iteration 6F (20295.410000 sec): 3 clusters Score: Raw -5490323.274663 + Penalty 5089.414937 = -5485233.859726 nChanged 1874 SP:Iteration 7F (20295.750000 sec): 3 clusters Score: Raw -5491702.751910 + Penalty 5089.414937 = -5486613.336973 nChanged 1845 SP:Iteration 8F (20296.070000 sec): 3 clusters Score: Raw -5493208.436146 + Penalty 5089.414937 = -5488119.021209 nChanged 1586 SP:Iteration 9F (20296.330000 sec): 3 clusters Score: Raw -5494574.064580 + Penalty 5089.414937 = -5489484.649644 nChanged 1138 SP:Iteration 10Q (20296.670000 sec): 3 clusters Score: Raw -5495563.462290 + Penalty 5089.414937 = -5490474.047353 nChanged 691 SP:Iteration 11Q (20296.990000 sec): 3 clusters Score: Raw -5496205.590478 + Penalty 5089.414937 = -5491116.175541 nChanged 424 SP:Iteration 12Q (20297.330000 sec): 3 clusters Score: Raw -5496586.620949 + Penalty 5089.414937 = -5491497.206012 nChanged 211 SP:Iteration 13Q (20297.620000 sec): 3 clusters Score: Raw -5496783.542555 + Penalty 5089.414937 = -5491694.127618 nChanged 129 SP:Iteration 14Q (20297.930000 sec): 3 clusters Score: Raw -5496904.594273 + Penalty 5089.414937 = -5491815.179336 nChanged 55 SP:Iteration 15Q (20298.220000 sec): 3 clusters Score: Raw -5496949.240022 + Penalty 5089.414937 = -5491859.825085 nChanged 24 SP:Iteration 16Q (20298.490000 sec): 3 clusters Score: Raw -5496969.205966 + Penalty 5089.414937 = -5491879.791029 nChanged 19 SP:Iteration 17Q (20298.750000 sec): 3 clusters Score: Raw -5496983.770954 + Penalty 5089.414937 = -5491894.356017 nChanged 9 SP:Iteration 18Q (20299.050000 sec): 3 clusters Score: Raw -5496990.402993 + Penalty 5089.414937 = -5491900.988056 nChanged 6 SP:Iteration 19Q (20299.350000 sec): 3 clusters Score: Raw -5496994.281998 + Penalty 5089.414937 = -5491904.867061 nChanged 6 SP:Iteration 20F (20299.690000 sec): 3 clusters Score: Raw -5496999.286809 + Penalty 5089.414937 = -5491909.871872 nChanged 3 SP:Iteration 21Q (20299.980000 sec): 3 clusters Score: Raw -5497001.876306 + Penalty 5089.414937 = -5491912.461369 nChanged 2 SP:Iteration 22Q (20300.230000 sec): 3 clusters Score: Raw -5497003.586950 + Penalty 5089.414937 = -5491914.172013 nChanged 3 SP:Iteration 23Q (20300.560000 sec): 3 clusters Score: Raw -5497005.660046 + Penalty 5089.414937 = -5491916.245109 nChanged 1 SP:Iteration 24Q (20300.860000 sec): 3 clusters Score: Raw -5497006.036315 + Penalty 5089.414937 = -5491916.621378 nChanged 1 SP:Iteration 25Q (20301.130000 sec): 3 clusters Score: Raw -5497006.422637 + Penalty 5089.414937 = -5491917.007701 nChanged 2 SP:Iteration 26Q (20301.420000 sec): 3 clusters Score: Raw -5497007.629288 + Penalty 5089.414937 = -5491918.214351 nChanged 2 SP:Iteration 27Q (20301.680000 sec): 3 clusters Score: Raw -5497009.564279 + Penalty 5089.414937 = -5491920.149342 nChanged 2 SP:Iteration 28Q (20301.910000 sec): 3 clusters Score: Raw -5497011.567470 + Penalty 5089.414937 = -5491922.152533 nChanged 1 SP:Iteration 29Q (20302.240000 sec): 3 clusters Score: Raw -5497012.780118 + Penalty 5089.414937 = -5491923.365182 nChanged 0 SP:Iteration 30F (20302.530000 sec): 3 clusters Score: Raw -5497012.780118 + Penalty 5089.414937 = -5491923.365182 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20302.650000 sec): 2 clusters Score: Raw -71664.949962 + Penalty 1539.230830 = -70125.719132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20302.820000 sec): 3 clusters Score: Raw -71753.571452 + Penalty 3078.461660 = -68675.109793 nChanged 92 SP:Iteration 1F (20302.980000 sec): 3 clusters Score: Raw -71961.423535 + Penalty 3078.461660 = -68882.961876 nChanged 26 SP:Iteration 2F (20303.170000 sec): 3 clusters Score: Raw -72024.443099 + Penalty 3078.461660 = -68945.981440 nChanged 10 SP:Iteration 3Q (20303.360000 sec): 3 clusters Score: Raw -72053.607255 + Penalty 3078.461660 = -68975.145596 nChanged 8 SP:Iteration 4Q (20303.540000 sec): 3 clusters Score: Raw -72079.834408 + Penalty 3078.461660 = -69001.372748 nChanged 6 SP:Iteration 5Q (20303.710000 sec): 3 clusters Score: Raw -72089.206422 + Penalty 3078.461660 = -69010.744762 nChanged 7 SP:Iteration 6Q (20303.920000 sec): 3 clusters Score: Raw -72101.324742 + Penalty 3078.461660 = -69022.863082 nChanged 1 SP:Iteration 7Q (20304.100000 sec): 3 clusters Score: Raw -72102.534075 + Penalty 3078.461660 = -69024.072415 nChanged 0 SP:Iteration 8F (20304.260000 sec): 3 clusters Score: Raw -72102.534075 + Penalty 3078.461660 = -69024.072415 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20304.350000 sec): 2 clusters Score: Raw -37721.216124 + Penalty 1417.005736 = -36304.210389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20304.500000 sec): 3 clusters Score: Raw -38030.254810 + Penalty 2834.011472 = -35196.243338 nChanged 69 SP:Iteration 1F (20304.690000 sec): 3 clusters Score: Raw -38229.198042 + Penalty 2834.011472 = -35395.186571 nChanged 27 SP:Iteration 2F (20304.890000 sec): 3 clusters Score: Raw -38393.139891 + Penalty 2834.011472 = -35559.128420 nChanged 16 SP:Iteration 3F (20305.060000 sec): 3 clusters Score: Raw -38474.622738 + Penalty 2834.011472 = -35640.611266 nChanged 8 SP:Iteration 4Q (20305.230000 sec): 3 clusters Score: Raw -38530.275319 + Penalty 2834.011472 = -35696.263848 nChanged 5 SP:Iteration 5Q (20305.370000 sec): 3 clusters Score: Raw -38549.963467 + Penalty 2834.011472 = -35715.951996 nChanged 3 SP:Iteration 6Q (20305.550000 sec): 3 clusters Score: Raw -38560.898456 + Penalty 2834.011472 = -35726.886985 nChanged 2 SP:Iteration 7Q (20305.710000 sec): 3 clusters Score: Raw -38570.356018 + Penalty 2834.011472 = -35736.344547 nChanged 3 SP:Iteration 8Q (20305.890000 sec): 3 clusters Score: Raw -38585.984687 + Penalty 2834.011472 = -35751.973215 nChanged 1 SP:Iteration 9Q (20306.050000 sec): 3 clusters Score: Raw -38592.488722 + Penalty 2834.011472 = -35758.477251 nChanged 0 SP:Iteration 10F (20306.260000 sec): 3 clusters Score: Raw -38592.488722 + Penalty 2834.011472 = -35758.477251 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20309.510000 sec): 2 clusters Score: Raw -131252909.849077 + Penalty 3340.270139 = -131249569.578938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20313.550000 sec): 3 clusters Score: Raw -130776595.756288 + Penalty 6680.540278 = -130769915.216011 nChanged 346891 SP:Iteration 1F (20317.290000 sec): 3 clusters Score: Raw -130986650.846856 + Penalty 6680.540278 = -130979970.306578 nChanged 15795 SP:Iteration 2Q (20321.190000 sec): 3 clusters Score: Raw -130989610.161943 + Penalty 6680.540278 = -130982929.621665 nChanged 18527 SP:Iteration 3Q (20325.040000 sec): 3 clusters Score: Raw -130993924.069744 + Penalty 6680.540278 = -130987243.529466 nChanged 22196 SP:Iteration 4Q (20329.040000 sec): 3 clusters Score: Raw -131000469.366131 + Penalty 6680.540278 = -130993788.825853 nChanged 27935 SP:Iteration 5Q (20333.080000 sec): 3 clusters Score: Raw -131011088.776080 + Penalty 6680.540278 = -131004408.235802 nChanged 35013 SP:Iteration 6Q (20337.110000 sec): 3 clusters Score: Raw -131027977.659177 + Penalty 6680.540278 = -131021297.118899 nChanged 43136 SP:Iteration 7F (20340.770000 sec): 3 clusters Score: Raw -131053399.605741 + Penalty 6680.540278 = -131046719.065463 nChanged 49078 SP:Iteration 8F (20344.500000 sec): 3 clusters Score: Raw -131087439.080269 + Penalty 6680.540278 = -131080758.539991 nChanged 51593 SP:Iteration 9F (20348.020000 sec): 3 clusters Score: Raw -131127548.739032 + Penalty 6680.540278 = -131120868.198754 nChanged 48318 SP:Iteration 10F (20351.570000 sec): 3 clusters Score: Raw -131168277.759681 + Penalty 6680.540278 = -131161597.219403 nChanged 40187 SP:Iteration 11F (20355.090000 sec): 3 clusters Score: Raw -131203377.994946 + Penalty 6680.540278 = -131196697.454668 nChanged 28563 SP:Iteration 12Q (20358.680000 sec): 3 clusters Score: Raw -131228380.597024 + Penalty 6680.540278 = -131221700.056746 nChanged 16772 SP:Iteration 13Q (20361.970000 sec): 3 clusters Score: Raw -131242629.253285 + Penalty 6680.540278 = -131235948.713008 nChanged 8015 SP:Iteration 14Q (20365.130000 sec): 3 clusters Score: Raw -131249101.697916 + Penalty 6680.540278 = -131242421.157638 nChanged 3232 SP:Iteration 15Q (20368.230000 sec): 3 clusters Score: Raw -131251603.016703 + Penalty 6680.540278 = -131244922.476425 nChanged 1152 SP:Iteration 16Q (20371.320000 sec): 3 clusters Score: Raw -131252499.583658 + Penalty 6680.540278 = -131245819.043380 nChanged 409 SP:Iteration 17Q (20374.280000 sec): 3 clusters Score: Raw -131252842.145891 + Penalty 6680.540278 = -131246161.605613 nChanged 169 SP:Iteration 18Q (20377.350000 sec): 3 clusters Score: Raw -131253002.498041 + Penalty 6680.540278 = -131246321.957763 nChanged 80 SP:Iteration 19Q (20380.410000 sec): 3 clusters Score: Raw -131253086.871355 + Penalty 6680.540278 = -131246406.331077 nChanged 50 SP:Iteration 20F (20384.140000 sec): 3 clusters Score: Raw -131253135.757916 + Penalty 6680.540278 = -131246455.217638 nChanged 34 SP:Iteration 21Q (20387.130000 sec): 3 clusters Score: Raw -131253166.977230 + Penalty 6680.540278 = -131246486.436952 nChanged 18 SP:Iteration 22Q (20389.880000 sec): 3 clusters Score: Raw -131253188.678287 + Penalty 6680.540278 = -131246508.138009 nChanged 19 SP:Iteration 23Q (20392.930000 sec): 3 clusters Score: Raw -131253209.537018 + Penalty 6680.540278 = -131246528.996740 nChanged 18 SP:Iteration 24Q (20396.290000 sec): 3 clusters Score: Raw -131253228.627640 + Penalty 6680.540278 = -131246548.087362 nChanged 10 SP:Iteration 25Q (20399.450000 sec): 3 clusters Score: Raw -131253243.905737 + Penalty 6680.540278 = -131246563.365459 nChanged 14 SP:Iteration 26Q (20402.560000 sec): 3 clusters Score: Raw -131253262.194494 + Penalty 6680.540278 = -131246581.654216 nChanged 8 SP:Iteration 27Q (20405.910000 sec): 3 clusters Score: Raw -131253269.550720 + Penalty 6680.540278 = -131246589.010442 nChanged 5 SP:Iteration 28Q (20408.810000 sec): 3 clusters Score: Raw -131253273.433451 + Penalty 6680.540278 = -131246592.893173 nChanged 2 SP:Iteration 29Q (20411.920000 sec): 3 clusters Score: Raw -131253276.514961 + Penalty 6680.540278 = -131246595.974684 nChanged 4 SP:Iteration 30Q (20414.940000 sec): 3 clusters Score: Raw -131253280.495835 + Penalty 6680.540278 = -131246599.955557 nChanged 3 SP:Iteration 31Q (20418.130000 sec): 3 clusters Score: Raw -131253284.435491 + Penalty 6680.540278 = -131246603.895213 nChanged 1 SP:Iteration 32Q (20421.030000 sec): 3 clusters Score: Raw -131253284.632247 + Penalty 6680.540278 = -131246604.091969 nChanged 1 SP:Iteration 33Q (20424.350000 sec): 3 clusters Score: Raw -131253285.347283 + Penalty 6680.540278 = -131246604.807005 nChanged 1 SP:Iteration 34Q (20427.200000 sec): 3 clusters Score: Raw -131253286.155501 + Penalty 6680.540278 = -131246605.615223 nChanged 0 SP:Iteration 35F (20430.870000 sec): 3 clusters Score: Raw -131253286.155501 + Penalty 6680.540278 = -131246605.615223 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20431.320000 sec): 2 clusters Score: Raw -95752.514623 + Penalty 1572.409107 = -94180.105516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20431.480000 sec): 3 clusters Score: Raw -95761.640242 + Penalty 3144.818215 = -92616.822028 nChanged 127 SP:Iteration 1F (20431.700000 sec): 3 clusters Score: Raw -96094.365738 + Penalty 3144.818215 = -92949.547523 nChanged 46 SP:Iteration 2F (20431.900000 sec): 3 clusters Score: Raw -96205.398729 + Penalty 3144.818215 = -93060.580515 nChanged 15 SP:Iteration 3Q (20432.030000 sec): 3 clusters Score: Raw -96246.808561 + Penalty 3144.818215 = -93101.990346 nChanged 15 SP:Iteration 4Q (20432.290000 sec): 3 clusters Score: Raw -96310.852415 + Penalty 3144.818215 = -93166.034201 nChanged 9 SP:Iteration 5Q (20432.460000 sec): 3 clusters Score: Raw -96354.351857 + Penalty 3144.818215 = -93209.533643 nChanged 8 SP:Iteration 6Q (20432.670000 sec): 3 clusters Score: Raw -96379.640364 + Penalty 3144.818215 = -93234.822149 nChanged 2 SP:Iteration 7Q (20432.890000 sec): 3 clusters Score: Raw -96384.028202 + Penalty 3144.818215 = -93239.209987 nChanged 3 SP:Iteration 8Q (20433.110000 sec): 3 clusters Score: Raw -96394.476611 + Penalty 3144.818215 = -93249.658396 nChanged 5 SP:Iteration 9Q (20433.320000 sec): 3 clusters Score: Raw -96403.475423 + Penalty 3144.818215 = -93258.657209 nChanged 2 SP:Iteration 10Q (20433.540000 sec): 3 clusters Score: Raw -96419.951589 + Penalty 3144.818215 = -93275.133374 nChanged 5 SP:Iteration 11Q (20433.730000 sec): 3 clusters Score: Raw -96439.378930 + Penalty 3144.818215 = -93294.560716 nChanged 5 SP:Iteration 12Q (20433.940000 sec): 3 clusters Score: Raw -96451.971595 + Penalty 3144.818215 = -93307.153381 nChanged 6 SP:Iteration 13Q (20434.110000 sec): 3 clusters Score: Raw -96469.885063 + Penalty 3144.818215 = -93325.066849 nChanged 6 SP:Iteration 14Q (20434.310000 sec): 3 clusters Score: Raw -96490.910127 + Penalty 3144.818215 = -93346.091912 nChanged 9 SP:Iteration 15Q (20434.500000 sec): 3 clusters Score: Raw -96526.915461 + Penalty 3144.818215 = -93382.097246 nChanged 3 SP:Iteration 16Q (20434.670000 sec): 3 clusters Score: Raw -96540.691721 + Penalty 3144.818215 = -93395.873507 nChanged 3 SP:Iteration 17Q (20434.890000 sec): 3 clusters Score: Raw -96546.458064 + Penalty 3144.818215 = -93401.639849 nChanged 2 SP:Iteration 18Q (20435.100000 sec): 3 clusters Score: Raw -96548.664127 + Penalty 3144.818215 = -93403.845912 nChanged 3 SP:Iteration 19Q (20435.310000 sec): 3 clusters Score: Raw -96553.533306 + Penalty 3144.818215 = -93408.715091 nChanged 2 SP:Iteration 20F (20435.510000 sec): 3 clusters Score: Raw -96563.186867 + Penalty 3144.818215 = -93418.368652 nChanged 3 SP:Iteration 21Q (20435.670000 sec): 3 clusters Score: Raw -96569.174701 + Penalty 3144.818215 = -93424.356486 nChanged 3 SP:Iteration 22Q (20435.840000 sec): 3 clusters Score: Raw -96584.084934 + Penalty 3144.818215 = -93439.266719 nChanged 8 SP:Iteration 23Q (20436.000000 sec): 3 clusters Score: Raw -96608.495688 + Penalty 3144.818215 = -93463.677473 nChanged 13 SP:Iteration 24Q (20436.200000 sec): 3 clusters Score: Raw -96649.127233 + Penalty 3144.818215 = -93504.309018 nChanged 6 SP:Iteration 25Q (20436.360000 sec): 3 clusters Score: Raw -96672.046215 + Penalty 3144.818215 = -93527.228001 nChanged 2 SP:Iteration 26Q (20436.550000 sec): 3 clusters Score: Raw -96676.910908 + Penalty 3144.818215 = -93532.092694 nChanged 3 SP:Iteration 27Q (20436.760000 sec): 3 clusters Score: Raw -96686.171635 + Penalty 3144.818215 = -93541.353421 nChanged 3 SP:Iteration 28Q (20436.910000 sec): 3 clusters Score: Raw -96695.716282 + Penalty 3144.818215 = -93550.898068 nChanged 2 SP:Iteration 29Q (20437.050000 sec): 3 clusters Score: Raw -96701.575946 + Penalty 3144.818215 = -93556.757731 nChanged 2 SP:Iteration 30Q (20437.180000 sec): 3 clusters Score: Raw -96709.861758 + Penalty 3144.818215 = -93565.043543 nChanged 5 SP:Iteration 31Q (20437.410000 sec): 3 clusters Score: Raw -96726.346218 + Penalty 3144.818215 = -93581.528003 nChanged 5 SP:Iteration 32Q (20437.590000 sec): 3 clusters Score: Raw -96743.481815 + Penalty 3144.818215 = -93598.663600 nChanged 9 SP:Iteration 33Q (20437.760000 sec): 3 clusters Score: Raw -96765.283473 + Penalty 3144.818215 = -93620.465258 nChanged 11 SP:Iteration 34Q (20437.940000 sec): 3 clusters Score: Raw -96806.995308 + Penalty 3144.818215 = -93662.177093 nChanged 7 SP:Iteration 35Q (20438.120000 sec): 3 clusters Score: Raw -96841.666993 + Penalty 3144.818215 = -93696.848778 nChanged 10 SP:Iteration 36Q (20438.330000 sec): 3 clusters Score: Raw -96896.109601 + Penalty 3144.818215 = -93751.291387 nChanged 9 SP:Iteration 37Q (20438.470000 sec): 3 clusters Score: Raw -96938.082251 + Penalty 3144.818215 = -93793.264036 nChanged 7 SP:Iteration 38Q (20438.680000 sec): 3 clusters Score: Raw -96974.251115 + Penalty 3144.818215 = -93829.432900 nChanged 4 SP:Iteration 39Q (20438.920000 sec): 3 clusters Score: Raw -97000.262229 + Penalty 3144.818215 = -93855.444014 nChanged 5 SP:Iteration 40F (20439.160000 sec): 3 clusters Score: Raw -97027.220950 + Penalty 3144.818215 = -93882.402736 nChanged 4 SP:Iteration 41Q (20439.340000 sec): 3 clusters Score: Raw -97045.261904 + Penalty 3144.818215 = -93900.443689 nChanged 7 SP:Iteration 42Q (20439.510000 sec): 3 clusters Score: Raw -97082.593039 + Penalty 3144.818215 = -93937.774824 nChanged 5 SP:Iteration 43Q (20439.720000 sec): 3 clusters Score: Raw -97105.846345 + Penalty 3144.818215 = -93961.028130 nChanged 2 SP:Iteration 44Q (20439.860000 sec): 3 clusters Score: Raw -97111.135218 + Penalty 3144.818215 = -93966.317003 nChanged 2 SP:Iteration 45Q (20440.090000 sec): 3 clusters Score: Raw -97115.764875 + Penalty 3144.818215 = -93970.946660 nChanged 1 SP:Iteration 46Q (20440.230000 sec): 3 clusters Score: Raw -97116.563904 + Penalty 3144.818215 = -93971.745689 nChanged 1 SP:Iteration 47Q (20440.450000 sec): 3 clusters Score: Raw -97117.797647 + Penalty 3144.818215 = -93972.979432 nChanged 0 SP:Iteration 48F (20440.610000 sec): 3 clusters Score: Raw -97117.797647 + Penalty 3144.818215 = -93972.979432 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20440.700000 sec): 2 clusters Score: Raw -19365.919601 + Penalty 1209.048936 = -18156.870665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20440.910000 sec): 3 clusters Score: Raw -19680.103224 + Penalty 2418.097872 = -17262.005352 nChanged 7 SP:Iteration 1F (20441.060000 sec): 3 clusters Score: Raw -19720.890582 + Penalty 2418.097872 = -17302.792710 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20441.170000 sec): 2 clusters Score: Raw -21363.544471 + Penalty 1223.749535 = -20139.794936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20441.370000 sec): 3 clusters Score: Raw -21617.750785 + Penalty 2447.499071 = -19170.251715 nChanged 7 SP:Iteration 1F (20441.560000 sec): 3 clusters Score: Raw -21695.136451 + Penalty 2447.499071 = -19247.637380 nChanged 1 SP:Iteration 2Q (20441.760000 sec): 3 clusters Score: Raw -21720.923173 + Penalty 2447.499071 = -19273.424103 nChanged 0 SP:Iteration 3F (20441.920000 sec): 3 clusters Score: Raw -21720.923173 + Penalty 2447.499071 = -19273.424103 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20442.150000 sec): 2 clusters Score: Raw -3316797.849322 + Penalty 2428.318243 = -3314369.531079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20442.420000 sec): 3 clusters Score: Raw -3306550.542862 + Penalty 4856.636487 = -3301693.906375 nChanged 7801 SP:Iteration 1F (20442.670000 sec): 3 clusters Score: Raw -3310639.454869 + Penalty 4856.636487 = -3305782.818383 nChanged 1009 SP:Iteration 2F (20443.000000 sec): 3 clusters Score: Raw -3311015.311495 + Penalty 4856.636487 = -3306158.675008 nChanged 825 SP:Iteration 3Q (20443.320000 sec): 3 clusters Score: Raw -3311299.257792 + Penalty 4856.636487 = -3306442.621305 nChanged 698 SP:Iteration 4Q (20443.580000 sec): 3 clusters Score: Raw -3311526.001988 + Penalty 4856.636487 = -3306669.365501 nChanged 625 SP:Iteration 5Q (20443.840000 sec): 3 clusters Score: Raw -3311725.293562 + Penalty 4856.636487 = -3306868.657075 nChanged 623 SP:Iteration 6Q (20444.160000 sec): 3 clusters Score: Raw -3311934.869213 + Penalty 4856.636487 = -3307078.232726 nChanged 607 SP:Iteration 7Q (20444.410000 sec): 3 clusters Score: Raw -3312146.158597 + Penalty 4856.636487 = -3307289.522110 nChanged 619 SP:Iteration 8Q (20444.720000 sec): 3 clusters Score: Raw -3312390.831401 + Penalty 4856.636487 = -3307534.194914 nChanged 693 SP:Iteration 9Q (20445.040000 sec): 3 clusters Score: Raw -3312735.534778 + Penalty 4856.636487 = -3307878.898291 nChanged 882 SP:Iteration 10Q (20445.270000 sec): 3 clusters Score: Raw -3313271.815732 + Penalty 4856.636487 = -3308415.179246 nChanged 1044 SP:Iteration 11F (20445.540000 sec): 3 clusters Score: Raw -3313976.332066 + Penalty 4856.636487 = -3309119.695579 nChanged 970 SP:Iteration 12F (20445.820000 sec): 3 clusters Score: Raw -3314678.291110 + Penalty 4856.636487 = -3309821.654624 nChanged 857 SP:Iteration 13Q (20446.140000 sec): 3 clusters Score: Raw -3315331.059341 + Penalty 4856.636487 = -3310474.422855 nChanged 753 SP:Iteration 14Q (20446.380000 sec): 3 clusters Score: Raw -3315934.373218 + Penalty 4856.636487 = -3311077.736731 nChanged 553 SP:Iteration 15Q (20446.670000 sec): 3 clusters Score: Raw -3316372.391595 + Penalty 4856.636487 = -3311515.755108 nChanged 373 SP:Iteration 16Q (20446.970000 sec): 3 clusters Score: Raw -3316678.668697 + Penalty 4856.636487 = -3311822.032210 nChanged 270 SP:Iteration 17Q (20447.270000 sec): 3 clusters Score: Raw -3316895.360074 + Penalty 4856.636487 = -3312038.723588 nChanged 161 SP:Iteration 18Q (20447.570000 sec): 3 clusters Score: Raw -3317018.462566 + Penalty 4856.636487 = -3312161.826079 nChanged 99 SP:Iteration 19Q (20447.870000 sec): 3 clusters Score: Raw -3317093.205317 + Penalty 4856.636487 = -3312236.568830 nChanged 73 SP:Iteration 20F (20448.170000 sec): 3 clusters Score: Raw -3317150.533659 + Penalty 4856.636487 = -3312293.897172 nChanged 47 SP:Iteration 21Q (20448.480000 sec): 3 clusters Score: Raw -3317187.896483 + Penalty 4856.636487 = -3312331.259996 nChanged 35 SP:Iteration 22Q (20448.740000 sec): 3 clusters Score: Raw -3317211.512687 + Penalty 4856.636487 = -3312354.876201 nChanged 23 SP:Iteration 23Q (20449.040000 sec): 3 clusters Score: Raw -3317227.840676 + Penalty 4856.636487 = -3312371.204190 nChanged 19 SP:Iteration 24Q (20449.300000 sec): 3 clusters Score: Raw -3317238.425441 + Penalty 4856.636487 = -3312381.788954 nChanged 20 SP:Iteration 25Q (20449.540000 sec): 3 clusters Score: Raw -3317252.199565 + Penalty 4856.636487 = -3312395.563078 nChanged 10 SP:Iteration 26Q (20449.810000 sec): 3 clusters Score: Raw -3317257.192705 + Penalty 4856.636487 = -3312400.556218 nChanged 5 SP:Iteration 27Q (20450.100000 sec): 3 clusters Score: Raw -3317263.274764 + Penalty 4856.636487 = -3312406.638277 nChanged 10 SP:Iteration 28Q (20450.380000 sec): 3 clusters Score: Raw -3317267.810176 + Penalty 4856.636487 = -3312411.173689 nChanged 4 SP:Iteration 29Q (20450.660000 sec): 3 clusters Score: Raw -3317269.218706 + Penalty 4856.636487 = -3312412.582219 nChanged 1 SP:Iteration 30Q (20450.950000 sec): 3 clusters Score: Raw -3317269.751007 + Penalty 4856.636487 = -3312413.114521 nChanged 0 SP:Iteration 31F (20451.260000 sec): 3 clusters Score: Raw -3317269.751007 + Penalty 4856.636487 = -3312413.114521 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20451.370000 sec): 2 clusters Score: Raw -223356.964018 + Penalty 1760.192115 = -221596.771903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20451.550000 sec): 3 clusters Score: Raw -223052.954148 + Penalty 3520.384230 = -219532.569919 nChanged 305 SP:Iteration 1F (20451.730000 sec): 3 clusters Score: Raw -223355.460202 + Penalty 3520.384230 = -219835.075972 nChanged 76 SP:Iteration 2F (20451.920000 sec): 3 clusters Score: Raw -223465.574390 + Penalty 3520.384230 = -219945.190160 nChanged 52 SP:Iteration 3Q (20452.120000 sec): 3 clusters Score: Raw -223555.815382 + Penalty 3520.384230 = -220035.431152 nChanged 41 SP:Iteration 4Q (20452.320000 sec): 3 clusters Score: Raw -223615.441150 + Penalty 3520.384230 = -220095.056920 nChanged 32 SP:Iteration 5Q (20452.470000 sec): 3 clusters Score: Raw -223664.931862 + Penalty 3520.384230 = -220144.547632 nChanged 23 SP:Iteration 6Q (20452.660000 sec): 3 clusters Score: Raw -223699.300116 + Penalty 3520.384230 = -220178.915886 nChanged 20 SP:Iteration 7Q (20452.890000 sec): 3 clusters Score: Raw -223723.913468 + Penalty 3520.384230 = -220203.529238 nChanged 13 SP:Iteration 8Q (20453.060000 sec): 3 clusters Score: Raw -223740.931674 + Penalty 3520.384230 = -220220.547444 nChanged 10 SP:Iteration 9Q (20453.220000 sec): 3 clusters Score: Raw -223750.738611 + Penalty 3520.384230 = -220230.354381 nChanged 7 SP:Iteration 10Q (20453.450000 sec): 3 clusters Score: Raw -223760.641332 + Penalty 3520.384230 = -220240.257102 nChanged 5 SP:Iteration 11Q (20453.660000 sec): 3 clusters Score: Raw -223767.809478 + Penalty 3520.384230 = -220247.425248 nChanged 8 SP:Iteration 12Q (20453.930000 sec): 3 clusters Score: Raw -223775.664949 + Penalty 3520.384230 = -220255.280719 nChanged 6 SP:Iteration 13Q (20454.090000 sec): 3 clusters Score: Raw -223787.627117 + Penalty 3520.384230 = -220267.242887 nChanged 13 SP:Iteration 14Q (20454.290000 sec): 3 clusters Score: Raw -223802.654489 + Penalty 3520.384230 = -220282.270259 nChanged 10 SP:Iteration 15Q (20454.440000 sec): 3 clusters Score: Raw -223815.273611 + Penalty 3520.384230 = -220294.889381 nChanged 9 SP:Iteration 16Q (20454.660000 sec): 3 clusters Score: Raw -223830.444862 + Penalty 3520.384230 = -220310.060632 nChanged 13 SP:Iteration 17Q (20454.800000 sec): 3 clusters Score: Raw -223850.989507 + Penalty 3520.384230 = -220330.605277 nChanged 7 SP:Iteration 18Q (20455.050000 sec): 3 clusters Score: Raw -223859.050275 + Penalty 3520.384230 = -220338.666045 nChanged 6 SP:Iteration 19Q (20455.180000 sec): 3 clusters Score: Raw -223866.494738 + Penalty 3520.384230 = -220346.110508 nChanged 6 SP:Iteration 20F (20455.380000 sec): 3 clusters Score: Raw -223871.154696 + Penalty 3520.384230 = -220350.770466 nChanged 2 SP:Iteration 21Q (20455.610000 sec): 3 clusters Score: Raw -223873.076459 + Penalty 3520.384230 = -220352.692229 nChanged 2 SP:Iteration 22Q (20455.820000 sec): 3 clusters Score: Raw -223875.103668 + Penalty 3520.384230 = -220354.719438 nChanged 1 SP:Iteration 23Q (20456.030000 sec): 3 clusters Score: Raw -223876.703311 + Penalty 3520.384230 = -220356.319081 nChanged 3 SP:Iteration 24Q (20456.200000 sec): 3 clusters Score: Raw -223879.510060 + Penalty 3520.384230 = -220359.125830 nChanged 3 SP:Iteration 25Q (20456.420000 sec): 3 clusters Score: Raw -223882.478606 + Penalty 3520.384230 = -220362.094376 nChanged 1 SP:Iteration 26Q (20456.590000 sec): 3 clusters Score: Raw -223885.166410 + Penalty 3520.384230 = -220364.782180 nChanged 1 SP:Iteration 27Q (20456.780000 sec): 3 clusters Score: Raw -223886.586082 + Penalty 3520.384230 = -220366.201852 nChanged 0 SP:Iteration 28F (20457.000000 sec): 3 clusters Score: Raw -223886.586082 + Penalty 3520.384230 = -220366.201852 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20457.200000 sec): 2 clusters Score: Raw -4361326.230165 + Penalty 2510.549923 = -4358815.680242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20457.560000 sec): 3 clusters Score: Raw -4346406.401246 + Penalty 5021.099846 = -4341385.301400 nChanged 11334 SP:Iteration 1F (20457.940000 sec): 3 clusters Score: Raw -4352744.393980 + Penalty 5021.099846 = -4347723.294134 nChanged 1348 SP:Iteration 2F (20458.270000 sec): 3 clusters Score: Raw -4353294.687807 + Penalty 5021.099846 = -4348273.587961 nChanged 1281 SP:Iteration 3F (20458.570000 sec): 3 clusters Score: Raw -4353832.613375 + Penalty 5021.099846 = -4348811.513529 nChanged 1173 SP:Iteration 4Q (20458.900000 sec): 3 clusters Score: Raw -4354369.384264 + Penalty 5021.099846 = -4349348.284418 nChanged 1192 SP:Iteration 5Q (20459.200000 sec): 3 clusters Score: Raw -4354918.948221 + Penalty 5021.099846 = -4349897.848375 nChanged 1171 SP:Iteration 6Q (20459.520000 sec): 3 clusters Score: Raw -4355508.683603 + Penalty 5021.099846 = -4350487.583757 nChanged 1197 SP:Iteration 7Q (20459.830000 sec): 3 clusters Score: Raw -4356173.810707 + Penalty 5021.099846 = -4351152.710861 nChanged 1233 SP:Iteration 8Q (20460.210000 sec): 3 clusters Score: Raw -4356863.176612 + Penalty 5021.099846 = -4351842.076766 nChanged 1223 SP:Iteration 9Q (20460.510000 sec): 3 clusters Score: Raw -4357634.454429 + Penalty 5021.099846 = -4352613.354583 nChanged 1216 SP:Iteration 10Q (20460.860000 sec): 3 clusters Score: Raw -4358333.923768 + Penalty 5021.099846 = -4353312.823922 nChanged 1039 SP:Iteration 11Q (20461.270000 sec): 3 clusters Score: Raw -4358918.710062 + Penalty 5021.099846 = -4353897.610216 nChanged 908 SP:Iteration 12Q (20461.590000 sec): 3 clusters Score: Raw -4359375.052401 + Penalty 5021.099846 = -4354353.952555 nChanged 699 SP:Iteration 13Q (20461.890000 sec): 3 clusters Score: Raw -4359675.990514 + Penalty 5021.099846 = -4354654.890668 nChanged 573 SP:Iteration 14Q (20462.180000 sec): 3 clusters Score: Raw -4359859.847242 + Penalty 5021.099846 = -4354838.747396 nChanged 417 SP:Iteration 15Q (20462.530000 sec): 3 clusters Score: Raw -4359980.468053 + Penalty 5021.099846 = -4354959.368207 nChanged 330 SP:Iteration 16Q (20462.830000 sec): 3 clusters Score: Raw -4360068.205725 + Penalty 5021.099846 = -4355047.105879 nChanged 284 SP:Iteration 17Q (20463.130000 sec): 3 clusters Score: Raw -4360135.368759 + Penalty 5021.099846 = -4355114.268913 nChanged 244 SP:Iteration 18Q (20463.460000 sec): 3 clusters Score: Raw -4360188.142153 + Penalty 5021.099846 = -4355167.042307 nChanged 214 SP:Iteration 19Q (20463.780000 sec): 3 clusters Score: Raw -4360235.653228 + Penalty 5021.099846 = -4355214.553382 nChanged 197 SP:Iteration 20F (20464.080000 sec): 3 clusters Score: Raw -4360276.987787 + Penalty 5021.099846 = -4355255.887941 nChanged 188 SP:Iteration 21Q (20464.450000 sec): 3 clusters Score: Raw -4360317.149877 + Penalty 5021.099846 = -4355296.050031 nChanged 196 SP:Iteration 22Q (20464.800000 sec): 3 clusters Score: Raw -4360357.430397 + Penalty 5021.099846 = -4355336.330551 nChanged 175 SP:Iteration 23Q (20465.140000 sec): 3 clusters Score: Raw -4360388.117636 + Penalty 5021.099846 = -4355367.017790 nChanged 162 SP:Iteration 24Q (20465.480000 sec): 3 clusters Score: Raw -4360418.249103 + Penalty 5021.099846 = -4355397.149257 nChanged 162 SP:Iteration 25Q (20465.820000 sec): 3 clusters Score: Raw -4360445.436402 + Penalty 5021.099846 = -4355424.336556 nChanged 128 SP:Iteration 26Q (20466.170000 sec): 3 clusters Score: Raw -4360463.032388 + Penalty 5021.099846 = -4355441.932542 nChanged 120 SP:Iteration 27Q (20466.490000 sec): 3 clusters Score: Raw -4360477.404287 + Penalty 5021.099846 = -4355456.304441 nChanged 94 SP:Iteration 28Q (20466.820000 sec): 3 clusters Score: Raw -4360488.777125 + Penalty 5021.099846 = -4355467.677279 nChanged 75 SP:Iteration 29Q (20467.210000 sec): 3 clusters Score: Raw -4360498.523622 + Penalty 5021.099846 = -4355477.423776 nChanged 85 SP:Iteration 30Q (20467.490000 sec): 3 clusters Score: Raw -4360507.825439 + Penalty 5021.099846 = -4355486.725593 nChanged 80 SP:Iteration 31Q (20467.840000 sec): 3 clusters Score: Raw -4360518.603321 + Penalty 5021.099846 = -4355497.503475 nChanged 80 SP:Iteration 32Q (20468.190000 sec): 3 clusters Score: Raw -4360527.519143 + Penalty 5021.099846 = -4355506.419297 nChanged 55 SP:Iteration 33Q (20468.500000 sec): 3 clusters Score: Raw -4360532.214001 + Penalty 5021.099846 = -4355511.114155 nChanged 46 SP:Iteration 34Q (20468.840000 sec): 3 clusters Score: Raw -4360535.576646 + Penalty 5021.099846 = -4355514.476800 nChanged 37 SP:Iteration 35Q (20469.150000 sec): 3 clusters Score: Raw -4360538.543333 + Penalty 5021.099846 = -4355517.443487 nChanged 42 SP:Iteration 36Q (20469.450000 sec): 3 clusters Score: Raw -4360542.151761 + Penalty 5021.099846 = -4355521.051915 nChanged 44 SP:Iteration 37Q (20469.750000 sec): 3 clusters Score: Raw -4360546.624126 + Penalty 5021.099846 = -4355525.524280 nChanged 55 SP:Iteration 38Q (20470.090000 sec): 3 clusters Score: Raw -4360551.935872 + Penalty 5021.099846 = -4355530.836026 nChanged 65 SP:Iteration 39Q (20470.400000 sec): 3 clusters Score: Raw -4360558.771772 + Penalty 5021.099846 = -4355537.671926 nChanged 71 SP:Iteration 40F (20470.660000 sec): 3 clusters Score: Raw -4360566.480986 + Penalty 5021.099846 = -4355545.381140 nChanged 72 SP:Iteration 41Q (20471.010000 sec): 3 clusters Score: Raw -4360574.617026 + Penalty 5021.099846 = -4355553.517180 nChanged 73 SP:Iteration 42Q (20471.350000 sec): 3 clusters Score: Raw -4360581.278462 + Penalty 5021.099846 = -4355560.178616 nChanged 50 SP:Iteration 43Q (20471.670000 sec): 3 clusters Score: Raw -4360586.378777 + Penalty 5021.099846 = -4355565.278931 nChanged 55 SP:Iteration 44Q (20472.050000 sec): 3 clusters Score: Raw -4360591.363534 + Penalty 5021.099846 = -4355570.263688 nChanged 61 SP:Iteration 45Q (20472.400000 sec): 3 clusters Score: Raw -4360596.844965 + Penalty 5021.099846 = -4355575.745119 nChanged 48 SP:Iteration 46Q (20472.710000 sec): 3 clusters Score: Raw -4360601.470466 + Penalty 5021.099846 = -4355580.370620 nChanged 56 SP:Iteration 47Q (20473.020000 sec): 3 clusters Score: Raw -4360606.832792 + Penalty 5021.099846 = -4355585.732946 nChanged 50 SP:Iteration 48Q (20473.280000 sec): 3 clusters Score: Raw -4360610.700904 + Penalty 5021.099846 = -4355589.601058 nChanged 32 SP:Iteration 49Q (20473.630000 sec): 3 clusters Score: Raw -4360612.725212 + Penalty 5021.099846 = -4355591.625366 nChanged 23 SP:Iteration 50Q (20473.920000 sec): 3 clusters Score: Raw -4360614.706540 + Penalty 5021.099846 = -4355593.606694 nChanged 31 SP:Iteration 51Q (20474.190000 sec): 3 clusters Score: Raw -4360617.010509 + Penalty 5021.099846 = -4355595.910663 nChanged 31 SP:Iteration 52Q (20474.500000 sec): 3 clusters Score: Raw -4360619.208603 + Penalty 5021.099846 = -4355598.108757 nChanged 25 SP:Iteration 53Q (20474.810000 sec): 3 clusters Score: Raw -4360620.795728 + Penalty 5021.099846 = -4355599.695882 nChanged 19 SP:Iteration 54Q (20475.110000 sec): 3 clusters Score: Raw -4360621.863762 + Penalty 5021.099846 = -4355600.763916 nChanged 11 SP:Iteration 55Q (20475.450000 sec): 3 clusters Score: Raw -4360622.365282 + Penalty 5021.099846 = -4355601.265435 nChanged 12 SP:Iteration 56Q (20475.720000 sec): 3 clusters Score: Raw -4360623.082826 + Penalty 5021.099846 = -4355601.982980 nChanged 9 SP:Iteration 57Q (20476.060000 sec): 3 clusters Score: Raw -4360623.725213 + Penalty 5021.099846 = -4355602.625367 nChanged 14 SP:Iteration 58Q (20476.370000 sec): 3 clusters Score: Raw -4360624.609533 + Penalty 5021.099846 = -4355603.509687 nChanged 12 SP:Iteration 59Q (20476.710000 sec): 3 clusters Score: Raw -4360625.356548 + Penalty 5021.099846 = -4355604.256702 nChanged 8 SP:Iteration 60F (20477.020000 sec): 3 clusters Score: Raw -4360625.789774 + Penalty 5021.099846 = -4355604.689928 nChanged 8 SP:Iteration 61Q (20477.300000 sec): 3 clusters Score: Raw -4360626.254358 + Penalty 5021.099846 = -4355605.154512 nChanged 6 SP:Iteration 62Q (20477.610000 sec): 3 clusters Score: Raw -4360626.585741 + Penalty 5021.099846 = -4355605.485895 nChanged 4 SP:Iteration 63Q (20477.910000 sec): 3 clusters Score: Raw -4360626.926536 + Penalty 5021.099846 = -4355605.826690 nChanged 5 SP:Iteration 64Q (20478.190000 sec): 3 clusters Score: Raw -4360627.162002 + Penalty 5021.099846 = -4355606.062156 nChanged 3 SP:Iteration 65Q (20478.500000 sec): 3 clusters Score: Raw -4360627.276896 + Penalty 5021.099846 = -4355606.177050 nChanged 2 SP:Iteration 66Q (20478.860000 sec): 3 clusters Score: Raw -4360627.362397 + Penalty 5021.099846 = -4355606.262551 nChanged 1 SP:Iteration 67Q (20479.200000 sec): 3 clusters Score: Raw -4360627.433616 + Penalty 5021.099846 = -4355606.333770 nChanged 0 SP:Iteration 68F (20479.550000 sec): 3 clusters Score: Raw -4360627.433616 + Penalty 5021.099846 = -4355606.333770 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20479.670000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20479.950000 sec): 3 clusters Score: Raw -93789.520126 + Penalty 3143.065563 = -90646.454563 nChanged 110 SP:Iteration 1F (20480.140000 sec): 3 clusters Score: Raw -94006.824688 + Penalty 3143.065563 = -90863.759125 nChanged 26 SP:Iteration 2Q (20480.280000 sec): 3 clusters Score: Raw -94064.169441 + Penalty 3143.065563 = -90921.103878 nChanged 14 SP:Iteration 3Q (20480.430000 sec): 3 clusters Score: Raw -94096.023650 + Penalty 3143.065563 = -90952.958087 nChanged 4 SP:Iteration 4Q (20480.610000 sec): 3 clusters Score: Raw -94112.737879 + Penalty 3143.065563 = -90969.672316 nChanged 5 SP:Iteration 5Q (20480.760000 sec): 3 clusters Score: Raw -94123.707138 + Penalty 3143.065563 = -90980.641576 nChanged 3 SP:Iteration 6Q (20480.900000 sec): 3 clusters Score: Raw -94130.141085 + Penalty 3143.065563 = -90987.075523 nChanged 2 SP:Iteration 7Q (20481.090000 sec): 3 clusters Score: Raw -94134.118030 + Penalty 3143.065563 = -90991.052467 nChanged 2 SP:Iteration 8Q (20481.270000 sec): 3 clusters Score: Raw -94138.891151 + Penalty 3143.065563 = -90995.825588 nChanged 2 SP:Iteration 9Q (20481.500000 sec): 3 clusters Score: Raw -94143.188400 + Penalty 3143.065563 = -91000.122838 nChanged 2 SP:Iteration 10Q (20481.660000 sec): 3 clusters Score: Raw -94145.886948 + Penalty 3143.065563 = -91002.821385 nChanged 1 SP:Iteration 11Q (20481.870000 sec): 3 clusters Score: Raw -94147.478359 + Penalty 3143.065563 = -91004.412797 nChanged 0 SP:Iteration 12F (20482.050000 sec): 3 clusters Score: Raw -94147.478359 + Penalty 3143.065563 = -91004.412797 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20482.280000 sec): 2 clusters Score: Raw -4352745.011337 + Penalty 2512.315479 = -4350232.695859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20482.620000 sec): 3 clusters Score: Raw -4337790.969054 + Penalty 5024.630957 = -4332766.338097 nChanged 11215 SP:Iteration 1F (20483.000000 sec): 3 clusters Score: Raw -4344068.285224 + Penalty 5024.630957 = -4339043.654266 nChanged 1305 SP:Iteration 2F (20483.340000 sec): 3 clusters Score: Raw -4344659.354427 + Penalty 5024.630957 = -4339634.723470 nChanged 1289 SP:Iteration 3F (20483.630000 sec): 3 clusters Score: Raw -4345342.975889 + Penalty 5024.630957 = -4340318.344932 nChanged 1309 SP:Iteration 4F (20483.980000 sec): 3 clusters Score: Raw -4346109.696226 + Penalty 5024.630957 = -4341085.065268 nChanged 1363 SP:Iteration 5F (20484.340000 sec): 3 clusters Score: Raw -4346886.644571 + Penalty 5024.630957 = -4341862.013614 nChanged 1295 SP:Iteration 6F (20484.640000 sec): 3 clusters Score: Raw -4347597.921297 + Penalty 5024.630957 = -4342573.290339 nChanged 1247 SP:Iteration 7Q (20484.890000 sec): 3 clusters Score: Raw -4348192.793225 + Penalty 5024.630957 = -4343168.162268 nChanged 1118 SP:Iteration 8Q (20485.150000 sec): 3 clusters Score: Raw -4348693.167082 + Penalty 5024.630957 = -4343668.536125 nChanged 978 SP:Iteration 9Q (20485.400000 sec): 3 clusters Score: Raw -4349106.728934 + Penalty 5024.630957 = -4344082.097977 nChanged 914 SP:Iteration 10Q (20485.720000 sec): 3 clusters Score: Raw -4349489.375397 + Penalty 5024.630957 = -4344464.744439 nChanged 852 SP:Iteration 11Q (20486.040000 sec): 3 clusters Score: Raw -4349854.131595 + Penalty 5024.630957 = -4344829.500638 nChanged 750 SP:Iteration 12Q (20486.330000 sec): 3 clusters Score: Raw -4350173.035069 + Penalty 5024.630957 = -4345148.404112 nChanged 691 SP:Iteration 13Q (20486.650000 sec): 3 clusters Score: Raw -4350450.006645 + Penalty 5024.630957 = -4345425.375688 nChanged 606 SP:Iteration 14Q (20487.040000 sec): 3 clusters Score: Raw -4350708.389253 + Penalty 5024.630957 = -4345683.758296 nChanged 581 SP:Iteration 15Q (20487.400000 sec): 3 clusters Score: Raw -4350942.208104 + Penalty 5024.630957 = -4345917.577147 nChanged 530 SP:Iteration 16Q (20487.760000 sec): 3 clusters Score: Raw -4351148.273671 + Penalty 5024.630957 = -4346123.642714 nChanged 498 SP:Iteration 17Q (20488.080000 sec): 3 clusters Score: Raw -4351342.634811 + Penalty 5024.630957 = -4346318.003854 nChanged 468 SP:Iteration 18Q (20488.390000 sec): 3 clusters Score: Raw -4351522.951314 + Penalty 5024.630957 = -4346498.320356 nChanged 469 SP:Iteration 19Q (20488.680000 sec): 3 clusters Score: Raw -4351716.671183 + Penalty 5024.630957 = -4346692.040226 nChanged 497 SP:Iteration 20F (20488.980000 sec): 3 clusters Score: Raw -4351950.753497 + Penalty 5024.630957 = -4346926.122540 nChanged 489 SP:Iteration 21Q (20489.270000 sec): 3 clusters Score: Raw -4352191.898245 + Penalty 5024.630957 = -4347167.267288 nChanged 454 SP:Iteration 22Q (20489.620000 sec): 3 clusters Score: Raw -4352420.539197 + Penalty 5024.630957 = -4347395.908240 nChanged 443 SP:Iteration 23Q (20489.920000 sec): 3 clusters Score: Raw -4352657.180726 + Penalty 5024.630957 = -4347632.549769 nChanged 450 SP:Iteration 24Q (20490.270000 sec): 3 clusters Score: Raw -4352893.367010 + Penalty 5024.630957 = -4347868.736053 nChanged 407 SP:Iteration 25Q (20490.580000 sec): 3 clusters Score: Raw -4353104.736963 + Penalty 5024.630957 = -4348080.106005 nChanged 344 SP:Iteration 26Q (20490.860000 sec): 3 clusters Score: Raw -4353280.094774 + Penalty 5024.630957 = -4348255.463817 nChanged 312 SP:Iteration 27Q (20491.220000 sec): 3 clusters Score: Raw -4353443.872424 + Penalty 5024.630957 = -4348419.241467 nChanged 252 SP:Iteration 28Q (20491.530000 sec): 3 clusters Score: Raw -4353569.612761 + Penalty 5024.630957 = -4348544.981804 nChanged 229 SP:Iteration 29Q (20491.870000 sec): 3 clusters Score: Raw -4353676.531630 + Penalty 5024.630957 = -4348651.900673 nChanged 196 SP:Iteration 30Q (20492.130000 sec): 3 clusters Score: Raw -4353764.823368 + Penalty 5024.630957 = -4348740.192411 nChanged 163 SP:Iteration 31Q (20492.450000 sec): 3 clusters Score: Raw -4353827.661800 + Penalty 5024.630957 = -4348803.030843 nChanged 121 SP:Iteration 32Q (20492.740000 sec): 3 clusters Score: Raw -4353865.554312 + Penalty 5024.630957 = -4348840.923355 nChanged 101 SP:Iteration 33Q (20493.070000 sec): 3 clusters Score: Raw -4353895.047571 + Penalty 5024.630957 = -4348870.416614 nChanged 83 SP:Iteration 34Q (20493.370000 sec): 3 clusters Score: Raw -4353921.445435 + Penalty 5024.630957 = -4348896.814477 nChanged 67 SP:Iteration 35Q (20493.710000 sec): 3 clusters Score: Raw -4353941.040835 + Penalty 5024.630957 = -4348916.409878 nChanged 63 SP:Iteration 36Q (20493.990000 sec): 3 clusters Score: Raw -4353954.806664 + Penalty 5024.630957 = -4348930.175707 nChanged 44 SP:Iteration 37Q (20494.340000 sec): 3 clusters Score: Raw -4353963.597663 + Penalty 5024.630957 = -4348938.966706 nChanged 26 SP:Iteration 38Q (20494.700000 sec): 3 clusters Score: Raw -4353967.902676 + Penalty 5024.630957 = -4348943.271718 nChanged 25 SP:Iteration 39Q (20495.010000 sec): 3 clusters Score: Raw -4353971.681776 + Penalty 5024.630957 = -4348947.050819 nChanged 23 SP:Iteration 40F (20495.330000 sec): 3 clusters Score: Raw -4353975.639539 + Penalty 5024.630957 = -4348951.008582 nChanged 21 SP:Iteration 41Q (20495.660000 sec): 3 clusters Score: Raw -4353979.091272 + Penalty 5024.630957 = -4348954.460315 nChanged 17 SP:Iteration 42Q (20495.950000 sec): 3 clusters Score: Raw -4353982.034344 + Penalty 5024.630957 = -4348957.403387 nChanged 22 SP:Iteration 43Q (20496.230000 sec): 3 clusters Score: Raw -4353986.174769 + Penalty 5024.630957 = -4348961.543811 nChanged 19 SP:Iteration 44Q (20496.610000 sec): 3 clusters Score: Raw -4353989.541398 + Penalty 5024.630957 = -4348964.910441 nChanged 20 SP:Iteration 45Q (20496.880000 sec): 3 clusters Score: Raw -4353993.537029 + Penalty 5024.630957 = -4348968.906072 nChanged 14 SP:Iteration 46Q (20497.210000 sec): 3 clusters Score: Raw -4353995.590890 + Penalty 5024.630957 = -4348970.959933 nChanged 11 SP:Iteration 47Q (20497.520000 sec): 3 clusters Score: Raw -4353997.152403 + Penalty 5024.630957 = -4348972.521446 nChanged 10 SP:Iteration 48Q (20497.820000 sec): 3 clusters Score: Raw -4353998.477980 + Penalty 5024.630957 = -4348973.847023 nChanged 6 SP:Iteration 49Q (20498.170000 sec): 3 clusters Score: Raw -4353999.517208 + Penalty 5024.630957 = -4348974.886251 nChanged 6 SP:Iteration 50Q (20498.440000 sec): 3 clusters Score: Raw -4354000.555145 + Penalty 5024.630957 = -4348975.924188 nChanged 4 SP:Iteration 51Q (20498.720000 sec): 3 clusters Score: Raw -4354001.166683 + Penalty 5024.630957 = -4348976.535726 nChanged 2 SP:Iteration 52Q (20498.980000 sec): 3 clusters Score: Raw -4354001.607974 + Penalty 5024.630957 = -4348976.977017 nChanged 3 SP:Iteration 53Q (20499.280000 sec): 3 clusters Score: Raw -4354002.010752 + Penalty 5024.630957 = -4348977.379795 nChanged 3 SP:Iteration 54Q (20499.600000 sec): 3 clusters Score: Raw -4354002.394213 + Penalty 5024.630957 = -4348977.763256 nChanged 1 SP:Iteration 55Q (20499.890000 sec): 3 clusters Score: Raw -4354002.583055 + Penalty 5024.630957 = -4348977.952098 nChanged 1 SP:Iteration 56Q (20500.250000 sec): 3 clusters Score: Raw -4354002.656479 + Penalty 5024.630957 = -4348978.025522 nChanged 0 SP:Iteration 57F (20500.560000 sec): 3 clusters Score: Raw -4354002.656479 + Penalty 5024.630957 = -4348978.025522 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20500.670000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20500.860000 sec): 3 clusters Score: Raw -96502.283673 + Penalty 3126.099012 = -93376.184661 nChanged 99 SP:Iteration 1F (20501.090000 sec): 3 clusters Score: Raw -96698.704780 + Penalty 3126.099012 = -93572.605768 nChanged 35 SP:Iteration 2F (20501.240000 sec): 3 clusters Score: Raw -96773.076658 + Penalty 3126.099012 = -93646.977646 nChanged 11 SP:Iteration 3Q (20501.470000 sec): 3 clusters Score: Raw -96806.706584 + Penalty 3126.099012 = -93680.607572 nChanged 12 SP:Iteration 4Q (20501.650000 sec): 3 clusters Score: Raw -96827.875087 + Penalty 3126.099012 = -93701.776075 nChanged 16 SP:Iteration 5Q (20501.790000 sec): 3 clusters Score: Raw -96851.263345 + Penalty 3126.099012 = -93725.164333 nChanged 14 SP:Iteration 6Q (20501.940000 sec): 3 clusters Score: Raw -96886.355218 + Penalty 3126.099012 = -93760.256206 nChanged 17 SP:Iteration 7Q (20502.180000 sec): 3 clusters Score: Raw -96912.208497 + Penalty 3126.099012 = -93786.109485 nChanged 13 SP:Iteration 8Q (20502.390000 sec): 3 clusters Score: Raw -96937.750781 + Penalty 3126.099012 = -93811.651769 nChanged 8 SP:Iteration 9Q (20502.600000 sec): 3 clusters Score: Raw -96951.049030 + Penalty 3126.099012 = -93824.950018 nChanged 6 SP:Iteration 10Q (20502.820000 sec): 3 clusters Score: Raw -96981.077263 + Penalty 3126.099012 = -93854.978251 nChanged 11 SP:Iteration 11Q (20503.020000 sec): 3 clusters Score: Raw -97011.666343 + Penalty 3126.099012 = -93885.567332 nChanged 9 SP:Iteration 12Q (20503.210000 sec): 3 clusters Score: Raw -97039.518699 + Penalty 3126.099012 = -93913.419687 nChanged 8 SP:Iteration 13Q (20503.420000 sec): 3 clusters Score: Raw -97060.256111 + Penalty 3126.099012 = -93934.157099 nChanged 6 SP:Iteration 14Q (20503.590000 sec): 3 clusters Score: Raw -97075.955775 + Penalty 3126.099012 = -93949.856763 nChanged 8 SP:Iteration 15Q (20503.780000 sec): 3 clusters Score: Raw -97099.215460 + Penalty 3126.099012 = -93973.116448 nChanged 6 SP:Iteration 16Q (20503.940000 sec): 3 clusters Score: Raw -97134.319618 + Penalty 3126.099012 = -94008.220606 nChanged 9 SP:Iteration 17Q (20504.130000 sec): 3 clusters Score: Raw -97154.395431 + Penalty 3126.099012 = -94028.296419 nChanged 5 SP:Iteration 18Q (20504.350000 sec): 3 clusters Score: Raw -97167.367484 + Penalty 3126.099012 = -94041.268472 nChanged 3 SP:Iteration 19Q (20504.530000 sec): 3 clusters Score: Raw -97174.075044 + Penalty 3126.099012 = -94047.976032 nChanged 0 SP:Iteration 20F (20504.780000 sec): 3 clusters Score: Raw -97174.075044 + Penalty 3126.099012 = -94047.976032 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20504.980000 sec): 2 clusters Score: Raw -2982378.268186 + Penalty 2407.453222 = -2979970.814964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20505.280000 sec): 3 clusters Score: Raw -2973027.451481 + Penalty 4814.906444 = -2968212.545037 nChanged 7161 SP:Iteration 1F (20505.580000 sec): 3 clusters Score: Raw -2976986.730038 + Penalty 4814.906444 = -2972171.823595 nChanged 1070 SP:Iteration 2F (20505.890000 sec): 3 clusters Score: Raw -2977640.857282 + Penalty 4814.906444 = -2972825.950838 nChanged 1054 SP:Iteration 3F (20506.170000 sec): 3 clusters Score: Raw -2978363.037369 + Penalty 4814.906444 = -2973548.130925 nChanged 1037 SP:Iteration 4F (20506.520000 sec): 3 clusters Score: Raw -2979146.563505 + Penalty 4814.906444 = -2974331.657061 nChanged 1120 SP:Iteration 5F (20506.770000 sec): 3 clusters Score: Raw -2980067.568684 + Penalty 4814.906444 = -2975252.662240 nChanged 1123 SP:Iteration 6F (20507.060000 sec): 3 clusters Score: Raw -2980957.606943 + Penalty 4814.906444 = -2976142.700499 nChanged 972 SP:Iteration 7F (20507.330000 sec): 3 clusters Score: Raw -2981684.510997 + Penalty 4814.906444 = -2976869.604553 nChanged 743 SP:Iteration 8Q (20507.600000 sec): 3 clusters Score: Raw -2982190.255909 + Penalty 4814.906444 = -2977375.349465 nChanged 521 SP:Iteration 9Q (20507.880000 sec): 3 clusters Score: Raw -2982454.059107 + Penalty 4814.906444 = -2977639.152663 nChanged 338 SP:Iteration 10Q (20508.140000 sec): 3 clusters Score: Raw -2982583.983188 + Penalty 4814.906444 = -2977769.076745 nChanged 223 SP:Iteration 11Q (20508.440000 sec): 3 clusters Score: Raw -2982654.726846 + Penalty 4814.906444 = -2977839.820403 nChanged 153 SP:Iteration 12Q (20508.710000 sec): 3 clusters Score: Raw -2982707.050208 + Penalty 4814.906444 = -2977892.143764 nChanged 154 SP:Iteration 13Q (20509.050000 sec): 3 clusters Score: Raw -2982763.559389 + Penalty 4814.906444 = -2977948.652945 nChanged 148 SP:Iteration 14Q (20509.320000 sec): 3 clusters Score: Raw -2982816.623112 + Penalty 4814.906444 = -2978001.716668 nChanged 134 SP:Iteration 15Q (20509.630000 sec): 3 clusters Score: Raw -2982866.970567 + Penalty 4814.906444 = -2978052.064123 nChanged 135 SP:Iteration 16Q (20509.980000 sec): 3 clusters Score: Raw -2982923.706338 + Penalty 4814.906444 = -2978108.799895 nChanged 124 SP:Iteration 17Q (20510.210000 sec): 3 clusters Score: Raw -2982980.585879 + Penalty 4814.906444 = -2978165.679435 nChanged 129 SP:Iteration 18Q (20510.490000 sec): 3 clusters Score: Raw -2983041.181938 + Penalty 4814.906444 = -2978226.275495 nChanged 99 SP:Iteration 19Q (20510.740000 sec): 3 clusters Score: Raw -2983078.039726 + Penalty 4814.906444 = -2978263.133283 nChanged 88 SP:Iteration 20F (20511.000000 sec): 3 clusters Score: Raw -2983103.166075 + Penalty 4814.906444 = -2978288.259631 nChanged 77 SP:Iteration 21Q (20511.310000 sec): 3 clusters Score: Raw -2983122.700392 + Penalty 4814.906444 = -2978307.793948 nChanged 77 SP:Iteration 22Q (20511.560000 sec): 3 clusters Score: Raw -2983147.689523 + Penalty 4814.906444 = -2978332.783079 nChanged 82 SP:Iteration 23Q (20511.870000 sec): 3 clusters Score: Raw -2983171.879760 + Penalty 4814.906444 = -2978356.973317 nChanged 71 SP:Iteration 24Q (20512.140000 sec): 3 clusters Score: Raw -2983188.149207 + Penalty 4814.906444 = -2978373.242763 nChanged 49 SP:Iteration 25Q (20512.410000 sec): 3 clusters Score: Raw -2983198.127926 + Penalty 4814.906444 = -2978383.221482 nChanged 40 SP:Iteration 26Q (20512.700000 sec): 3 clusters Score: Raw -2983205.207958 + Penalty 4814.906444 = -2978390.301514 nChanged 37 SP:Iteration 27Q (20513.000000 sec): 3 clusters Score: Raw -2983213.051598 + Penalty 4814.906444 = -2978398.145154 nChanged 38 SP:Iteration 28Q (20513.310000 sec): 3 clusters Score: Raw -2983219.466094 + Penalty 4814.906444 = -2978404.559650 nChanged 34 SP:Iteration 29Q (20513.600000 sec): 3 clusters Score: Raw -2983225.803500 + Penalty 4814.906444 = -2978410.897056 nChanged 29 SP:Iteration 30Q (20513.850000 sec): 3 clusters Score: Raw -2983230.917026 + Penalty 4814.906444 = -2978416.010582 nChanged 33 SP:Iteration 31Q (20514.130000 sec): 3 clusters Score: Raw -2983235.898187 + Penalty 4814.906444 = -2978420.991743 nChanged 22 SP:Iteration 32Q (20514.430000 sec): 3 clusters Score: Raw -2983238.776574 + Penalty 4814.906444 = -2978423.870130 nChanged 23 SP:Iteration 33Q (20514.740000 sec): 3 clusters Score: Raw -2983242.206442 + Penalty 4814.906444 = -2978427.299999 nChanged 20 SP:Iteration 34Q (20515.060000 sec): 3 clusters Score: Raw -2983244.899546 + Penalty 4814.906444 = -2978429.993102 nChanged 18 SP:Iteration 35Q (20515.350000 sec): 3 clusters Score: Raw -2983247.191005 + Penalty 4814.906444 = -2978432.284561 nChanged 16 SP:Iteration 36Q (20515.640000 sec): 3 clusters Score: Raw -2983249.296532 + Penalty 4814.906444 = -2978434.390089 nChanged 18 SP:Iteration 37Q (20515.900000 sec): 3 clusters Score: Raw -2983251.710358 + Penalty 4814.906444 = -2978436.803914 nChanged 17 SP:Iteration 38Q (20516.120000 sec): 3 clusters Score: Raw -2983253.867067 + Penalty 4814.906444 = -2978438.960624 nChanged 11 SP:Iteration 39Q (20516.420000 sec): 3 clusters Score: Raw -2983255.185442 + Penalty 4814.906444 = -2978440.278998 nChanged 9 SP:Iteration 40F (20516.680000 sec): 3 clusters Score: Raw -2983256.201506 + Penalty 4814.906444 = -2978441.295062 nChanged 10 SP:Iteration 41Q (20516.920000 sec): 3 clusters Score: Raw -2983257.287772 + Penalty 4814.906444 = -2978442.381328 nChanged 6 SP:Iteration 42Q (20517.160000 sec): 3 clusters Score: Raw -2983258.004542 + Penalty 4814.906444 = -2978443.098098 nChanged 4 SP:Iteration 43Q (20517.420000 sec): 3 clusters Score: Raw -2983258.431591 + Penalty 4814.906444 = -2978443.525148 nChanged 3 SP:Iteration 44Q (20517.690000 sec): 3 clusters Score: Raw -2983258.639044 + Penalty 4814.906444 = -2978443.732601 nChanged 1 SP:Iteration 45Q (20517.930000 sec): 3 clusters Score: Raw -2983258.673448 + Penalty 4814.906444 = -2978443.767005 nChanged 1 SP:Iteration 46Q (20518.210000 sec): 3 clusters Score: Raw -2983258.791246 + Penalty 4814.906444 = -2978443.884803 nChanged 2 SP:Iteration 47Q (20518.490000 sec): 3 clusters Score: Raw -2983258.968673 + Penalty 4814.906444 = -2978444.062230 nChanged 5 SP:Iteration 48Q (20518.710000 sec): 3 clusters Score: Raw -2983259.787134 + Penalty 4814.906444 = -2978444.880691 nChanged 5 SP:Iteration 49Q (20519.010000 sec): 3 clusters Score: Raw -2983260.612773 + Penalty 4814.906444 = -2978445.706330 nChanged 7 SP:Iteration 50Q (20519.230000 sec): 3 clusters Score: Raw -2983261.386843 + Penalty 4814.906444 = -2978446.480399 nChanged 6 SP:Iteration 51Q (20519.520000 sec): 3 clusters Score: Raw -2983262.092915 + Penalty 4814.906444 = -2978447.186472 nChanged 8 SP:Iteration 52Q (20519.760000 sec): 3 clusters Score: Raw -2983262.815801 + Penalty 4814.906444 = -2978447.909357 nChanged 7 SP:Iteration 53Q (20520.010000 sec): 3 clusters Score: Raw -2983263.436584 + Penalty 4814.906444 = -2978448.530140 nChanged 3 SP:Iteration 54Q (20520.250000 sec): 3 clusters Score: Raw -2983263.836682 + Penalty 4814.906444 = -2978448.930239 nChanged 3 SP:Iteration 55Q (20520.540000 sec): 3 clusters Score: Raw -2983264.154880 + Penalty 4814.906444 = -2978449.248436 nChanged 4 SP:Iteration 56Q (20520.820000 sec): 3 clusters Score: Raw -2983264.553895 + Penalty 4814.906444 = -2978449.647451 nChanged 5 SP:Iteration 57Q (20521.070000 sec): 3 clusters Score: Raw -2983265.050901 + Penalty 4814.906444 = -2978450.144457 nChanged 4 SP:Iteration 58Q (20521.280000 sec): 3 clusters Score: Raw -2983265.522781 + Penalty 4814.906444 = -2978450.616337 nChanged 4 SP:Iteration 59Q (20521.570000 sec): 3 clusters Score: Raw -2983266.193503 + Penalty 4814.906444 = -2978451.287060 nChanged 5 SP:Iteration 60F (20521.830000 sec): 3 clusters Score: Raw -2983266.818951 + Penalty 4814.906444 = -2978451.912507 nChanged 10 SP:Iteration 61Q (20522.050000 sec): 3 clusters Score: Raw -2983268.092869 + Penalty 4814.906444 = -2978453.186425 nChanged 3 SP:Iteration 62Q (20522.320000 sec): 3 clusters Score: Raw -2983268.363752 + Penalty 4814.906444 = -2978453.457309 nChanged 4 SP:Iteration 63Q (20522.570000 sec): 3 clusters Score: Raw -2983268.678833 + Penalty 4814.906444 = -2978453.772390 nChanged 2 SP:Iteration 64Q (20522.840000 sec): 3 clusters Score: Raw -2983268.967738 + Penalty 4814.906444 = -2978454.061294 nChanged 1 SP:Iteration 65Q (20523.080000 sec): 3 clusters Score: Raw -2983269.102371 + Penalty 4814.906444 = -2978454.195927 nChanged 2 SP:Iteration 66Q (20523.330000 sec): 3 clusters Score: Raw -2983269.350120 + Penalty 4814.906444 = -2978454.443676 nChanged 3 SP:Iteration 67Q (20523.590000 sec): 3 clusters Score: Raw -2983269.771365 + Penalty 4814.906444 = -2978454.864921 nChanged 3 SP:Iteration 68Q (20523.810000 sec): 3 clusters Score: Raw -2983270.043069 + Penalty 4814.906444 = -2978455.136626 nChanged 3 SP:Iteration 69Q (20524.080000 sec): 3 clusters Score: Raw -2983270.317755 + Penalty 4814.906444 = -2978455.411311 nChanged 4 SP:Iteration 70Q (20524.330000 sec): 3 clusters Score: Raw -2983270.723549 + Penalty 4814.906444 = -2978455.817105 nChanged 5 SP:Iteration 71Q (20524.560000 sec): 3 clusters Score: Raw -2983271.143024 + Penalty 4814.906444 = -2978456.236580 nChanged 2 SP:Iteration 72Q (20524.830000 sec): 3 clusters Score: Raw -2983271.261479 + Penalty 4814.906444 = -2978456.355035 nChanged 0 SP:Iteration 73F (20525.070000 sec): 3 clusters Score: Raw -2983271.261479 + Penalty 4814.906444 = -2978456.355035 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20525.180000 sec): 2 clusters Score: Raw -23158.836676 + Penalty 1330.762052 = -21828.074624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20525.350000 sec): 3 clusters Score: Raw -23455.030357 + Penalty 2661.524103 = -20793.506253 nChanged 22 SP:Iteration 1F (20525.530000 sec): 3 clusters Score: Raw -23583.964230 + Penalty 2661.524103 = -20922.440126 nChanged 10 SP:Iteration 2Q (20525.710000 sec): 3 clusters Score: Raw -23690.734070 + Penalty 2661.524103 = -21029.209967 nChanged 5 SP:Iteration 3Q (20525.890000 sec): 3 clusters Score: Raw -23708.635636 + Penalty 2661.524103 = -21047.111533 nChanged 2 SP:Iteration 4Q (20526.020000 sec): 3 clusters Score: Raw -23718.091963 + Penalty 2661.524103 = -21056.567859 nChanged 0 SP:Iteration 5F (20526.190000 sec): 3 clusters Score: Raw -23718.091963 + Penalty 2661.524103 = -21056.567859 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20526.330000 sec): 2 clusters Score: Raw -338850.086383 + Penalty 1885.766696 = -336964.319687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20526.500000 sec): 3 clusters Score: Raw -338100.934338 + Penalty 3771.533392 = -334329.400946 nChanged 660 SP:Iteration 1F (20526.620000 sec): 3 clusters Score: Raw -338675.116848 + Penalty 3771.533392 = -334903.583455 nChanged 169 SP:Iteration 2F (20526.790000 sec): 3 clusters Score: Raw -338900.020012 + Penalty 3771.533392 = -335128.486620 nChanged 140 SP:Iteration 3F (20527.010000 sec): 3 clusters Score: Raw -339073.417200 + Penalty 3771.533392 = -335301.883808 nChanged 104 SP:Iteration 4F (20527.160000 sec): 3 clusters Score: Raw -339207.623980 + Penalty 3771.533392 = -335436.090587 nChanged 83 SP:Iteration 5Q (20527.340000 sec): 3 clusters Score: Raw -339324.275725 + Penalty 3771.533392 = -335552.742333 nChanged 69 SP:Iteration 6Q (20527.550000 sec): 3 clusters Score: Raw -339418.022823 + Penalty 3771.533392 = -335646.489431 nChanged 58 SP:Iteration 7Q (20527.690000 sec): 3 clusters Score: Raw -339480.558600 + Penalty 3771.533392 = -335709.025207 nChanged 37 SP:Iteration 8Q (20527.890000 sec): 3 clusters Score: Raw -339520.137092 + Penalty 3771.533392 = -335748.603700 nChanged 28 SP:Iteration 9Q (20528.060000 sec): 3 clusters Score: Raw -339545.251418 + Penalty 3771.533392 = -335773.718025 nChanged 29 SP:Iteration 10Q (20528.240000 sec): 3 clusters Score: Raw -339570.228540 + Penalty 3771.533392 = -335798.695148 nChanged 19 SP:Iteration 11Q (20528.440000 sec): 3 clusters Score: Raw -339582.380256 + Penalty 3771.533392 = -335810.846864 nChanged 10 SP:Iteration 12Q (20528.570000 sec): 3 clusters Score: Raw -339588.009868 + Penalty 3771.533392 = -335816.476476 nChanged 7 SP:Iteration 13Q (20528.770000 sec): 3 clusters Score: Raw -339594.822999 + Penalty 3771.533392 = -335823.289606 nChanged 11 SP:Iteration 14Q (20528.940000 sec): 3 clusters Score: Raw -339604.162613 + Penalty 3771.533392 = -335832.629220 nChanged 10 SP:Iteration 15Q (20529.130000 sec): 3 clusters Score: Raw -339613.269139 + Penalty 3771.533392 = -335841.735746 nChanged 7 SP:Iteration 16Q (20529.300000 sec): 3 clusters Score: Raw -339618.587508 + Penalty 3771.533392 = -335847.054116 nChanged 5 SP:Iteration 17Q (20529.470000 sec): 3 clusters Score: Raw -339623.569392 + Penalty 3771.533392 = -335852.036000 nChanged 6 SP:Iteration 18Q (20529.670000 sec): 3 clusters Score: Raw -339628.407307 + Penalty 3771.533392 = -335856.873914 nChanged 5 SP:Iteration 19Q (20529.850000 sec): 3 clusters Score: Raw -339630.638851 + Penalty 3771.533392 = -335859.105459 nChanged 3 SP:Iteration 20F (20530.040000 sec): 3 clusters Score: Raw -339632.840791 + Penalty 3771.533392 = -335861.307398 nChanged 3 SP:Iteration 21Q (20530.220000 sec): 3 clusters Score: Raw -339633.941147 + Penalty 3771.533392 = -335862.407754 nChanged 0 SP:Iteration 22F (20530.410000 sec): 3 clusters Score: Raw -339633.941147 + Penalty 3771.533392 = -335862.407754 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20530.970000 sec): 2 clusters Score: Raw -17269564.456400 + Penalty 2840.134646 = -17266724.321754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20531.630000 sec): 3 clusters Score: Raw -17209256.662892 + Penalty 5680.269293 = -17203576.393599 nChanged 44531 SP:Iteration 1F (20532.260000 sec): 3 clusters Score: Raw -17234576.070137 + Penalty 5680.269293 = -17228895.800844 nChanged 3059 SP:Iteration 2Q (20532.930000 sec): 3 clusters Score: Raw -17235329.035040 + Penalty 5680.269293 = -17229648.765747 nChanged 3335 SP:Iteration 3Q (20533.580000 sec): 3 clusters Score: Raw -17236335.828184 + Penalty 5680.269293 = -17230655.558891 nChanged 4035 SP:Iteration 4Q (20534.240000 sec): 3 clusters Score: Raw -17237894.331430 + Penalty 5680.269293 = -17232214.062137 nChanged 4907 SP:Iteration 5F (20534.860000 sec): 3 clusters Score: Raw -17240371.296596 + Penalty 5680.269293 = -17234691.027303 nChanged 6104 SP:Iteration 6F (20535.450000 sec): 3 clusters Score: Raw -17244219.021357 + Penalty 5680.269293 = -17238538.752064 nChanged 6990 SP:Iteration 7F (20536.090000 sec): 3 clusters Score: Raw -17249567.100919 + Penalty 5680.269293 = -17243886.831626 nChanged 7199 SP:Iteration 8F (20536.710000 sec): 3 clusters Score: Raw -17255828.939015 + Penalty 5680.269293 = -17250148.669722 nChanged 6283 SP:Iteration 9F (20537.350000 sec): 3 clusters Score: Raw -17261737.935836 + Penalty 5680.269293 = -17256057.666543 nChanged 4487 SP:Iteration 10Q (20538.020000 sec): 3 clusters Score: Raw -17266133.666656 + Penalty 5680.269293 = -17260453.397363 nChanged 2422 SP:Iteration 11Q (20538.610000 sec): 3 clusters Score: Raw -17268413.708574 + Penalty 5680.269293 = -17262733.439281 nChanged 924 SP:Iteration 12Q (20539.150000 sec): 3 clusters Score: Raw -17269248.255941 + Penalty 5680.269293 = -17263567.986648 nChanged 339 SP:Iteration 13Q (20539.690000 sec): 3 clusters Score: Raw -17269588.727061 + Penalty 5680.269293 = -17263908.457768 nChanged 116 SP:Iteration 14Q (20540.220000 sec): 3 clusters Score: Raw -17269735.814503 + Penalty 5680.269293 = -17264055.545210 nChanged 63 SP:Iteration 15Q (20540.790000 sec): 3 clusters Score: Raw -17269815.104486 + Penalty 5680.269293 = -17264134.835193 nChanged 37 SP:Iteration 16Q (20541.360000 sec): 3 clusters Score: Raw -17269861.122259 + Penalty 5680.269293 = -17264180.852966 nChanged 26 SP:Iteration 17Q (20541.950000 sec): 3 clusters Score: Raw -17269895.600122 + Penalty 5680.269293 = -17264215.330829 nChanged 19 SP:Iteration 18Q (20542.510000 sec): 3 clusters Score: Raw -17269923.058266 + Penalty 5680.269293 = -17264242.788973 nChanged 13 SP:Iteration 19Q (20543.050000 sec): 3 clusters Score: Raw -17269945.209301 + Penalty 5680.269293 = -17264264.940008 nChanged 14 SP:Iteration 20F (20543.710000 sec): 3 clusters Score: Raw -17269959.130136 + Penalty 5680.269293 = -17264278.860843 nChanged 7 SP:Iteration 21Q (20544.250000 sec): 3 clusters Score: Raw -17269967.682850 + Penalty 5680.269293 = -17264287.413558 nChanged 3 SP:Iteration 22Q (20544.790000 sec): 3 clusters Score: Raw -17269972.432395 + Penalty 5680.269293 = -17264292.163102 nChanged 2 SP:Iteration 23Q (20545.350000 sec): 3 clusters Score: Raw -17269974.316887 + Penalty 5680.269293 = -17264294.047594 nChanged 1 SP:Iteration 24Q (20545.930000 sec): 3 clusters Score: Raw -17269975.500285 + Penalty 5680.269293 = -17264295.230992 nChanged 0 SP:Iteration 25F (20546.540000 sec): 3 clusters Score: Raw -17269975.500285 + Penalty 5680.269293 = -17264295.230992 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20546.650000 sec): 2 clusters Score: Raw -64210.916425 + Penalty 1515.643900 = -62695.272524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20546.880000 sec): 3 clusters Score: Raw -64402.481117 + Penalty 3031.287800 = -61371.193317 nChanged 95 SP:Iteration 1F (20547.010000 sec): 3 clusters Score: Raw -64676.084811 + Penalty 3031.287800 = -61644.797011 nChanged 28 SP:Iteration 2F (20547.220000 sec): 3 clusters Score: Raw -64798.684119 + Penalty 3031.287800 = -61767.396319 nChanged 26 SP:Iteration 3F (20547.390000 sec): 3 clusters Score: Raw -64914.198990 + Penalty 3031.287800 = -61882.911190 nChanged 13 SP:Iteration 4Q (20547.570000 sec): 3 clusters Score: Raw -64970.968626 + Penalty 3031.287800 = -61939.680825 nChanged 3 SP:Iteration 5Q (20547.700000 sec): 3 clusters Score: Raw -64980.583654 + Penalty 3031.287800 = -61949.295854 nChanged 1 SP:Iteration 6Q (20547.870000 sec): 3 clusters Score: Raw -64987.954007 + Penalty 3031.287800 = -61956.666207 nChanged 1 SP:Iteration 7Q (20548.070000 sec): 3 clusters Score: Raw -64990.009630 + Penalty 3031.287800 = -61958.721830 nChanged 1 SP:Iteration 8Q (20548.270000 sec): 3 clusters Score: Raw -64990.532980 + Penalty 3031.287800 = -61959.245179 nChanged 1 SP:Iteration 9Q (20548.450000 sec): 3 clusters Score: Raw -64991.065435 + Penalty 3031.287800 = -61959.777634 nChanged 0 SP:Iteration 10F (20548.620000 sec): 3 clusters Score: Raw -64991.065435 + Penalty 3031.287800 = -61959.777634 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20548.700000 sec): 2 clusters Score: Raw -703877.782526 + Penalty 2049.498229 = -701828.284296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20548.920000 sec): 3 clusters Score: Raw -702154.444868 + Penalty 4098.996459 = -698055.448410 nChanged 1408 SP:Iteration 1F (20549.110000 sec): 3 clusters Score: Raw -703069.678618 + Penalty 4098.996459 = -698970.682159 nChanged 341 SP:Iteration 2F (20549.310000 sec): 3 clusters Score: Raw -703433.400401 + Penalty 4098.996459 = -699334.403942 nChanged 276 SP:Iteration 3F (20549.460000 sec): 3 clusters Score: Raw -703762.189262 + Penalty 4098.996459 = -699663.192804 nChanged 285 SP:Iteration 4F (20549.660000 sec): 3 clusters Score: Raw -704087.700864 + Penalty 4098.996459 = -699988.704405 nChanged 264 SP:Iteration 5F (20549.870000 sec): 3 clusters Score: Raw -704344.814197 + Penalty 4098.996459 = -700245.817738 nChanged 207 SP:Iteration 6F (20550.030000 sec): 3 clusters Score: Raw -704529.456443 + Penalty 4098.996459 = -700430.459984 nChanged 138 SP:Iteration 7Q (20550.240000 sec): 3 clusters Score: Raw -704635.996107 + Penalty 4098.996459 = -700536.999648 nChanged 93 SP:Iteration 8Q (20550.450000 sec): 3 clusters Score: Raw -704703.518777 + Penalty 4098.996459 = -700604.522318 nChanged 64 SP:Iteration 9Q (20550.620000 sec): 3 clusters Score: Raw -704743.278507 + Penalty 4098.996459 = -700644.282048 nChanged 50 SP:Iteration 10Q (20550.810000 sec): 3 clusters Score: Raw -704772.979820 + Penalty 4098.996459 = -700673.983361 nChanged 28 SP:Iteration 11Q (20550.970000 sec): 3 clusters Score: Raw -704787.481094 + Penalty 4098.996459 = -700688.484635 nChanged 22 SP:Iteration 12Q (20551.150000 sec): 3 clusters Score: Raw -704800.386178 + Penalty 4098.996459 = -700701.389719 nChanged 26 SP:Iteration 13Q (20551.350000 sec): 3 clusters Score: Raw -704812.980354 + Penalty 4098.996459 = -700713.983895 nChanged 17 SP:Iteration 14Q (20551.570000 sec): 3 clusters Score: Raw -704820.963284 + Penalty 4098.996459 = -700721.966825 nChanged 10 SP:Iteration 15Q (20551.770000 sec): 3 clusters Score: Raw -704825.649563 + Penalty 4098.996459 = -700726.653104 nChanged 10 SP:Iteration 16Q (20551.930000 sec): 3 clusters Score: Raw -704831.258836 + Penalty 4098.996459 = -700732.262377 nChanged 10 SP:Iteration 17Q (20552.140000 sec): 3 clusters Score: Raw -704836.282751 + Penalty 4098.996459 = -700737.286293 nChanged 7 SP:Iteration 18Q (20552.340000 sec): 3 clusters Score: Raw -704839.954471 + Penalty 4098.996459 = -700740.958012 nChanged 5 SP:Iteration 19Q (20552.510000 sec): 3 clusters Score: Raw -704842.705979 + Penalty 4098.996459 = -700743.709521 nChanged 5 SP:Iteration 20F (20552.680000 sec): 3 clusters Score: Raw -704844.917149 + Penalty 4098.996459 = -700745.920691 nChanged 1 SP:Iteration 21Q (20552.910000 sec): 3 clusters Score: Raw -704845.398968 + Penalty 4098.996459 = -700746.402509 nChanged 2 SP:Iteration 22Q (20553.090000 sec): 3 clusters Score: Raw -704846.445642 + Penalty 4098.996459 = -700747.449183 nChanged 1 SP:Iteration 23Q (20553.250000 sec): 3 clusters Score: Raw -704846.928538 + Penalty 4098.996459 = -700747.932080 nChanged 2 SP:Iteration 24Q (20553.460000 sec): 3 clusters Score: Raw -704848.063973 + Penalty 4098.996459 = -700749.067514 nChanged 4 SP:Iteration 25Q (20553.670000 sec): 3 clusters Score: Raw -704850.156610 + Penalty 4098.996459 = -700751.160151 nChanged 3 SP:Iteration 26Q (20553.840000 sec): 3 clusters Score: Raw -704850.847703 + Penalty 4098.996459 = -700751.851245 nChanged 0 SP:Iteration 27F (20554.060000 sec): 3 clusters Score: Raw -704850.847703 + Penalty 4098.996459 = -700751.851245 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20554.140000 sec): 2 clusters Score: Raw -149900.978553 + Penalty 1690.006639 = -148210.971915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20554.290000 sec): 3 clusters Score: Raw -149787.169051 + Penalty 3380.013277 = -146407.155773 nChanged 230 SP:Iteration 1F (20554.460000 sec): 3 clusters Score: Raw -150025.625540 + Penalty 3380.013277 = -146645.612263 nChanged 61 SP:Iteration 2F (20554.630000 sec): 3 clusters Score: Raw -150124.609341 + Penalty 3380.013277 = -146744.596064 nChanged 52 SP:Iteration 3F (20554.810000 sec): 3 clusters Score: Raw -150216.784134 + Penalty 3380.013277 = -146836.770857 nChanged 51 SP:Iteration 4F (20555.000000 sec): 3 clusters Score: Raw -150310.029790 + Penalty 3380.013277 = -146930.016513 nChanged 49 SP:Iteration 5F (20555.160000 sec): 3 clusters Score: Raw -150441.541741 + Penalty 3380.013277 = -147061.528464 nChanged 50 SP:Iteration 6F (20555.340000 sec): 3 clusters Score: Raw -150638.086617 + Penalty 3380.013277 = -147258.073340 nChanged 52 SP:Iteration 7F (20555.490000 sec): 3 clusters Score: Raw -150846.664269 + Penalty 3380.013277 = -147466.650991 nChanged 35 SP:Iteration 8Q (20555.660000 sec): 3 clusters Score: Raw -150919.837206 + Penalty 3380.013277 = -147539.823929 nChanged 19 SP:Iteration 9Q (20555.810000 sec): 3 clusters Score: Raw -150976.042188 + Penalty 3380.013277 = -147596.028911 nChanged 14 SP:Iteration 10Q (20555.980000 sec): 3 clusters Score: Raw -151015.235750 + Penalty 3380.013277 = -147635.222473 nChanged 9 SP:Iteration 11Q (20556.150000 sec): 3 clusters Score: Raw -151038.392899 + Penalty 3380.013277 = -147658.379621 nChanged 7 SP:Iteration 12Q (20556.370000 sec): 3 clusters Score: Raw -151052.770500 + Penalty 3380.013277 = -147672.757223 nChanged 6 SP:Iteration 13Q (20556.580000 sec): 3 clusters Score: Raw -151066.741029 + Penalty 3380.013277 = -147686.727752 nChanged 2 SP:Iteration 14Q (20556.780000 sec): 3 clusters Score: Raw -151068.893731 + Penalty 3380.013277 = -147688.880454 nChanged 3 SP:Iteration 15Q (20556.970000 sec): 3 clusters Score: Raw -151076.048690 + Penalty 3380.013277 = -147696.035413 nChanged 1 SP:Iteration 16Q (20557.130000 sec): 3 clusters Score: Raw -151077.201920 + Penalty 3380.013277 = -147697.188643 nChanged 0 SP:Iteration 17F (20557.300000 sec): 3 clusters Score: Raw -151077.201920 + Penalty 3380.013277 = -147697.188643 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20557.410000 sec): 2 clusters Score: Raw -23426.327862 + Penalty 1385.637667 = -22040.690195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20557.570000 sec): 3 clusters Score: Raw -23725.600479 + Penalty 2771.275335 = -20954.325145 nChanged 53 SP:Iteration 1F (20557.750000 sec): 3 clusters Score: Raw -23968.381228 + Penalty 2771.275335 = -21197.105894 nChanged 19 SP:Iteration 2F (20557.980000 sec): 3 clusters Score: Raw -24088.358739 + Penalty 2771.275335 = -21317.083404 nChanged 9 SP:Iteration 3Q (20558.170000 sec): 3 clusters Score: Raw -24129.247273 + Penalty 2771.275335 = -21357.971938 nChanged 3 SP:Iteration 4Q (20558.340000 sec): 3 clusters Score: Raw -24137.861504 + Penalty 2771.275335 = -21366.586169 nChanged 2 SP:Iteration 5Q (20558.520000 sec): 3 clusters Score: Raw -24145.664437 + Penalty 2771.275335 = -21374.389103 nChanged 4 SP:Iteration 6Q (20558.720000 sec): 3 clusters Score: Raw -24168.214917 + Penalty 2771.275335 = -21396.939583 nChanged 4 SP:Iteration 7Q (20558.890000 sec): 3 clusters Score: Raw -24184.024930 + Penalty 2771.275335 = -21412.749595 nChanged 1 SP:Iteration 8Q (20559.050000 sec): 3 clusters Score: Raw -24187.465084 + Penalty 2771.275335 = -21416.189750 nChanged 1 SP:Iteration 9Q (20559.240000 sec): 3 clusters Score: Raw -24189.092377 + Penalty 2771.275335 = -21417.817043 nChanged 0 SP:Iteration 10F (20559.400000 sec): 3 clusters Score: Raw -24189.092377 + Penalty 2771.275335 = -21417.817043 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20559.510000 sec): 2 clusters Score: Raw -46714.127372 + Penalty 1415.363346 = -45298.764026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20559.680000 sec): 3 clusters Score: Raw -46917.601620 + Penalty 2830.726691 = -44086.874929 nChanged 53 SP:Iteration 1F (20559.870000 sec): 3 clusters Score: Raw -47103.095296 + Penalty 2830.726691 = -44272.368605 nChanged 15 SP:Iteration 2Q (20560.070000 sec): 3 clusters Score: Raw -47161.659279 + Penalty 2830.726691 = -44330.932588 nChanged 8 SP:Iteration 3Q (20560.240000 sec): 3 clusters Score: Raw -47196.312940 + Penalty 2830.726691 = -44365.586249 nChanged 4 SP:Iteration 4Q (20560.420000 sec): 3 clusters Score: Raw -47245.128820 + Penalty 2830.726691 = -44414.402129 nChanged 3 SP:Iteration 5Q (20560.640000 sec): 3 clusters Score: Raw -47254.716815 + Penalty 2830.726691 = -44423.990124 nChanged 0 SP:Iteration 6F (20560.830000 sec): 3 clusters Score: Raw -47254.716815 + Penalty 2830.726691 = -44423.990124 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20560.940000 sec): 2 clusters Score: Raw -36946.634335 + Penalty 1356.078915 = -35590.555420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20561.090000 sec): 3 clusters Score: Raw -37157.197798 + Penalty 2712.157830 = -34445.039968 nChanged 17 SP:Iteration 1F (20561.260000 sec): 3 clusters Score: Raw -37195.233314 + Penalty 2712.157830 = -34483.075484 nChanged 3 SP:Iteration 2Q (20561.460000 sec): 3 clusters Score: Raw -37205.825055 + Penalty 2712.157830 = -34493.667225 nChanged 2 SP:Iteration 3Q (20561.630000 sec): 3 clusters Score: Raw -37210.045759 + Penalty 2712.157830 = -34497.887929 nChanged 1 SP:Iteration 4Q (20561.820000 sec): 3 clusters Score: Raw -37213.857563 + Penalty 2712.157830 = -34501.699733 nChanged 1 SP:Iteration 5Q (20561.960000 sec): 3 clusters Score: Raw -37216.437403 + Penalty 2712.157830 = -34504.279573 nChanged 4 SP:Iteration 6Q (20562.150000 sec): 3 clusters Score: Raw -37239.449301 + Penalty 2712.157830 = -34527.291471 nChanged 4 SP:Iteration 7Q (20562.360000 sec): 3 clusters Score: Raw -37249.704235 + Penalty 2712.157830 = -34537.546405 nChanged 1 SP:Iteration 8Q (20562.570000 sec): 3 clusters Score: Raw -37250.567205 + Penalty 2712.157830 = -34538.409375 nChanged 1 SP:Iteration 9Q (20562.740000 sec): 3 clusters Score: Raw -37253.578081 + Penalty 2712.157830 = -34541.420251 nChanged 0 SP:Iteration 10F (20562.910000 sec): 3 clusters Score: Raw -37253.578081 + Penalty 2712.157830 = -34541.420251 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20563.050000 sec): 2 clusters Score: Raw -1308270.595830 + Penalty 2205.265375 = -1306065.330455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20563.250000 sec): 3 clusters Score: Raw -1304516.304354 + Penalty 4410.530750 = -1300105.773604 nChanged 2933 SP:Iteration 1F (20563.480000 sec): 3 clusters Score: Raw -1306122.705113 + Penalty 4410.530750 = -1301712.174364 nChanged 553 SP:Iteration 2F (20563.700000 sec): 3 clusters Score: Raw -1306416.680863 + Penalty 4410.530750 = -1302006.150114 nChanged 386 SP:Iteration 3F (20563.920000 sec): 3 clusters Score: Raw -1306621.609686 + Penalty 4410.530750 = -1302211.078936 nChanged 301 SP:Iteration 4Q (20564.150000 sec): 3 clusters Score: Raw -1306776.710454 + Penalty 4410.530750 = -1302366.179704 nChanged 248 SP:Iteration 5Q (20564.340000 sec): 3 clusters Score: Raw -1306912.604386 + Penalty 4410.530750 = -1302502.073636 nChanged 251 SP:Iteration 6Q (20564.560000 sec): 3 clusters Score: Raw -1307056.905070 + Penalty 4410.530750 = -1302646.374320 nChanged 244 SP:Iteration 7Q (20564.810000 sec): 3 clusters Score: Raw -1307189.334588 + Penalty 4410.530750 = -1302778.803839 nChanged 222 SP:Iteration 8Q (20565.010000 sec): 3 clusters Score: Raw -1307321.303138 + Penalty 4410.530750 = -1302910.772389 nChanged 229 SP:Iteration 9Q (20565.190000 sec): 3 clusters Score: Raw -1307457.180750 + Penalty 4410.530750 = -1303046.650000 nChanged 242 SP:Iteration 10Q (20565.460000 sec): 3 clusters Score: Raw -1307608.491343 + Penalty 4410.530750 = -1303197.960593 nChanged 239 SP:Iteration 11Q (20565.640000 sec): 3 clusters Score: Raw -1307741.756059 + Penalty 4410.530750 = -1303331.225309 nChanged 193 SP:Iteration 12Q (20565.890000 sec): 3 clusters Score: Raw -1307845.273783 + Penalty 4410.530750 = -1303434.743034 nChanged 176 SP:Iteration 13Q (20566.090000 sec): 3 clusters Score: Raw -1307936.584942 + Penalty 4410.530750 = -1303526.054192 nChanged 153 SP:Iteration 14Q (20566.290000 sec): 3 clusters Score: Raw -1308020.678789 + Penalty 4410.530750 = -1303610.148040 nChanged 137 SP:Iteration 15Q (20566.510000 sec): 3 clusters Score: Raw -1308104.394188 + Penalty 4410.530750 = -1303693.863438 nChanged 147 SP:Iteration 16Q (20566.750000 sec): 3 clusters Score: Raw -1308182.302178 + Penalty 4410.530750 = -1303771.771429 nChanged 142 SP:Iteration 17Q (20566.960000 sec): 3 clusters Score: Raw -1308263.313747 + Penalty 4410.530750 = -1303852.782997 nChanged 130 SP:Iteration 18Q (20567.130000 sec): 3 clusters Score: Raw -1308338.183211 + Penalty 4410.530750 = -1303927.652461 nChanged 122 SP:Iteration 19Q (20567.400000 sec): 3 clusters Score: Raw -1308408.281800 + Penalty 4410.530750 = -1303997.751050 nChanged 119 SP:Iteration 20F (20567.560000 sec): 3 clusters Score: Raw -1308477.090802 + Penalty 4410.530750 = -1304066.560052 nChanged 119 SP:Iteration 21Q (20567.780000 sec): 3 clusters Score: Raw -1308543.420275 + Penalty 4410.530750 = -1304132.889526 nChanged 100 SP:Iteration 22Q (20567.980000 sec): 3 clusters Score: Raw -1308601.866216 + Penalty 4410.530750 = -1304191.335466 nChanged 100 SP:Iteration 23Q (20568.180000 sec): 3 clusters Score: Raw -1308650.295895 + Penalty 4410.530750 = -1304239.765145 nChanged 79 SP:Iteration 24Q (20568.450000 sec): 3 clusters Score: Raw -1308686.697271 + Penalty 4410.530750 = -1304276.166521 nChanged 67 SP:Iteration 25Q (20568.650000 sec): 3 clusters Score: Raw -1308712.195668 + Penalty 4410.530750 = -1304301.664918 nChanged 51 SP:Iteration 26Q (20568.840000 sec): 3 clusters Score: Raw -1308729.897394 + Penalty 4410.530750 = -1304319.366645 nChanged 42 SP:Iteration 27Q (20569.080000 sec): 3 clusters Score: Raw -1308742.087981 + Penalty 4410.530750 = -1304331.557231 nChanged 27 SP:Iteration 28Q (20569.260000 sec): 3 clusters Score: Raw -1308750.125327 + Penalty 4410.530750 = -1304339.594577 nChanged 29 SP:Iteration 29Q (20569.520000 sec): 3 clusters Score: Raw -1308758.683765 + Penalty 4410.530750 = -1304348.153015 nChanged 21 SP:Iteration 30Q (20569.720000 sec): 3 clusters Score: Raw -1308765.858164 + Penalty 4410.530750 = -1304355.327414 nChanged 28 SP:Iteration 31Q (20569.910000 sec): 3 clusters Score: Raw -1308772.175382 + Penalty 4410.530750 = -1304361.644632 nChanged 16 SP:Iteration 32Q (20570.160000 sec): 3 clusters Score: Raw -1308775.866434 + Penalty 4410.530750 = -1304365.335685 nChanged 7 SP:Iteration 33Q (20570.440000 sec): 3 clusters Score: Raw -1308777.518126 + Penalty 4410.530750 = -1304366.987376 nChanged 7 SP:Iteration 34Q (20570.630000 sec): 3 clusters Score: Raw -1308779.183021 + Penalty 4410.530750 = -1304368.652272 nChanged 4 SP:Iteration 35Q (20570.910000 sec): 3 clusters Score: Raw -1308779.977295 + Penalty 4410.530750 = -1304369.446546 nChanged 2 SP:Iteration 36Q (20571.100000 sec): 3 clusters Score: Raw -1308780.671081 + Penalty 4410.530750 = -1304370.140331 nChanged 2 SP:Iteration 37Q (20571.360000 sec): 3 clusters Score: Raw -1308781.397564 + Penalty 4410.530750 = -1304370.866815 nChanged 1 SP:Iteration 38Q (20571.580000 sec): 3 clusters Score: Raw -1308781.536198 + Penalty 4410.530750 = -1304371.005448 nChanged 0 SP:Iteration 39F (20571.800000 sec): 3 clusters Score: Raw -1308781.536198 + Penalty 4410.530750 = -1304371.005448 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20571.910000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20572.100000 sec): 3 clusters Score: Raw -197962.595580 + Penalty 3463.959823 = -194498.635757 nChanged 284 SP:Iteration 1F (20572.340000 sec): 3 clusters Score: Raw -198286.441718 + Penalty 3463.959823 = -194822.481895 nChanged 75 SP:Iteration 2F (20572.540000 sec): 3 clusters Score: Raw -198396.362065 + Penalty 3463.959823 = -194932.402242 nChanged 43 SP:Iteration 3Q (20572.750000 sec): 3 clusters Score: Raw -198472.565564 + Penalty 3463.959823 = -195008.605741 nChanged 28 SP:Iteration 4Q (20573.000000 sec): 3 clusters Score: Raw -198538.137615 + Penalty 3463.959823 = -195074.177792 nChanged 35 SP:Iteration 5Q (20573.190000 sec): 3 clusters Score: Raw -198626.733639 + Penalty 3463.959823 = -195162.773816 nChanged 37 SP:Iteration 6Q (20573.400000 sec): 3 clusters Score: Raw -198758.822941 + Penalty 3463.959823 = -195294.863118 nChanged 45 SP:Iteration 7Q (20573.580000 sec): 3 clusters Score: Raw -198879.613467 + Penalty 3463.959823 = -195415.653645 nChanged 49 SP:Iteration 8Q (20573.790000 sec): 3 clusters Score: Raw -199018.441650 + Penalty 3463.959823 = -195554.481827 nChanged 51 SP:Iteration 9Q (20574.000000 sec): 3 clusters Score: Raw -199140.112517 + Penalty 3463.959823 = -195676.152694 nChanged 39 SP:Iteration 10Q (20574.260000 sec): 3 clusters Score: Raw -199248.237634 + Penalty 3463.959823 = -195784.277812 nChanged 42 SP:Iteration 11Q (20574.450000 sec): 3 clusters Score: Raw -199389.924867 + Penalty 3463.959823 = -195925.965044 nChanged 36 SP:Iteration 12Q (20574.640000 sec): 3 clusters Score: Raw -199493.245294 + Penalty 3463.959823 = -196029.285471 nChanged 29 SP:Iteration 13Q (20574.840000 sec): 3 clusters Score: Raw -199569.939975 + Penalty 3463.959823 = -196105.980153 nChanged 29 SP:Iteration 14Q (20574.990000 sec): 3 clusters Score: Raw -199628.489387 + Penalty 3463.959823 = -196164.529564 nChanged 14 SP:Iteration 15Q (20575.230000 sec): 3 clusters Score: Raw -199648.070672 + Penalty 3463.959823 = -196184.110849 nChanged 5 SP:Iteration 16Q (20575.380000 sec): 3 clusters Score: Raw -199656.622712 + Penalty 3463.959823 = -196192.662890 nChanged 3 SP:Iteration 17Q (20575.560000 sec): 3 clusters Score: Raw -199659.458493 + Penalty 3463.959823 = -196195.498671 nChanged 0 SP:Iteration 18F (20575.760000 sec): 3 clusters Score: Raw -199659.458493 + Penalty 3463.959823 = -196195.498671 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20575.830000 sec): 2 clusters Score: Raw -588381.676070 + Penalty 2015.742774 = -586365.933297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20576.060000 sec): 3 clusters Score: Raw -586957.049556 + Penalty 4031.485548 = -582925.564008 nChanged 1219 SP:Iteration 1F (20576.250000 sec): 3 clusters Score: Raw -587812.394498 + Penalty 4031.485548 = -583780.908950 nChanged 294 SP:Iteration 2F (20576.420000 sec): 3 clusters Score: Raw -588086.837651 + Penalty 4031.485548 = -584055.352104 nChanged 215 SP:Iteration 3F (20576.620000 sec): 3 clusters Score: Raw -588285.442146 + Penalty 4031.485548 = -584253.956599 nChanged 173 SP:Iteration 4F (20576.780000 sec): 3 clusters Score: Raw -588439.820285 + Penalty 4031.485548 = -584408.334737 nChanged 146 SP:Iteration 5Q (20576.970000 sec): 3 clusters Score: Raw -588554.859241 + Penalty 4031.485548 = -584523.373693 nChanged 120 SP:Iteration 6Q (20577.160000 sec): 3 clusters Score: Raw -588655.666168 + Penalty 4031.485548 = -584624.180620 nChanged 114 SP:Iteration 7Q (20577.370000 sec): 3 clusters Score: Raw -588753.624342 + Penalty 4031.485548 = -584722.138795 nChanged 90 SP:Iteration 8Q (20577.560000 sec): 3 clusters Score: Raw -588814.676161 + Penalty 4031.485548 = -584783.190613 nChanged 71 SP:Iteration 9Q (20577.750000 sec): 3 clusters Score: Raw -588858.062513 + Penalty 4031.485548 = -584826.576966 nChanged 49 SP:Iteration 10Q (20577.930000 sec): 3 clusters Score: Raw -588887.774242 + Penalty 4031.485548 = -584856.288694 nChanged 42 SP:Iteration 11Q (20578.100000 sec): 3 clusters Score: Raw -588911.593005 + Penalty 4031.485548 = -584880.107458 nChanged 35 SP:Iteration 12Q (20578.280000 sec): 3 clusters Score: Raw -588932.511848 + Penalty 4031.485548 = -584901.026301 nChanged 29 SP:Iteration 13Q (20578.510000 sec): 3 clusters Score: Raw -588950.008449 + Penalty 4031.485548 = -584918.522901 nChanged 26 SP:Iteration 14Q (20578.660000 sec): 3 clusters Score: Raw -588965.851668 + Penalty 4031.485548 = -584934.366120 nChanged 28 SP:Iteration 15Q (20578.850000 sec): 3 clusters Score: Raw -588979.802462 + Penalty 4031.485548 = -584948.316914 nChanged 26 SP:Iteration 16Q (20579.060000 sec): 3 clusters Score: Raw -588994.881191 + Penalty 4031.485548 = -584963.395644 nChanged 22 SP:Iteration 17Q (20579.210000 sec): 3 clusters Score: Raw -589007.574353 + Penalty 4031.485548 = -584976.088805 nChanged 16 SP:Iteration 18Q (20579.440000 sec): 3 clusters Score: Raw -589015.053306 + Penalty 4031.485548 = -584983.567758 nChanged 9 SP:Iteration 19Q (20579.600000 sec): 3 clusters Score: Raw -589018.942854 + Penalty 4031.485548 = -584987.457306 nChanged 6 SP:Iteration 20F (20579.810000 sec): 3 clusters Score: Raw -589021.840128 + Penalty 4031.485548 = -584990.354580 nChanged 11 SP:Iteration 21Q (20579.990000 sec): 3 clusters Score: Raw -589028.471171 + Penalty 4031.485548 = -584996.985624 nChanged 9 SP:Iteration 22Q (20580.200000 sec): 3 clusters Score: Raw -589034.554707 + Penalty 4031.485548 = -585003.069160 nChanged 9 SP:Iteration 23Q (20580.410000 sec): 3 clusters Score: Raw -589039.850966 + Penalty 4031.485548 = -585008.365418 nChanged 10 SP:Iteration 24Q (20580.610000 sec): 3 clusters Score: Raw -589047.191407 + Penalty 4031.485548 = -585015.705859 nChanged 10 SP:Iteration 25Q (20580.830000 sec): 3 clusters Score: Raw -589052.190177 + Penalty 4031.485548 = -585020.704630 nChanged 3 SP:Iteration 26Q (20581.050000 sec): 3 clusters Score: Raw -589053.081580 + Penalty 4031.485548 = -585021.596032 nChanged 1 SP:Iteration 27Q (20581.230000 sec): 3 clusters Score: Raw -589053.512224 + Penalty 4031.485548 = -585022.026677 nChanged 2 SP:Iteration 28Q (20581.440000 sec): 3 clusters Score: Raw -589054.892908 + Penalty 4031.485548 = -585023.407361 nChanged 2 SP:Iteration 29Q (20581.610000 sec): 3 clusters Score: Raw -589055.767747 + Penalty 4031.485548 = -585024.282199 nChanged 1 SP:Iteration 30Q (20581.820000 sec): 3 clusters Score: Raw -589055.879570 + Penalty 4031.485548 = -585024.394022 nChanged 0 SP:Iteration 31F (20581.980000 sec): 3 clusters Score: Raw -589055.879570 + Penalty 4031.485548 = -585024.394022 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20582.110000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20582.280000 sec): 3 clusters Score: Raw -292891.978474 + Penalty 3636.855126 = -289255.123348 nChanged 422 SP:Iteration 1F (20582.440000 sec): 3 clusters Score: Raw -293246.510248 + Penalty 3636.855126 = -289609.655122 nChanged 102 SP:Iteration 2F (20582.660000 sec): 3 clusters Score: Raw -293352.498077 + Penalty 3636.855126 = -289715.642951 nChanged 57 SP:Iteration 3Q (20582.830000 sec): 3 clusters Score: Raw -293407.104839 + Penalty 3636.855126 = -289770.249713 nChanged 26 SP:Iteration 4Q (20583.020000 sec): 3 clusters Score: Raw -293433.094408 + Penalty 3636.855126 = -289796.239282 nChanged 15 SP:Iteration 5Q (20583.220000 sec): 3 clusters Score: Raw -293445.069868 + Penalty 3636.855126 = -289808.214742 nChanged 10 SP:Iteration 6Q (20583.350000 sec): 3 clusters Score: Raw -293454.184413 + Penalty 3636.855126 = -289817.329287 nChanged 12 SP:Iteration 7Q (20583.560000 sec): 3 clusters Score: Raw -293468.264940 + Penalty 3636.855126 = -289831.409814 nChanged 4 SP:Iteration 8Q (20583.750000 sec): 3 clusters Score: Raw -293473.623815 + Penalty 3636.855126 = -289836.768689 nChanged 8 SP:Iteration 9Q (20583.970000 sec): 3 clusters Score: Raw -293479.913058 + Penalty 3636.855126 = -289843.057932 nChanged 10 SP:Iteration 10Q (20584.110000 sec): 3 clusters Score: Raw -293490.273771 + Penalty 3636.855126 = -289853.418645 nChanged 8 SP:Iteration 11Q (20584.290000 sec): 3 clusters Score: Raw -293498.895197 + Penalty 3636.855126 = -289862.040071 nChanged 10 SP:Iteration 12Q (20584.490000 sec): 3 clusters Score: Raw -293506.178691 + Penalty 3636.855126 = -289869.323565 nChanged 10 SP:Iteration 13Q (20584.700000 sec): 3 clusters Score: Raw -293512.893946 + Penalty 3636.855126 = -289876.038820 nChanged 4 SP:Iteration 14Q (20584.850000 sec): 3 clusters Score: Raw -293515.293960 + Penalty 3636.855126 = -289878.438834 nChanged 5 SP:Iteration 15Q (20585.070000 sec): 3 clusters Score: Raw -293520.722223 + Penalty 3636.855126 = -289883.867096 nChanged 4 SP:Iteration 16Q (20585.280000 sec): 3 clusters Score: Raw -293523.930697 + Penalty 3636.855126 = -289887.075571 nChanged 4 SP:Iteration 17Q (20585.490000 sec): 3 clusters Score: Raw -293526.549426 + Penalty 3636.855126 = -289889.694300 nChanged 4 SP:Iteration 18Q (20585.690000 sec): 3 clusters Score: Raw -293531.850137 + Penalty 3636.855126 = -289894.995011 nChanged 4 SP:Iteration 19Q (20585.890000 sec): 3 clusters Score: Raw -293535.457059 + Penalty 3636.855126 = -289898.601932 nChanged 2 SP:Iteration 20F (20586.050000 sec): 3 clusters Score: Raw -293537.398790 + Penalty 3636.855126 = -289900.543664 nChanged 1 SP:Iteration 21Q (20586.200000 sec): 3 clusters Score: Raw -293538.124790 + Penalty 3636.855126 = -289901.269664 nChanged 2 SP:Iteration 22Q (20586.420000 sec): 3 clusters Score: Raw -293540.099357 + Penalty 3636.855126 = -289903.244231 nChanged 1 SP:Iteration 23Q (20586.590000 sec): 3 clusters Score: Raw -293542.142903 + Penalty 3636.855126 = -289905.287777 nChanged 3 SP:Iteration 24Q (20586.780000 sec): 3 clusters Score: Raw -293544.078865 + Penalty 3636.855126 = -289907.223738 nChanged 2 SP:Iteration 25Q (20586.980000 sec): 3 clusters Score: Raw -293546.909678 + Penalty 3636.855126 = -289910.054552 nChanged 1 SP:Iteration 26Q (20587.170000 sec): 3 clusters Score: Raw -293547.854948 + Penalty 3636.855126 = -289910.999822 nChanged 3 SP:Iteration 27Q (20587.320000 sec): 3 clusters Score: Raw -293550.202719 + Penalty 3636.855126 = -289913.347593 nChanged 4 SP:Iteration 28Q (20587.510000 sec): 3 clusters Score: Raw -293556.141204 + Penalty 3636.855126 = -289919.286078 nChanged 3 SP:Iteration 29Q (20587.720000 sec): 3 clusters Score: Raw -293557.487782 + Penalty 3636.855126 = -289920.632656 nChanged 3 SP:Iteration 30Q (20587.900000 sec): 3 clusters Score: Raw -293558.545036 + Penalty 3636.855126 = -289921.689910 nChanged 1 SP:Iteration 31Q (20588.120000 sec): 3 clusters Score: Raw -293559.435697 + Penalty 3636.855126 = -289922.580571 nChanged 1 SP:Iteration 32Q (20588.290000 sec): 3 clusters Score: Raw -293560.540763 + Penalty 3636.855126 = -289923.685637 nChanged 3 SP:Iteration 33Q (20588.510000 sec): 3 clusters Score: Raw -293564.041851 + Penalty 3636.855126 = -289927.186725 nChanged 4 SP:Iteration 34Q (20588.700000 sec): 3 clusters Score: Raw -293567.462731 + Penalty 3636.855126 = -289930.607605 nChanged 2 SP:Iteration 35Q (20588.910000 sec): 3 clusters Score: Raw -293569.030717 + Penalty 3636.855126 = -289932.175591 nChanged 3 SP:Iteration 36Q (20589.100000 sec): 3 clusters Score: Raw -293570.964615 + Penalty 3636.855126 = -289934.109489 nChanged 0 SP:Iteration 37F (20589.250000 sec): 3 clusters Score: Raw -293570.964615 + Penalty 3636.855126 = -289934.109489 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20589.350000 sec): 2 clusters Score: Raw -61684.066002 + Penalty 1466.548745 = -60217.517256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20589.530000 sec): 3 clusters Score: Raw -61875.501344 + Penalty 2933.097491 = -58942.403853 nChanged 73 SP:Iteration 1F (20589.740000 sec): 3 clusters Score: Raw -62277.431227 + Penalty 2933.097491 = -59344.333736 nChanged 37 SP:Iteration 2F (20589.910000 sec): 3 clusters Score: Raw -62396.923689 + Penalty 2933.097491 = -59463.826199 nChanged 21 SP:Iteration 3F (20590.080000 sec): 3 clusters Score: Raw -62452.853920 + Penalty 2933.097491 = -59519.756429 nChanged 15 SP:Iteration 4Q (20590.310000 sec): 3 clusters Score: Raw -62504.768669 + Penalty 2933.097491 = -59571.671178 nChanged 11 SP:Iteration 5Q (20590.550000 sec): 3 clusters Score: Raw -62544.983719 + Penalty 2933.097491 = -59611.886228 nChanged 7 SP:Iteration 6Q (20590.760000 sec): 3 clusters Score: Raw -62562.619416 + Penalty 2933.097491 = -59629.521926 nChanged 5 SP:Iteration 7Q (20590.910000 sec): 3 clusters Score: Raw -62588.209947 + Penalty 2933.097491 = -59655.112456 nChanged 3 SP:Iteration 8Q (20591.120000 sec): 3 clusters Score: Raw -62600.135025 + Penalty 2933.097491 = -59667.037534 nChanged 3 SP:Iteration 9Q (20591.310000 sec): 3 clusters Score: Raw -62609.339987 + Penalty 2933.097491 = -59676.242496 nChanged 1 SP:Iteration 10Q (20591.530000 sec): 3 clusters Score: Raw -62612.192352 + Penalty 2933.097491 = -59679.094861 nChanged 2 SP:Iteration 11Q (20591.700000 sec): 3 clusters Score: Raw -62617.317356 + Penalty 2933.097491 = -59684.219865 nChanged 0 SP:Iteration 12F (20591.900000 sec): 3 clusters Score: Raw -62617.317356 + Penalty 2933.097491 = -59684.219865 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20592.000000 sec): 2 clusters Score: Raw -112433.805350 + Penalty 1626.433055 = -110807.372295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20592.210000 sec): 3 clusters Score: Raw -112374.355701 + Penalty 3252.866110 = -109121.489591 nChanged 179 SP:Iteration 1F (20592.380000 sec): 3 clusters Score: Raw -112747.549574 + Penalty 3252.866110 = -109494.683464 nChanged 53 SP:Iteration 2F (20592.560000 sec): 3 clusters Score: Raw -112903.871077 + Penalty 3252.866110 = -109651.004967 nChanged 33 SP:Iteration 3Q (20592.760000 sec): 3 clusters Score: Raw -113002.906500 + Penalty 3252.866110 = -109750.040389 nChanged 22 SP:Iteration 4Q (20592.970000 sec): 3 clusters Score: Raw -113060.613261 + Penalty 3252.866110 = -109807.747151 nChanged 23 SP:Iteration 5Q (20593.170000 sec): 3 clusters Score: Raw -113136.204403 + Penalty 3252.866110 = -109883.338293 nChanged 24 SP:Iteration 6Q (20593.310000 sec): 3 clusters Score: Raw -113191.182928 + Penalty 3252.866110 = -109938.316818 nChanged 14 SP:Iteration 7Q (20593.470000 sec): 3 clusters Score: Raw -113229.695914 + Penalty 3252.866110 = -109976.829804 nChanged 13 SP:Iteration 8Q (20593.720000 sec): 3 clusters Score: Raw -113253.524314 + Penalty 3252.866110 = -110000.658204 nChanged 6 SP:Iteration 9Q (20593.880000 sec): 3 clusters Score: Raw -113270.138452 + Penalty 3252.866110 = -110017.272342 nChanged 7 SP:Iteration 10Q (20594.060000 sec): 3 clusters Score: Raw -113285.682353 + Penalty 3252.866110 = -110032.816243 nChanged 11 SP:Iteration 11Q (20594.290000 sec): 3 clusters Score: Raw -113323.776282 + Penalty 3252.866110 = -110070.910172 nChanged 5 SP:Iteration 12Q (20594.490000 sec): 3 clusters Score: Raw -113340.244706 + Penalty 3252.866110 = -110087.378596 nChanged 7 SP:Iteration 13Q (20594.620000 sec): 3 clusters Score: Raw -113360.264350 + Penalty 3252.866110 = -110107.398240 nChanged 6 SP:Iteration 14Q (20594.830000 sec): 3 clusters Score: Raw -113375.178143 + Penalty 3252.866110 = -110122.312033 nChanged 5 SP:Iteration 15Q (20595.040000 sec): 3 clusters Score: Raw -113386.900031 + Penalty 3252.866110 = -110134.033920 nChanged 6 SP:Iteration 16Q (20595.210000 sec): 3 clusters Score: Raw -113402.894903 + Penalty 3252.866110 = -110150.028793 nChanged 10 SP:Iteration 17Q (20595.360000 sec): 3 clusters Score: Raw -113428.593898 + Penalty 3252.866110 = -110175.727788 nChanged 9 SP:Iteration 18Q (20595.540000 sec): 3 clusters Score: Raw -113457.118670 + Penalty 3252.866110 = -110204.252559 nChanged 8 SP:Iteration 19Q (20595.720000 sec): 3 clusters Score: Raw -113482.444196 + Penalty 3252.866110 = -110229.578086 nChanged 7 SP:Iteration 20F (20595.940000 sec): 3 clusters Score: Raw -113514.911888 + Penalty 3252.866110 = -110262.045778 nChanged 14 SP:Iteration 21Q (20596.090000 sec): 3 clusters Score: Raw -113587.796831 + Penalty 3252.866110 = -110334.930721 nChanged 15 SP:Iteration 22Q (20596.280000 sec): 3 clusters Score: Raw -113653.514187 + Penalty 3252.866110 = -110400.648077 nChanged 17 SP:Iteration 23Q (20596.490000 sec): 3 clusters Score: Raw -113715.551122 + Penalty 3252.866110 = -110462.685012 nChanged 8 SP:Iteration 24Q (20596.650000 sec): 3 clusters Score: Raw -113735.787141 + Penalty 3252.866110 = -110482.921031 nChanged 12 SP:Iteration 25Q (20596.790000 sec): 3 clusters Score: Raw -113768.067871 + Penalty 3252.866110 = -110515.201760 nChanged 13 SP:Iteration 26Q (20596.970000 sec): 3 clusters Score: Raw -113800.945817 + Penalty 3252.866110 = -110548.079707 nChanged 9 SP:Iteration 27Q (20597.140000 sec): 3 clusters Score: Raw -113817.020828 + Penalty 3252.866110 = -110564.154718 nChanged 3 SP:Iteration 28Q (20597.300000 sec): 3 clusters Score: Raw -113821.045053 + Penalty 3252.866110 = -110568.178943 nChanged 3 SP:Iteration 29Q (20597.490000 sec): 3 clusters Score: Raw -113825.153064 + Penalty 3252.866110 = -110572.286954 nChanged 2 SP:Iteration 30Q (20597.630000 sec): 3 clusters Score: Raw -113826.980234 + Penalty 3252.866110 = -110574.114124 nChanged 0 SP:Iteration 31F (20597.810000 sec): 3 clusters Score: Raw -113826.980234 + Penalty 3252.866110 = -110574.114124 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20597.900000 sec): 2 clusters Score: Raw -53203.550217 + Penalty 1503.818732 = -51699.731485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20598.070000 sec): 3 clusters Score: Raw -53276.457796 + Penalty 3007.637464 = -50268.820333 nChanged 84 SP:Iteration 1F (20598.250000 sec): 3 clusters Score: Raw -53524.260704 + Penalty 3007.637464 = -50516.623240 nChanged 29 SP:Iteration 2F (20598.460000 sec): 3 clusters Score: Raw -53636.536804 + Penalty 3007.637464 = -50628.899340 nChanged 18 SP:Iteration 3Q (20598.650000 sec): 3 clusters Score: Raw -53686.439414 + Penalty 3007.637464 = -50678.801951 nChanged 7 SP:Iteration 4Q (20598.820000 sec): 3 clusters Score: Raw -53702.660704 + Penalty 3007.637464 = -50695.023241 nChanged 4 SP:Iteration 5Q (20598.990000 sec): 3 clusters Score: Raw -53716.448952 + Penalty 3007.637464 = -50708.811489 nChanged 2 SP:Iteration 6Q (20599.180000 sec): 3 clusters Score: Raw -53717.794010 + Penalty 3007.637464 = -50710.156547 nChanged 0 SP:Iteration 7F (20599.360000 sec): 3 clusters Score: Raw -53717.794010 + Penalty 3007.637464 = -50710.156547 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20599.450000 sec): 2 clusters Score: Raw -38763.544515 + Penalty 1370.312329 = -37393.232186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20599.650000 sec): 3 clusters Score: Raw -39017.504158 + Penalty 2740.624658 = -36276.879501 nChanged 39 SP:Iteration 1F (20599.850000 sec): 3 clusters Score: Raw -39193.260263 + Penalty 2740.624658 = -36452.635605 nChanged 13 SP:Iteration 2F (20600.080000 sec): 3 clusters Score: Raw -39286.469966 + Penalty 2740.624658 = -36545.845308 nChanged 12 SP:Iteration 3Q (20600.260000 sec): 3 clusters Score: Raw -39378.158554 + Penalty 2740.624658 = -36637.533896 nChanged 9 SP:Iteration 4Q (20600.410000 sec): 3 clusters Score: Raw -39473.188290 + Penalty 2740.624658 = -36732.563632 nChanged 7 SP:Iteration 5Q (20600.610000 sec): 3 clusters Score: Raw -39522.815759 + Penalty 2740.624658 = -36782.191101 nChanged 3 SP:Iteration 6Q (20600.750000 sec): 3 clusters Score: Raw -39549.483366 + Penalty 2740.624658 = -36808.858708 nChanged 3 SP:Iteration 7Q (20600.920000 sec): 3 clusters Score: Raw -39576.966015 + Penalty 2740.624658 = -36836.341357 nChanged 0 SP:Iteration 8F (20601.110000 sec): 3 clusters Score: Raw -39576.966015 + Penalty 2740.624658 = -36836.341357 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20601.210000 sec): 2 clusters Score: Raw -71514.162399 + Penalty 1518.378217 = -69995.784182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20601.330000 sec): 3 clusters Score: Raw -71623.398451 + Penalty 3036.756434 = -68586.642018 nChanged 67 SP:Iteration 1F (20601.540000 sec): 3 clusters Score: Raw -71864.734634 + Penalty 3036.756434 = -68827.978200 nChanged 21 SP:Iteration 2Q (20601.710000 sec): 3 clusters Score: Raw -71954.702530 + Penalty 3036.756434 = -68917.946096 nChanged 18 SP:Iteration 3Q (20601.890000 sec): 3 clusters Score: Raw -72006.371456 + Penalty 3036.756434 = -68969.615022 nChanged 12 SP:Iteration 4Q (20602.070000 sec): 3 clusters Score: Raw -72045.779229 + Penalty 3036.756434 = -69009.022795 nChanged 10 SP:Iteration 5Q (20602.240000 sec): 3 clusters Score: Raw -72103.738545 + Penalty 3036.756434 = -69066.982111 nChanged 15 SP:Iteration 6Q (20602.440000 sec): 3 clusters Score: Raw -72211.213135 + Penalty 3036.756434 = -69174.456702 nChanged 15 SP:Iteration 7Q (20602.590000 sec): 3 clusters Score: Raw -72300.120288 + Penalty 3036.756434 = -69263.363854 nChanged 13 SP:Iteration 8Q (20602.750000 sec): 3 clusters Score: Raw -72378.133293 + Penalty 3036.756434 = -69341.376859 nChanged 16 SP:Iteration 9Q (20602.940000 sec): 3 clusters Score: Raw -72461.715876 + Penalty 3036.756434 = -69424.959442 nChanged 17 SP:Iteration 10Q (20603.120000 sec): 3 clusters Score: Raw -72546.566579 + Penalty 3036.756434 = -69509.810146 nChanged 12 SP:Iteration 11Q (20603.310000 sec): 3 clusters Score: Raw -72599.346747 + Penalty 3036.756434 = -69562.590314 nChanged 10 SP:Iteration 12Q (20603.460000 sec): 3 clusters Score: Raw -72670.534221 + Penalty 3036.756434 = -69633.777787 nChanged 14 SP:Iteration 13Q (20603.640000 sec): 3 clusters Score: Raw -72775.323150 + Penalty 3036.756434 = -69738.566716 nChanged 10 SP:Iteration 14Q (20603.800000 sec): 3 clusters Score: Raw -72827.198418 + Penalty 3036.756434 = -69790.441984 nChanged 7 SP:Iteration 15Q (20603.960000 sec): 3 clusters Score: Raw -72862.204537 + Penalty 3036.756434 = -69825.448104 nChanged 2 SP:Iteration 16Q (20604.110000 sec): 3 clusters Score: Raw -72873.113450 + Penalty 3036.756434 = -69836.357016 nChanged 4 SP:Iteration 17Q (20604.270000 sec): 3 clusters Score: Raw -72900.591032 + Penalty 3036.756434 = -69863.834599 nChanged 6 SP:Iteration 18Q (20604.430000 sec): 3 clusters Score: Raw -72941.793351 + Penalty 3036.756434 = -69905.036918 nChanged 4 SP:Iteration 19Q (20604.590000 sec): 3 clusters Score: Raw -72959.734820 + Penalty 3036.756434 = -69922.978387 nChanged 3 SP:Iteration 20F (20604.780000 sec): 3 clusters Score: Raw -72982.963763 + Penalty 3036.756434 = -69946.207330 nChanged 2 SP:Iteration 21Q (20604.930000 sec): 3 clusters Score: Raw -72991.578606 + Penalty 3036.756434 = -69954.822173 nChanged 1 SP:Iteration 22Q (20605.100000 sec): 3 clusters Score: Raw -73001.110772 + Penalty 3036.756434 = -69964.354339 nChanged 0 SP:Iteration 23F (20605.280000 sec): 3 clusters Score: Raw -73001.110772 + Penalty 3036.756434 = -69964.354339 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20605.380000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20605.570000 sec): 3 clusters Score: Raw -101967.741504 + Penalty 3151.767540 = -98815.973964 nChanged 120 SP:Iteration 1F (20605.760000 sec): 3 clusters Score: Raw -102165.948460 + Penalty 3151.767540 = -99014.180920 nChanged 35 SP:Iteration 2F (20605.930000 sec): 3 clusters Score: Raw -102249.003220 + Penalty 3151.767540 = -99097.235680 nChanged 18 SP:Iteration 3Q (20606.110000 sec): 3 clusters Score: Raw -102281.831213 + Penalty 3151.767540 = -99130.063673 nChanged 10 SP:Iteration 4Q (20606.300000 sec): 3 clusters Score: Raw -102304.926716 + Penalty 3151.767540 = -99153.159176 nChanged 7 SP:Iteration 5Q (20606.490000 sec): 3 clusters Score: Raw -102314.010423 + Penalty 3151.767540 = -99162.242883 nChanged 4 SP:Iteration 6Q (20606.640000 sec): 3 clusters Score: Raw -102320.534774 + Penalty 3151.767540 = -99168.767233 nChanged 5 SP:Iteration 7Q (20606.800000 sec): 3 clusters Score: Raw -102329.248250 + Penalty 3151.767540 = -99177.480710 nChanged 5 SP:Iteration 8Q (20606.940000 sec): 3 clusters Score: Raw -102341.140181 + Penalty 3151.767540 = -99189.372641 nChanged 3 SP:Iteration 9Q (20607.070000 sec): 3 clusters Score: Raw -102345.932622 + Penalty 3151.767540 = -99194.165082 nChanged 3 SP:Iteration 10Q (20607.260000 sec): 3 clusters Score: Raw -102349.726481 + Penalty 3151.767540 = -99197.958941 nChanged 1 SP:Iteration 11Q (20607.470000 sec): 3 clusters Score: Raw -102353.489449 + Penalty 3151.767540 = -99201.721909 nChanged 0 SP:Iteration 12F (20607.650000 sec): 3 clusters Score: Raw -102353.489449 + Penalty 3151.767540 = -99201.721909 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20607.750000 sec): 2 clusters Score: Raw -99341.810791 + Penalty 1582.270389 = -97759.540402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20607.930000 sec): 3 clusters Score: Raw -99298.305745 + Penalty 3164.540778 = -96133.764966 nChanged 103 SP:Iteration 1F (20608.080000 sec): 3 clusters Score: Raw -99486.589007 + Penalty 3164.540778 = -96322.048228 nChanged 25 SP:Iteration 2Q (20608.280000 sec): 3 clusters Score: Raw -99536.015819 + Penalty 3164.540778 = -96371.475040 nChanged 14 SP:Iteration 3Q (20608.460000 sec): 3 clusters Score: Raw -99566.338581 + Penalty 3164.540778 = -96401.797803 nChanged 10 SP:Iteration 4Q (20608.630000 sec): 3 clusters Score: Raw -99605.524887 + Penalty 3164.540778 = -96440.984109 nChanged 8 SP:Iteration 5Q (20608.790000 sec): 3 clusters Score: Raw -99621.147401 + Penalty 3164.540778 = -96456.606622 nChanged 1 SP:Iteration 6Q (20608.970000 sec): 3 clusters Score: Raw -99623.120540 + Penalty 3164.540778 = -96458.579762 nChanged 1 SP:Iteration 7Q (20609.140000 sec): 3 clusters Score: Raw -99624.617933 + Penalty 3164.540778 = -96460.077155 nChanged 0 SP:Iteration 8F (20609.330000 sec): 3 clusters Score: Raw -99624.617933 + Penalty 3164.540778 = -96460.077155 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20609.460000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20609.620000 sec): 3 clusters Score: Raw -120007.952660 + Penalty 3267.424807 = -116740.527853 nChanged 162 SP:Iteration 1F (20609.820000 sec): 3 clusters Score: Raw -120226.173124 + Penalty 3267.424807 = -116958.748317 nChanged 45 SP:Iteration 2F (20610.020000 sec): 3 clusters Score: Raw -120308.229322 + Penalty 3267.424807 = -117040.804515 nChanged 31 SP:Iteration 3Q (20610.190000 sec): 3 clusters Score: Raw -120358.972110 + Penalty 3267.424807 = -117091.547302 nChanged 20 SP:Iteration 4Q (20610.360000 sec): 3 clusters Score: Raw -120407.109685 + Penalty 3267.424807 = -117139.684878 nChanged 14 SP:Iteration 5Q (20610.540000 sec): 3 clusters Score: Raw -120433.308889 + Penalty 3267.424807 = -117165.884081 nChanged 9 SP:Iteration 6Q (20610.750000 sec): 3 clusters Score: Raw -120451.078157 + Penalty 3267.424807 = -117183.653350 nChanged 6 SP:Iteration 7Q (20610.870000 sec): 3 clusters Score: Raw -120465.713494 + Penalty 3267.424807 = -117198.288687 nChanged 7 SP:Iteration 8Q (20611.050000 sec): 3 clusters Score: Raw -120487.313324 + Penalty 3267.424807 = -117219.888517 nChanged 10 SP:Iteration 9Q (20611.230000 sec): 3 clusters Score: Raw -120506.809910 + Penalty 3267.424807 = -117239.385103 nChanged 7 SP:Iteration 10Q (20611.410000 sec): 3 clusters Score: Raw -120522.209668 + Penalty 3267.424807 = -117254.784861 nChanged 7 SP:Iteration 11Q (20611.600000 sec): 3 clusters Score: Raw -120546.928945 + Penalty 3267.424807 = -117279.504137 nChanged 10 SP:Iteration 12Q (20611.780000 sec): 3 clusters Score: Raw -120574.099010 + Penalty 3267.424807 = -117306.674203 nChanged 9 SP:Iteration 13Q (20611.960000 sec): 3 clusters Score: Raw -120595.807637 + Penalty 3267.424807 = -117328.382830 nChanged 11 SP:Iteration 14Q (20612.140000 sec): 3 clusters Score: Raw -120632.789633 + Penalty 3267.424807 = -117365.364826 nChanged 8 SP:Iteration 15Q (20612.320000 sec): 3 clusters Score: Raw -120648.577581 + Penalty 3267.424807 = -117381.152773 nChanged 5 SP:Iteration 16Q (20612.520000 sec): 3 clusters Score: Raw -120659.301387 + Penalty 3267.424807 = -117391.876580 nChanged 5 SP:Iteration 17Q (20612.670000 sec): 3 clusters Score: Raw -120671.718192 + Penalty 3267.424807 = -117404.293385 nChanged 3 SP:Iteration 18Q (20612.850000 sec): 3 clusters Score: Raw -120677.724107 + Penalty 3267.424807 = -117410.299300 nChanged 4 SP:Iteration 19Q (20613.050000 sec): 3 clusters Score: Raw -120688.647544 + Penalty 3267.424807 = -117421.222737 nChanged 1 SP:Iteration 20F (20613.200000 sec): 3 clusters Score: Raw -120690.858313 + Penalty 3267.424807 = -117423.433506 nChanged 2 SP:Iteration 21Q (20613.400000 sec): 3 clusters Score: Raw -120693.956332 + Penalty 3267.424807 = -117426.531525 nChanged 2 SP:Iteration 22Q (20613.580000 sec): 3 clusters Score: Raw -120696.204938 + Penalty 3267.424807 = -117428.780131 nChanged 1 SP:Iteration 23Q (20613.760000 sec): 3 clusters Score: Raw -120699.669388 + Penalty 3267.424807 = -117432.244580 nChanged 0 SP:Iteration 24F (20613.930000 sec): 3 clusters Score: Raw -120699.669388 + Penalty 3267.424807 = -117432.244580 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20614.030000 sec): 2 clusters Score: Raw -68453.597376 + Penalty 1561.225968 = -66892.371407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20614.190000 sec): 3 clusters Score: Raw -68588.104060 + Penalty 3122.451937 = -65465.652123 nChanged 126 SP:Iteration 1F (20614.350000 sec): 3 clusters Score: Raw -68905.601775 + Penalty 3122.451937 = -65783.149838 nChanged 50 SP:Iteration 2F (20614.540000 sec): 3 clusters Score: Raw -69054.068003 + Penalty 3122.451937 = -65931.616067 nChanged 27 SP:Iteration 3Q (20614.720000 sec): 3 clusters Score: Raw -69133.218213 + Penalty 3122.451937 = -66010.766276 nChanged 14 SP:Iteration 4Q (20614.900000 sec): 3 clusters Score: Raw -69172.343457 + Penalty 3122.451937 = -66049.891520 nChanged 9 SP:Iteration 5Q (20615.060000 sec): 3 clusters Score: Raw -69213.549274 + Penalty 3122.451937 = -66091.097337 nChanged 6 SP:Iteration 6Q (20615.240000 sec): 3 clusters Score: Raw -69240.860953 + Penalty 3122.451937 = -66118.409017 nChanged 3 SP:Iteration 7Q (20615.420000 sec): 3 clusters Score: Raw -69250.816447 + Penalty 3122.451937 = -66128.364510 nChanged 0 SP:Iteration 8F (20615.570000 sec): 3 clusters Score: Raw -69250.816447 + Penalty 3122.451937 = -66128.364510 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20615.680000 sec): 2 clusters Score: Raw -163234.280754 + Penalty 1696.720638 = -161537.560115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20615.860000 sec): 3 clusters Score: Raw -163089.543616 + Penalty 3393.441276 = -159696.102340 nChanged 248 SP:Iteration 1F (20616.060000 sec): 3 clusters Score: Raw -163661.949417 + Penalty 3393.441276 = -160268.508140 nChanged 83 SP:Iteration 2F (20616.210000 sec): 3 clusters Score: Raw -163860.642064 + Penalty 3393.441276 = -160467.200788 nChanged 71 SP:Iteration 3F (20616.430000 sec): 3 clusters Score: Raw -164029.310912 + Penalty 3393.441276 = -160635.869635 nChanged 44 SP:Iteration 4Q (20616.580000 sec): 3 clusters Score: Raw -164115.369420 + Penalty 3393.441276 = -160721.928144 nChanged 28 SP:Iteration 5Q (20616.730000 sec): 3 clusters Score: Raw -164178.110759 + Penalty 3393.441276 = -160784.669482 nChanged 18 SP:Iteration 6Q (20616.960000 sec): 3 clusters Score: Raw -164229.207954 + Penalty 3393.441276 = -160835.766677 nChanged 15 SP:Iteration 7Q (20617.110000 sec): 3 clusters Score: Raw -164264.553454 + Penalty 3393.441276 = -160871.112177 nChanged 11 SP:Iteration 8Q (20617.280000 sec): 3 clusters Score: Raw -164305.174912 + Penalty 3393.441276 = -160911.733636 nChanged 11 SP:Iteration 9Q (20617.480000 sec): 3 clusters Score: Raw -164345.734123 + Penalty 3393.441276 = -160952.292847 nChanged 5 SP:Iteration 10Q (20617.660000 sec): 3 clusters Score: Raw -164373.546919 + Penalty 3393.441276 = -160980.105642 nChanged 5 SP:Iteration 11Q (20617.840000 sec): 3 clusters Score: Raw -164400.933970 + Penalty 3393.441276 = -161007.492693 nChanged 4 SP:Iteration 12Q (20618.000000 sec): 3 clusters Score: Raw -164409.553825 + Penalty 3393.441276 = -161016.112549 nChanged 5 SP:Iteration 13Q (20618.150000 sec): 3 clusters Score: Raw -164422.953032 + Penalty 3393.441276 = -161029.511755 nChanged 4 SP:Iteration 14Q (20618.360000 sec): 3 clusters Score: Raw -164436.576787 + Penalty 3393.441276 = -161043.135510 nChanged 5 SP:Iteration 15Q (20618.530000 sec): 3 clusters Score: Raw -164455.909381 + Penalty 3393.441276 = -161062.468105 nChanged 7 SP:Iteration 16Q (20618.690000 sec): 3 clusters Score: Raw -164491.439019 + Penalty 3393.441276 = -161097.997742 nChanged 7 SP:Iteration 17Q (20618.860000 sec): 3 clusters Score: Raw -164514.144609 + Penalty 3393.441276 = -161120.703332 nChanged 5 SP:Iteration 18Q (20619.050000 sec): 3 clusters Score: Raw -164535.253375 + Penalty 3393.441276 = -161141.812099 nChanged 2 SP:Iteration 19Q (20619.240000 sec): 3 clusters Score: Raw -164544.957328 + Penalty 3393.441276 = -161151.516052 nChanged 1 SP:Iteration 20F (20619.420000 sec): 3 clusters Score: Raw -164547.181089 + Penalty 3393.441276 = -161153.739813 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20619.530000 sec): 2 clusters Score: Raw -60572.872114 + Penalty 1469.877654 = -59102.994460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20619.700000 sec): 3 clusters Score: Raw -60655.757716 + Penalty 2939.755309 = -57716.002407 nChanged 53 SP:Iteration 1F (20619.840000 sec): 3 clusters Score: Raw -60804.904919 + Penalty 2939.755309 = -57865.149610 nChanged 13 SP:Iteration 2Q (20620.060000 sec): 3 clusters Score: Raw -60837.256175 + Penalty 2939.755309 = -57897.500866 nChanged 6 SP:Iteration 3Q (20620.190000 sec): 3 clusters Score: Raw -60854.183347 + Penalty 2939.755309 = -57914.428038 nChanged 3 SP:Iteration 4Q (20620.370000 sec): 3 clusters Score: Raw -60859.977375 + Penalty 2939.755309 = -57920.222066 nChanged 3 SP:Iteration 5Q (20620.560000 sec): 3 clusters Score: Raw -60870.608353 + Penalty 2939.755309 = -57930.853044 nChanged 4 SP:Iteration 6Q (20620.700000 sec): 3 clusters Score: Raw -60887.653100 + Penalty 2939.755309 = -57947.897791 nChanged 3 SP:Iteration 7Q (20620.920000 sec): 3 clusters Score: Raw -60892.789197 + Penalty 2939.755309 = -57953.033888 nChanged 2 SP:Iteration 8Q (20621.090000 sec): 3 clusters Score: Raw -60898.078789 + Penalty 2939.755309 = -57958.323480 nChanged 0 SP:Iteration 9F (20621.260000 sec): 3 clusters Score: Raw -60898.078789 + Penalty 2939.755309 = -57958.323480 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20621.330000 sec): 2 clusters Score: Raw -89446.924262 + Penalty 1550.472163 = -87896.452099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20621.490000 sec): 3 clusters Score: Raw -89441.128530 + Penalty 3100.944326 = -86340.184204 nChanged 83 SP:Iteration 1F (20621.700000 sec): 3 clusters Score: Raw -89596.914643 + Penalty 3100.944326 = -86495.970317 nChanged 23 SP:Iteration 2Q (20621.870000 sec): 3 clusters Score: Raw -89641.820657 + Penalty 3100.944326 = -86540.876331 nChanged 8 SP:Iteration 3Q (20622.020000 sec): 3 clusters Score: Raw -89656.638040 + Penalty 3100.944326 = -86555.693714 nChanged 5 SP:Iteration 4Q (20622.160000 sec): 3 clusters Score: Raw -89669.747409 + Penalty 3100.944326 = -86568.803083 nChanged 3 SP:Iteration 5Q (20622.320000 sec): 3 clusters Score: Raw -89676.320837 + Penalty 3100.944326 = -86575.376511 nChanged 3 SP:Iteration 6Q (20622.540000 sec): 3 clusters Score: Raw -89679.598249 + Penalty 3100.944326 = -86578.653923 nChanged 1 SP:Iteration 7Q (20622.690000 sec): 3 clusters Score: Raw -89680.806874 + Penalty 3100.944326 = -86579.862548 nChanged 0 SP:Iteration 8F (20622.850000 sec): 3 clusters Score: Raw -89680.806874 + Penalty 3100.944326 = -86579.862548 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20622.960000 sec): 2 clusters Score: Raw -11096.781746 + Penalty 1074.021868 = -10022.759878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20623.100000 sec): 3 clusters Score: Raw -11707.639583 + Penalty 2148.043737 = -9559.595847 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (124542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20623.740000 sec): 2 clusters Score: Raw -22758519.062709 + Penalty 2909.634775 = -22755609.427934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20624.510000 sec): 3 clusters Score: Raw -22678165.454590 + Penalty 5819.269551 = -22672346.185040 nChanged 59373 SP:Iteration 1F (20625.270000 sec): 3 clusters Score: Raw -22711853.828744 + Penalty 5819.269551 = -22706034.559194 nChanged 3673 SP:Iteration 2Q (20626.070000 sec): 3 clusters Score: Raw -22712625.896441 + Penalty 5819.269551 = -22706806.626891 nChanged 3761 SP:Iteration 3Q (20626.860000 sec): 3 clusters Score: Raw -22713528.592674 + Penalty 5819.269551 = -22707709.323123 nChanged 4060 SP:Iteration 4Q (20627.640000 sec): 3 clusters Score: Raw -22714637.567108 + Penalty 5819.269551 = -22708818.297558 nChanged 4447 SP:Iteration 5Q (20628.380000 sec): 3 clusters Score: Raw -22716179.365611 + Penalty 5819.269551 = -22710360.096060 nChanged 5280 SP:Iteration 6Q (20629.140000 sec): 3 clusters Score: Raw -22718477.239410 + Penalty 5819.269551 = -22712657.969859 nChanged 6525 SP:Iteration 7F (20629.850000 sec): 3 clusters Score: Raw -22722175.115003 + Penalty 5819.269551 = -22716355.845452 nChanged 8375 SP:Iteration 8F (20630.600000 sec): 3 clusters Score: Raw -22728119.918762 + Penalty 5819.269551 = -22722300.649212 nChanged 9713 SP:Iteration 9F (20631.310000 sec): 3 clusters Score: Raw -22736205.242386 + Penalty 5819.269551 = -22730385.972836 nChanged 9669 SP:Iteration 10F (20632.040000 sec): 3 clusters Score: Raw -22745114.677958 + Penalty 5819.269551 = -22739295.408407 nChanged 7493 SP:Iteration 11F (20632.770000 sec): 3 clusters Score: Raw -22752125.979153 + Penalty 5819.269551 = -22746306.709603 nChanged 4311 SP:Iteration 12Q (20633.470000 sec): 3 clusters Score: Raw -22756061.385217 + Penalty 5819.269551 = -22750242.115666 nChanged 1889 SP:Iteration 13Q (20634.140000 sec): 3 clusters Score: Raw -22757742.776208 + Penalty 5819.269551 = -22751923.506657 nChanged 656 SP:Iteration 14Q (20634.820000 sec): 3 clusters Score: Raw -22758357.497993 + Penalty 5819.269551 = -22752538.228442 nChanged 231 SP:Iteration 15Q (20635.470000 sec): 3 clusters Score: Raw -22758591.828388 + Penalty 5819.269551 = -22752772.558837 nChanged 96 SP:Iteration 16Q (20636.100000 sec): 3 clusters Score: Raw -22758699.383858 + Penalty 5819.269551 = -22752880.114307 nChanged 48 SP:Iteration 17Q (20636.810000 sec): 3 clusters Score: Raw -22758758.828034 + Penalty 5819.269551 = -22752939.558483 nChanged 24 SP:Iteration 18Q (20637.460000 sec): 3 clusters Score: Raw -22758784.231177 + Penalty 5819.269551 = -22752964.961627 nChanged 15 SP:Iteration 19Q (20638.130000 sec): 3 clusters Score: Raw -22758805.604462 + Penalty 5819.269551 = -22752986.334911 nChanged 17 SP:Iteration 20F (20638.930000 sec): 3 clusters Score: Raw -22758829.051663 + Penalty 5819.269551 = -22753009.782112 nChanged 8 SP:Iteration 21Q (20639.600000 sec): 3 clusters Score: Raw -22758836.526904 + Penalty 5819.269551 = -22753017.257354 nChanged 4 SP:Iteration 22Q (20640.320000 sec): 3 clusters Score: Raw -22758841.647740 + Penalty 5819.269551 = -22753022.378189 nChanged 2 SP:Iteration 23Q (20640.990000 sec): 3 clusters Score: Raw -22758843.831616 + Penalty 5819.269551 = -22753024.562066 nChanged 2 SP:Iteration 24Q (20641.730000 sec): 3 clusters Score: Raw -22758847.019921 + Penalty 5819.269551 = -22753027.750370 nChanged 3 SP:Iteration 25Q (20642.410000 sec): 3 clusters Score: Raw -22758852.412064 + Penalty 5819.269551 = -22753033.142513 nChanged 2 SP:Iteration 26Q (20643.070000 sec): 3 clusters Score: Raw -22758854.894582 + Penalty 5819.269551 = -22753035.625032 nChanged 4 SP:Iteration 27Q (20643.750000 sec): 3 clusters Score: Raw -22758861.268216 + Penalty 5819.269551 = -22753041.998666 nChanged 5 SP:Iteration 28Q (20644.440000 sec): 3 clusters Score: Raw -22758864.726115 + Penalty 5819.269551 = -22753045.456564 nChanged 4 SP:Iteration 29Q (20645.170000 sec): 3 clusters Score: Raw -22758868.908484 + Penalty 5819.269551 = -22753049.638934 nChanged 2 SP:Iteration 30Q (20645.870000 sec): 3 clusters Score: Raw -22758870.130152 + Penalty 5819.269551 = -22753050.860601 nChanged 1 SP:Iteration 31Q (20646.560000 sec): 3 clusters Score: Raw -22758872.007726 + Penalty 5819.269551 = -22753052.738176 nChanged 1 SP:Iteration 32Q (20647.220000 sec): 3 clusters Score: Raw -22758872.543561 + Penalty 5819.269551 = -22753053.274010 nChanged 1 SP:Iteration 33Q (20647.860000 sec): 3 clusters Score: Raw -22758873.613837 + Penalty 5819.269551 = -22753054.344286 nChanged 0 SP:Iteration 34F (20648.680000 sec): 3 clusters Score: Raw -22758873.613837 + Penalty 5819.269551 = -22753054.344286 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 61 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20648.800000 sec): 2 clusters Score: Raw -13629.065880 + Penalty 1218.338412 = -12410.727468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20648.980000 sec): 3 clusters Score: Raw -14225.291543 + Penalty 2436.676823 = -11788.614720 nChanged 20 SP:Iteration 1F (20649.190000 sec): 3 clusters Score: Raw -14420.364140 + Penalty 2436.676823 = -11983.687317 nChanged 1 SP:Iteration 2Q (20649.340000 sec): 3 clusters Score: Raw -14426.306501 + Penalty 2436.676823 = -11989.629677 nChanged 0 SP:Iteration 3F (20649.490000 sec): 3 clusters Score: Raw -14426.306501 + Penalty 2436.676823 = -11989.629677 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20649.650000 sec): 2 clusters Score: Raw -264512.885651 + Penalty 1818.589708 = -262694.295943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20649.800000 sec): 3 clusters Score: Raw -264045.920056 + Penalty 3637.179415 = -260408.740641 nChanged 463 SP:Iteration 1F (20649.990000 sec): 3 clusters Score: Raw -264438.754261 + Penalty 3637.179415 = -260801.574846 nChanged 88 SP:Iteration 2F (20650.200000 sec): 3 clusters Score: Raw -264527.284605 + Penalty 3637.179415 = -260890.105190 nChanged 60 SP:Iteration 3Q (20650.370000 sec): 3 clusters Score: Raw -264588.097664 + Penalty 3637.179415 = -260950.918248 nChanged 42 SP:Iteration 4Q (20650.580000 sec): 3 clusters Score: Raw -264649.424936 + Penalty 3637.179415 = -261012.245521 nChanged 45 SP:Iteration 5Q (20650.740000 sec): 3 clusters Score: Raw -264709.033382 + Penalty 3637.179415 = -261071.853967 nChanged 46 SP:Iteration 6Q (20650.890000 sec): 3 clusters Score: Raw -264795.522127 + Penalty 3637.179415 = -261158.342712 nChanged 58 SP:Iteration 7Q (20651.070000 sec): 3 clusters Score: Raw -264899.156720 + Penalty 3637.179415 = -261261.977305 nChanged 42 SP:Iteration 8Q (20651.270000 sec): 3 clusters Score: Raw -264948.985562 + Penalty 3637.179415 = -261311.806147 nChanged 32 SP:Iteration 9Q (20651.470000 sec): 3 clusters Score: Raw -264981.394209 + Penalty 3637.179415 = -261344.214794 nChanged 20 SP:Iteration 10Q (20651.620000 sec): 3 clusters Score: Raw -265000.679636 + Penalty 3637.179415 = -261363.500221 nChanged 15 SP:Iteration 11Q (20651.860000 sec): 3 clusters Score: Raw -265017.054266 + Penalty 3637.179415 = -261379.874851 nChanged 6 SP:Iteration 12Q (20652.000000 sec): 3 clusters Score: Raw -265022.981898 + Penalty 3637.179415 = -261385.802483 nChanged 8 SP:Iteration 13Q (20652.210000 sec): 3 clusters Score: Raw -265029.979389 + Penalty 3637.179415 = -261392.799974 nChanged 8 SP:Iteration 14Q (20652.390000 sec): 3 clusters Score: Raw -265042.222179 + Penalty 3637.179415 = -261405.042764 nChanged 9 SP:Iteration 15Q (20652.560000 sec): 3 clusters Score: Raw -265056.284102 + Penalty 3637.179415 = -261419.104687 nChanged 10 SP:Iteration 16Q (20652.720000 sec): 3 clusters Score: Raw -265066.693927 + Penalty 3637.179415 = -261429.514512 nChanged 9 SP:Iteration 17Q (20652.910000 sec): 3 clusters Score: Raw -265079.089421 + Penalty 3637.179415 = -261441.910006 nChanged 8 SP:Iteration 18Q (20653.110000 sec): 3 clusters Score: Raw -265093.880821 + Penalty 3637.179415 = -261456.701406 nChanged 10 SP:Iteration 19Q (20653.260000 sec): 3 clusters Score: Raw -265114.378577 + Penalty 3637.179415 = -261477.199162 nChanged 15 SP:Iteration 20F (20653.450000 sec): 3 clusters Score: Raw -265126.056159 + Penalty 3637.179415 = -261488.876744 nChanged 10 SP:Iteration 21Q (20653.630000 sec): 3 clusters Score: Raw -265134.598584 + Penalty 3637.179415 = -261497.419168 nChanged 7 SP:Iteration 22Q (20653.790000 sec): 3 clusters Score: Raw -265140.147021 + Penalty 3637.179415 = -261502.967606 nChanged 7 SP:Iteration 23Q (20653.990000 sec): 3 clusters Score: Raw -265147.355839 + Penalty 3637.179415 = -261510.176424 nChanged 3 SP:Iteration 24Q (20654.160000 sec): 3 clusters Score: Raw -265156.023792 + Penalty 3637.179415 = -261518.844377 nChanged 3 SP:Iteration 25Q (20654.330000 sec): 3 clusters Score: Raw -265161.120097 + Penalty 3637.179415 = -261523.940682 nChanged 4 SP:Iteration 26Q (20654.460000 sec): 3 clusters Score: Raw -265165.000443 + Penalty 3637.179415 = -261527.821027 nChanged 1 SP:Iteration 27Q (20654.650000 sec): 3 clusters Score: Raw -265165.669879 + Penalty 3637.179415 = -261528.490464 nChanged 0 SP:Iteration 28F (20654.830000 sec): 3 clusters Score: Raw -265165.669879 + Penalty 3637.179415 = -261528.490464 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20654.950000 sec): 2 clusters Score: Raw -183865.427970 + Penalty 1722.850046 = -182142.577924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20655.120000 sec): 3 clusters Score: Raw -183634.724298 + Penalty 3445.700092 = -180189.024206 nChanged 271 SP:Iteration 1F (20655.280000 sec): 3 clusters Score: Raw -183987.598508 + Penalty 3445.700092 = -180541.898416 nChanged 88 SP:Iteration 2F (20655.450000 sec): 3 clusters Score: Raw -184096.673682 + Penalty 3445.700092 = -180650.973590 nChanged 54 SP:Iteration 3F (20655.650000 sec): 3 clusters Score: Raw -184150.397890 + Penalty 3445.700092 = -180704.697798 nChanged 31 SP:Iteration 4Q (20655.830000 sec): 3 clusters Score: Raw -184183.958031 + Penalty 3445.700092 = -180738.257939 nChanged 11 SP:Iteration 5Q (20656.010000 sec): 3 clusters Score: Raw -184197.096301 + Penalty 3445.700092 = -180751.396209 nChanged 4 SP:Iteration 6Q (20656.190000 sec): 3 clusters Score: Raw -184201.388432 + Penalty 3445.700092 = -180755.688340 nChanged 5 SP:Iteration 7Q (20656.360000 sec): 3 clusters Score: Raw -184208.696576 + Penalty 3445.700092 = -180762.996484 nChanged 5 SP:Iteration 8Q (20656.520000 sec): 3 clusters Score: Raw -184215.070871 + Penalty 3445.700092 = -180769.370779 nChanged 4 SP:Iteration 9Q (20656.710000 sec): 3 clusters Score: Raw -184220.888994 + Penalty 3445.700092 = -180775.188901 nChanged 2 SP:Iteration 10Q (20656.880000 sec): 3 clusters Score: Raw -184221.958496 + Penalty 3445.700092 = -180776.258404 nChanged 2 SP:Iteration 11Q (20657.060000 sec): 3 clusters Score: Raw -184222.647898 + Penalty 3445.700092 = -180776.947806 nChanged 1 SP:Iteration 12Q (20657.230000 sec): 3 clusters Score: Raw -184223.916107 + Penalty 3445.700092 = -180778.216015 nChanged 3 SP:Iteration 13Q (20657.410000 sec): 3 clusters Score: Raw -184228.112256 + Penalty 3445.700092 = -180782.412164 nChanged 2 SP:Iteration 14Q (20657.560000 sec): 3 clusters Score: Raw -184229.485124 + Penalty 3445.700092 = -180783.785032 nChanged 0 SP:Iteration 15F (20657.740000 sec): 3 clusters Score: Raw -184229.485124 + Penalty 3445.700092 = -180783.785032 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20657.840000 sec): 2 clusters Score: Raw -100978.078348 + Penalty 1595.767537 = -99382.310811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20658.000000 sec): 3 clusters Score: Raw -101084.719639 + Penalty 3191.535073 = -97893.184566 nChanged 126 SP:Iteration 1F (20658.210000 sec): 3 clusters Score: Raw -101368.643752 + Penalty 3191.535073 = -98177.108679 nChanged 42 SP:Iteration 2F (20658.370000 sec): 3 clusters Score: Raw -101510.968177 + Penalty 3191.535073 = -98319.433104 nChanged 24 SP:Iteration 3Q (20658.590000 sec): 3 clusters Score: Raw -101585.360684 + Penalty 3191.535073 = -98393.825611 nChanged 18 SP:Iteration 4Q (20658.790000 sec): 3 clusters Score: Raw -101637.439288 + Penalty 3191.535073 = -98445.904215 nChanged 11 SP:Iteration 5Q (20658.940000 sec): 3 clusters Score: Raw -101658.226724 + Penalty 3191.535073 = -98466.691650 nChanged 5 SP:Iteration 6Q (20659.160000 sec): 3 clusters Score: Raw -101665.013412 + Penalty 3191.535073 = -98473.478338 nChanged 2 SP:Iteration 7Q (20659.320000 sec): 3 clusters Score: Raw -101672.542005 + Penalty 3191.535073 = -98481.006932 nChanged 1 SP:Iteration 8Q (20659.480000 sec): 3 clusters Score: Raw -101673.667646 + Penalty 3191.535073 = -98482.132573 nChanged 0 SP:Iteration 9F (20659.680000 sec): 3 clusters Score: Raw -101673.667646 + Penalty 3191.535073 = -98482.132573 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20659.760000 sec): 2 clusters Score: Raw -25543.812400 + Penalty 1272.214881 = -24271.597518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20659.940000 sec): 3 clusters Score: Raw -25956.711538 + Penalty 2544.429763 = -23412.281776 nChanged 13 SP:Iteration 1F (20660.120000 sec): 3 clusters Score: Raw -26046.465540 + Penalty 2544.429763 = -23502.035777 nChanged 3 SP:Iteration 2Q (20660.320000 sec): 3 clusters Score: Raw -26054.023266 + Penalty 2544.429763 = -23509.593503 nChanged 4 SP:Iteration 3Q (20660.520000 sec): 3 clusters Score: Raw -26066.238401 + Penalty 2544.429763 = -23521.808639 nChanged 3 SP:Iteration 4Q (20660.680000 sec): 3 clusters Score: Raw -26083.971866 + Penalty 2544.429763 = -23539.542103 nChanged 10 SP:Iteration 5F (20660.850000 sec): 3 clusters Score: Raw -26139.807141 + Penalty 2544.429763 = -23595.377379 nChanged 6 SP:Iteration 6Q (20661.040000 sec): 3 clusters Score: Raw -26182.140539 + Penalty 2544.429763 = -23637.710776 nChanged 1 SP:Iteration 7Q (20661.200000 sec): 3 clusters Score: Raw -26189.412129 + Penalty 2544.429763 = -23644.982367 nChanged 0 SP:Iteration 8F (20661.420000 sec): 3 clusters Score: Raw -26189.412129 + Penalty 2544.429763 = -23644.982367 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20661.510000 sec): 2 clusters Score: Raw -90506.385021 + Penalty 1547.104507 = -88959.280514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20661.660000 sec): 3 clusters Score: Raw -90549.961305 + Penalty 3094.209014 = -87455.752291 nChanged 105 SP:Iteration 1F (20661.830000 sec): 3 clusters Score: Raw -90738.560480 + Penalty 3094.209014 = -87644.351466 nChanged 32 SP:Iteration 2F (20662.040000 sec): 3 clusters Score: Raw -90804.245870 + Penalty 3094.209014 = -87710.036856 nChanged 16 SP:Iteration 3Q (20662.200000 sec): 3 clusters Score: Raw -90833.830648 + Penalty 3094.209014 = -87739.621634 nChanged 14 SP:Iteration 4Q (20662.370000 sec): 3 clusters Score: Raw -90855.643548 + Penalty 3094.209014 = -87761.434534 nChanged 4 SP:Iteration 5Q (20662.550000 sec): 3 clusters Score: Raw -90865.816740 + Penalty 3094.209014 = -87771.607726 nChanged 9 SP:Iteration 6Q (20662.700000 sec): 3 clusters Score: Raw -90905.957432 + Penalty 3094.209014 = -87811.748418 nChanged 14 SP:Iteration 7Q (20662.890000 sec): 3 clusters Score: Raw -90939.261569 + Penalty 3094.209014 = -87845.052555 nChanged 15 SP:Iteration 8Q (20663.080000 sec): 3 clusters Score: Raw -90982.905728 + Penalty 3094.209014 = -87888.696714 nChanged 11 SP:Iteration 9Q (20663.240000 sec): 3 clusters Score: Raw -91012.735187 + Penalty 3094.209014 = -87918.526173 nChanged 7 SP:Iteration 10Q (20663.460000 sec): 3 clusters Score: Raw -91030.626713 + Penalty 3094.209014 = -87936.417699 nChanged 4 SP:Iteration 11Q (20663.610000 sec): 3 clusters Score: Raw -91055.509838 + Penalty 3094.209014 = -87961.300824 nChanged 4 SP:Iteration 12Q (20663.780000 sec): 3 clusters Score: Raw -91065.424740 + Penalty 3094.209014 = -87971.215726 nChanged 1 SP:Iteration 13Q (20663.940000 sec): 3 clusters Score: Raw -91067.600019 + Penalty 3094.209014 = -87973.391005 nChanged 0 SP:Iteration 14F (20664.130000 sec): 3 clusters Score: Raw -91070.571917 + Penalty 3094.209014 = -87976.362903 nChanged 2 SP:Iteration 15Q (20664.340000 sec): 3 clusters Score: Raw -91101.426043 + Penalty 3094.209014 = -88007.217029 nChanged 1 SP:Iteration 16Q (20664.460000 sec): 3 clusters Score: Raw -91103.060348 + Penalty 3094.209014 = -88008.851334 nChanged 2 SP:Iteration 17Q (20664.660000 sec): 3 clusters Score: Raw -91105.641290 + Penalty 3094.209014 = -88011.432276 nChanged 0 SP:Iteration 18F (20664.830000 sec): 3 clusters Score: Raw -91105.641290 + Penalty 3094.209014 = -88011.432276 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20664.920000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20665.070000 sec): 3 clusters Score: Raw -234689.077265 + Penalty 3572.150493 = -231116.926771 nChanged 377 SP:Iteration 1F (20665.240000 sec): 3 clusters Score: Raw -235008.781891 + Penalty 3572.150493 = -231436.631398 nChanged 103 SP:Iteration 2F (20665.440000 sec): 3 clusters Score: Raw -235133.817691 + Penalty 3572.150493 = -231561.667197 nChanged 56 SP:Iteration 3Q (20665.580000 sec): 3 clusters Score: Raw -235197.390372 + Penalty 3572.150493 = -231625.239879 nChanged 39 SP:Iteration 4Q (20665.760000 sec): 3 clusters Score: Raw -235248.049995 + Penalty 3572.150493 = -231675.899501 nChanged 24 SP:Iteration 5Q (20665.920000 sec): 3 clusters Score: Raw -235278.520279 + Penalty 3572.150493 = -231706.369785 nChanged 23 SP:Iteration 6Q (20666.100000 sec): 3 clusters Score: Raw -235312.878615 + Penalty 3572.150493 = -231740.728122 nChanged 21 SP:Iteration 7Q (20666.270000 sec): 3 clusters Score: Raw -235335.876403 + Penalty 3572.150493 = -231763.725909 nChanged 18 SP:Iteration 8Q (20666.420000 sec): 3 clusters Score: Raw -235354.798626 + Penalty 3572.150493 = -231782.648132 nChanged 21 SP:Iteration 9Q (20666.610000 sec): 3 clusters Score: Raw -235383.259540 + Penalty 3572.150493 = -231811.109047 nChanged 31 SP:Iteration 10Q (20666.780000 sec): 3 clusters Score: Raw -235424.231698 + Penalty 3572.150493 = -231852.081205 nChanged 30 SP:Iteration 11Q (20666.970000 sec): 3 clusters Score: Raw -235470.988080 + Penalty 3572.150493 = -231898.837587 nChanged 35 SP:Iteration 12Q (20667.110000 sec): 3 clusters Score: Raw -235512.390396 + Penalty 3572.150493 = -231940.239902 nChanged 26 SP:Iteration 13Q (20667.330000 sec): 3 clusters Score: Raw -235554.126310 + Penalty 3572.150493 = -231981.975816 nChanged 28 SP:Iteration 14Q (20667.510000 sec): 3 clusters Score: Raw -235594.491590 + Penalty 3572.150493 = -232022.341097 nChanged 31 SP:Iteration 15Q (20667.650000 sec): 3 clusters Score: Raw -235645.379877 + Penalty 3572.150493 = -232073.229384 nChanged 40 SP:Iteration 16Q (20667.850000 sec): 3 clusters Score: Raw -235720.513690 + Penalty 3572.150493 = -232148.363197 nChanged 40 SP:Iteration 17Q (20668.050000 sec): 3 clusters Score: Raw -235792.713736 + Penalty 3572.150493 = -232220.563243 nChanged 28 SP:Iteration 18Q (20668.240000 sec): 3 clusters Score: Raw -235837.101668 + Penalty 3572.150493 = -232264.951174 nChanged 13 SP:Iteration 19Q (20668.430000 sec): 3 clusters Score: Raw -235850.261095 + Penalty 3572.150493 = -232278.110602 nChanged 10 SP:Iteration 20F (20668.580000 sec): 3 clusters Score: Raw -235865.774235 + Penalty 3572.150493 = -232293.623741 nChanged 15 SP:Iteration 21Q (20668.780000 sec): 3 clusters Score: Raw -235899.782136 + Penalty 3572.150493 = -232327.631642 nChanged 21 SP:Iteration 22Q (20668.990000 sec): 3 clusters Score: Raw -235933.554869 + Penalty 3572.150493 = -232361.404375 nChanged 18 SP:Iteration 23Q (20669.160000 sec): 3 clusters Score: Raw -235957.965318 + Penalty 3572.150493 = -232385.814824 nChanged 9 SP:Iteration 24Q (20669.360000 sec): 3 clusters Score: Raw -235979.626749 + Penalty 3572.150493 = -232407.476255 nChanged 7 SP:Iteration 25Q (20669.530000 sec): 3 clusters Score: Raw -235990.512357 + Penalty 3572.150493 = -232418.361864 nChanged 8 SP:Iteration 26Q (20669.690000 sec): 3 clusters Score: Raw -236001.783613 + Penalty 3572.150493 = -232429.633120 nChanged 4 SP:Iteration 27Q (20669.860000 sec): 3 clusters Score: Raw -236007.676125 + Penalty 3572.150493 = -232435.525631 nChanged 5 SP:Iteration 28Q (20670.050000 sec): 3 clusters Score: Raw -236011.099920 + Penalty 3572.150493 = -232438.949426 nChanged 1 SP:Iteration 29Q (20670.230000 sec): 3 clusters Score: Raw -236011.464551 + Penalty 3572.150493 = -232439.314058 nChanged 0 SP:Iteration 30F (20670.420000 sec): 3 clusters Score: Raw -236011.464551 + Penalty 3572.150493 = -232439.314058 nChanged 0 Iteration 179Q (20775.160000 sec): 66 clusters Score: Raw -340462861.965342 + Penalty 232621.907752 = -340230240.057591 nChanged 125 Iteration 180F (21023.790000 sec): 66 clusters Score: Raw -340462867.555211 + Penalty 232621.907752 = -340230245.647460 nChanged 127 Iteration 181Q (21144.000000 sec): 66 clusters Score: Raw -340462887.311489 + Penalty 232621.907752 = -340230265.403737 nChanged 133 Iteration 182Q (21247.760000 sec): 66 clusters Score: Raw -340462898.839916 + Penalty 232621.907752 = -340230276.932164 nChanged 128 Iteration 183Q (21358.210000 sec): 66 clusters Score: Raw -340462905.211903 + Penalty 232621.907752 = -340230283.304152 nChanged 135 Iteration 184Q (21457.540000 sec): 66 clusters Score: Raw -340462911.148437 + Penalty 232621.907752 = -340230289.240686 nChanged 108 Iteration 185Q (21554.970000 sec): 66 clusters Score: Raw -340462922.367200 + Penalty 232621.907752 = -340230300.459448 nChanged 126 Iteration 186Q (21659.420000 sec): 66 clusters Score: Raw -340462937.566201 + Penalty 232621.907752 = -340230315.658449 nChanged 122 Iteration 187Q (21770.440000 sec): 66 clusters Score: Raw -340462952.537211 + Penalty 232621.907752 = -340230330.629460 nChanged 138 Iteration 188Q (21885.130000 sec): 66 clusters Score: Raw -340462963.075295 + Penalty 232621.907752 = -340230341.167544 nChanged 157 Iteration 189Q (21991.260000 sec): 66 clusters Score: Raw -340462968.364285 + Penalty 232621.907752 = -340230346.456534 nChanged 137 Iteration 190Q (22100.560000 sec): 66 clusters Score: Raw -340462973.575831 + Penalty 232621.907752 = -340230351.668079 nChanged 147 Iteration 191Q (22199.170000 sec): 66 clusters Score: Raw -340462979.613402 + Penalty 232621.907752 = -340230357.705651 nChanged 117 Iteration 192Q (22288.800000 sec): 66 clusters Score: Raw -340462982.699732 + Penalty 232621.907752 = -340230360.791981 nChanged 115 Iteration 193Q (22410.710000 sec): 66 clusters Score: Raw -340462984.001069 + Penalty 232621.907752 = -340230362.093317 nChanged 115 Iteration 194Q (22513.120000 sec): 66 clusters Score: Raw -340462985.208382 + Penalty 232621.907752 = -340230363.300631 nChanged 110 Iteration 195Q (22627.950000 sec): 66 clusters Score: Raw -340462986.296180 + Penalty 232621.907752 = -340230364.388428 nChanged 116 Iteration 196Q (22727.050000 sec): 66 clusters Score: Raw -340462987.502307 + Penalty 232621.907752 = -340230365.594556 nChanged 110 Iteration 197Q (22834.750000 sec): 66 clusters Score: Raw -340462988.677980 + Penalty 232621.907752 = -340230366.770228 nChanged 108 Iteration 198Q (22929.350000 sec): 66 clusters Score: Raw -340462989.671440 + Penalty 232621.907752 = -340230367.763688 nChanged 84 Iteration 199Q (23027.090000 sec): 66 clusters Score: Raw -340462990.471669 + Penalty 232621.907752 = -340230368.563917 nChanged 77 Iteration 200F (23255.060000 sec): 66 clusters Score: Raw -340462991.250147 + Penalty 232621.907752 = -340230369.342395 nChanged 66 Iteration 201Q (23345.390000 sec): 66 clusters Score: Raw -340462992.389196 + Penalty 232621.907752 = -340230370.481445 nChanged 56 Iteration 202Q (23479.710000 sec): 66 clusters Score: Raw -340462993.261155 + Penalty 232621.907752 = -340230371.353404 nChanged 62 Iteration 203Q (23598.160000 sec): 66 clusters Score: Raw -340462993.745297 + Penalty 232621.907752 = -340230371.837546 nChanged 51 Iteration 204Q (23718.080000 sec): 66 clusters Score: Raw -340462994.236012 + Penalty 232621.907752 = -340230372.328260 nChanged 53 Iteration 205Q (23818.940000 sec): 66 clusters Score: Raw -340462994.837484 + Penalty 232621.907752 = -340230372.929732 nChanged 48 Iteration 206Q (23922.670000 sec): 66 clusters Score: Raw -340462995.379479 + Penalty 232621.907752 = -340230373.471727 nChanged 56 Iteration 207Q (24024.150000 sec): 66 clusters Score: Raw -340462996.039518 + Penalty 232621.907752 = -340230374.131767 nChanged 48 Iteration 208Q (24120.270000 sec): 66 clusters Score: Raw -340462996.580077 + Penalty 232621.907752 = -340230374.672325 nChanged 42 Iteration 209Q (24217.390000 sec): 66 clusters Score: Raw -340462997.235011 + Penalty 232621.907752 = -340230375.327259 nChanged 54 Iteration 210Q (24314.610000 sec): 66 clusters Score: Raw -340462998.216837 + Penalty 232621.907752 = -340230376.309085 nChanged 55 Iteration 211Q (24416.200000 sec): 66 clusters Score: Raw -340462999.235640 + Penalty 232621.907752 = -340230377.327889 nChanged 42 Iteration 212Q (24518.350000 sec): 66 clusters Score: Raw -340462999.755254 + Penalty 232621.907752 = -340230377.847503 nChanged 52 Iteration 213Q (24624.440000 sec): 66 clusters Score: Raw -340463000.302955 + Penalty 232621.907752 = -340230378.395203 nChanged 40 Iteration 214Q (24728.500000 sec): 66 clusters Score: Raw -340463000.968657 + Penalty 232621.907752 = -340230379.060905 nChanged 42 Iteration 215Q (24835.040000 sec): 66 clusters Score: Raw -340463001.272385 + Penalty 232621.907752 = -340230379.364634 nChanged 36 Iteration 216Q (24940.720000 sec): 66 clusters Score: Raw -340463001.478480 + Penalty 232621.907752 = -340230379.570728 nChanged 32 Iteration 217Q (25048.190000 sec): 66 clusters Score: Raw -340463001.678230 + Penalty 232621.907752 = -340230379.770478 nChanged 31 Iteration 218Q (25166.040000 sec): 66 clusters Score: Raw -340463001.836385 + Penalty 232621.907752 = -340230379.928634 nChanged 33 Writing temp clu file Because OldScore, -340230379.770478, is greater than current (better) Score,-340230379.928634 Compute initial score before splitting: Score: Raw -340463001.836385 + Penalty 232621.907752 = -340230379.928634 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (478108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25168.500000 sec): 2 clusters Score: Raw -92724080.675885 + Penalty 3243.242798 = -92720837.433087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25171.350000 sec): 3 clusters Score: Raw -92404020.024954 + Penalty 6486.485596 = -92397533.539358 nChanged 233388 SP:Iteration 1F (25174.030000 sec): 3 clusters Score: Raw -92544717.426384 + Penalty 6486.485596 = -92538230.940788 nChanged 11832 SP:Iteration 2Q (25177.120000 sec): 3 clusters Score: Raw -92546985.694056 + Penalty 6486.485596 = -92540499.208460 nChanged 13192 SP:Iteration 3Q (25180.490000 sec): 3 clusters Score: Raw -92550013.677783 + Penalty 6486.485596 = -92543527.192187 nChanged 15316 SP:Iteration 4Q (25183.140000 sec): 3 clusters Score: Raw -92554237.408418 + Penalty 6486.485596 = -92547750.922822 nChanged 18177 SP:Iteration 5Q (25186.040000 sec): 3 clusters Score: Raw -92560440.472334 + Penalty 6486.485596 = -92553953.986738 nChanged 21857 SP:Iteration 6Q (25189.060000 sec): 3 clusters Score: Raw -92569823.233924 + Penalty 6486.485596 = -92563336.748328 nChanged 27033 SP:Iteration 7F (25191.640000 sec): 3 clusters Score: Raw -92584696.463652 + Penalty 6486.485596 = -92578209.978056 nChanged 33741 SP:Iteration 8F (25194.370000 sec): 3 clusters Score: Raw -92607974.243462 + Penalty 6486.485596 = -92601487.757866 nChanged 38668 SP:Iteration 9F (25197.010000 sec): 3 clusters Score: Raw -92639916.706553 + Penalty 6486.485596 = -92633430.220957 nChanged 37785 SP:Iteration 10F (25199.680000 sec): 3 clusters Score: Raw -92675146.978097 + Penalty 6486.485596 = -92668660.492501 nChanged 28660 SP:Iteration 11F (25202.240000 sec): 3 clusters Score: Raw -92703159.418213 + Penalty 6486.485596 = -92696672.932617 nChanged 15103 SP:Iteration 12Q (25204.910000 sec): 3 clusters Score: Raw -92717476.338665 + Penalty 6486.485596 = -92710989.853069 nChanged 5403 SP:Iteration 13Q (25207.320000 sec): 3 clusters Score: Raw -92722340.218989 + Penalty 6486.485596 = -92715853.733393 nChanged 1529 SP:Iteration 14Q (25209.350000 sec): 3 clusters Score: Raw -92723689.767999 + Penalty 6486.485596 = -92717203.282403 nChanged 406 SP:Iteration 15Q (25211.640000 sec): 3 clusters Score: Raw -92724097.496899 + Penalty 6486.485596 = -92717611.011303 nChanged 139 SP:Iteration 16Q (25213.770000 sec): 3 clusters Score: Raw -92724245.882283 + Penalty 6486.485596 = -92717759.396687 nChanged 72 SP:Iteration 17Q (25216.000000 sec): 3 clusters Score: Raw -92724330.857927 + Penalty 6486.485596 = -92717844.372331 nChanged 48 SP:Iteration 18Q (25218.200000 sec): 3 clusters Score: Raw -92724396.845141 + Penalty 6486.485596 = -92717910.359545 nChanged 27 SP:Iteration 19Q (25220.430000 sec): 3 clusters Score: Raw -92724432.345560 + Penalty 6486.485596 = -92717945.859964 nChanged 18 SP:Iteration 20F (25223.290000 sec): 3 clusters Score: Raw -92724451.983571 + Penalty 6486.485596 = -92717965.497975 nChanged 11 SP:Iteration 21Q (25225.160000 sec): 3 clusters Score: Raw -92724462.350673 + Penalty 6486.485596 = -92717975.865077 nChanged 7 SP:Iteration 22Q (25227.610000 sec): 3 clusters Score: Raw -92724473.915243 + Penalty 6486.485596 = -92717987.429647 nChanged 9 SP:Iteration 23Q (25230.020000 sec): 3 clusters Score: Raw -92724484.887177 + Penalty 6486.485596 = -92717998.401581 nChanged 3 SP:Iteration 24Q (25232.470000 sec): 3 clusters Score: Raw -92724488.122052 + Penalty 6486.485596 = -92718001.636456 nChanged 3 SP:Iteration 25Q (25234.940000 sec): 3 clusters Score: Raw -92724491.132187 + Penalty 6486.485596 = -92718004.646591 nChanged 3 SP:Iteration 26Q (25237.070000 sec): 3 clusters Score: Raw -92724494.971627 + Penalty 6486.485596 = -92718008.486031 nChanged 2 SP:Iteration 27Q (25239.290000 sec): 3 clusters Score: Raw -92724497.097314 + Penalty 6486.485596 = -92718010.611718 nChanged 1 SP:Iteration 28Q (25241.510000 sec): 3 clusters Score: Raw -92724497.761520 + Penalty 6486.485596 = -92718011.275924 nChanged 1 SP:Iteration 29Q (25243.710000 sec): 3 clusters Score: Raw -92724498.940632 + Penalty 6486.485596 = -92718012.455036 nChanged 1 SP:Iteration 30Q (25246.220000 sec): 3 clusters Score: Raw -92724500.251435 + Penalty 6486.485596 = -92718013.765839 nChanged 1 SP:Iteration 31Q (25248.310000 sec): 3 clusters Score: Raw -92724501.659215 + Penalty 6486.485596 = -92718015.173619 nChanged 1 SP:Iteration 32Q (25250.290000 sec): 3 clusters Score: Raw -92724503.345970 + Penalty 6486.485596 = -92718016.860374 nChanged 1 SP:Iteration 33Q (25252.320000 sec): 3 clusters Score: Raw -92724503.656506 + Penalty 6486.485596 = -92718017.170910 nChanged 0 SP:Iteration 34F (25254.800000 sec): 3 clusters Score: Raw -92724503.656506 + Penalty 6486.485596 = -92718017.170910 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25255.120000 sec): 2 clusters Score: Raw -3107051.992761 + Penalty 2412.987601 = -3104639.005160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25255.410000 sec): 3 clusters Score: Raw -3097596.971290 + Penalty 4825.975202 = -3092770.996089 nChanged 7281 SP:Iteration 1F (25255.740000 sec): 3 clusters Score: Raw -3101580.016718 + Penalty 4825.975202 = -3096754.041516 nChanged 1054 SP:Iteration 2F (25256.000000 sec): 3 clusters Score: Raw -3102110.802543 + Penalty 4825.975202 = -3097284.827341 nChanged 944 SP:Iteration 3F (25256.240000 sec): 3 clusters Score: Raw -3102649.925004 + Penalty 4825.975202 = -3097823.949802 nChanged 1044 SP:Iteration 4F (25256.500000 sec): 3 clusters Score: Raw -3103399.543817 + Penalty 4825.975202 = -3098573.568616 nChanged 1183 SP:Iteration 5F (25256.770000 sec): 3 clusters Score: Raw -3104373.906536 + Penalty 4825.975202 = -3099547.931334 nChanged 1182 SP:Iteration 6F (25257.080000 sec): 3 clusters Score: Raw -3105285.607566 + Penalty 4825.975202 = -3100459.632364 nChanged 1037 SP:Iteration 7F (25257.340000 sec): 3 clusters Score: Raw -3105987.615802 + Penalty 4825.975202 = -3101161.640600 nChanged 780 SP:Iteration 8Q (25257.600000 sec): 3 clusters Score: Raw -3106449.625512 + Penalty 4825.975202 = -3101623.650311 nChanged 572 SP:Iteration 9Q (25257.850000 sec): 3 clusters Score: Raw -3106755.344056 + Penalty 4825.975202 = -3101929.368854 nChanged 441 SP:Iteration 10Q (25258.120000 sec): 3 clusters Score: Raw -3106974.468578 + Penalty 4825.975202 = -3102148.493376 nChanged 338 SP:Iteration 11Q (25258.380000 sec): 3 clusters Score: Raw -3107137.550255 + Penalty 4825.975202 = -3102311.575054 nChanged 269 SP:Iteration 12Q (25258.670000 sec): 3 clusters Score: Raw -3107268.395122 + Penalty 4825.975202 = -3102442.419920 nChanged 232 SP:Iteration 13Q (25258.920000 sec): 3 clusters Score: Raw -3107363.085700 + Penalty 4825.975202 = -3102537.110498 nChanged 187 SP:Iteration 14Q (25259.220000 sec): 3 clusters Score: Raw -3107446.188258 + Penalty 4825.975202 = -3102620.213056 nChanged 184 SP:Iteration 15Q (25259.500000 sec): 3 clusters Score: Raw -3107528.438564 + Penalty 4825.975202 = -3102702.463362 nChanged 164 SP:Iteration 16Q (25259.760000 sec): 3 clusters Score: Raw -3107605.329850 + Penalty 4825.975202 = -3102779.354648 nChanged 147 SP:Iteration 17Q (25260.040000 sec): 3 clusters Score: Raw -3107673.999376 + Penalty 4825.975202 = -3102848.024175 nChanged 101 SP:Iteration 18Q (25260.280000 sec): 3 clusters Score: Raw -3107720.527961 + Penalty 4825.975202 = -3102894.552759 nChanged 93 SP:Iteration 19Q (25260.570000 sec): 3 clusters Score: Raw -3107760.754325 + Penalty 4825.975202 = -3102934.779124 nChanged 99 SP:Iteration 20F (25260.840000 sec): 3 clusters Score: Raw -3107797.672107 + Penalty 4825.975202 = -3102971.696905 nChanged 79 SP:Iteration 21Q (25261.080000 sec): 3 clusters Score: Raw -3107828.523223 + Penalty 4825.975202 = -3103002.548021 nChanged 67 SP:Iteration 22Q (25261.330000 sec): 3 clusters Score: Raw -3107853.473108 + Penalty 4825.975202 = -3103027.497906 nChanged 56 SP:Iteration 23Q (25261.600000 sec): 3 clusters Score: Raw -3107875.182137 + Penalty 4825.975202 = -3103049.206935 nChanged 59 SP:Iteration 24Q (25261.900000 sec): 3 clusters Score: Raw -3107897.382390 + Penalty 4825.975202 = -3103071.407188 nChanged 53 SP:Iteration 25Q (25262.140000 sec): 3 clusters Score: Raw -3107917.558760 + Penalty 4825.975202 = -3103091.583558 nChanged 46 SP:Iteration 26Q (25262.440000 sec): 3 clusters Score: Raw -3107931.969683 + Penalty 4825.975202 = -3103105.994481 nChanged 30 SP:Iteration 27Q (25262.700000 sec): 3 clusters Score: Raw -3107941.180422 + Penalty 4825.975202 = -3103115.205220 nChanged 33 SP:Iteration 28Q (25262.990000 sec): 3 clusters Score: Raw -3107953.921795 + Penalty 4825.975202 = -3103127.946593 nChanged 27 SP:Iteration 29Q (25263.280000 sec): 3 clusters Score: Raw -3107963.623601 + Penalty 4825.975202 = -3103137.648399 nChanged 33 SP:Iteration 30Q (25263.580000 sec): 3 clusters Score: Raw -3107975.754912 + Penalty 4825.975202 = -3103149.779711 nChanged 34 SP:Iteration 31Q (25263.860000 sec): 3 clusters Score: Raw -3107989.770735 + Penalty 4825.975202 = -3103163.795534 nChanged 32 SP:Iteration 32Q (25264.070000 sec): 3 clusters Score: Raw -3108001.531565 + Penalty 4825.975202 = -3103175.556364 nChanged 27 SP:Iteration 33Q (25264.370000 sec): 3 clusters Score: Raw -3108012.467776 + Penalty 4825.975202 = -3103186.492574 nChanged 34 SP:Iteration 34Q (25264.640000 sec): 3 clusters Score: Raw -3108027.782604 + Penalty 4825.975202 = -3103201.807402 nChanged 23 SP:Iteration 35Q (25264.940000 sec): 3 clusters Score: Raw -3108036.000150 + Penalty 4825.975202 = -3103210.024948 nChanged 18 SP:Iteration 36Q (25265.190000 sec): 3 clusters Score: Raw -3108041.567299 + Penalty 4825.975202 = -3103215.592097 nChanged 16 SP:Iteration 37Q (25265.450000 sec): 3 clusters Score: Raw -3108047.218111 + Penalty 4825.975202 = -3103221.242910 nChanged 13 SP:Iteration 38Q (25265.730000 sec): 3 clusters Score: Raw -3108051.413469 + Penalty 4825.975202 = -3103225.438268 nChanged 11 SP:Iteration 39Q (25265.950000 sec): 3 clusters Score: Raw -3108054.974359 + Penalty 4825.975202 = -3103228.999157 nChanged 7 SP:Iteration 40F (25266.260000 sec): 3 clusters Score: Raw -3108057.700757 + Penalty 4825.975202 = -3103231.725555 nChanged 10 SP:Iteration 41Q (25266.550000 sec): 3 clusters Score: Raw -3108061.096066 + Penalty 4825.975202 = -3103235.120864 nChanged 13 SP:Iteration 42Q (25266.760000 sec): 3 clusters Score: Raw -3108065.068393 + Penalty 4825.975202 = -3103239.093191 nChanged 10 SP:Iteration 43Q (25267.010000 sec): 3 clusters Score: Raw -3108068.953298 + Penalty 4825.975202 = -3103242.978096 nChanged 8 SP:Iteration 44Q (25267.330000 sec): 3 clusters Score: Raw -3108071.822417 + Penalty 4825.975202 = -3103245.847215 nChanged 4 SP:Iteration 45Q (25267.550000 sec): 3 clusters Score: Raw -3108073.834565 + Penalty 4825.975202 = -3103247.859363 nChanged 6 SP:Iteration 46Q (25267.830000 sec): 3 clusters Score: Raw -3108076.597337 + Penalty 4825.975202 = -3103250.622135 nChanged 7 SP:Iteration 47Q (25268.110000 sec): 3 clusters Score: Raw -3108078.686040 + Penalty 4825.975202 = -3103252.710838 nChanged 4 SP:Iteration 48Q (25268.420000 sec): 3 clusters Score: Raw -3108080.422486 + Penalty 4825.975202 = -3103254.447284 nChanged 2 SP:Iteration 49Q (25268.670000 sec): 3 clusters Score: Raw -3108081.216071 + Penalty 4825.975202 = -3103255.240869 nChanged 7 SP:Iteration 50Q (25268.970000 sec): 3 clusters Score: Raw -3108083.483956 + Penalty 4825.975202 = -3103257.508754 nChanged 5 SP:Iteration 51Q (25269.220000 sec): 3 clusters Score: Raw -3108084.673689 + Penalty 4825.975202 = -3103258.698487 nChanged 4 SP:Iteration 52Q (25269.500000 sec): 3 clusters Score: Raw -3108085.572140 + Penalty 4825.975202 = -3103259.596938 nChanged 3 SP:Iteration 53Q (25269.800000 sec): 3 clusters Score: Raw -3108086.149646 + Penalty 4825.975202 = -3103260.174445 nChanged 2 SP:Iteration 54Q (25270.020000 sec): 3 clusters Score: Raw -3108086.763326 + Penalty 4825.975202 = -3103260.788124 nChanged 2 SP:Iteration 55Q (25270.260000 sec): 3 clusters Score: Raw -3108087.428774 + Penalty 4825.975202 = -3103261.453573 nChanged 4 SP:Iteration 56Q (25270.510000 sec): 3 clusters Score: Raw -3108088.817003 + Penalty 4825.975202 = -3103262.841801 nChanged 4 SP:Iteration 57Q (25270.710000 sec): 3 clusters Score: Raw -3108090.346891 + Penalty 4825.975202 = -3103264.371689 nChanged 4 SP:Iteration 58Q (25270.990000 sec): 3 clusters Score: Raw -3108090.929738 + Penalty 4825.975202 = -3103264.954537 nChanged 1 SP:Iteration 59Q (25271.200000 sec): 3 clusters Score: Raw -3108091.272448 + Penalty 4825.975202 = -3103265.297246 nChanged 2 SP:Iteration 60F (25271.470000 sec): 3 clusters Score: Raw -3108092.122929 + Penalty 4825.975202 = -3103266.147727 nChanged 1 SP:Iteration 61Q (25271.700000 sec): 3 clusters Score: Raw -3108092.528408 + Penalty 4825.975202 = -3103266.553207 nChanged 0 SP:Iteration 62F (25271.940000 sec): 3 clusters Score: Raw -3108092.528408 + Penalty 4825.975202 = -3103266.553207 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25272.030000 sec): 2 clusters Score: Raw -88221.997997 + Penalty 1580.159738 = -86641.838259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25272.200000 sec): 3 clusters Score: Raw -88306.478217 + Penalty 3160.319476 = -85146.158741 nChanged 140 SP:Iteration 1F (25272.360000 sec): 3 clusters Score: Raw -88601.867735 + Penalty 3160.319476 = -85441.548258 nChanged 48 SP:Iteration 2F (25272.520000 sec): 3 clusters Score: Raw -88813.274529 + Penalty 3160.319476 = -85652.955052 nChanged 42 SP:Iteration 3F (25272.680000 sec): 3 clusters Score: Raw -88927.164773 + Penalty 3160.319476 = -85766.845297 nChanged 18 SP:Iteration 4Q (25272.840000 sec): 3 clusters Score: Raw -88964.564673 + Penalty 3160.319476 = -85804.245197 nChanged 9 SP:Iteration 5Q (25273.030000 sec): 3 clusters Score: Raw -88980.995032 + Penalty 3160.319476 = -85820.675555 nChanged 4 SP:Iteration 6Q (25273.200000 sec): 3 clusters Score: Raw -88991.303316 + Penalty 3160.319476 = -85830.983840 nChanged 4 SP:Iteration 7Q (25273.360000 sec): 3 clusters Score: Raw -89004.324749 + Penalty 3160.319476 = -85844.005273 nChanged 4 SP:Iteration 8Q (25273.520000 sec): 3 clusters Score: Raw -89021.071141 + Penalty 3160.319476 = -85860.751665 nChanged 6 SP:Iteration 9Q (25273.680000 sec): 3 clusters Score: Raw -89057.239545 + Penalty 3160.319476 = -85896.920069 nChanged 9 SP:Iteration 10Q (25273.850000 sec): 3 clusters Score: Raw -89080.009806 + Penalty 3160.319476 = -85919.690329 nChanged 7 SP:Iteration 11Q (25274.020000 sec): 3 clusters Score: Raw -89105.461246 + Penalty 3160.319476 = -85945.141769 nChanged 5 SP:Iteration 12Q (25274.210000 sec): 3 clusters Score: Raw -89120.515806 + Penalty 3160.319476 = -85960.196330 nChanged 3 SP:Iteration 13Q (25274.380000 sec): 3 clusters Score: Raw -89135.052192 + Penalty 3160.319476 = -85974.732716 nChanged 5 SP:Iteration 14Q (25274.590000 sec): 3 clusters Score: Raw -89149.118828 + Penalty 3160.319476 = -85988.799352 nChanged 2 SP:Iteration 15Q (25274.740000 sec): 3 clusters Score: Raw -89158.700367 + Penalty 3160.319476 = -85998.380891 nChanged 1 SP:Iteration 16Q (25274.920000 sec): 3 clusters Score: Raw -89160.188531 + Penalty 3160.319476 = -85999.869055 nChanged 1 SP:Iteration 17Q (25275.110000 sec): 3 clusters Score: Raw -89162.867489 + Penalty 3160.319476 = -86002.548013 nChanged 1 SP:Iteration 18Q (25275.270000 sec): 3 clusters Score: Raw -89165.105085 + Penalty 3160.319476 = -86004.785609 nChanged 0 SP:Iteration 19F (25275.460000 sec): 3 clusters Score: Raw -89165.105085 + Penalty 3160.319476 = -86004.785609 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25276.230000 sec): 2 clusters Score: Raw -24739620.644907 + Penalty 2928.985815 = -24736691.659093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25277.140000 sec): 3 clusters Score: Raw -24652389.112323 + Penalty 5857.971629 = -24646531.140694 nChanged 64123 SP:Iteration 1F (25278.040000 sec): 3 clusters Score: Raw -24689421.522793 + Penalty 5857.971629 = -24683563.551164 nChanged 3938 SP:Iteration 2Q (25278.950000 sec): 3 clusters Score: Raw -24690269.170186 + Penalty 5857.971629 = -24684411.198556 nChanged 4065 SP:Iteration 3Q (25279.860000 sec): 3 clusters Score: Raw -24691210.747962 + Penalty 5857.971629 = -24685352.776333 nChanged 4177 SP:Iteration 4Q (25280.840000 sec): 3 clusters Score: Raw -24692216.906387 + Penalty 5857.971629 = -24686358.934758 nChanged 4285 SP:Iteration 5Q (25281.800000 sec): 3 clusters Score: Raw -24693322.200439 + Penalty 5857.971629 = -24687464.228810 nChanged 4650 SP:Iteration 6Q (25282.730000 sec): 3 clusters Score: Raw -24694632.945669 + Penalty 5857.971629 = -24688774.974040 nChanged 4866 SP:Iteration 7Q (25283.660000 sec): 3 clusters Score: Raw -24696223.127615 + Penalty 5857.971629 = -24690365.155986 nChanged 5328 SP:Iteration 8Q (25284.810000 sec): 3 clusters Score: Raw -24698306.473032 + Penalty 5857.971629 = -24692448.501403 nChanged 5989 SP:Iteration 9Q (25285.830000 sec): 3 clusters Score: Raw -24701157.464394 + Penalty 5857.971629 = -24695299.492765 nChanged 6632 SP:Iteration 10Q (25286.810000 sec): 3 clusters Score: Raw -24705241.545588 + Penalty 5857.971629 = -24699383.573959 nChanged 7352 SP:Iteration 11F (25287.670000 sec): 3 clusters Score: Raw -24710225.500098 + Penalty 5857.971629 = -24704367.528469 nChanged 7152 SP:Iteration 12F (25288.520000 sec): 3 clusters Score: Raw -24714408.095923 + Penalty 5857.971629 = -24708550.124294 nChanged 5403 SP:Iteration 13Q (25289.480000 sec): 3 clusters Score: Raw -24716442.414614 + Penalty 5857.971629 = -24710584.442985 nChanged 3311 SP:Iteration 14Q (25290.420000 sec): 3 clusters Score: Raw -24717151.116577 + Penalty 5857.971629 = -24711293.144948 nChanged 1884 SP:Iteration 15Q (25291.320000 sec): 3 clusters Score: Raw -24717427.913415 + Penalty 5857.971629 = -24711569.941786 nChanged 1272 SP:Iteration 16Q (25292.320000 sec): 3 clusters Score: Raw -24717618.362277 + Penalty 5857.971629 = -24711760.390648 nChanged 1106 SP:Iteration 17Q (25293.260000 sec): 3 clusters Score: Raw -24717785.242741 + Penalty 5857.971629 = -24711927.271112 nChanged 1088 SP:Iteration 18Q (25294.260000 sec): 3 clusters Score: Raw -24717945.177839 + Penalty 5857.971629 = -24712087.206210 nChanged 1062 SP:Iteration 19Q (25295.390000 sec): 3 clusters Score: Raw -24718104.451192 + Penalty 5857.971629 = -24712246.479562 nChanged 1085 SP:Iteration 20F (25296.300000 sec): 3 clusters Score: Raw -24718275.224313 + Penalty 5857.971629 = -24712417.252684 nChanged 1129 SP:Iteration 21Q (25297.310000 sec): 3 clusters Score: Raw -24718461.774865 + Penalty 5857.971629 = -24712603.803236 nChanged 1192 SP:Iteration 22Q (25298.340000 sec): 3 clusters Score: Raw -24718664.215043 + Penalty 5857.971629 = -24712806.243414 nChanged 1249 SP:Iteration 23Q (25299.430000 sec): 3 clusters Score: Raw -24718879.296280 + Penalty 5857.971629 = -24713021.324651 nChanged 1278 SP:Iteration 24Q (25300.390000 sec): 3 clusters Score: Raw -24719120.952816 + Penalty 5857.971629 = -24713262.981187 nChanged 1411 SP:Iteration 25Q (25301.300000 sec): 3 clusters Score: Raw -24719398.153607 + Penalty 5857.971629 = -24713540.181978 nChanged 1507 SP:Iteration 26Q (25302.330000 sec): 3 clusters Score: Raw -24719711.237174 + Penalty 5857.971629 = -24713853.265545 nChanged 1575 SP:Iteration 27Q (25303.250000 sec): 3 clusters Score: Raw -24720056.727572 + Penalty 5857.971629 = -24714198.755943 nChanged 1699 SP:Iteration 28Q (25304.430000 sec): 3 clusters Score: Raw -24720444.773426 + Penalty 5857.971629 = -24714586.801797 nChanged 1800 SP:Iteration 29Q (25305.310000 sec): 3 clusters Score: Raw -24720881.476881 + Penalty 5857.971629 = -24715023.505251 nChanged 1926 SP:Iteration 30Q (25306.170000 sec): 3 clusters Score: Raw -24721357.147403 + Penalty 5857.971629 = -24715499.175774 nChanged 1953 SP:Iteration 31Q (25307.050000 sec): 3 clusters Score: Raw -24721857.718677 + Penalty 5857.971629 = -24715999.747048 nChanged 2041 SP:Iteration 32Q (25308.080000 sec): 3 clusters Score: Raw -24722397.187889 + Penalty 5857.971629 = -24716539.216260 nChanged 2085 SP:Iteration 33Q (25308.970000 sec): 3 clusters Score: Raw -24722988.649134 + Penalty 5857.971629 = -24717130.677505 nChanged 2137 SP:Iteration 34Q (25309.780000 sec): 3 clusters Score: Raw -24723630.577473 + Penalty 5857.971629 = -24717772.605844 nChanged 2234 SP:Iteration 35Q (25310.720000 sec): 3 clusters Score: Raw -24724356.397364 + Penalty 5857.971629 = -24718498.425735 nChanged 2322 SP:Iteration 36Q (25311.630000 sec): 3 clusters Score: Raw -24725146.174327 + Penalty 5857.971629 = -24719288.202698 nChanged 2344 SP:Iteration 37Q (25312.580000 sec): 3 clusters Score: Raw -24725986.216377 + Penalty 5857.971629 = -24720128.244748 nChanged 2342 SP:Iteration 38Q (25313.480000 sec): 3 clusters Score: Raw -24726883.787731 + Penalty 5857.971629 = -24721025.816102 nChanged 2338 SP:Iteration 39Q (25314.370000 sec): 3 clusters Score: Raw -24727819.338998 + Penalty 5857.971629 = -24721961.367369 nChanged 2351 SP:Iteration 40F (25315.300000 sec): 3 clusters Score: Raw -24728813.705187 + Penalty 5857.971629 = -24722955.733558 nChanged 2291 SP:Iteration 41Q (25316.170000 sec): 3 clusters Score: Raw -24729878.300786 + Penalty 5857.971629 = -24724020.329157 nChanged 2339 SP:Iteration 42Q (25317.170000 sec): 3 clusters Score: Raw -24731022.206636 + Penalty 5857.971629 = -24725164.235007 nChanged 2180 SP:Iteration 43Q (25318.000000 sec): 3 clusters Score: Raw -24732150.500359 + Penalty 5857.971629 = -24726292.528730 nChanged 2166 SP:Iteration 44Q (25318.790000 sec): 3 clusters Score: Raw -24733323.685440 + Penalty 5857.971629 = -24727465.713811 nChanged 1933 SP:Iteration 45Q (25319.580000 sec): 3 clusters Score: Raw -24734408.267092 + Penalty 5857.971629 = -24728550.295463 nChanged 1767 SP:Iteration 46Q (25320.450000 sec): 3 clusters Score: Raw -24735462.209633 + Penalty 5857.971629 = -24729604.238004 nChanged 1541 SP:Iteration 47Q (25321.230000 sec): 3 clusters Score: Raw -24736391.681779 + Penalty 5857.971629 = -24730533.710150 nChanged 1344 SP:Iteration 48Q (25321.970000 sec): 3 clusters Score: Raw -24737221.393982 + Penalty 5857.971629 = -24731363.422353 nChanged 1082 SP:Iteration 49Q (25322.760000 sec): 3 clusters Score: Raw -24737874.854338 + Penalty 5857.971629 = -24732016.882708 nChanged 855 SP:Iteration 50Q (25323.510000 sec): 3 clusters Score: Raw -24738373.290512 + Penalty 5857.971629 = -24732515.318883 nChanged 680 SP:Iteration 51Q (25324.280000 sec): 3 clusters Score: Raw -24738784.475712 + Penalty 5857.971629 = -24732926.504083 nChanged 520 SP:Iteration 52Q (25325.120000 sec): 3 clusters Score: Raw -24739076.792778 + Penalty 5857.971629 = -24733218.821148 nChanged 387 SP:Iteration 53Q (25325.850000 sec): 3 clusters Score: Raw -24739310.072598 + Penalty 5857.971629 = -24733452.100969 nChanged 288 SP:Iteration 54Q (25326.570000 sec): 3 clusters Score: Raw -24739490.177442 + Penalty 5857.971629 = -24733632.205813 nChanged 214 SP:Iteration 55Q (25327.310000 sec): 3 clusters Score: Raw -24739619.007189 + Penalty 5857.971629 = -24733761.035560 nChanged 125 SP:Iteration 56Q (25328.050000 sec): 3 clusters Score: Raw -24739700.415651 + Penalty 5857.971629 = -24733842.444022 nChanged 112 SP:Iteration 57Q (25328.880000 sec): 3 clusters Score: Raw -24739772.475986 + Penalty 5857.971629 = -24733914.504357 nChanged 92 SP:Iteration 58Q (25329.600000 sec): 3 clusters Score: Raw -24739830.928688 + Penalty 5857.971629 = -24733972.957059 nChanged 68 SP:Iteration 59Q (25330.320000 sec): 3 clusters Score: Raw -24739874.566639 + Penalty 5857.971629 = -24734016.595010 nChanged 41 SP:Iteration 60F (25331.160000 sec): 3 clusters Score: Raw -24739899.106399 + Penalty 5857.971629 = -24734041.134770 nChanged 32 SP:Iteration 61Q (25331.950000 sec): 3 clusters Score: Raw -24739916.159538 + Penalty 5857.971629 = -24734058.187909 nChanged 25 SP:Iteration 62Q (25332.740000 sec): 3 clusters Score: Raw -24739929.829783 + Penalty 5857.971629 = -24734071.858154 nChanged 22 SP:Iteration 63Q (25333.510000 sec): 3 clusters Score: Raw -24739945.703255 + Penalty 5857.971629 = -24734087.731626 nChanged 23 SP:Iteration 64Q (25334.310000 sec): 3 clusters Score: Raw -24739958.823525 + Penalty 5857.971629 = -24734100.851896 nChanged 17 SP:Iteration 65Q (25335.140000 sec): 3 clusters Score: Raw -24739971.049729 + Penalty 5857.971629 = -24734113.078100 nChanged 14 SP:Iteration 66Q (25335.930000 sec): 3 clusters Score: Raw -24739983.464436 + Penalty 5857.971629 = -24734125.492807 nChanged 16 SP:Iteration 67Q (25336.770000 sec): 3 clusters Score: Raw -24739994.012353 + Penalty 5857.971629 = -24734136.040724 nChanged 13 SP:Iteration 68Q (25337.510000 sec): 3 clusters Score: Raw -24740000.878903 + Penalty 5857.971629 = -24734142.907274 nChanged 11 SP:Iteration 69Q (25338.290000 sec): 3 clusters Score: Raw -24740009.779752 + Penalty 5857.971629 = -24734151.808123 nChanged 2 SP:Iteration 70Q (25339.010000 sec): 3 clusters Score: Raw -24740012.533430 + Penalty 5857.971629 = -24734154.561801 nChanged 3 SP:Iteration 71Q (25339.830000 sec): 3 clusters Score: Raw -24740014.175497 + Penalty 5857.971629 = -24734156.203868 nChanged 7 SP:Iteration 72Q (25340.550000 sec): 3 clusters Score: Raw -24740019.616507 + Penalty 5857.971629 = -24734161.644878 nChanged 4 SP:Iteration 73Q (25341.200000 sec): 3 clusters Score: Raw -24740021.529261 + Penalty 5857.971629 = -24734163.557632 nChanged 1 SP:Iteration 74Q (25341.880000 sec): 3 clusters Score: Raw -24740021.856990 + Penalty 5857.971629 = -24734163.885361 nChanged 2 SP:Iteration 75Q (25342.670000 sec): 3 clusters Score: Raw -24740022.813237 + Penalty 5857.971629 = -24734164.841608 nChanged 1 SP:Iteration 76Q (25343.400000 sec): 3 clusters Score: Raw -24740023.385360 + Penalty 5857.971629 = -24734165.413731 nChanged 1 SP:Iteration 77Q (25344.240000 sec): 3 clusters Score: Raw -24740023.600548 + Penalty 5857.971629 = -24734165.628919 nChanged 0 SP:Iteration 78F (25345.100000 sec): 3 clusters Score: Raw -24740023.600548 + Penalty 5857.971629 = -24734165.628919 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25345.220000 sec): 2 clusters Score: Raw -567685.766358 + Penalty 2006.267716 = -565679.498642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25345.440000 sec): 3 clusters Score: Raw -566300.530738 + Penalty 4012.535431 = -562287.995307 nChanged 1136 SP:Iteration 1F (25345.630000 sec): 3 clusters Score: Raw -566997.404861 + Penalty 4012.535431 = -562984.869430 nChanged 280 SP:Iteration 2F (25345.820000 sec): 3 clusters Score: Raw -567221.704022 + Penalty 4012.535431 = -563209.168591 nChanged 184 SP:Iteration 3F (25346.030000 sec): 3 clusters Score: Raw -567392.437602 + Penalty 4012.535431 = -563379.902171 nChanged 181 SP:Iteration 4F (25346.220000 sec): 3 clusters Score: Raw -567602.110502 + Penalty 4012.535431 = -563589.575071 nChanged 187 SP:Iteration 5F (25346.410000 sec): 3 clusters Score: Raw -567863.648539 + Penalty 4012.535431 = -563851.113108 nChanged 192 SP:Iteration 6F (25346.570000 sec): 3 clusters Score: Raw -568150.912133 + Penalty 4012.535431 = -564138.376702 nChanged 210 SP:Iteration 7F (25346.740000 sec): 3 clusters Score: Raw -568402.125673 + Penalty 4012.535431 = -564389.590242 nChanged 178 SP:Iteration 8F (25346.930000 sec): 3 clusters Score: Raw -568584.290609 + Penalty 4012.535431 = -564571.755177 nChanged 119 SP:Iteration 9Q (25347.120000 sec): 3 clusters Score: Raw -568701.521329 + Penalty 4012.535431 = -564688.985898 nChanged 88 SP:Iteration 10Q (25347.270000 sec): 3 clusters Score: Raw -568771.250673 + Penalty 4012.535431 = -564758.715242 nChanged 58 SP:Iteration 11Q (25347.460000 sec): 3 clusters Score: Raw -568814.698997 + Penalty 4012.535431 = -564802.163566 nChanged 51 SP:Iteration 12Q (25347.650000 sec): 3 clusters Score: Raw -568851.040813 + Penalty 4012.535431 = -564838.505382 nChanged 39 SP:Iteration 13Q (25347.830000 sec): 3 clusters Score: Raw -568876.009200 + Penalty 4012.535431 = -564863.473769 nChanged 26 SP:Iteration 14Q (25348.020000 sec): 3 clusters Score: Raw -568889.084426 + Penalty 4012.535431 = -564876.548994 nChanged 18 SP:Iteration 15Q (25348.230000 sec): 3 clusters Score: Raw -568897.829295 + Penalty 4012.535431 = -564885.293864 nChanged 9 SP:Iteration 16Q (25348.430000 sec): 3 clusters Score: Raw -568903.147870 + Penalty 4012.535431 = -564890.612439 nChanged 6 SP:Iteration 17Q (25348.600000 sec): 3 clusters Score: Raw -568905.688473 + Penalty 4012.535431 = -564893.153042 nChanged 5 SP:Iteration 18Q (25348.760000 sec): 3 clusters Score: Raw -568908.133612 + Penalty 4012.535431 = -564895.598181 nChanged 8 SP:Iteration 19Q (25348.940000 sec): 3 clusters Score: Raw -568912.894786 + Penalty 4012.535431 = -564900.359355 nChanged 9 SP:Iteration 20F (25349.180000 sec): 3 clusters Score: Raw -568917.754197 + Penalty 4012.535431 = -564905.218766 nChanged 9 SP:Iteration 21Q (25349.380000 sec): 3 clusters Score: Raw -568921.607260 + Penalty 4012.535431 = -564909.071828 nChanged 2 SP:Iteration 22Q (25349.570000 sec): 3 clusters Score: Raw -568922.894760 + Penalty 4012.535431 = -564910.359329 nChanged 4 SP:Iteration 23Q (25349.750000 sec): 3 clusters Score: Raw -568924.169219 + Penalty 4012.535431 = -564911.633788 nChanged 1 SP:Iteration 24Q (25349.910000 sec): 3 clusters Score: Raw -568924.660899 + Penalty 4012.535431 = -564912.125468 nChanged 1 SP:Iteration 25Q (25350.110000 sec): 3 clusters Score: Raw -568924.999062 + Penalty 4012.535431 = -564912.463631 nChanged 1 SP:Iteration 26Q (25350.310000 sec): 3 clusters Score: Raw -568925.376725 + Penalty 4012.535431 = -564912.841294 nChanged 1 SP:Iteration 27Q (25350.510000 sec): 3 clusters Score: Raw -568925.521306 + Penalty 4012.535431 = -564912.985875 nChanged 0 SP:Iteration 28F (25350.690000 sec): 3 clusters Score: Raw -568925.521306 + Penalty 4012.535431 = -564912.985875 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25350.790000 sec): 2 clusters Score: Raw -29333.852289 + Penalty 1406.130469 = -27927.721820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25351.010000 sec): 3 clusters Score: Raw -29607.152013 + Penalty 2812.260938 = -26794.891076 nChanged 43 SP:Iteration 1F (25351.190000 sec): 3 clusters Score: Raw -29826.360655 + Penalty 2812.260938 = -27014.099717 nChanged 23 SP:Iteration 2F (25351.370000 sec): 3 clusters Score: Raw -30009.500562 + Penalty 2812.260938 = -27197.239624 nChanged 11 SP:Iteration 3Q (25351.540000 sec): 3 clusters Score: Raw -30069.263533 + Penalty 2812.260938 = -27257.002595 nChanged 7 SP:Iteration 4Q (25351.750000 sec): 3 clusters Score: Raw -30116.638477 + Penalty 2812.260938 = -27304.377539 nChanged 1 SP:Iteration 5Q (25351.910000 sec): 3 clusters Score: Raw -30118.671153 + Penalty 2812.260938 = -27306.410215 nChanged 0 SP:Iteration 6F (25352.090000 sec): 3 clusters Score: Raw -30118.671153 + Penalty 2812.260938 = -27306.410215 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25352.170000 sec): 2 clusters Score: Raw -213583.952349 + Penalty 1765.268019 = -211818.684330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25352.380000 sec): 3 clusters Score: Raw -213269.404899 + Penalty 3530.536037 = -209738.868862 nChanged 328 SP:Iteration 1F (25352.530000 sec): 3 clusters Score: Raw -213597.704565 + Penalty 3530.536037 = -210067.168528 nChanged 100 SP:Iteration 2F (25352.710000 sec): 3 clusters Score: Raw -213727.556940 + Penalty 3530.536037 = -210197.020902 nChanged 57 SP:Iteration 3Q (25352.930000 sec): 3 clusters Score: Raw -213811.154603 + Penalty 3530.536037 = -210280.618565 nChanged 33 SP:Iteration 4Q (25353.080000 sec): 3 clusters Score: Raw -213863.075749 + Penalty 3530.536037 = -210332.539712 nChanged 28 SP:Iteration 5Q (25353.270000 sec): 3 clusters Score: Raw -213894.106701 + Penalty 3530.536037 = -210363.570664 nChanged 22 SP:Iteration 6Q (25353.470000 sec): 3 clusters Score: Raw -213923.187033 + Penalty 3530.536037 = -210392.650996 nChanged 16 SP:Iteration 7Q (25353.630000 sec): 3 clusters Score: Raw -213944.118206 + Penalty 3530.536037 = -210413.582168 nChanged 17 SP:Iteration 8Q (25353.840000 sec): 3 clusters Score: Raw -213959.101153 + Penalty 3530.536037 = -210428.565115 nChanged 14 SP:Iteration 9Q (25354.010000 sec): 3 clusters Score: Raw -213974.975468 + Penalty 3530.536037 = -210444.439430 nChanged 12 SP:Iteration 10Q (25354.200000 sec): 3 clusters Score: Raw -213986.080117 + Penalty 3530.536037 = -210455.544079 nChanged 8 SP:Iteration 11Q (25354.340000 sec): 3 clusters Score: Raw -213994.179431 + Penalty 3530.536037 = -210463.643394 nChanged 7 SP:Iteration 12Q (25354.560000 sec): 3 clusters Score: Raw -214000.447371 + Penalty 3530.536037 = -210469.911334 nChanged 4 SP:Iteration 13Q (25354.720000 sec): 3 clusters Score: Raw -214002.790817 + Penalty 3530.536037 = -210472.254780 nChanged 4 SP:Iteration 14Q (25354.900000 sec): 3 clusters Score: Raw -214007.209953 + Penalty 3530.536037 = -210476.673916 nChanged 6 SP:Iteration 15Q (25355.040000 sec): 3 clusters Score: Raw -214014.377098 + Penalty 3530.536037 = -210483.841061 nChanged 6 SP:Iteration 16Q (25355.200000 sec): 3 clusters Score: Raw -214023.054278 + Penalty 3530.536037 = -210492.518241 nChanged 8 SP:Iteration 17Q (25355.390000 sec): 3 clusters Score: Raw -214034.023855 + Penalty 3530.536037 = -210503.487817 nChanged 10 SP:Iteration 18Q (25355.560000 sec): 3 clusters Score: Raw -214044.793589 + Penalty 3530.536037 = -210514.257551 nChanged 13 SP:Iteration 19Q (25355.720000 sec): 3 clusters Score: Raw -214056.350046 + Penalty 3530.536037 = -210525.814008 nChanged 10 SP:Iteration 20F (25355.920000 sec): 3 clusters Score: Raw -214065.399841 + Penalty 3530.536037 = -210534.863804 nChanged 7 SP:Iteration 21Q (25356.100000 sec): 3 clusters Score: Raw -214072.773823 + Penalty 3530.536037 = -210542.237786 nChanged 4 SP:Iteration 22Q (25356.260000 sec): 3 clusters Score: Raw -214075.577013 + Penalty 3530.536037 = -210545.040976 nChanged 7 SP:Iteration 23Q (25356.500000 sec): 3 clusters Score: Raw -214082.592409 + Penalty 3530.536037 = -210552.056371 nChanged 7 SP:Iteration 24Q (25356.670000 sec): 3 clusters Score: Raw -214088.184825 + Penalty 3530.536037 = -210557.648787 nChanged 7 SP:Iteration 25Q (25356.830000 sec): 3 clusters Score: Raw -214093.387115 + Penalty 3530.536037 = -210562.851077 nChanged 5 SP:Iteration 26Q (25357.060000 sec): 3 clusters Score: Raw -214099.582152 + Penalty 3530.536037 = -210569.046114 nChanged 5 SP:Iteration 27Q (25357.260000 sec): 3 clusters Score: Raw -214104.099765 + Penalty 3530.536037 = -210573.563727 nChanged 5 SP:Iteration 28Q (25357.460000 sec): 3 clusters Score: Raw -214110.663591 + Penalty 3530.536037 = -210580.127554 nChanged 5 SP:Iteration 29Q (25357.660000 sec): 3 clusters Score: Raw -214116.646423 + Penalty 3530.536037 = -210586.110386 nChanged 9 SP:Iteration 30Q (25357.800000 sec): 3 clusters Score: Raw -214127.188158 + Penalty 3530.536037 = -210596.652121 nChanged 5 SP:Iteration 31Q (25358.020000 sec): 3 clusters Score: Raw -214130.956739 + Penalty 3530.536037 = -210600.420702 nChanged 2 SP:Iteration 32Q (25358.200000 sec): 3 clusters Score: Raw -214132.839800 + Penalty 3530.536037 = -210602.303762 nChanged 0 SP:Iteration 33F (25358.390000 sec): 3 clusters Score: Raw -214132.839800 + Penalty 3530.536037 = -210602.303762 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25358.700000 sec): 2 clusters Score: Raw -8787939.815687 + Penalty 2669.280816 = -8785270.534871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25359.100000 sec): 3 clusters Score: Raw -8758826.573749 + Penalty 5338.561632 = -8753488.012117 nChanged 21735 SP:Iteration 1F (25359.560000 sec): 3 clusters Score: Raw -8770947.458343 + Penalty 5338.561632 = -8765608.896711 nChanged 1954 SP:Iteration 2Q (25359.960000 sec): 3 clusters Score: Raw -8771553.245239 + Penalty 5338.561632 = -8766214.683607 nChanged 2030 SP:Iteration 3Q (25360.400000 sec): 3 clusters Score: Raw -8772323.613572 + Penalty 5338.561632 = -8766985.051940 nChanged 2354 SP:Iteration 4Q (25360.750000 sec): 3 clusters Score: Raw -8773483.433804 + Penalty 5338.561632 = -8768144.872172 nChanged 2824 SP:Iteration 5F (25361.210000 sec): 3 clusters Score: Raw -8775122.949902 + Penalty 5338.561632 = -8769784.388270 nChanged 3220 SP:Iteration 6F (25361.620000 sec): 3 clusters Score: Raw -8777186.132807 + Penalty 5338.561632 = -8771847.571175 nChanged 3298 SP:Iteration 7F (25362.080000 sec): 3 clusters Score: Raw -8779583.519265 + Penalty 5338.561632 = -8774244.957633 nChanged 3126 SP:Iteration 8F (25362.550000 sec): 3 clusters Score: Raw -8781990.092949 + Penalty 5338.561632 = -8776651.531317 nChanged 2526 SP:Iteration 9F (25362.990000 sec): 3 clusters Score: Raw -8784030.924502 + Penalty 5338.561632 = -8778692.362870 nChanged 1783 SP:Iteration 10Q (25363.480000 sec): 3 clusters Score: Raw -8785526.204244 + Penalty 5338.561632 = -8780187.642612 nChanged 1257 SP:Iteration 11Q (25363.930000 sec): 3 clusters Score: Raw -8786418.218611 + Penalty 5338.561632 = -8781079.656979 nChanged 821 SP:Iteration 12Q (25364.340000 sec): 3 clusters Score: Raw -8786835.025592 + Penalty 5338.561632 = -8781496.463960 nChanged 590 SP:Iteration 13Q (25364.790000 sec): 3 clusters Score: Raw -8787073.885974 + Penalty 5338.561632 = -8781735.324342 nChanged 403 SP:Iteration 14Q (25365.250000 sec): 3 clusters Score: Raw -8787210.505360 + Penalty 5338.561632 = -8781871.943728 nChanged 346 SP:Iteration 15Q (25365.640000 sec): 3 clusters Score: Raw -8787321.136213 + Penalty 5338.561632 = -8781982.574581 nChanged 326 SP:Iteration 16Q (25366.110000 sec): 3 clusters Score: Raw -8787413.966863 + Penalty 5338.561632 = -8782075.405231 nChanged 301 SP:Iteration 17Q (25366.520000 sec): 3 clusters Score: Raw -8787497.847644 + Penalty 5338.561632 = -8782159.286012 nChanged 294 SP:Iteration 18Q (25366.950000 sec): 3 clusters Score: Raw -8787576.588707 + Penalty 5338.561632 = -8782238.027075 nChanged 264 SP:Iteration 19Q (25367.410000 sec): 3 clusters Score: Raw -8787649.095518 + Penalty 5338.561632 = -8782310.533887 nChanged 266 SP:Iteration 20F (25367.810000 sec): 3 clusters Score: Raw -8787721.805276 + Penalty 5338.561632 = -8782383.243644 nChanged 233 SP:Iteration 21Q (25368.230000 sec): 3 clusters Score: Raw -8787778.172591 + Penalty 5338.561632 = -8782439.610959 nChanged 189 SP:Iteration 22Q (25368.680000 sec): 3 clusters Score: Raw -8787820.278692 + Penalty 5338.561632 = -8782481.717060 nChanged 182 SP:Iteration 23Q (25369.070000 sec): 3 clusters Score: Raw -8787864.389923 + Penalty 5338.561632 = -8782525.828291 nChanged 184 SP:Iteration 24Q (25369.470000 sec): 3 clusters Score: Raw -8787910.105989 + Penalty 5338.561632 = -8782571.544357 nChanged 184 SP:Iteration 25Q (25370.010000 sec): 3 clusters Score: Raw -8787955.037398 + Penalty 5338.561632 = -8782616.475766 nChanged 168 SP:Iteration 26Q (25370.420000 sec): 3 clusters Score: Raw -8787993.114898 + Penalty 5338.561632 = -8782654.553266 nChanged 152 SP:Iteration 27Q (25370.880000 sec): 3 clusters Score: Raw -8788028.457393 + Penalty 5338.561632 = -8782689.895761 nChanged 139 SP:Iteration 28Q (25371.240000 sec): 3 clusters Score: Raw -8788058.340759 + Penalty 5338.561632 = -8782719.779127 nChanged 105 SP:Iteration 29Q (25371.660000 sec): 3 clusters Score: Raw -8788082.564954 + Penalty 5338.561632 = -8782744.003322 nChanged 112 SP:Iteration 30Q (25372.020000 sec): 3 clusters Score: Raw -8788106.015617 + Penalty 5338.561632 = -8782767.453985 nChanged 110 SP:Iteration 31Q (25372.450000 sec): 3 clusters Score: Raw -8788131.296171 + Penalty 5338.561632 = -8782792.734539 nChanged 109 SP:Iteration 32Q (25372.810000 sec): 3 clusters Score: Raw -8788157.595122 + Penalty 5338.561632 = -8782819.033490 nChanged 92 SP:Iteration 33Q (25373.170000 sec): 3 clusters Score: Raw -8788179.230822 + Penalty 5338.561632 = -8782840.669190 nChanged 73 SP:Iteration 34Q (25373.590000 sec): 3 clusters Score: Raw -8788195.902178 + Penalty 5338.561632 = -8782857.340546 nChanged 63 SP:Iteration 35Q (25373.970000 sec): 3 clusters Score: Raw -8788211.081822 + Penalty 5338.561632 = -8782872.520190 nChanged 73 SP:Iteration 36Q (25374.400000 sec): 3 clusters Score: Raw -8788227.835091 + Penalty 5338.561632 = -8782889.273459 nChanged 80 SP:Iteration 37Q (25374.850000 sec): 3 clusters Score: Raw -8788248.830287 + Penalty 5338.561632 = -8782910.268655 nChanged 83 SP:Iteration 38Q (25375.270000 sec): 3 clusters Score: Raw -8788268.863500 + Penalty 5338.561632 = -8782930.301868 nChanged 81 SP:Iteration 39Q (25375.710000 sec): 3 clusters Score: Raw -8788287.197931 + Penalty 5338.561632 = -8782948.636299 nChanged 63 SP:Iteration 40F (25376.210000 sec): 3 clusters Score: Raw -8788300.368666 + Penalty 5338.561632 = -8782961.807034 nChanged 56 SP:Iteration 41Q (25376.650000 sec): 3 clusters Score: Raw -8788311.275417 + Penalty 5338.561632 = -8782972.713785 nChanged 60 SP:Iteration 42Q (25377.050000 sec): 3 clusters Score: Raw -8788324.880379 + Penalty 5338.561632 = -8782986.318747 nChanged 54 SP:Iteration 43Q (25377.420000 sec): 3 clusters Score: Raw -8788336.616378 + Penalty 5338.561632 = -8782998.054746 nChanged 51 SP:Iteration 44Q (25377.830000 sec): 3 clusters Score: Raw -8788347.456884 + Penalty 5338.561632 = -8783008.895252 nChanged 47 SP:Iteration 45Q (25378.170000 sec): 3 clusters Score: Raw -8788358.908475 + Penalty 5338.561632 = -8783020.346843 nChanged 56 SP:Iteration 46Q (25378.620000 sec): 3 clusters Score: Raw -8788371.593862 + Penalty 5338.561632 = -8783033.032230 nChanged 66 SP:Iteration 47Q (25379.110000 sec): 3 clusters Score: Raw -8788388.344161 + Penalty 5338.561632 = -8783049.782529 nChanged 54 SP:Iteration 48Q (25379.550000 sec): 3 clusters Score: Raw -8788400.728040 + Penalty 5338.561632 = -8783062.166408 nChanged 49 SP:Iteration 49Q (25380.010000 sec): 3 clusters Score: Raw -8788413.061263 + Penalty 5338.561632 = -8783074.499631 nChanged 49 SP:Iteration 50Q (25380.370000 sec): 3 clusters Score: Raw -8788424.785757 + Penalty 5338.561632 = -8783086.224125 nChanged 42 SP:Iteration 51Q (25380.810000 sec): 3 clusters Score: Raw -8788435.062702 + Penalty 5338.561632 = -8783096.501070 nChanged 55 SP:Iteration 52Q (25381.160000 sec): 3 clusters Score: Raw -8788451.658569 + Penalty 5338.561632 = -8783113.096937 nChanged 48 SP:Iteration 53Q (25381.520000 sec): 3 clusters Score: Raw -8788468.249778 + Penalty 5338.561632 = -8783129.688146 nChanged 47 SP:Iteration 54Q (25381.890000 sec): 3 clusters Score: Raw -8788481.988571 + Penalty 5338.561632 = -8783143.426939 nChanged 59 SP:Iteration 55Q (25382.360000 sec): 3 clusters Score: Raw -8788499.542905 + Penalty 5338.561632 = -8783160.981273 nChanged 45 SP:Iteration 56Q (25382.780000 sec): 3 clusters Score: Raw -8788509.142590 + Penalty 5338.561632 = -8783170.580958 nChanged 29 SP:Iteration 57Q (25383.230000 sec): 3 clusters Score: Raw -8788515.784897 + Penalty 5338.561632 = -8783177.223265 nChanged 19 SP:Iteration 58Q (25383.750000 sec): 3 clusters Score: Raw -8788520.094409 + Penalty 5338.561632 = -8783181.532777 nChanged 16 SP:Iteration 59Q (25384.200000 sec): 3 clusters Score: Raw -8788523.348359 + Penalty 5338.561632 = -8783184.786727 nChanged 16 SP:Iteration 60F (25384.630000 sec): 3 clusters Score: Raw -8788526.545252 + Penalty 5338.561632 = -8783187.983620 nChanged 15 SP:Iteration 61Q (25385.090000 sec): 3 clusters Score: Raw -8788529.029972 + Penalty 5338.561632 = -8783190.468340 nChanged 11 SP:Iteration 62Q (25385.440000 sec): 3 clusters Score: Raw -8788531.216296 + Penalty 5338.561632 = -8783192.654664 nChanged 8 SP:Iteration 63Q (25385.840000 sec): 3 clusters Score: Raw -8788532.828905 + Penalty 5338.561632 = -8783194.267273 nChanged 11 SP:Iteration 64Q (25386.200000 sec): 3 clusters Score: Raw -8788534.990581 + Penalty 5338.561632 = -8783196.428949 nChanged 10 SP:Iteration 65Q (25386.560000 sec): 3 clusters Score: Raw -8788537.356437 + Penalty 5338.561632 = -8783198.794805 nChanged 10 SP:Iteration 66Q (25386.980000 sec): 3 clusters Score: Raw -8788539.675779 + Penalty 5338.561632 = -8783201.114147 nChanged 4 SP:Iteration 67Q (25387.460000 sec): 3 clusters Score: Raw -8788540.247529 + Penalty 5338.561632 = -8783201.685897 nChanged 1 SP:Iteration 68Q (25387.850000 sec): 3 clusters Score: Raw -8788540.414716 + Penalty 5338.561632 = -8783201.853084 nChanged 0 SP:Iteration 69F (25388.320000 sec): 3 clusters Score: Raw -8788540.414716 + Penalty 5338.561632 = -8783201.853084 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25388.450000 sec): 2 clusters Score: Raw -77298.070267 + Penalty 1531.098954 = -75766.971313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25388.610000 sec): 3 clusters Score: Raw -77320.463912 + Penalty 3062.197908 = -74258.266005 nChanged 85 SP:Iteration 1F (25388.780000 sec): 3 clusters Score: Raw -77531.529077 + Penalty 3062.197908 = -74469.331169 nChanged 23 SP:Iteration 2Q (25388.980000 sec): 3 clusters Score: Raw -77595.902939 + Penalty 3062.197908 = -74533.705031 nChanged 13 SP:Iteration 3Q (25389.160000 sec): 3 clusters Score: Raw -77654.994160 + Penalty 3062.197908 = -74592.796252 nChanged 14 SP:Iteration 4Q (25389.320000 sec): 3 clusters Score: Raw -77706.009240 + Penalty 3062.197908 = -74643.811333 nChanged 9 SP:Iteration 5Q (25389.470000 sec): 3 clusters Score: Raw -77735.188753 + Penalty 3062.197908 = -74672.990845 nChanged 11 SP:Iteration 6Q (25389.610000 sec): 3 clusters Score: Raw -77780.956558 + Penalty 3062.197908 = -74718.758650 nChanged 10 SP:Iteration 7Q (25389.740000 sec): 3 clusters Score: Raw -77816.931229 + Penalty 3062.197908 = -74754.733321 nChanged 4 SP:Iteration 8Q (25389.860000 sec): 3 clusters Score: Raw -77843.748018 + Penalty 3062.197908 = -74781.550111 nChanged 5 SP:Iteration 9Q (25389.990000 sec): 3 clusters Score: Raw -77871.081401 + Penalty 3062.197908 = -74808.883494 nChanged 10 SP:Iteration 10Q (25390.190000 sec): 3 clusters Score: Raw -77925.323515 + Penalty 3062.197908 = -74863.125608 nChanged 12 SP:Iteration 11Q (25390.370000 sec): 3 clusters Score: Raw -77956.606898 + Penalty 3062.197908 = -74894.408991 nChanged 4 SP:Iteration 12Q (25390.590000 sec): 3 clusters Score: Raw -77968.630949 + Penalty 3062.197908 = -74906.433042 nChanged 2 SP:Iteration 13Q (25390.740000 sec): 3 clusters Score: Raw -77973.433515 + Penalty 3062.197908 = -74911.235608 nChanged 2 SP:Iteration 14Q (25390.950000 sec): 3 clusters Score: Raw -77974.748681 + Penalty 3062.197908 = -74912.550774 nChanged 1 SP:Iteration 15Q (25391.170000 sec): 3 clusters Score: Raw -77977.072736 + Penalty 3062.197908 = -74914.874829 nChanged 1 SP:Iteration 16Q (25391.330000 sec): 3 clusters Score: Raw -77978.309217 + Penalty 3062.197908 = -74916.111310 nChanged 0 SP:Iteration 17F (25391.500000 sec): 3 clusters Score: Raw -77978.309217 + Penalty 3062.197908 = -74916.111310 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25391.630000 sec): 2 clusters Score: Raw -1530365.715404 + Penalty 2230.246727 = -1528135.468676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25391.870000 sec): 3 clusters Score: Raw -1526161.248912 + Penalty 4460.493455 = -1521700.755457 nChanged 3232 SP:Iteration 1F (25392.090000 sec): 3 clusters Score: Raw -1527928.169663 + Penalty 4460.493455 = -1523467.676208 nChanged 583 SP:Iteration 2F (25392.310000 sec): 3 clusters Score: Raw -1528265.980898 + Penalty 4460.493455 = -1523805.487443 nChanged 473 SP:Iteration 3F (25392.530000 sec): 3 clusters Score: Raw -1528545.245455 + Penalty 4460.493455 = -1524084.752000 nChanged 387 SP:Iteration 4Q (25392.770000 sec): 3 clusters Score: Raw -1528744.959105 + Penalty 4460.493455 = -1524284.465650 nChanged 273 SP:Iteration 5Q (25393.010000 sec): 3 clusters Score: Raw -1528876.546727 + Penalty 4460.493455 = -1524416.053272 nChanged 245 SP:Iteration 6Q (25393.210000 sec): 3 clusters Score: Raw -1529006.350616 + Penalty 4460.493455 = -1524545.857161 nChanged 251 SP:Iteration 7Q (25393.440000 sec): 3 clusters Score: Raw -1529137.292747 + Penalty 4460.493455 = -1524676.799292 nChanged 258 SP:Iteration 8Q (25393.690000 sec): 3 clusters Score: Raw -1529272.365921 + Penalty 4460.493455 = -1524811.872466 nChanged 253 SP:Iteration 9Q (25393.960000 sec): 3 clusters Score: Raw -1529413.726122 + Penalty 4460.493455 = -1524953.232667 nChanged 253 SP:Iteration 10Q (25394.180000 sec): 3 clusters Score: Raw -1529573.433329 + Penalty 4460.493455 = -1525112.939874 nChanged 284 SP:Iteration 11Q (25394.440000 sec): 3 clusters Score: Raw -1529764.690250 + Penalty 4460.493455 = -1525304.196796 nChanged 287 SP:Iteration 12Q (25394.670000 sec): 3 clusters Score: Raw -1529956.660987 + Penalty 4460.493455 = -1525496.167532 nChanged 264 SP:Iteration 13Q (25394.900000 sec): 3 clusters Score: Raw -1530141.278077 + Penalty 4460.493455 = -1525680.784622 nChanged 273 SP:Iteration 14Q (25395.120000 sec): 3 clusters Score: Raw -1530327.669210 + Penalty 4460.493455 = -1525867.175755 nChanged 238 SP:Iteration 15Q (25395.310000 sec): 3 clusters Score: Raw -1530494.890518 + Penalty 4460.493455 = -1526034.397063 nChanged 238 SP:Iteration 16Q (25395.570000 sec): 3 clusters Score: Raw -1530678.684316 + Penalty 4460.493455 = -1526218.190861 nChanged 183 SP:Iteration 17Q (25395.770000 sec): 3 clusters Score: Raw -1530802.000240 + Penalty 4460.493455 = -1526341.506785 nChanged 130 SP:Iteration 18Q (25395.980000 sec): 3 clusters Score: Raw -1530882.009761 + Penalty 4460.493455 = -1526421.516306 nChanged 88 SP:Iteration 19Q (25396.210000 sec): 3 clusters Score: Raw -1530929.604242 + Penalty 4460.493455 = -1526469.110788 nChanged 47 SP:Iteration 20F (25396.380000 sec): 3 clusters Score: Raw -1530956.804627 + Penalty 4460.493455 = -1526496.311173 nChanged 38 SP:Iteration 21Q (25396.600000 sec): 3 clusters Score: Raw -1530979.521046 + Penalty 4460.493455 = -1526519.027591 nChanged 29 SP:Iteration 22Q (25396.810000 sec): 3 clusters Score: Raw -1530997.587162 + Penalty 4460.493455 = -1526537.093707 nChanged 26 SP:Iteration 23Q (25397.010000 sec): 3 clusters Score: Raw -1531010.512505 + Penalty 4460.493455 = -1526550.019050 nChanged 20 SP:Iteration 24Q (25397.260000 sec): 3 clusters Score: Raw -1531020.376048 + Penalty 4460.493455 = -1526559.882593 nChanged 17 SP:Iteration 25Q (25397.470000 sec): 3 clusters Score: Raw -1531028.041973 + Penalty 4460.493455 = -1526567.548518 nChanged 10 SP:Iteration 26Q (25397.650000 sec): 3 clusters Score: Raw -1531031.154527 + Penalty 4460.493455 = -1526570.661072 nChanged 10 SP:Iteration 27Q (25397.850000 sec): 3 clusters Score: Raw -1531035.843328 + Penalty 4460.493455 = -1526575.349873 nChanged 9 SP:Iteration 28Q (25398.020000 sec): 3 clusters Score: Raw -1531039.409467 + Penalty 4460.493455 = -1526578.916012 nChanged 2 SP:Iteration 29Q (25398.170000 sec): 3 clusters Score: Raw -1531040.974856 + Penalty 4460.493455 = -1526580.481402 nChanged 5 SP:Iteration 30Q (25398.330000 sec): 3 clusters Score: Raw -1531042.873440 + Penalty 4460.493455 = -1526582.379985 nChanged 1 SP:Iteration 31Q (25398.580000 sec): 3 clusters Score: Raw -1531043.490819 + Penalty 4460.493455 = -1526582.997364 nChanged 2 SP:Iteration 32Q (25398.820000 sec): 3 clusters Score: Raw -1531044.345313 + Penalty 4460.493455 = -1526583.851858 nChanged 2 SP:Iteration 33Q (25399.010000 sec): 3 clusters Score: Raw -1531045.598978 + Penalty 4460.493455 = -1526585.105523 nChanged 2 SP:Iteration 34Q (25399.210000 sec): 3 clusters Score: Raw -1531046.510881 + Penalty 4460.493455 = -1526586.017426 nChanged 1 SP:Iteration 35Q (25399.420000 sec): 3 clusters Score: Raw -1531046.755899 + Penalty 4460.493455 = -1526586.262445 nChanged 0 SP:Iteration 36F (25399.650000 sec): 3 clusters Score: Raw -1531046.755899 + Penalty 4460.493455 = -1526586.262445 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25400.030000 sec): 2 clusters Score: Raw -12138857.559420 + Penalty 2757.609679 = -12136099.949740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25400.610000 sec): 3 clusters Score: Raw -12096382.528818 + Penalty 5515.219359 = -12090867.309459 nChanged 31559 SP:Iteration 1F (25401.150000 sec): 3 clusters Score: Raw -12114033.704896 + Penalty 5515.219359 = -12108518.485537 nChanged 2735 SP:Iteration 2Q (25401.650000 sec): 3 clusters Score: Raw -12114853.195928 + Penalty 5515.219359 = -12109337.976569 nChanged 2836 SP:Iteration 3Q (25402.150000 sec): 3 clusters Score: Raw -12115837.243432 + Penalty 5515.219359 = -12110322.024073 nChanged 3151 SP:Iteration 4Q (25402.680000 sec): 3 clusters Score: Raw -12117241.528510 + Penalty 5515.219359 = -12111726.309151 nChanged 3897 SP:Iteration 5F (25403.240000 sec): 3 clusters Score: Raw -12119531.680217 + Penalty 5515.219359 = -12114016.460858 nChanged 4771 SP:Iteration 6F (25403.750000 sec): 3 clusters Score: Raw -12123070.381205 + Penalty 5515.219359 = -12117555.161846 nChanged 5218 SP:Iteration 7F (25404.330000 sec): 3 clusters Score: Raw -12127656.186289 + Penalty 5515.219359 = -12122140.966931 nChanged 4910 SP:Iteration 8F (25404.860000 sec): 3 clusters Score: Raw -12132398.655429 + Penalty 5515.219359 = -12126883.436071 nChanged 3542 SP:Iteration 9F (25405.430000 sec): 3 clusters Score: Raw -12135823.927240 + Penalty 5515.219359 = -12130308.707881 nChanged 1955 SP:Iteration 10Q (25405.950000 sec): 3 clusters Score: Raw -12137672.253434 + Penalty 5515.219359 = -12132157.034075 nChanged 869 SP:Iteration 11Q (25406.440000 sec): 3 clusters Score: Raw -12138428.113899 + Penalty 5515.219359 = -12132912.894540 nChanged 359 SP:Iteration 12Q (25406.910000 sec): 3 clusters Score: Raw -12138779.571707 + Penalty 5515.219359 = -12133264.352349 nChanged 156 SP:Iteration 13Q (25407.390000 sec): 3 clusters Score: Raw -12138943.808699 + Penalty 5515.219359 = -12133428.589341 nChanged 81 SP:Iteration 14Q (25407.870000 sec): 3 clusters Score: Raw -12139037.905825 + Penalty 5515.219359 = -12133522.686466 nChanged 54 SP:Iteration 15Q (25408.430000 sec): 3 clusters Score: Raw -12139102.170487 + Penalty 5515.219359 = -12133586.951128 nChanged 36 SP:Iteration 16Q (25408.910000 sec): 3 clusters Score: Raw -12139140.883706 + Penalty 5515.219359 = -12133625.664347 nChanged 20 SP:Iteration 17Q (25409.410000 sec): 3 clusters Score: Raw -12139163.824076 + Penalty 5515.219359 = -12133648.604717 nChanged 13 SP:Iteration 18Q (25409.850000 sec): 3 clusters Score: Raw -12139177.392645 + Penalty 5515.219359 = -12133662.173286 nChanged 10 SP:Iteration 19Q (25410.330000 sec): 3 clusters Score: Raw -12139190.808947 + Penalty 5515.219359 = -12133675.589589 nChanged 8 SP:Iteration 20F (25410.970000 sec): 3 clusters Score: Raw -12139199.256132 + Penalty 5515.219359 = -12133684.036774 nChanged 3 SP:Iteration 21Q (25411.510000 sec): 3 clusters Score: Raw -12139203.087148 + Penalty 5515.219359 = -12133687.867790 nChanged 1 SP:Iteration 22Q (25412.030000 sec): 3 clusters Score: Raw -12139204.334526 + Penalty 5515.219359 = -12133689.115168 nChanged 0 SP:Iteration 23F (25412.730000 sec): 3 clusters Score: Raw -12139204.334526 + Penalty 5515.219359 = -12133689.115168 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25412.860000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25413.050000 sec): 3 clusters Score: Raw -121495.113680 + Penalty 3242.917353 = -118252.196327 nChanged 141 SP:Iteration 1F (25413.230000 sec): 3 clusters Score: Raw -121701.068699 + Penalty 3242.917353 = -118458.151347 nChanged 36 SP:Iteration 2F (25413.410000 sec): 3 clusters Score: Raw -121764.946324 + Penalty 3242.917353 = -118522.028971 nChanged 14 SP:Iteration 3Q (25413.620000 sec): 3 clusters Score: Raw -121784.187868 + Penalty 3242.917353 = -118541.270516 nChanged 4 SP:Iteration 4Q (25413.770000 sec): 3 clusters Score: Raw -121792.612495 + Penalty 3242.917353 = -118549.695143 nChanged 5 SP:Iteration 5Q (25413.930000 sec): 3 clusters Score: Raw -121801.260329 + Penalty 3242.917353 = -118558.342977 nChanged 6 SP:Iteration 6Q (25414.120000 sec): 3 clusters Score: Raw -121812.563775 + Penalty 3242.917353 = -118569.646422 nChanged 4 SP:Iteration 7Q (25414.280000 sec): 3 clusters Score: Raw -121818.732775 + Penalty 3242.917353 = -118575.815422 nChanged 0 SP:Iteration 8F (25414.500000 sec): 3 clusters Score: Raw -121818.732775 + Penalty 3242.917353 = -118575.815422 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25414.610000 sec): 2 clusters Score: Raw -413388.377237 + Penalty 1939.469000 = -411448.908237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25414.800000 sec): 3 clusters Score: Raw -412427.459651 + Penalty 3878.938000 = -408548.521651 nChanged 833 SP:Iteration 1F (25414.970000 sec): 3 clusters Score: Raw -413081.839545 + Penalty 3878.938000 = -409202.901545 nChanged 240 SP:Iteration 2F (25415.150000 sec): 3 clusters Score: Raw -413352.097630 + Penalty 3878.938000 = -409473.159630 nChanged 162 SP:Iteration 3F (25415.390000 sec): 3 clusters Score: Raw -413532.174418 + Penalty 3878.938000 = -409653.236419 nChanged 120 SP:Iteration 4Q (25415.550000 sec): 3 clusters Score: Raw -413651.956548 + Penalty 3878.938000 = -409773.018549 nChanged 87 SP:Iteration 5Q (25415.730000 sec): 3 clusters Score: Raw -413741.080467 + Penalty 3878.938000 = -409862.142468 nChanged 65 SP:Iteration 6Q (25415.920000 sec): 3 clusters Score: Raw -413787.789897 + Penalty 3878.938000 = -409908.851897 nChanged 49 SP:Iteration 7Q (25416.120000 sec): 3 clusters Score: Raw -413823.396293 + Penalty 3878.938000 = -409944.458293 nChanged 38 SP:Iteration 8Q (25416.290000 sec): 3 clusters Score: Raw -413854.128028 + Penalty 3878.938000 = -409975.190029 nChanged 36 SP:Iteration 9Q (25416.490000 sec): 3 clusters Score: Raw -413887.421307 + Penalty 3878.938000 = -410008.483307 nChanged 36 SP:Iteration 10Q (25416.670000 sec): 3 clusters Score: Raw -413919.573386 + Penalty 3878.938000 = -410040.635387 nChanged 29 SP:Iteration 11Q (25416.870000 sec): 3 clusters Score: Raw -413944.978419 + Penalty 3878.938000 = -410066.040420 nChanged 32 SP:Iteration 12Q (25417.080000 sec): 3 clusters Score: Raw -413973.363998 + Penalty 3878.938000 = -410094.425999 nChanged 24 SP:Iteration 13Q (25417.240000 sec): 3 clusters Score: Raw -413991.544201 + Penalty 3878.938000 = -410112.606202 nChanged 22 SP:Iteration 14Q (25417.410000 sec): 3 clusters Score: Raw -414009.600313 + Penalty 3878.938000 = -410130.662314 nChanged 21 SP:Iteration 15Q (25417.570000 sec): 3 clusters Score: Raw -414021.982780 + Penalty 3878.938000 = -410143.044781 nChanged 14 SP:Iteration 16Q (25417.740000 sec): 3 clusters Score: Raw -414031.958955 + Penalty 3878.938000 = -410153.020956 nChanged 11 SP:Iteration 17Q (25417.920000 sec): 3 clusters Score: Raw -414042.151339 + Penalty 3878.938000 = -410163.213340 nChanged 18 SP:Iteration 18Q (25418.070000 sec): 3 clusters Score: Raw -414058.558180 + Penalty 3878.938000 = -410179.620180 nChanged 23 SP:Iteration 19Q (25418.270000 sec): 3 clusters Score: Raw -414076.880952 + Penalty 3878.938000 = -410197.942953 nChanged 18 SP:Iteration 20F (25418.480000 sec): 3 clusters Score: Raw -414092.446751 + Penalty 3878.938000 = -410213.508752 nChanged 27 SP:Iteration 21Q (25418.630000 sec): 3 clusters Score: Raw -414112.185044 + Penalty 3878.938000 = -410233.247045 nChanged 25 SP:Iteration 22Q (25418.830000 sec): 3 clusters Score: Raw -414138.650531 + Penalty 3878.938000 = -410259.712531 nChanged 39 SP:Iteration 23Q (25418.990000 sec): 3 clusters Score: Raw -414177.233804 + Penalty 3878.938000 = -410298.295805 nChanged 37 SP:Iteration 24Q (25419.200000 sec): 3 clusters Score: Raw -414212.756642 + Penalty 3878.938000 = -410333.818642 nChanged 27 SP:Iteration 25Q (25419.360000 sec): 3 clusters Score: Raw -414235.393470 + Penalty 3878.938000 = -410356.455471 nChanged 23 SP:Iteration 26Q (25419.580000 sec): 3 clusters Score: Raw -414253.966140 + Penalty 3878.938000 = -410375.028140 nChanged 27 SP:Iteration 27Q (25419.730000 sec): 3 clusters Score: Raw -414276.583144 + Penalty 3878.938000 = -410397.645145 nChanged 21 SP:Iteration 28Q (25419.910000 sec): 3 clusters Score: Raw -414294.380437 + Penalty 3878.938000 = -410415.442437 nChanged 21 SP:Iteration 29Q (25420.110000 sec): 3 clusters Score: Raw -414314.389407 + Penalty 3878.938000 = -410435.451407 nChanged 20 SP:Iteration 30Q (25420.300000 sec): 3 clusters Score: Raw -414336.742924 + Penalty 3878.938000 = -410457.804924 nChanged 22 SP:Iteration 31Q (25420.450000 sec): 3 clusters Score: Raw -414355.589088 + Penalty 3878.938000 = -410476.651088 nChanged 17 SP:Iteration 32Q (25420.680000 sec): 3 clusters Score: Raw -414368.007644 + Penalty 3878.938000 = -410489.069645 nChanged 18 SP:Iteration 33Q (25420.820000 sec): 3 clusters Score: Raw -414378.771403 + Penalty 3878.938000 = -410499.833403 nChanged 7 SP:Iteration 34Q (25421.030000 sec): 3 clusters Score: Raw -414384.383415 + Penalty 3878.938000 = -410505.445416 nChanged 7 SP:Iteration 35Q (25421.190000 sec): 3 clusters Score: Raw -414389.807128 + Penalty 3878.938000 = -410510.869128 nChanged 6 SP:Iteration 36Q (25421.370000 sec): 3 clusters Score: Raw -414396.429742 + Penalty 3878.938000 = -410517.491743 nChanged 5 SP:Iteration 37Q (25421.580000 sec): 3 clusters Score: Raw -414400.668859 + Penalty 3878.938000 = -410521.730860 nChanged 9 SP:Iteration 38Q (25421.770000 sec): 3 clusters Score: Raw -414409.406549 + Penalty 3878.938000 = -410530.468549 nChanged 7 SP:Iteration 39Q (25421.970000 sec): 3 clusters Score: Raw -414416.056754 + Penalty 3878.938000 = -410537.118755 nChanged 9 SP:Iteration 40F (25422.120000 sec): 3 clusters Score: Raw -414421.143829 + Penalty 3878.938000 = -410542.205830 nChanged 7 SP:Iteration 41Q (25422.290000 sec): 3 clusters Score: Raw -414427.198565 + Penalty 3878.938000 = -410548.260565 nChanged 10 SP:Iteration 42Q (25422.480000 sec): 3 clusters Score: Raw -414438.878041 + Penalty 3878.938000 = -410559.940042 nChanged 9 SP:Iteration 43Q (25422.620000 sec): 3 clusters Score: Raw -414446.521491 + Penalty 3878.938000 = -410567.583492 nChanged 7 SP:Iteration 44Q (25422.780000 sec): 3 clusters Score: Raw -414453.782465 + Penalty 3878.938000 = -410574.844465 nChanged 7 SP:Iteration 45Q (25422.940000 sec): 3 clusters Score: Raw -414461.838742 + Penalty 3878.938000 = -410582.900742 nChanged 6 SP:Iteration 46Q (25423.130000 sec): 3 clusters Score: Raw -414468.944334 + Penalty 3878.938000 = -410590.006334 nChanged 7 SP:Iteration 47Q (25423.280000 sec): 3 clusters Score: Raw -414477.821294 + Penalty 3878.938000 = -410598.883294 nChanged 10 SP:Iteration 48Q (25423.460000 sec): 3 clusters Score: Raw -414495.261695 + Penalty 3878.938000 = -410616.323695 nChanged 15 SP:Iteration 49Q (25423.650000 sec): 3 clusters Score: Raw -414523.618299 + Penalty 3878.938000 = -410644.680299 nChanged 12 SP:Iteration 50Q (25423.860000 sec): 3 clusters Score: Raw -414545.355016 + Penalty 3878.938000 = -410666.417017 nChanged 17 SP:Iteration 51Q (25424.040000 sec): 3 clusters Score: Raw -414562.937359 + Penalty 3878.938000 = -410683.999359 nChanged 11 SP:Iteration 52Q (25424.220000 sec): 3 clusters Score: Raw -414580.097343 + Penalty 3878.938000 = -410701.159344 nChanged 13 SP:Iteration 53Q (25424.440000 sec): 3 clusters Score: Raw -414595.857636 + Penalty 3878.938000 = -410716.919637 nChanged 13 SP:Iteration 54Q (25424.610000 sec): 3 clusters Score: Raw -414614.408509 + Penalty 3878.938000 = -410735.470509 nChanged 10 SP:Iteration 55Q (25424.760000 sec): 3 clusters Score: Raw -414622.859002 + Penalty 3878.938000 = -410743.921002 nChanged 7 SP:Iteration 56Q (25424.970000 sec): 3 clusters Score: Raw -414630.396488 + Penalty 3878.938000 = -410751.458488 nChanged 7 SP:Iteration 57Q (25425.160000 sec): 3 clusters Score: Raw -414645.633205 + Penalty 3878.938000 = -410766.695206 nChanged 10 SP:Iteration 58Q (25425.330000 sec): 3 clusters Score: Raw -414658.769623 + Penalty 3878.938000 = -410779.831624 nChanged 8 SP:Iteration 59Q (25425.530000 sec): 3 clusters Score: Raw -414670.418994 + Penalty 3878.938000 = -410791.480994 nChanged 8 SP:Iteration 60F (25425.720000 sec): 3 clusters Score: Raw -414676.397128 + Penalty 3878.938000 = -410797.459129 nChanged 9 SP:Iteration 61Q (25425.900000 sec): 3 clusters Score: Raw -414685.182830 + Penalty 3878.938000 = -410806.244831 nChanged 6 SP:Iteration 62Q (25426.070000 sec): 3 clusters Score: Raw -414692.737649 + Penalty 3878.938000 = -410813.799649 nChanged 8 SP:Iteration 63Q (25426.220000 sec): 3 clusters Score: Raw -414703.856379 + Penalty 3878.938000 = -410824.918380 nChanged 11 SP:Iteration 64Q (25426.420000 sec): 3 clusters Score: Raw -414723.425953 + Penalty 3878.938000 = -410844.487954 nChanged 13 SP:Iteration 65Q (25426.620000 sec): 3 clusters Score: Raw -414753.865800 + Penalty 3878.938000 = -410874.927801 nChanged 12 SP:Iteration 66Q (25426.840000 sec): 3 clusters Score: Raw -414777.228979 + Penalty 3878.938000 = -410898.290979 nChanged 10 SP:Iteration 67Q (25427.020000 sec): 3 clusters Score: Raw -414796.014379 + Penalty 3878.938000 = -410917.076379 nChanged 6 SP:Iteration 68Q (25427.170000 sec): 3 clusters Score: Raw -414804.456716 + Penalty 3878.938000 = -410925.518716 nChanged 5 SP:Iteration 69Q (25427.310000 sec): 3 clusters Score: Raw -414809.891867 + Penalty 3878.938000 = -410930.953867 nChanged 6 SP:Iteration 70Q (25427.490000 sec): 3 clusters Score: Raw -414814.800006 + Penalty 3878.938000 = -410935.862006 nChanged 4 SP:Iteration 71Q (25427.650000 sec): 3 clusters Score: Raw -414816.976063 + Penalty 3878.938000 = -410938.038063 nChanged 1 SP:Iteration 72Q (25427.790000 sec): 3 clusters Score: Raw -414817.760579 + Penalty 3878.938000 = -410938.822580 nChanged 0 SP:Iteration 73F (25428.020000 sec): 3 clusters Score: Raw -414817.760579 + Penalty 3878.938000 = -410938.822580 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25428.070000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25428.270000 sec): 3 clusters Score: Raw -211360.831044 + Penalty 3489.056413 = -207871.774630 nChanged 306 SP:Iteration 1F (25428.490000 sec): 3 clusters Score: Raw -211666.655657 + Penalty 3489.056413 = -208177.599244 nChanged 68 SP:Iteration 2F (25428.660000 sec): 3 clusters Score: Raw -211749.747639 + Penalty 3489.056413 = -208260.691226 nChanged 33 SP:Iteration 3Q (25428.840000 sec): 3 clusters Score: Raw -211778.893923 + Penalty 3489.056413 = -208289.837510 nChanged 21 SP:Iteration 4Q (25429.080000 sec): 3 clusters Score: Raw -211800.398849 + Penalty 3489.056413 = -208311.342436 nChanged 15 SP:Iteration 5Q (25429.240000 sec): 3 clusters Score: Raw -211823.938667 + Penalty 3489.056413 = -208334.882254 nChanged 15 SP:Iteration 6Q (25429.380000 sec): 3 clusters Score: Raw -211838.937177 + Penalty 3489.056413 = -208349.880764 nChanged 11 SP:Iteration 7Q (25429.580000 sec): 3 clusters Score: Raw -211848.809270 + Penalty 3489.056413 = -208359.752857 nChanged 9 SP:Iteration 8Q (25429.720000 sec): 3 clusters Score: Raw -211860.389085 + Penalty 3489.056413 = -208371.332672 nChanged 7 SP:Iteration 9Q (25429.930000 sec): 3 clusters Score: Raw -211870.609807 + Penalty 3489.056413 = -208381.553393 nChanged 6 SP:Iteration 10Q (25430.160000 sec): 3 clusters Score: Raw -211879.586280 + Penalty 3489.056413 = -208390.529867 nChanged 9 SP:Iteration 11Q (25430.330000 sec): 3 clusters Score: Raw -211888.444931 + Penalty 3489.056413 = -208399.388518 nChanged 7 SP:Iteration 12Q (25430.470000 sec): 3 clusters Score: Raw -211893.422913 + Penalty 3489.056413 = -208404.366500 nChanged 3 SP:Iteration 13Q (25430.710000 sec): 3 clusters Score: Raw -211895.481750 + Penalty 3489.056413 = -208406.425337 nChanged 4 SP:Iteration 14Q (25430.900000 sec): 3 clusters Score: Raw -211898.394919 + Penalty 3489.056413 = -208409.338506 nChanged 6 SP:Iteration 15Q (25431.080000 sec): 3 clusters Score: Raw -211905.147625 + Penalty 3489.056413 = -208416.091211 nChanged 6 SP:Iteration 16Q (25431.260000 sec): 3 clusters Score: Raw -211914.305763 + Penalty 3489.056413 = -208425.249349 nChanged 1 SP:Iteration 17Q (25431.440000 sec): 3 clusters Score: Raw -211915.558417 + Penalty 3489.056413 = -208426.502004 nChanged 0 SP:Iteration 18F (25431.620000 sec): 3 clusters Score: Raw -211915.558417 + Penalty 3489.056413 = -208426.502004 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25431.790000 sec): 2 clusters Score: Raw -1057633.455782 + Penalty 2158.346142 = -1055475.109639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25431.990000 sec): 3 clusters Score: Raw -1054653.827111 + Penalty 4316.692284 = -1050337.134827 nChanged 2347 SP:Iteration 1F (25432.220000 sec): 3 clusters Score: Raw -1056104.226281 + Penalty 4316.692284 = -1051787.533997 nChanged 541 SP:Iteration 2F (25432.450000 sec): 3 clusters Score: Raw -1056595.981588 + Penalty 4316.692284 = -1052279.289304 nChanged 477 SP:Iteration 3F (25432.740000 sec): 3 clusters Score: Raw -1057125.499745 + Penalty 4316.692284 = -1052808.807461 nChanged 455 SP:Iteration 4F (25432.990000 sec): 3 clusters Score: Raw -1057611.083701 + Penalty 4316.692284 = -1053294.391417 nChanged 438 SP:Iteration 5F (25433.210000 sec): 3 clusters Score: Raw -1058038.910473 + Penalty 4316.692284 = -1053722.218189 nChanged 354 SP:Iteration 6F (25433.430000 sec): 3 clusters Score: Raw -1058339.316539 + Penalty 4316.692284 = -1054022.624255 nChanged 263 SP:Iteration 7Q (25433.610000 sec): 3 clusters Score: Raw -1058526.765657 + Penalty 4316.692284 = -1054210.073373 nChanged 174 SP:Iteration 8Q (25433.760000 sec): 3 clusters Score: Raw -1058641.785712 + Penalty 4316.692284 = -1054325.093428 nChanged 137 SP:Iteration 9Q (25433.900000 sec): 3 clusters Score: Raw -1058721.906007 + Penalty 4316.692284 = -1054405.213723 nChanged 89 SP:Iteration 10Q (25434.050000 sec): 3 clusters Score: Raw -1058767.749333 + Penalty 4316.692284 = -1054451.057048 nChanged 60 SP:Iteration 11Q (25434.200000 sec): 3 clusters Score: Raw -1058793.999769 + Penalty 4316.692284 = -1054477.307485 nChanged 46 SP:Iteration 12Q (25434.350000 sec): 3 clusters Score: Raw -1058816.232722 + Penalty 4316.692284 = -1054499.540437 nChanged 32 SP:Iteration 13Q (25434.490000 sec): 3 clusters Score: Raw -1058830.586509 + Penalty 4316.692284 = -1054513.894225 nChanged 29 SP:Iteration 14Q (25434.640000 sec): 3 clusters Score: Raw -1058841.063305 + Penalty 4316.692284 = -1054524.371021 nChanged 21 SP:Iteration 15Q (25434.790000 sec): 3 clusters Score: Raw -1058848.705495 + Penalty 4316.692284 = -1054532.013211 nChanged 8 SP:Iteration 16Q (25434.960000 sec): 3 clusters Score: Raw -1058852.414906 + Penalty 4316.692284 = -1054535.722622 nChanged 12 SP:Iteration 17Q (25435.120000 sec): 3 clusters Score: Raw -1058856.672009 + Penalty 4316.692284 = -1054539.979725 nChanged 10 SP:Iteration 18Q (25435.270000 sec): 3 clusters Score: Raw -1058860.571658 + Penalty 4316.692284 = -1054543.879374 nChanged 11 SP:Iteration 19Q (25435.420000 sec): 3 clusters Score: Raw -1058864.965378 + Penalty 4316.692284 = -1054548.273094 nChanged 9 SP:Iteration 20F (25435.570000 sec): 3 clusters Score: Raw -1058868.301622 + Penalty 4316.692284 = -1054551.609338 nChanged 5 SP:Iteration 21Q (25435.720000 sec): 3 clusters Score: Raw -1058869.980510 + Penalty 4316.692284 = -1054553.288226 nChanged 9 SP:Iteration 22Q (25435.960000 sec): 3 clusters Score: Raw -1058872.498923 + Penalty 4316.692284 = -1054555.806639 nChanged 8 SP:Iteration 23Q (25436.220000 sec): 3 clusters Score: Raw -1058876.021240 + Penalty 4316.692284 = -1054559.328956 nChanged 10 SP:Iteration 24Q (25436.410000 sec): 3 clusters Score: Raw -1058880.057542 + Penalty 4316.692284 = -1054563.365257 nChanged 11 SP:Iteration 25Q (25436.610000 sec): 3 clusters Score: Raw -1058884.153034 + Penalty 4316.692284 = -1054567.460749 nChanged 10 SP:Iteration 26Q (25436.800000 sec): 3 clusters Score: Raw -1058887.546986 + Penalty 4316.692284 = -1054570.854702 nChanged 5 SP:Iteration 27Q (25437.010000 sec): 3 clusters Score: Raw -1058890.419521 + Penalty 4316.692284 = -1054573.727237 nChanged 3 SP:Iteration 28Q (25437.200000 sec): 3 clusters Score: Raw -1058891.215688 + Penalty 4316.692284 = -1054574.523404 nChanged 2 SP:Iteration 29Q (25437.390000 sec): 3 clusters Score: Raw -1058892.407081 + Penalty 4316.692284 = -1054575.714796 nChanged 3 SP:Iteration 30Q (25437.590000 sec): 3 clusters Score: Raw -1058893.463100 + Penalty 4316.692284 = -1054576.770816 nChanged 1 SP:Iteration 31Q (25437.810000 sec): 3 clusters Score: Raw -1058893.836785 + Penalty 4316.692284 = -1054577.144501 nChanged 0 SP:Iteration 32F (25438.040000 sec): 3 clusters Score: Raw -1058893.836785 + Penalty 4316.692284 = -1054577.144501 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25438.130000 sec): 2 clusters Score: Raw -28846.808061 + Penalty 1327.260817 = -27519.547244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25438.320000 sec): 3 clusters Score: Raw -29104.447056 + Penalty 2654.521634 = -26449.925422 nChanged 38 SP:Iteration 1F (25438.540000 sec): 3 clusters Score: Raw -29417.580143 + Penalty 2654.521634 = -26763.058509 nChanged 14 SP:Iteration 2F (25438.710000 sec): 3 clusters Score: Raw -29598.423233 + Penalty 2654.521634 = -26943.901599 nChanged 7 SP:Iteration 3Q (25438.890000 sec): 3 clusters Score: Raw -29825.188820 + Penalty 2654.521634 = -27170.667186 nChanged 9 SP:Iteration 4Q (25439.040000 sec): 3 clusters Score: Raw -29929.586153 + Penalty 2654.521634 = -27275.064519 nChanged 7 SP:Iteration 5Q (25439.190000 sec): 3 clusters Score: Raw -29985.247348 + Penalty 2654.521634 = -27330.725714 nChanged 2 SP:Iteration 6Q (25439.320000 sec): 3 clusters Score: Raw -30003.433438 + Penalty 2654.521634 = -27348.911804 nChanged 1 SP:Iteration 7Q (25439.470000 sec): 3 clusters Score: Raw -30012.168017 + Penalty 2654.521634 = -27357.646383 nChanged 0 SP:Iteration 8F (25439.620000 sec): 3 clusters Score: Raw -30012.817671 + Penalty 2654.521634 = -27358.296037 nChanged 1 SP:Iteration 9Q (25439.790000 sec): 3 clusters Score: Raw -30024.513700 + Penalty 2654.521634 = -27369.992066 nChanged 1 SP:Iteration 10Q (25439.970000 sec): 3 clusters Score: Raw -30039.888402 + Penalty 2654.521634 = -27385.366768 nChanged 0 SP:Iteration 11F (25440.120000 sec): 3 clusters Score: Raw -30039.888402 + Penalty 2654.521634 = -27385.366768 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25440.210000 sec): 2 clusters Score: Raw -34038.059438 + Penalty 1397.427822 = -32640.631617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25440.390000 sec): 3 clusters Score: Raw -34203.933775 + Penalty 2794.855643 = -31409.078132 nChanged 40 SP:Iteration 1F (25440.580000 sec): 3 clusters Score: Raw -34322.114531 + Penalty 2794.855643 = -31527.258888 nChanged 10 SP:Iteration 2Q (25440.740000 sec): 3 clusters Score: Raw -34361.394687 + Penalty 2794.855643 = -31566.539044 nChanged 2 SP:Iteration 3Q (25440.920000 sec): 3 clusters Score: Raw -34364.649801 + Penalty 2794.855643 = -31569.794157 nChanged 0 SP:Iteration 4F (25441.120000 sec): 3 clusters Score: Raw -34364.649801 + Penalty 2794.855643 = -31569.794157 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25441.340000 sec): 2 clusters Score: Raw -5472859.122133 + Penalty 2543.612199 = -5470315.509935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25441.700000 sec): 3 clusters Score: Raw -5455763.624875 + Penalty 5087.224397 = -5450676.400478 nChanged 12903 SP:Iteration 1F (25442.070000 sec): 3 clusters Score: Raw -5462795.128435 + Penalty 5087.224397 = -5457707.904037 nChanged 1420 SP:Iteration 2Q (25442.420000 sec): 3 clusters Score: Raw -5463308.637982 + Penalty 5087.224397 = -5458221.413585 nChanged 1337 SP:Iteration 3Q (25442.700000 sec): 3 clusters Score: Raw -5463791.337759 + Penalty 5087.224397 = -5458704.113362 nChanged 1284 SP:Iteration 4Q (25443.030000 sec): 3 clusters Score: Raw -5464311.968210 + Penalty 5087.224397 = -5459224.743813 nChanged 1387 SP:Iteration 5Q (25443.380000 sec): 3 clusters Score: Raw -5464966.735590 + Penalty 5087.224397 = -5459879.511193 nChanged 1527 SP:Iteration 6F (25443.710000 sec): 3 clusters Score: Raw -5465823.775315 + Penalty 5087.224397 = -5460736.550918 nChanged 1726 SP:Iteration 7F (25444.040000 sec): 3 clusters Score: Raw -5466953.771312 + Penalty 5087.224397 = -5461866.546915 nChanged 1786 SP:Iteration 8F (25444.340000 sec): 3 clusters Score: Raw -5468279.570565 + Penalty 5087.224397 = -5463192.346168 nChanged 1710 SP:Iteration 9F (25444.620000 sec): 3 clusters Score: Raw -5469616.995781 + Penalty 5087.224397 = -5464529.771384 nChanged 1395 SP:Iteration 10Q (25444.980000 sec): 3 clusters Score: Raw -5470770.871171 + Penalty 5087.224397 = -5465683.646774 nChanged 1063 SP:Iteration 11Q (25445.310000 sec): 3 clusters Score: Raw -5471663.152509 + Penalty 5087.224397 = -5466575.928112 nChanged 675 SP:Iteration 12Q (25445.610000 sec): 3 clusters Score: Raw -5472261.395583 + Penalty 5087.224397 = -5467174.171186 nChanged 390 SP:Iteration 13Q (25445.960000 sec): 3 clusters Score: Raw -5472634.907065 + Penalty 5087.224397 = -5467547.682667 nChanged 214 SP:Iteration 14Q (25446.290000 sec): 3 clusters Score: Raw -5472852.969368 + Penalty 5087.224397 = -5467765.744971 nChanged 106 SP:Iteration 15Q (25446.540000 sec): 3 clusters Score: Raw -5472956.016620 + Penalty 5087.224397 = -5467868.792222 nChanged 57 SP:Iteration 16Q (25446.890000 sec): 3 clusters Score: Raw -5473022.905809 + Penalty 5087.224397 = -5467935.681412 nChanged 42 SP:Iteration 17Q (25447.220000 sec): 3 clusters Score: Raw -5473072.986185 + Penalty 5087.224397 = -5467985.761788 nChanged 27 SP:Iteration 18Q (25447.550000 sec): 3 clusters Score: Raw -5473103.285998 + Penalty 5087.224397 = -5468016.061601 nChanged 24 SP:Iteration 19Q (25447.860000 sec): 3 clusters Score: Raw -5473127.844276 + Penalty 5087.224397 = -5468040.619879 nChanged 20 SP:Iteration 20F (25448.180000 sec): 3 clusters Score: Raw -5473145.677817 + Penalty 5087.224397 = -5468058.453420 nChanged 16 SP:Iteration 21Q (25448.450000 sec): 3 clusters Score: Raw -5473160.321701 + Penalty 5087.224397 = -5468073.097303 nChanged 14 SP:Iteration 22Q (25448.760000 sec): 3 clusters Score: Raw -5473173.517133 + Penalty 5087.224397 = -5468086.292736 nChanged 6 SP:Iteration 23Q (25449.040000 sec): 3 clusters Score: Raw -5473179.473819 + Penalty 5087.224397 = -5468092.249422 nChanged 4 SP:Iteration 24Q (25449.330000 sec): 3 clusters Score: Raw -5473183.681339 + Penalty 5087.224397 = -5468096.456942 nChanged 3 SP:Iteration 25Q (25449.640000 sec): 3 clusters Score: Raw -5473186.424705 + Penalty 5087.224397 = -5468099.200308 nChanged 4 SP:Iteration 26Q (25449.980000 sec): 3 clusters Score: Raw -5473191.598669 + Penalty 5087.224397 = -5468104.374272 nChanged 5 SP:Iteration 27Q (25450.280000 sec): 3 clusters Score: Raw -5473196.229813 + Penalty 5087.224397 = -5468109.005416 nChanged 1 SP:Iteration 28Q (25450.580000 sec): 3 clusters Score: Raw -5473197.534304 + Penalty 5087.224397 = -5468110.309907 nChanged 1 SP:Iteration 29Q (25450.900000 sec): 3 clusters Score: Raw -5473198.473863 + Penalty 5087.224397 = -5468111.249466 nChanged 1 SP:Iteration 30Q (25451.180000 sec): 3 clusters Score: Raw -5473199.433736 + Penalty 5087.224397 = -5468112.209339 nChanged 1 SP:Iteration 31Q (25451.540000 sec): 3 clusters Score: Raw -5473199.735317 + Penalty 5087.224397 = -5468112.510920 nChanged 0 SP:Iteration 32F (25451.870000 sec): 3 clusters Score: Raw -5473199.735317 + Penalty 5087.224397 = -5468112.510920 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25451.990000 sec): 2 clusters Score: Raw -71664.949962 + Penalty 1539.230830 = -70125.719132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25452.150000 sec): 3 clusters Score: Raw -71715.203167 + Penalty 3078.461660 = -68636.741508 nChanged 105 SP:Iteration 1F (25452.350000 sec): 3 clusters Score: Raw -71960.982480 + Penalty 3078.461660 = -68882.520820 nChanged 34 SP:Iteration 2F (25452.520000 sec): 3 clusters Score: Raw -72074.620225 + Penalty 3078.461660 = -68996.158566 nChanged 26 SP:Iteration 3F (25452.650000 sec): 3 clusters Score: Raw -72156.415208 + Penalty 3078.461660 = -69077.953548 nChanged 11 SP:Iteration 4Q (25452.820000 sec): 3 clusters Score: Raw -72181.970371 + Penalty 3078.461660 = -69103.508711 nChanged 6 SP:Iteration 5Q (25452.990000 sec): 3 clusters Score: Raw -72197.277793 + Penalty 3078.461660 = -69118.816133 nChanged 6 SP:Iteration 6Q (25453.140000 sec): 3 clusters Score: Raw -72213.818028 + Penalty 3078.461660 = -69135.356368 nChanged 3 SP:Iteration 7Q (25453.300000 sec): 3 clusters Score: Raw -72220.701134 + Penalty 3078.461660 = -69142.239475 nChanged 3 SP:Iteration 8Q (25453.490000 sec): 3 clusters Score: Raw -72238.969596 + Penalty 3078.461660 = -69160.507937 nChanged 1 SP:Iteration 9Q (25453.690000 sec): 3 clusters Score: Raw -72243.366479 + Penalty 3078.461660 = -69164.904820 nChanged 2 SP:Iteration 10Q (25453.870000 sec): 3 clusters Score: Raw -72251.381372 + Penalty 3078.461660 = -69172.919712 nChanged 2 SP:Iteration 11Q (25454.030000 sec): 3 clusters Score: Raw -72256.709352 + Penalty 3078.461660 = -69178.247692 nChanged 0 SP:Iteration 12F (25454.170000 sec): 3 clusters Score: Raw -72256.709352 + Penalty 3078.461660 = -69178.247692 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25454.290000 sec): 2 clusters Score: Raw -37086.350007 + Penalty 1412.879185 = -35673.470822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25454.470000 sec): 3 clusters Score: Raw -37533.395997 + Penalty 2825.758369 = -34707.637628 nChanged 65 SP:Iteration 1F (25454.650000 sec): 3 clusters Score: Raw -37853.256599 + Penalty 2825.758369 = -35027.498230 nChanged 18 SP:Iteration 2F (25454.770000 sec): 3 clusters Score: Raw -37925.646192 + Penalty 2825.758369 = -35099.887822 nChanged 3 SP:Iteration 3Q (25454.950000 sec): 3 clusters Score: Raw -37942.144837 + Penalty 2825.758369 = -35116.386468 nChanged 1 SP:Iteration 4Q (25455.180000 sec): 3 clusters Score: Raw -37947.812018 + Penalty 2825.758369 = -35122.053648 nChanged 0 SP:Iteration 5F (25455.400000 sec): 3 clusters Score: Raw -37947.812018 + Penalty 2825.758369 = -35122.053648 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25458.820000 sec): 2 clusters Score: Raw -131292822.231497 + Penalty 3340.332567 = -131289481.898930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25462.900000 sec): 3 clusters Score: Raw -130817195.711041 + Penalty 6680.665134 = -130810515.045908 nChanged 347142 SP:Iteration 1F (25466.340000 sec): 3 clusters Score: Raw -131032891.342016 + Penalty 6680.665134 = -131026210.676882 nChanged 28831 SP:Iteration 2Q (25470.270000 sec): 3 clusters Score: Raw -131043345.063933 + Penalty 6680.665134 = -131036664.398800 nChanged 38107 SP:Iteration 3F (25473.840000 sec): 3 clusters Score: Raw -131061847.846779 + Penalty 6680.665134 = -131055167.181646 nChanged 48783 SP:Iteration 4F (25477.500000 sec): 3 clusters Score: Raw -131092957.920159 + Penalty 6680.665134 = -131086277.255026 nChanged 58483 SP:Iteration 5F (25481.060000 sec): 3 clusters Score: Raw -131140184.211982 + Penalty 6680.665134 = -131133503.546848 nChanged 61145 SP:Iteration 6F (25484.620000 sec): 3 clusters Score: Raw -131198169.388992 + Penalty 6680.665134 = -131191488.723859 nChanged 50539 SP:Iteration 7F (25488.400000 sec): 3 clusters Score: Raw -131249162.361021 + Penalty 6680.665134 = -131242481.695887 nChanged 29497 SP:Iteration 8Q (25492.470000 sec): 3 clusters Score: Raw -131278028.306072 + Penalty 6680.665134 = -131271347.640938 nChanged 11835 SP:Iteration 9Q (25496.110000 sec): 3 clusters Score: Raw -131288844.313038 + Penalty 6680.665134 = -131282163.647904 nChanged 3535 SP:Iteration 10Q (25499.440000 sec): 3 clusters Score: Raw -131291875.494980 + Penalty 6680.665134 = -131285194.829846 nChanged 862 SP:Iteration 11Q (25502.710000 sec): 3 clusters Score: Raw -131292648.740772 + Penalty 6680.665134 = -131285968.075639 nChanged 236 SP:Iteration 12Q (25506.020000 sec): 3 clusters Score: Raw -131292894.334691 + Penalty 6680.665134 = -131286213.669557 nChanged 69 SP:Iteration 13Q (25508.960000 sec): 3 clusters Score: Raw -131292987.062636 + Penalty 6680.665134 = -131286306.397503 nChanged 54 SP:Iteration 14Q (25512.530000 sec): 3 clusters Score: Raw -131293062.556551 + Penalty 6680.665134 = -131286381.891417 nChanged 25 SP:Iteration 15Q (25515.530000 sec): 3 clusters Score: Raw -131293089.773778 + Penalty 6680.665134 = -131286409.108645 nChanged 10 SP:Iteration 16Q (25518.520000 sec): 3 clusters Score: Raw -131293102.256097 + Penalty 6680.665134 = -131286421.590964 nChanged 12 SP:Iteration 17Q (25521.740000 sec): 3 clusters Score: Raw -131293117.887162 + Penalty 6680.665134 = -131286437.222029 nChanged 8 SP:Iteration 18Q (25524.690000 sec): 3 clusters Score: Raw -131293130.806956 + Penalty 6680.665134 = -131286450.141822 nChanged 6 SP:Iteration 19Q (25527.620000 sec): 3 clusters Score: Raw -131293140.619305 + Penalty 6680.665134 = -131286459.954171 nChanged 3 SP:Iteration 20F (25531.250000 sec): 3 clusters Score: Raw -131293146.432072 + Penalty 6680.665134 = -131286465.766939 nChanged 2 SP:Iteration 21Q (25534.200000 sec): 3 clusters Score: Raw -131293149.346682 + Penalty 6680.665134 = -131286468.681548 nChanged 1 SP:Iteration 22Q (25537.100000 sec): 3 clusters Score: Raw -131293150.875569 + Penalty 6680.665134 = -131286470.210435 nChanged 1 SP:Iteration 23Q (25539.860000 sec): 3 clusters Score: Raw -131293152.547452 + Penalty 6680.665134 = -131286471.882318 nChanged 0 SP:Iteration 24F (25543.570000 sec): 3 clusters Score: Raw -131293152.547452 + Penalty 6680.665134 = -131286471.882318 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25544.100000 sec): 2 clusters Score: Raw -95422.495564 + Penalty 1571.532781 = -93850.962782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25544.270000 sec): 3 clusters Score: Raw -95455.821220 + Penalty 3143.065563 = -92312.755657 nChanged 116 SP:Iteration 1F (25544.470000 sec): 3 clusters Score: Raw -95758.840735 + Penalty 3143.065563 = -92615.775172 nChanged 41 SP:Iteration 2F (25544.640000 sec): 3 clusters Score: Raw -95874.779569 + Penalty 3143.065563 = -92731.714006 nChanged 26 SP:Iteration 3Q (25544.830000 sec): 3 clusters Score: Raw -95954.048612 + Penalty 3143.065563 = -92810.983049 nChanged 21 SP:Iteration 4Q (25545.020000 sec): 3 clusters Score: Raw -96055.215516 + Penalty 3143.065563 = -92912.149954 nChanged 20 SP:Iteration 5Q (25545.220000 sec): 3 clusters Score: Raw -96152.010017 + Penalty 3143.065563 = -93008.944455 nChanged 14 SP:Iteration 6Q (25545.390000 sec): 3 clusters Score: Raw -96197.897138 + Penalty 3143.065563 = -93054.831576 nChanged 10 SP:Iteration 7Q (25545.550000 sec): 3 clusters Score: Raw -96245.156928 + Penalty 3143.065563 = -93102.091365 nChanged 9 SP:Iteration 8Q (25545.780000 sec): 3 clusters Score: Raw -96315.544158 + Penalty 3143.065563 = -93172.478596 nChanged 12 SP:Iteration 9Q (25545.910000 sec): 3 clusters Score: Raw -96414.333234 + Penalty 3143.065563 = -93271.267671 nChanged 10 SP:Iteration 10Q (25546.120000 sec): 3 clusters Score: Raw -96457.074447 + Penalty 3143.065563 = -93314.008884 nChanged 7 SP:Iteration 11Q (25546.310000 sec): 3 clusters Score: Raw -96495.664999 + Penalty 3143.065563 = -93352.599436 nChanged 9 SP:Iteration 12Q (25546.490000 sec): 3 clusters Score: Raw -96533.394673 + Penalty 3143.065563 = -93390.329110 nChanged 4 SP:Iteration 13Q (25546.690000 sec): 3 clusters Score: Raw -96556.034946 + Penalty 3143.065563 = -93412.969384 nChanged 3 SP:Iteration 14Q (25546.830000 sec): 3 clusters Score: Raw -96579.581219 + Penalty 3143.065563 = -93436.515657 nChanged 7 SP:Iteration 15Q (25547.020000 sec): 3 clusters Score: Raw -96615.954534 + Penalty 3143.065563 = -93472.888971 nChanged 1 SP:Iteration 16Q (25547.190000 sec): 3 clusters Score: Raw -96618.966547 + Penalty 3143.065563 = -93475.900984 nChanged 1 SP:Iteration 17Q (25547.350000 sec): 3 clusters Score: Raw -96622.042405 + Penalty 3143.065563 = -93478.976842 nChanged 1 SP:Iteration 18Q (25547.550000 sec): 3 clusters Score: Raw -96624.778379 + Penalty 3143.065563 = -93481.712816 nChanged 1 SP:Iteration 19Q (25547.710000 sec): 3 clusters Score: Raw -96626.634102 + Penalty 3143.065563 = -93483.568540 nChanged 1 SP:Iteration 20F (25547.850000 sec): 3 clusters Score: Raw -96631.351326 + Penalty 3143.065563 = -93488.285764 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25547.940000 sec): 2 clusters Score: Raw -19365.919601 + Penalty 1209.048936 = -18156.870665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25548.090000 sec): 3 clusters Score: Raw -19680.625675 + Penalty 2418.097872 = -17262.527803 nChanged 3 SP:Iteration 1Q (25548.240000 sec): 3 clusters Score: Raw -19701.871128 + Penalty 2418.097872 = -17283.773256 nChanged 0 SP:Iteration 2F (25548.390000 sec): 3 clusters Score: Raw -19701.871128 + Penalty 2418.097872 = -17283.773256 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25548.500000 sec): 2 clusters Score: Raw -21515.884711 + Penalty 1225.527321 = -20290.357390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25548.650000 sec): 3 clusters Score: Raw -21772.964168 + Penalty 2451.054642 = -19321.909526 nChanged 5 SP:Iteration 1Q (25548.830000 sec): 3 clusters Score: Raw -21807.652446 + Penalty 2451.054642 = -19356.597805 nChanged 1 SP:Iteration 2Q (25548.990000 sec): 3 clusters Score: Raw -21817.645119 + Penalty 2451.054642 = -19366.590477 nChanged 0 SP:Iteration 3F (25549.160000 sec): 3 clusters Score: Raw -21817.645119 + Penalty 2451.054642 = -19366.590477 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25549.350000 sec): 2 clusters Score: Raw -3317146.683881 + Penalty 2428.345978 = -3314718.337903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25549.650000 sec): 3 clusters Score: Raw -3306897.854581 + Penalty 4856.691955 = -3302041.162626 nChanged 7850 SP:Iteration 1F (25549.970000 sec): 3 clusters Score: Raw -3311149.496652 + Penalty 4856.691955 = -3306292.804696 nChanged 1011 SP:Iteration 2F (25550.280000 sec): 3 clusters Score: Raw -3311534.341146 + Penalty 4856.691955 = -3306677.649190 nChanged 826 SP:Iteration 3Q (25550.590000 sec): 3 clusters Score: Raw -3311851.613861 + Penalty 4856.691955 = -3306994.921906 nChanged 746 SP:Iteration 4Q (25550.890000 sec): 3 clusters Score: Raw -3312146.616416 + Penalty 4856.691955 = -3307289.924460 nChanged 751 SP:Iteration 5Q (25551.150000 sec): 3 clusters Score: Raw -3312481.035817 + Penalty 4856.691955 = -3307624.343861 nChanged 827 SP:Iteration 6Q (25551.490000 sec): 3 clusters Score: Raw -3312874.504208 + Penalty 4856.691955 = -3308017.812253 nChanged 838 SP:Iteration 7Q (25551.810000 sec): 3 clusters Score: Raw -3313305.166828 + Penalty 4856.691955 = -3308448.474872 nChanged 891 SP:Iteration 8Q (25552.070000 sec): 3 clusters Score: Raw -3313792.035068 + Penalty 4856.691955 = -3308935.343113 nChanged 903 SP:Iteration 9F (25552.380000 sec): 3 clusters Score: Raw -3314313.120186 + Penalty 4856.691955 = -3309456.428231 nChanged 906 SP:Iteration 10F (25552.670000 sec): 3 clusters Score: Raw -3314820.883827 + Penalty 4856.691955 = -3309964.191872 nChanged 779 SP:Iteration 11Q (25552.970000 sec): 3 clusters Score: Raw -3315229.522802 + Penalty 4856.691955 = -3310372.830847 nChanged 663 SP:Iteration 12Q (25553.250000 sec): 3 clusters Score: Raw -3315596.395388 + Penalty 4856.691955 = -3310739.703433 nChanged 599 SP:Iteration 13Q (25553.560000 sec): 3 clusters Score: Raw -3315920.866960 + Penalty 4856.691955 = -3311064.175005 nChanged 515 SP:Iteration 14Q (25553.860000 sec): 3 clusters Score: Raw -3316226.890361 + Penalty 4856.691955 = -3311370.198406 nChanged 452 SP:Iteration 15Q (25554.140000 sec): 3 clusters Score: Raw -3316538.065644 + Penalty 4856.691955 = -3311681.373688 nChanged 399 SP:Iteration 16Q (25554.430000 sec): 3 clusters Score: Raw -3316881.101777 + Penalty 4856.691955 = -3312024.409822 nChanged 326 SP:Iteration 17Q (25554.740000 sec): 3 clusters Score: Raw -3317145.564849 + Penalty 4856.691955 = -3312288.872894 nChanged 265 SP:Iteration 18Q (25555.050000 sec): 3 clusters Score: Raw -3317304.853269 + Penalty 4856.691955 = -3312448.161314 nChanged 190 SP:Iteration 19Q (25555.370000 sec): 3 clusters Score: Raw -3317401.308398 + Penalty 4856.691955 = -3312544.616443 nChanged 152 SP:Iteration 20F (25555.640000 sec): 3 clusters Score: Raw -3317473.016069 + Penalty 4856.691955 = -3312616.324114 nChanged 106 SP:Iteration 21Q (25555.930000 sec): 3 clusters Score: Raw -3317519.611370 + Penalty 4856.691955 = -3312662.919415 nChanged 84 SP:Iteration 22Q (25556.230000 sec): 3 clusters Score: Raw -3317558.444881 + Penalty 4856.691955 = -3312701.752926 nChanged 78 SP:Iteration 23Q (25556.480000 sec): 3 clusters Score: Raw -3317587.029711 + Penalty 4856.691955 = -3312730.337756 nChanged 62 SP:Iteration 24Q (25556.750000 sec): 3 clusters Score: Raw -3317609.779857 + Penalty 4856.691955 = -3312753.087902 nChanged 61 SP:Iteration 25Q (25557.030000 sec): 3 clusters Score: Raw -3317630.581140 + Penalty 4856.691955 = -3312773.889185 nChanged 56 SP:Iteration 26Q (25557.260000 sec): 3 clusters Score: Raw -3317647.608756 + Penalty 4856.691955 = -3312790.916801 nChanged 35 SP:Iteration 27Q (25557.550000 sec): 3 clusters Score: Raw -3317658.460836 + Penalty 4856.691955 = -3312801.768881 nChanged 41 SP:Iteration 28Q (25557.820000 sec): 3 clusters Score: Raw -3317670.461508 + Penalty 4856.691955 = -3312813.769553 nChanged 31 SP:Iteration 29Q (25558.130000 sec): 3 clusters Score: Raw -3317679.450894 + Penalty 4856.691955 = -3312822.758939 nChanged 27 SP:Iteration 30Q (25558.390000 sec): 3 clusters Score: Raw -3317685.537995 + Penalty 4856.691955 = -3312828.846039 nChanged 22 SP:Iteration 31Q (25558.680000 sec): 3 clusters Score: Raw -3317690.446420 + Penalty 4856.691955 = -3312833.754465 nChanged 11 SP:Iteration 32Q (25558.940000 sec): 3 clusters Score: Raw -3317692.431666 + Penalty 4856.691955 = -3312835.739711 nChanged 6 SP:Iteration 33Q (25559.210000 sec): 3 clusters Score: Raw -3317694.753093 + Penalty 4856.691955 = -3312838.061138 nChanged 10 SP:Iteration 34Q (25559.480000 sec): 3 clusters Score: Raw -3317696.344793 + Penalty 4856.691955 = -3312839.652837 nChanged 8 SP:Iteration 35Q (25559.730000 sec): 3 clusters Score: Raw -3317697.475356 + Penalty 4856.691955 = -3312840.783401 nChanged 6 SP:Iteration 36Q (25560.010000 sec): 3 clusters Score: Raw -3317698.869046 + Penalty 4856.691955 = -3312842.177090 nChanged 8 SP:Iteration 37Q (25560.210000 sec): 3 clusters Score: Raw -3317700.468603 + Penalty 4856.691955 = -3312843.776648 nChanged 6 SP:Iteration 38Q (25560.460000 sec): 3 clusters Score: Raw -3317701.627880 + Penalty 4856.691955 = -3312844.935925 nChanged 6 SP:Iteration 39Q (25560.720000 sec): 3 clusters Score: Raw -3317703.797048 + Penalty 4856.691955 = -3312847.105093 nChanged 8 SP:Iteration 40F (25560.990000 sec): 3 clusters Score: Raw -3317705.527411 + Penalty 4856.691955 = -3312848.835456 nChanged 5 SP:Iteration 41Q (25561.240000 sec): 3 clusters Score: Raw -3317706.345281 + Penalty 4856.691955 = -3312849.653325 nChanged 5 SP:Iteration 42Q (25561.530000 sec): 3 clusters Score: Raw -3317707.043884 + Penalty 4856.691955 = -3312850.351928 nChanged 2 SP:Iteration 43Q (25561.780000 sec): 3 clusters Score: Raw -3317707.327767 + Penalty 4856.691955 = -3312850.635811 nChanged 1 SP:Iteration 44Q (25562.070000 sec): 3 clusters Score: Raw -3317707.513450 + Penalty 4856.691955 = -3312850.821494 nChanged 1 SP:Iteration 45Q (25562.260000 sec): 3 clusters Score: Raw -3317707.690917 + Penalty 4856.691955 = -3312850.998962 nChanged 1 SP:Iteration 46Q (25562.420000 sec): 3 clusters Score: Raw -3317707.824962 + Penalty 4856.691955 = -3312851.133007 nChanged 1 SP:Iteration 47Q (25562.630000 sec): 3 clusters Score: Raw -3317708.093310 + Penalty 4856.691955 = -3312851.401355 nChanged 0 SP:Iteration 48F (25562.810000 sec): 3 clusters Score: Raw -3317708.093310 + Penalty 4856.691955 = -3312851.401355 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25562.900000 sec): 2 clusters Score: Raw -223356.964018 + Penalty 1760.192115 = -221596.771903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25563.020000 sec): 3 clusters Score: Raw -223004.222813 + Penalty 3520.384230 = -219483.838583 nChanged 363 SP:Iteration 1F (25563.110000 sec): 3 clusters Score: Raw -223457.586435 + Penalty 3520.384230 = -219937.202205 nChanged 102 SP:Iteration 2F (25563.210000 sec): 3 clusters Score: Raw -223604.675038 + Penalty 3520.384230 = -220084.290808 nChanged 53 SP:Iteration 3Q (25563.300000 sec): 3 clusters Score: Raw -223677.113487 + Penalty 3520.384230 = -220156.729257 nChanged 37 SP:Iteration 4Q (25563.400000 sec): 3 clusters Score: Raw -223725.840624 + Penalty 3520.384230 = -220205.456394 nChanged 28 SP:Iteration 5Q (25563.500000 sec): 3 clusters Score: Raw -223760.600060 + Penalty 3520.384230 = -220240.215830 nChanged 17 SP:Iteration 6Q (25563.590000 sec): 3 clusters Score: Raw -223789.439621 + Penalty 3520.384230 = -220269.055391 nChanged 18 SP:Iteration 7Q (25563.690000 sec): 3 clusters Score: Raw -223813.435290 + Penalty 3520.384230 = -220293.051060 nChanged 10 SP:Iteration 8Q (25563.780000 sec): 3 clusters Score: Raw -223826.821204 + Penalty 3520.384230 = -220306.436974 nChanged 10 SP:Iteration 9Q (25563.880000 sec): 3 clusters Score: Raw -223846.273032 + Penalty 3520.384230 = -220325.888802 nChanged 9 SP:Iteration 10Q (25563.980000 sec): 3 clusters Score: Raw -223857.037370 + Penalty 3520.384230 = -220336.653140 nChanged 2 SP:Iteration 11Q (25564.070000 sec): 3 clusters Score: Raw -223859.222858 + Penalty 3520.384230 = -220338.838628 nChanged 2 SP:Iteration 12Q (25564.160000 sec): 3 clusters Score: Raw -223860.061325 + Penalty 3520.384230 = -220339.677095 nChanged 1 SP:Iteration 13Q (25564.260000 sec): 3 clusters Score: Raw -223860.432941 + Penalty 3520.384230 = -220340.048711 nChanged 0 SP:Iteration 14F (25564.360000 sec): 3 clusters Score: Raw -223860.432941 + Penalty 3520.384230 = -220340.048711 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25564.560000 sec): 2 clusters Score: Raw -4307416.794308 + Penalty 2507.485064 = -4304909.309243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25564.860000 sec): 3 clusters Score: Raw -4292849.427997 + Penalty 5014.970129 = -4287834.457868 nChanged 11008 SP:Iteration 1F (25565.140000 sec): 3 clusters Score: Raw -4298961.063230 + Penalty 5014.970129 = -4293946.093101 nChanged 1494 SP:Iteration 2F (25565.380000 sec): 3 clusters Score: Raw -4299711.282447 + Penalty 5014.970129 = -4294696.312318 nChanged 1476 SP:Iteration 3F (25565.590000 sec): 3 clusters Score: Raw -4300540.775089 + Penalty 5014.970129 = -4295525.804960 nChanged 1530 SP:Iteration 4F (25565.910000 sec): 3 clusters Score: Raw -4301476.560980 + Penalty 5014.970129 = -4296461.590851 nChanged 1513 SP:Iteration 5F (25566.180000 sec): 3 clusters Score: Raw -4302467.463277 + Penalty 5014.970129 = -4297452.493148 nChanged 1411 SP:Iteration 6F (25566.480000 sec): 3 clusters Score: Raw -4303375.654780 + Penalty 5014.970129 = -4298360.684652 nChanged 1200 SP:Iteration 7Q (25566.790000 sec): 3 clusters Score: Raw -4304054.972796 + Penalty 5014.970129 = -4299040.002667 nChanged 985 SP:Iteration 8Q (25567.090000 sec): 3 clusters Score: Raw -4304545.851253 + Penalty 5014.970129 = -4299530.881124 nChanged 847 SP:Iteration 9Q (25567.390000 sec): 3 clusters Score: Raw -4304921.499605 + Penalty 5014.970129 = -4299906.529476 nChanged 695 SP:Iteration 10Q (25567.690000 sec): 3 clusters Score: Raw -4305195.857733 + Penalty 5014.970129 = -4300180.887605 nChanged 588 SP:Iteration 11Q (25567.940000 sec): 3 clusters Score: Raw -4305406.890062 + Penalty 5014.970129 = -4300391.919934 nChanged 465 SP:Iteration 12Q (25568.310000 sec): 3 clusters Score: Raw -4305568.580049 + Penalty 5014.970129 = -4300553.609921 nChanged 415 SP:Iteration 13Q (25568.580000 sec): 3 clusters Score: Raw -4305704.553871 + Penalty 5014.970129 = -4300689.583743 nChanged 376 SP:Iteration 14Q (25568.900000 sec): 3 clusters Score: Raw -4305819.045096 + Penalty 5014.970129 = -4300804.074968 nChanged 349 SP:Iteration 15Q (25569.230000 sec): 3 clusters Score: Raw -4305913.028814 + Penalty 5014.970129 = -4300898.058685 nChanged 308 SP:Iteration 16Q (25569.530000 sec): 3 clusters Score: Raw -4305989.504050 + Penalty 5014.970129 = -4300974.533921 nChanged 240 SP:Iteration 17Q (25569.840000 sec): 3 clusters Score: Raw -4306051.479597 + Penalty 5014.970129 = -4301036.509468 nChanged 249 SP:Iteration 18Q (25570.160000 sec): 3 clusters Score: Raw -4306121.155674 + Penalty 5014.970129 = -4301106.185546 nChanged 212 SP:Iteration 19Q (25570.470000 sec): 3 clusters Score: Raw -4306181.336931 + Penalty 5014.970129 = -4301166.366802 nChanged 214 SP:Iteration 20F (25570.760000 sec): 3 clusters Score: Raw -4306239.011304 + Penalty 5014.970129 = -4301224.041176 nChanged 201 SP:Iteration 21Q (25571.080000 sec): 3 clusters Score: Raw -4306287.284312 + Penalty 5014.970129 = -4301272.314183 nChanged 183 SP:Iteration 22Q (25571.370000 sec): 3 clusters Score: Raw -4306330.383822 + Penalty 5014.970129 = -4301315.413694 nChanged 181 SP:Iteration 23Q (25571.700000 sec): 3 clusters Score: Raw -4306374.694561 + Penalty 5014.970129 = -4301359.724432 nChanged 170 SP:Iteration 24Q (25572.010000 sec): 3 clusters Score: Raw -4306418.232451 + Penalty 5014.970129 = -4301403.262323 nChanged 172 SP:Iteration 25Q (25572.300000 sec): 3 clusters Score: Raw -4306463.734172 + Penalty 5014.970129 = -4301448.764044 nChanged 172 SP:Iteration 26Q (25572.600000 sec): 3 clusters Score: Raw -4306511.168406 + Penalty 5014.970129 = -4301496.198278 nChanged 174 SP:Iteration 27Q (25572.890000 sec): 3 clusters Score: Raw -4306556.633755 + Penalty 5014.970129 = -4301541.663627 nChanged 151 SP:Iteration 28Q (25573.210000 sec): 3 clusters Score: Raw -4306591.504851 + Penalty 5014.970129 = -4301576.534723 nChanged 130 SP:Iteration 29Q (25573.500000 sec): 3 clusters Score: Raw -4306622.167972 + Penalty 5014.970129 = -4301607.197844 nChanged 125 SP:Iteration 30Q (25573.810000 sec): 3 clusters Score: Raw -4306650.807586 + Penalty 5014.970129 = -4301635.837458 nChanged 122 SP:Iteration 31Q (25574.060000 sec): 3 clusters Score: Raw -4306679.033453 + Penalty 5014.970129 = -4301664.063324 nChanged 117 SP:Iteration 32Q (25574.360000 sec): 3 clusters Score: Raw -4306708.944415 + Penalty 5014.970129 = -4301693.974287 nChanged 124 SP:Iteration 33Q (25574.670000 sec): 3 clusters Score: Raw -4306738.744927 + Penalty 5014.970129 = -4301723.774799 nChanged 127 SP:Iteration 34Q (25575.020000 sec): 3 clusters Score: Raw -4306769.784908 + Penalty 5014.970129 = -4301754.814779 nChanged 123 SP:Iteration 35Q (25575.370000 sec): 3 clusters Score: Raw -4306801.521651 + Penalty 5014.970129 = -4301786.551523 nChanged 131 SP:Iteration 36Q (25575.680000 sec): 3 clusters Score: Raw -4306833.517614 + Penalty 5014.970129 = -4301818.547486 nChanged 119 SP:Iteration 37Q (25575.930000 sec): 3 clusters Score: Raw -4306858.675981 + Penalty 5014.970129 = -4301843.705853 nChanged 106 SP:Iteration 38Q (25576.260000 sec): 3 clusters Score: Raw -4306882.659293 + Penalty 5014.970129 = -4301867.689164 nChanged 102 SP:Iteration 39Q (25576.520000 sec): 3 clusters Score: Raw -4306903.399165 + Penalty 5014.970129 = -4301888.429036 nChanged 94 SP:Iteration 40F (25576.840000 sec): 3 clusters Score: Raw -4306921.314024 + Penalty 5014.970129 = -4301906.343895 nChanged 79 SP:Iteration 41Q (25577.140000 sec): 3 clusters Score: Raw -4306939.197514 + Penalty 5014.970129 = -4301924.227385 nChanged 88 SP:Iteration 42Q (25577.470000 sec): 3 clusters Score: Raw -4306960.671694 + Penalty 5014.970129 = -4301945.701565 nChanged 91 SP:Iteration 43Q (25577.760000 sec): 3 clusters Score: Raw -4306982.759569 + Penalty 5014.970129 = -4301967.789440 nChanged 119 SP:Iteration 44Q (25578.070000 sec): 3 clusters Score: Raw -4307009.927122 + Penalty 5014.970129 = -4301994.956993 nChanged 107 SP:Iteration 45Q (25578.420000 sec): 3 clusters Score: Raw -4307032.838528 + Penalty 5014.970129 = -4302017.868399 nChanged 99 SP:Iteration 46Q (25578.720000 sec): 3 clusters Score: Raw -4307054.487685 + Penalty 5014.970129 = -4302039.517557 nChanged 93 SP:Iteration 47Q (25579.080000 sec): 3 clusters Score: Raw -4307076.406703 + Penalty 5014.970129 = -4302061.436574 nChanged 93 SP:Iteration 48Q (25579.390000 sec): 3 clusters Score: Raw -4307097.952988 + Penalty 5014.970129 = -4302082.982859 nChanged 80 SP:Iteration 49Q (25579.660000 sec): 3 clusters Score: Raw -4307117.409748 + Penalty 5014.970129 = -4302102.439619 nChanged 89 SP:Iteration 50Q (25579.960000 sec): 3 clusters Score: Raw -4307139.859127 + Penalty 5014.970129 = -4302124.888998 nChanged 104 SP:Iteration 51Q (25580.240000 sec): 3 clusters Score: Raw -4307166.604808 + Penalty 5014.970129 = -4302151.634680 nChanged 99 SP:Iteration 52Q (25580.530000 sec): 3 clusters Score: Raw -4307195.030363 + Penalty 5014.970129 = -4302180.060235 nChanged 104 SP:Iteration 53Q (25580.820000 sec): 3 clusters Score: Raw -4307223.636966 + Penalty 5014.970129 = -4302208.666838 nChanged 108 SP:Iteration 54Q (25581.120000 sec): 3 clusters Score: Raw -4307255.012402 + Penalty 5014.970129 = -4302240.042273 nChanged 98 SP:Iteration 55Q (25581.420000 sec): 3 clusters Score: Raw -4307288.602967 + Penalty 5014.970129 = -4302273.632839 nChanged 97 SP:Iteration 56Q (25581.680000 sec): 3 clusters Score: Raw -4307320.776233 + Penalty 5014.970129 = -4302305.806105 nChanged 111 SP:Iteration 57Q (25582.030000 sec): 3 clusters Score: Raw -4307355.584309 + Penalty 5014.970129 = -4302340.614180 nChanged 91 SP:Iteration 58Q (25582.330000 sec): 3 clusters Score: Raw -4307384.870415 + Penalty 5014.970129 = -4302369.900286 nChanged 86 SP:Iteration 59Q (25582.630000 sec): 3 clusters Score: Raw -4307408.636069 + Penalty 5014.970129 = -4302393.665940 nChanged 75 SP:Iteration 60F (25582.940000 sec): 3 clusters Score: Raw -4307431.024141 + Penalty 5014.970129 = -4302416.054013 nChanged 69 SP:Iteration 61Q (25583.240000 sec): 3 clusters Score: Raw -4307452.343290 + Penalty 5014.970129 = -4302437.373161 nChanged 70 SP:Iteration 62Q (25583.580000 sec): 3 clusters Score: Raw -4307477.134985 + Penalty 5014.970129 = -4302462.164857 nChanged 74 SP:Iteration 63Q (25583.860000 sec): 3 clusters Score: Raw -4307502.826396 + Penalty 5014.970129 = -4302487.856267 nChanged 68 SP:Iteration 64Q (25584.160000 sec): 3 clusters Score: Raw -4307523.321892 + Penalty 5014.970129 = -4302508.351763 nChanged 54 SP:Iteration 65Q (25584.440000 sec): 3 clusters Score: Raw -4307537.127230 + Penalty 5014.970129 = -4302522.157101 nChanged 49 SP:Iteration 66Q (25584.760000 sec): 3 clusters Score: Raw -4307549.471774 + Penalty 5014.970129 = -4302534.501645 nChanged 48 SP:Iteration 67Q (25585.040000 sec): 3 clusters Score: Raw -4307565.921121 + Penalty 5014.970129 = -4302550.950992 nChanged 50 SP:Iteration 68Q (25585.350000 sec): 3 clusters Score: Raw -4307580.089225 + Penalty 5014.970129 = -4302565.119096 nChanged 37 SP:Iteration 69Q (25585.590000 sec): 3 clusters Score: Raw -4307591.136351 + Penalty 5014.970129 = -4302576.166223 nChanged 36 SP:Iteration 70Q (25585.910000 sec): 3 clusters Score: Raw -4307600.835640 + Penalty 5014.970129 = -4302585.865511 nChanged 35 SP:Iteration 71Q (25586.210000 sec): 3 clusters Score: Raw -4307611.531517 + Penalty 5014.970129 = -4302596.561389 nChanged 35 SP:Iteration 72Q (25586.510000 sec): 3 clusters Score: Raw -4307624.848861 + Penalty 5014.970129 = -4302609.878732 nChanged 39 SP:Iteration 73Q (25586.770000 sec): 3 clusters Score: Raw -4307639.382320 + Penalty 5014.970129 = -4302624.412192 nChanged 38 SP:Iteration 74Q (25587.010000 sec): 3 clusters Score: Raw -4307651.635773 + Penalty 5014.970129 = -4302636.665644 nChanged 35 SP:Iteration 75Q (25587.310000 sec): 3 clusters Score: Raw -4307663.584800 + Penalty 5014.970129 = -4302648.614671 nChanged 33 SP:Iteration 76Q (25587.630000 sec): 3 clusters Score: Raw -4307673.930348 + Penalty 5014.970129 = -4302658.960219 nChanged 31 SP:Iteration 77Q (25587.920000 sec): 3 clusters Score: Raw -4307683.457245 + Penalty 5014.970129 = -4302668.487117 nChanged 21 SP:Iteration 78Q (25588.220000 sec): 3 clusters Score: Raw -4307691.079439 + Penalty 5014.970129 = -4302676.109310 nChanged 27 SP:Iteration 79Q (25588.530000 sec): 3 clusters Score: Raw -4307702.201008 + Penalty 5014.970129 = -4302687.230880 nChanged 27 SP:Iteration 80F (25588.850000 sec): 3 clusters Score: Raw -4307711.020233 + Penalty 5014.970129 = -4302696.050105 nChanged 20 SP:Iteration 81Q (25589.120000 sec): 3 clusters Score: Raw -4307716.056738 + Penalty 5014.970129 = -4302701.086609 nChanged 15 SP:Iteration 82Q (25589.420000 sec): 3 clusters Score: Raw -4307719.826592 + Penalty 5014.970129 = -4302704.856464 nChanged 10 SP:Iteration 83Q (25589.720000 sec): 3 clusters Score: Raw -4307722.112361 + Penalty 5014.970129 = -4302707.142232 nChanged 7 SP:Iteration 84Q (25590.030000 sec): 3 clusters Score: Raw -4307723.593859 + Penalty 5014.970129 = -4302708.623731 nChanged 7 SP:Iteration 85Q (25590.350000 sec): 3 clusters Score: Raw -4307725.767464 + Penalty 5014.970129 = -4302710.797335 nChanged 9 SP:Iteration 86Q (25590.580000 sec): 3 clusters Score: Raw -4307728.199956 + Penalty 5014.970129 = -4302713.229827 nChanged 5 SP:Iteration 87Q (25590.890000 sec): 3 clusters Score: Raw -4307729.587312 + Penalty 5014.970129 = -4302714.617183 nChanged 9 SP:Iteration 88Q (25591.210000 sec): 3 clusters Score: Raw -4307731.884007 + Penalty 5014.970129 = -4302716.913878 nChanged 11 SP:Iteration 89Q (25591.560000 sec): 3 clusters Score: Raw -4307734.828588 + Penalty 5014.970129 = -4302719.858459 nChanged 11 SP:Iteration 90Q (25591.820000 sec): 3 clusters Score: Raw -4307738.508096 + Penalty 5014.970129 = -4302723.537967 nChanged 10 SP:Iteration 91Q (25592.160000 sec): 3 clusters Score: Raw -4307742.575768 + Penalty 5014.970129 = -4302727.605639 nChanged 11 SP:Iteration 92Q (25592.480000 sec): 3 clusters Score: Raw -4307747.421440 + Penalty 5014.970129 = -4302732.451311 nChanged 13 SP:Iteration 93Q (25592.760000 sec): 3 clusters Score: Raw -4307750.432852 + Penalty 5014.970129 = -4302735.462723 nChanged 6 SP:Iteration 94Q (25593.060000 sec): 3 clusters Score: Raw -4307751.796101 + Penalty 5014.970129 = -4302736.825973 nChanged 5 SP:Iteration 95Q (25593.390000 sec): 3 clusters Score: Raw -4307752.828351 + Penalty 5014.970129 = -4302737.858223 nChanged 2 SP:Iteration 96Q (25593.650000 sec): 3 clusters Score: Raw -4307753.394905 + Penalty 5014.970129 = -4302738.424776 nChanged 2 SP:Iteration 97Q (25593.970000 sec): 3 clusters Score: Raw -4307753.951255 + Penalty 5014.970129 = -4302738.981126 nChanged 3 SP:Iteration 98Q (25594.300000 sec): 3 clusters Score: Raw -4307754.392154 + Penalty 5014.970129 = -4302739.422025 nChanged 3 SP:Iteration 99Q (25594.650000 sec): 3 clusters Score: Raw -4307755.052415 + Penalty 5014.970129 = -4302740.082287 nChanged 2 SP:Iteration 100F (25595.000000 sec): 3 clusters Score: Raw -4307755.840052 + Penalty 5014.970129 = -4302740.869923 nChanged 1 SP:Iteration 101Q (25595.350000 sec): 3 clusters Score: Raw -4307756.127928 + Penalty 5014.970129 = -4302741.157799 nChanged 2 SP:Iteration 102Q (25595.680000 sec): 3 clusters Score: Raw -4307757.432267 + Penalty 5014.970129 = -4302742.462138 nChanged 4 SP:Iteration 103Q (25596.040000 sec): 3 clusters Score: Raw -4307758.813167 + Penalty 5014.970129 = -4302743.843038 nChanged 3 SP:Iteration 104Q (25596.330000 sec): 3 clusters Score: Raw -4307759.513431 + Penalty 5014.970129 = -4302744.543303 nChanged 4 SP:Iteration 105Q (25596.710000 sec): 3 clusters Score: Raw -4307760.830572 + Penalty 5014.970129 = -4302745.860443 nChanged 2 SP:Iteration 106Q (25597.020000 sec): 3 clusters Score: Raw -4307761.614020 + Penalty 5014.970129 = -4302746.643892 nChanged 3 SP:Iteration 107Q (25597.390000 sec): 3 clusters Score: Raw -4307762.584325 + Penalty 5014.970129 = -4302747.614196 nChanged 3 SP:Iteration 108Q (25597.730000 sec): 3 clusters Score: Raw -4307763.570931 + Penalty 5014.970129 = -4302748.600803 nChanged 5 SP:Iteration 109Q (25598.060000 sec): 3 clusters Score: Raw -4307764.965082 + Penalty 5014.970129 = -4302749.994954 nChanged 1 SP:Iteration 110Q (25598.350000 sec): 3 clusters Score: Raw -4307765.155781 + Penalty 5014.970129 = -4302750.185652 nChanged 1 SP:Iteration 111Q (25598.610000 sec): 3 clusters Score: Raw -4307765.464992 + Penalty 5014.970129 = -4302750.494863 nChanged 0 SP:Iteration 112F (25598.900000 sec): 3 clusters Score: Raw -4307765.464992 + Penalty 5014.970129 = -4302750.494863 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25599.030000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25599.190000 sec): 3 clusters Score: Raw -93805.568493 + Penalty 3143.065563 = -90662.502930 nChanged 103 SP:Iteration 1F (25599.400000 sec): 3 clusters Score: Raw -93982.288445 + Penalty 3143.065563 = -90839.222883 nChanged 20 SP:Iteration 2Q (25599.530000 sec): 3 clusters Score: Raw -94030.058978 + Penalty 3143.065563 = -90886.993415 nChanged 11 SP:Iteration 3Q (25599.770000 sec): 3 clusters Score: Raw -94049.531155 + Penalty 3143.065563 = -90906.465592 nChanged 9 SP:Iteration 4Q (25599.920000 sec): 3 clusters Score: Raw -94067.593535 + Penalty 3143.065563 = -90924.527972 nChanged 1 SP:Iteration 5Q (25600.120000 sec): 3 clusters Score: Raw -94069.095977 + Penalty 3143.065563 = -90926.030414 nChanged 1 SP:Iteration 6Q (25600.250000 sec): 3 clusters Score: Raw -94071.673548 + Penalty 3143.065563 = -90928.607986 nChanged 3 SP:Iteration 7Q (25600.420000 sec): 3 clusters Score: Raw -94077.369953 + Penalty 3143.065563 = -90934.304391 nChanged 0 SP:Iteration 8F (25600.630000 sec): 3 clusters Score: Raw -94077.369953 + Penalty 3143.065563 = -90934.304391 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25600.800000 sec): 2 clusters Score: Raw -4375689.916514 + Penalty 2513.606866 = -4373176.309648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25601.170000 sec): 3 clusters Score: Raw -4360708.163232 + Penalty 5027.213732 = -4355680.949501 nChanged 11208 SP:Iteration 1F (25601.490000 sec): 3 clusters Score: Raw -4366956.885774 + Penalty 5027.213732 = -4361929.672043 nChanged 1374 SP:Iteration 2F (25601.810000 sec): 3 clusters Score: Raw -4367623.066250 + Penalty 5027.213732 = -4362595.852518 nChanged 1422 SP:Iteration 3F (25602.090000 sec): 3 clusters Score: Raw -4368477.896086 + Penalty 5027.213732 = -4363450.682355 nChanged 1484 SP:Iteration 4F (25602.450000 sec): 3 clusters Score: Raw -4369425.610688 + Penalty 5027.213732 = -4364398.396956 nChanged 1505 SP:Iteration 5F (25602.780000 sec): 3 clusters Score: Raw -4370301.025409 + Penalty 5027.213732 = -4365273.811677 nChanged 1376 SP:Iteration 6F (25603.100000 sec): 3 clusters Score: Raw -4371048.139691 + Penalty 5027.213732 = -4366020.925959 nChanged 1232 SP:Iteration 7Q (25603.400000 sec): 3 clusters Score: Raw -4371728.159418 + Penalty 5027.213732 = -4366700.945686 nChanged 1155 SP:Iteration 8Q (25603.730000 sec): 3 clusters Score: Raw -4372372.312084 + Penalty 5027.213732 = -4367345.098352 nChanged 1079 SP:Iteration 9Q (25604.010000 sec): 3 clusters Score: Raw -4373024.418207 + Penalty 5027.213732 = -4367997.204475 nChanged 1039 SP:Iteration 10Q (25604.360000 sec): 3 clusters Score: Raw -4373718.046328 + Penalty 5027.213732 = -4368690.832597 nChanged 1000 SP:Iteration 11Q (25604.690000 sec): 3 clusters Score: Raw -4374383.866884 + Penalty 5027.213732 = -4369356.653153 nChanged 844 SP:Iteration 12Q (25605.000000 sec): 3 clusters Score: Raw -4374958.235222 + Penalty 5027.213732 = -4369931.021490 nChanged 679 SP:Iteration 13Q (25605.330000 sec): 3 clusters Score: Raw -4375411.419270 + Penalty 5027.213732 = -4370384.205538 nChanged 619 SP:Iteration 14Q (25605.610000 sec): 3 clusters Score: Raw -4375771.819980 + Penalty 5027.213732 = -4370744.606249 nChanged 526 SP:Iteration 15Q (25605.970000 sec): 3 clusters Score: Raw -4376061.759668 + Penalty 5027.213732 = -4371034.545937 nChanged 452 SP:Iteration 16Q (25606.260000 sec): 3 clusters Score: Raw -4376298.546579 + Penalty 5027.213732 = -4371271.332848 nChanged 331 SP:Iteration 17Q (25606.630000 sec): 3 clusters Score: Raw -4376451.569401 + Penalty 5027.213732 = -4371424.355669 nChanged 289 SP:Iteration 18Q (25606.960000 sec): 3 clusters Score: Raw -4376575.824302 + Penalty 5027.213732 = -4371548.610570 nChanged 209 SP:Iteration 19Q (25607.340000 sec): 3 clusters Score: Raw -4376652.954451 + Penalty 5027.213732 = -4371625.740720 nChanged 155 SP:Iteration 20F (25607.680000 sec): 3 clusters Score: Raw -4376701.449598 + Penalty 5027.213732 = -4371674.235867 nChanged 137 SP:Iteration 21Q (25607.990000 sec): 3 clusters Score: Raw -4376743.682718 + Penalty 5027.213732 = -4371716.468986 nChanged 112 SP:Iteration 22Q (25608.300000 sec): 3 clusters Score: Raw -4376778.991837 + Penalty 5027.213732 = -4371751.778106 nChanged 102 SP:Iteration 23Q (25608.620000 sec): 3 clusters Score: Raw -4376812.262338 + Penalty 5027.213732 = -4371785.048606 nChanged 98 SP:Iteration 24Q (25608.990000 sec): 3 clusters Score: Raw -4376836.051474 + Penalty 5027.213732 = -4371808.837742 nChanged 71 SP:Iteration 25Q (25609.290000 sec): 3 clusters Score: Raw -4376852.773363 + Penalty 5027.213732 = -4371825.559631 nChanged 69 SP:Iteration 26Q (25609.660000 sec): 3 clusters Score: Raw -4376871.126819 + Penalty 5027.213732 = -4371843.913087 nChanged 70 SP:Iteration 27Q (25609.970000 sec): 3 clusters Score: Raw -4376886.711367 + Penalty 5027.213732 = -4371859.497635 nChanged 52 SP:Iteration 28Q (25610.280000 sec): 3 clusters Score: Raw -4376898.997815 + Penalty 5027.213732 = -4371871.784084 nChanged 43 SP:Iteration 29Q (25610.670000 sec): 3 clusters Score: Raw -4376909.445960 + Penalty 5027.213732 = -4371882.232229 nChanged 41 SP:Iteration 30Q (25611.030000 sec): 3 clusters Score: Raw -4376918.326430 + Penalty 5027.213732 = -4371891.112698 nChanged 29 SP:Iteration 31Q (25611.360000 sec): 3 clusters Score: Raw -4376924.241201 + Penalty 5027.213732 = -4371897.027469 nChanged 29 SP:Iteration 32Q (25611.730000 sec): 3 clusters Score: Raw -4376929.010218 + Penalty 5027.213732 = -4371901.796487 nChanged 17 SP:Iteration 33Q (25612.070000 sec): 3 clusters Score: Raw -4376931.959407 + Penalty 5027.213732 = -4371904.745675 nChanged 18 SP:Iteration 34Q (25612.350000 sec): 3 clusters Score: Raw -4376935.163735 + Penalty 5027.213732 = -4371907.950004 nChanged 26 SP:Iteration 35Q (25612.640000 sec): 3 clusters Score: Raw -4376940.207359 + Penalty 5027.213732 = -4371912.993627 nChanged 19 SP:Iteration 36Q (25612.960000 sec): 3 clusters Score: Raw -4376943.313189 + Penalty 5027.213732 = -4371916.099458 nChanged 14 SP:Iteration 37Q (25613.250000 sec): 3 clusters Score: Raw -4376945.488079 + Penalty 5027.213732 = -4371918.274347 nChanged 15 SP:Iteration 38Q (25613.570000 sec): 3 clusters Score: Raw -4376947.695530 + Penalty 5027.213732 = -4371920.481798 nChanged 9 SP:Iteration 39Q (25613.820000 sec): 3 clusters Score: Raw -4376948.823513 + Penalty 5027.213732 = -4371921.609782 nChanged 7 SP:Iteration 40F (25614.150000 sec): 3 clusters Score: Raw -4376949.682143 + Penalty 5027.213732 = -4371922.468411 nChanged 3 SP:Iteration 41Q (25614.430000 sec): 3 clusters Score: Raw -4376950.083293 + Penalty 5027.213732 = -4371922.869562 nChanged 5 SP:Iteration 42Q (25614.710000 sec): 3 clusters Score: Raw -4376950.751013 + Penalty 5027.213732 = -4371923.537282 nChanged 4 SP:Iteration 43Q (25615.000000 sec): 3 clusters Score: Raw -4376951.645449 + Penalty 5027.213732 = -4371924.431718 nChanged 7 SP:Iteration 44Q (25615.280000 sec): 3 clusters Score: Raw -4376952.655548 + Penalty 5027.213732 = -4371925.441816 nChanged 4 SP:Iteration 45Q (25615.570000 sec): 3 clusters Score: Raw -4376953.310048 + Penalty 5027.213732 = -4371926.096317 nChanged 2 SP:Iteration 46Q (25615.860000 sec): 3 clusters Score: Raw -4376953.653831 + Penalty 5027.213732 = -4371926.440099 nChanged 3 SP:Iteration 47Q (25616.160000 sec): 3 clusters Score: Raw -4376954.502702 + Penalty 5027.213732 = -4371927.288970 nChanged 2 SP:Iteration 48Q (25616.460000 sec): 3 clusters Score: Raw -4376954.786247 + Penalty 5027.213732 = -4371927.572516 nChanged 1 SP:Iteration 49Q (25616.730000 sec): 3 clusters Score: Raw -4376954.934993 + Penalty 5027.213732 = -4371927.721261 nChanged 0 SP:Iteration 50F (25617.070000 sec): 3 clusters Score: Raw -4376954.934993 + Penalty 5027.213732 = -4371927.721261 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25617.160000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25617.360000 sec): 3 clusters Score: Raw -96493.757978 + Penalty 3126.099012 = -93367.658967 nChanged 97 SP:Iteration 1F (25617.530000 sec): 3 clusters Score: Raw -96680.146894 + Penalty 3126.099012 = -93554.047882 nChanged 37 SP:Iteration 2F (25617.710000 sec): 3 clusters Score: Raw -96785.621983 + Penalty 3126.099012 = -93659.522971 nChanged 25 SP:Iteration 3Q (25617.900000 sec): 3 clusters Score: Raw -96842.264527 + Penalty 3126.099012 = -93716.165515 nChanged 17 SP:Iteration 4Q (25618.070000 sec): 3 clusters Score: Raw -96911.820595 + Penalty 3126.099012 = -93785.721583 nChanged 24 SP:Iteration 5Q (25618.230000 sec): 3 clusters Score: Raw -96993.556351 + Penalty 3126.099012 = -93867.457339 nChanged 21 SP:Iteration 6Q (25618.400000 sec): 3 clusters Score: Raw -97052.883084 + Penalty 3126.099012 = -93926.784072 nChanged 20 SP:Iteration 7Q (25618.560000 sec): 3 clusters Score: Raw -97113.655614 + Penalty 3126.099012 = -93987.556602 nChanged 8 SP:Iteration 8Q (25618.720000 sec): 3 clusters Score: Raw -97135.158919 + Penalty 3126.099012 = -94009.059907 nChanged 3 SP:Iteration 9Q (25618.870000 sec): 3 clusters Score: Raw -97141.400773 + Penalty 3126.099012 = -94015.301761 nChanged 0 SP:Iteration 10F (25619.050000 sec): 3 clusters Score: Raw -97141.400773 + Penalty 3126.099012 = -94015.301761 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25619.220000 sec): 2 clusters Score: Raw -2978087.121670 + Penalty 2407.090913 = -2975680.030757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25619.510000 sec): 3 clusters Score: Raw -2968844.347064 + Penalty 4814.181827 = -2964030.165237 nChanged 7121 SP:Iteration 1F (25619.750000 sec): 3 clusters Score: Raw -2972745.164175 + Penalty 4814.181827 = -2967930.982348 nChanged 1004 SP:Iteration 2F (25620.050000 sec): 3 clusters Score: Raw -2973328.821544 + Penalty 4814.181827 = -2968514.639717 nChanged 1011 SP:Iteration 3F (25620.360000 sec): 3 clusters Score: Raw -2974012.805672 + Penalty 4814.181827 = -2969198.623845 nChanged 1130 SP:Iteration 4F (25620.570000 sec): 3 clusters Score: Raw -2974806.623520 + Penalty 4814.181827 = -2969992.441693 nChanged 1154 SP:Iteration 5F (25620.880000 sec): 3 clusters Score: Raw -2975705.421934 + Penalty 4814.181827 = -2970891.240107 nChanged 1122 SP:Iteration 6F (25621.170000 sec): 3 clusters Score: Raw -2976580.216020 + Penalty 4814.181827 = -2971766.034193 nChanged 944 SP:Iteration 7F (25621.490000 sec): 3 clusters Score: Raw -2977288.568969 + Penalty 4814.181827 = -2972474.387142 nChanged 716 SP:Iteration 8Q (25621.790000 sec): 3 clusters Score: Raw -2977793.948235 + Penalty 4814.181827 = -2972979.766408 nChanged 532 SP:Iteration 9Q (25622.030000 sec): 3 clusters Score: Raw -2978119.109501 + Penalty 4814.181827 = -2973304.927674 nChanged 395 SP:Iteration 10Q (25622.300000 sec): 3 clusters Score: Raw -2978320.771713 + Penalty 4814.181827 = -2973506.589886 nChanged 250 SP:Iteration 11Q (25622.580000 sec): 3 clusters Score: Raw -2978432.487157 + Penalty 4814.181827 = -2973618.305330 nChanged 179 SP:Iteration 12Q (25622.840000 sec): 3 clusters Score: Raw -2978497.010028 + Penalty 4814.181827 = -2973682.828201 nChanged 120 SP:Iteration 13Q (25623.060000 sec): 3 clusters Score: Raw -2978543.262381 + Penalty 4814.181827 = -2973729.080554 nChanged 133 SP:Iteration 14Q (25623.350000 sec): 3 clusters Score: Raw -2978599.571112 + Penalty 4814.181827 = -2973785.389285 nChanged 129 SP:Iteration 15Q (25623.620000 sec): 3 clusters Score: Raw -2978650.461259 + Penalty 4814.181827 = -2973836.279432 nChanged 108 SP:Iteration 16Q (25623.880000 sec): 3 clusters Score: Raw -2978694.773455 + Penalty 4814.181827 = -2973880.591628 nChanged 98 SP:Iteration 17Q (25624.180000 sec): 3 clusters Score: Raw -2978735.832310 + Penalty 4814.181827 = -2973921.650483 nChanged 96 SP:Iteration 18Q (25624.430000 sec): 3 clusters Score: Raw -2978779.191803 + Penalty 4814.181827 = -2973965.009976 nChanged 94 SP:Iteration 19Q (25624.720000 sec): 3 clusters Score: Raw -2978817.678823 + Penalty 4814.181827 = -2974003.496996 nChanged 92 SP:Iteration 20F (25625.060000 sec): 3 clusters Score: Raw -2978853.305013 + Penalty 4814.181827 = -2974039.123186 nChanged 91 SP:Iteration 21Q (25625.330000 sec): 3 clusters Score: Raw -2978885.037254 + Penalty 4814.181827 = -2974070.855427 nChanged 79 SP:Iteration 22Q (25625.560000 sec): 3 clusters Score: Raw -2978908.607830 + Penalty 4814.181827 = -2974094.426003 nChanged 68 SP:Iteration 23Q (25625.870000 sec): 3 clusters Score: Raw -2978925.993327 + Penalty 4814.181827 = -2974111.811500 nChanged 58 SP:Iteration 24Q (25626.140000 sec): 3 clusters Score: Raw -2978940.936016 + Penalty 4814.181827 = -2974126.754189 nChanged 47 SP:Iteration 25Q (25626.390000 sec): 3 clusters Score: Raw -2978951.201909 + Penalty 4814.181827 = -2974137.020082 nChanged 40 SP:Iteration 26Q (25626.620000 sec): 3 clusters Score: Raw -2978958.740016 + Penalty 4814.181827 = -2974144.558189 nChanged 25 SP:Iteration 27Q (25626.870000 sec): 3 clusters Score: Raw -2978963.179146 + Penalty 4814.181827 = -2974148.997319 nChanged 25 SP:Iteration 28Q (25627.140000 sec): 3 clusters Score: Raw -2978966.993209 + Penalty 4814.181827 = -2974152.811382 nChanged 18 SP:Iteration 29Q (25627.380000 sec): 3 clusters Score: Raw -2978969.795473 + Penalty 4814.181827 = -2974155.613646 nChanged 13 SP:Iteration 30Q (25627.620000 sec): 3 clusters Score: Raw -2978971.828075 + Penalty 4814.181827 = -2974157.646248 nChanged 11 SP:Iteration 31Q (25627.890000 sec): 3 clusters Score: Raw -2978973.491078 + Penalty 4814.181827 = -2974159.309251 nChanged 9 SP:Iteration 32Q (25628.110000 sec): 3 clusters Score: Raw -2978974.882289 + Penalty 4814.181827 = -2974160.700462 nChanged 16 SP:Iteration 33Q (25628.360000 sec): 3 clusters Score: Raw -2978977.087091 + Penalty 4814.181827 = -2974162.905264 nChanged 12 SP:Iteration 34Q (25628.640000 sec): 3 clusters Score: Raw -2978978.742171 + Penalty 4814.181827 = -2974164.560344 nChanged 11 SP:Iteration 35Q (25628.920000 sec): 3 clusters Score: Raw -2978980.687323 + Penalty 4814.181827 = -2974166.505496 nChanged 17 SP:Iteration 36Q (25629.190000 sec): 3 clusters Score: Raw -2978983.493757 + Penalty 4814.181827 = -2974169.311930 nChanged 10 SP:Iteration 37Q (25629.480000 sec): 3 clusters Score: Raw -2978985.000044 + Penalty 4814.181827 = -2974170.818217 nChanged 12 SP:Iteration 38Q (25629.740000 sec): 3 clusters Score: Raw -2978986.782999 + Penalty 4814.181827 = -2974172.601172 nChanged 14 SP:Iteration 39Q (25630.000000 sec): 3 clusters Score: Raw -2978989.560838 + Penalty 4814.181827 = -2974175.379011 nChanged 13 SP:Iteration 40F (25630.340000 sec): 3 clusters Score: Raw -2978991.942249 + Penalty 4814.181827 = -2974177.760422 nChanged 16 SP:Iteration 41Q (25630.620000 sec): 3 clusters Score: Raw -2978993.876903 + Penalty 4814.181827 = -2974179.695076 nChanged 12 SP:Iteration 42Q (25630.880000 sec): 3 clusters Score: Raw -2978995.948790 + Penalty 4814.181827 = -2974181.766963 nChanged 12 SP:Iteration 43Q (25631.160000 sec): 3 clusters Score: Raw -2978997.715900 + Penalty 4814.181827 = -2974183.534073 nChanged 8 SP:Iteration 44Q (25631.400000 sec): 3 clusters Score: Raw -2978999.044793 + Penalty 4814.181827 = -2974184.862966 nChanged 10 SP:Iteration 45Q (25631.670000 sec): 3 clusters Score: Raw -2979000.401610 + Penalty 4814.181827 = -2974186.219783 nChanged 8 SP:Iteration 46Q (25631.940000 sec): 3 clusters Score: Raw -2979001.404234 + Penalty 4814.181827 = -2974187.222407 nChanged 5 SP:Iteration 47Q (25632.260000 sec): 3 clusters Score: Raw -2979001.689266 + Penalty 4814.181827 = -2974187.507439 nChanged 2 SP:Iteration 48Q (25632.460000 sec): 3 clusters Score: Raw -2979001.894795 + Penalty 4814.181827 = -2974187.712968 nChanged 2 SP:Iteration 49Q (25632.720000 sec): 3 clusters Score: Raw -2979002.396119 + Penalty 4814.181827 = -2974188.214292 nChanged 3 SP:Iteration 50Q (25633.020000 sec): 3 clusters Score: Raw -2979002.655701 + Penalty 4814.181827 = -2974188.473874 nChanged 1 SP:Iteration 51Q (25633.290000 sec): 3 clusters Score: Raw -2979002.687221 + Penalty 4814.181827 = -2974188.505394 nChanged 0 SP:Iteration 52F (25633.570000 sec): 3 clusters Score: Raw -2979002.687221 + Penalty 4814.181827 = -2974188.505394 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25633.720000 sec): 2 clusters Score: Raw -23158.836676 + Penalty 1330.762052 = -21828.074624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25633.900000 sec): 3 clusters Score: Raw -23421.054909 + Penalty 2661.524103 = -20759.530805 nChanged 34 SP:Iteration 1F (25634.060000 sec): 3 clusters Score: Raw -23579.207503 + Penalty 2661.524103 = -20917.683400 nChanged 8 SP:Iteration 2Q (25634.260000 sec): 3 clusters Score: Raw -23619.402727 + Penalty 2661.524103 = -20957.878623 nChanged 5 SP:Iteration 3Q (25634.450000 sec): 3 clusters Score: Raw -23643.272021 + Penalty 2661.524103 = -20981.747917 nChanged 2 SP:Iteration 4Q (25634.650000 sec): 3 clusters Score: Raw -23669.440154 + Penalty 2661.524103 = -21007.916050 nChanged 3 SP:Iteration 5Q (25634.840000 sec): 3 clusters Score: Raw -23684.168604 + Penalty 2661.524103 = -21022.644501 nChanged 0 SP:Iteration 6F (25635.030000 sec): 3 clusters Score: Raw -23684.168604 + Penalty 2661.524103 = -21022.644501 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25635.180000 sec): 2 clusters Score: Raw -338869.484021 + Penalty 1885.766696 = -336983.717325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25635.380000 sec): 3 clusters Score: Raw -338115.830769 + Penalty 3771.533392 = -334344.297377 nChanged 642 SP:Iteration 1F (25635.600000 sec): 3 clusters Score: Raw -338634.127527 + Penalty 3771.533392 = -334862.594135 nChanged 168 SP:Iteration 2F (25635.820000 sec): 3 clusters Score: Raw -338872.711372 + Penalty 3771.533392 = -335101.177980 nChanged 121 SP:Iteration 3F (25635.990000 sec): 3 clusters Score: Raw -339114.067146 + Penalty 3771.533392 = -335342.533754 nChanged 139 SP:Iteration 4F (25636.180000 sec): 3 clusters Score: Raw -339363.147580 + Penalty 3771.533392 = -335591.614187 nChanged 117 SP:Iteration 5F (25636.340000 sec): 3 clusters Score: Raw -339526.750554 + Penalty 3771.533392 = -335755.217161 nChanged 86 SP:Iteration 6Q (25636.570000 sec): 3 clusters Score: Raw -339651.932688 + Penalty 3771.533392 = -335880.399296 nChanged 72 SP:Iteration 7Q (25636.810000 sec): 3 clusters Score: Raw -339798.862203 + Penalty 3771.533392 = -336027.328811 nChanged 92 SP:Iteration 8Q (25636.980000 sec): 3 clusters Score: Raw -339985.523487 + Penalty 3771.533392 = -336213.990095 nChanged 88 SP:Iteration 9Q (25637.180000 sec): 3 clusters Score: Raw -340142.504999 + Penalty 3771.533392 = -336370.971607 nChanged 69 SP:Iteration 10Q (25637.390000 sec): 3 clusters Score: Raw -340238.298494 + Penalty 3771.533392 = -336466.765102 nChanged 47 SP:Iteration 11Q (25637.650000 sec): 3 clusters Score: Raw -340291.430656 + Penalty 3771.533392 = -336519.897264 nChanged 27 SP:Iteration 12Q (25637.850000 sec): 3 clusters Score: Raw -340316.662636 + Penalty 3771.533392 = -336545.129244 nChanged 20 SP:Iteration 13Q (25638.040000 sec): 3 clusters Score: Raw -340330.665559 + Penalty 3771.533392 = -336559.132167 nChanged 9 SP:Iteration 14Q (25638.210000 sec): 3 clusters Score: Raw -340337.806886 + Penalty 3771.533392 = -336566.273494 nChanged 9 SP:Iteration 15Q (25638.390000 sec): 3 clusters Score: Raw -340345.008395 + Penalty 3771.533392 = -336573.475003 nChanged 6 SP:Iteration 16Q (25638.560000 sec): 3 clusters Score: Raw -340347.998542 + Penalty 3771.533392 = -336576.465150 nChanged 2 SP:Iteration 17Q (25638.760000 sec): 3 clusters Score: Raw -340349.516823 + Penalty 3771.533392 = -336577.983431 nChanged 1 SP:Iteration 18Q (25638.970000 sec): 3 clusters Score: Raw -340350.066925 + Penalty 3771.533392 = -336578.533533 nChanged 3 SP:Iteration 19Q (25639.100000 sec): 3 clusters Score: Raw -340353.657322 + Penalty 3771.533392 = -336582.123930 nChanged 3 SP:Iteration 20F (25639.280000 sec): 3 clusters Score: Raw -340359.462247 + Penalty 3771.533392 = -336587.928854 nChanged 6 SP:Iteration 21Q (25639.490000 sec): 3 clusters Score: Raw -340367.021982 + Penalty 3771.533392 = -336595.488590 nChanged 4 SP:Iteration 22Q (25639.670000 sec): 3 clusters Score: Raw -340370.920519 + Penalty 3771.533392 = -336599.387127 nChanged 1 SP:Iteration 23Q (25639.850000 sec): 3 clusters Score: Raw -340371.917484 + Penalty 3771.533392 = -336600.384092 nChanged 1 SP:Iteration 24Q (25640.040000 sec): 3 clusters Score: Raw -340372.571040 + Penalty 3771.533392 = -336601.037647 nChanged 0 SP:Iteration 25F (25640.170000 sec): 3 clusters Score: Raw -340372.571040 + Penalty 3771.533392 = -336601.037647 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25640.780000 sec): 2 clusters Score: Raw -17298668.712578 + Penalty 2840.576996 = -17295828.135582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25641.500000 sec): 3 clusters Score: Raw -17238137.464788 + Penalty 5681.153992 = -17232456.310796 nChanged 44787 SP:Iteration 1F (25642.240000 sec): 3 clusters Score: Raw -17263644.941302 + Penalty 5681.153992 = -17257963.787310 nChanged 3091 SP:Iteration 2Q (25642.970000 sec): 3 clusters Score: Raw -17264417.308736 + Penalty 5681.153992 = -17258736.154744 nChanged 3235 SP:Iteration 3Q (25643.770000 sec): 3 clusters Score: Raw -17265361.135575 + Penalty 5681.153992 = -17259679.981583 nChanged 3547 SP:Iteration 4Q (25644.540000 sec): 3 clusters Score: Raw -17266564.910194 + Penalty 5681.153992 = -17260883.756202 nChanged 3962 SP:Iteration 5Q (25645.300000 sec): 3 clusters Score: Raw -17268244.529644 + Penalty 5681.153992 = -17262563.375652 nChanged 4570 SP:Iteration 6Q (25645.990000 sec): 3 clusters Score: Raw -17270595.939443 + Penalty 5681.153992 = -17264914.785451 nChanged 5300 SP:Iteration 7F (25646.650000 sec): 3 clusters Score: Raw -17273998.548568 + Penalty 5681.153992 = -17268317.394576 nChanged 5860 SP:Iteration 8F (25647.340000 sec): 3 clusters Score: Raw -17278459.025919 + Penalty 5681.153992 = -17272777.871927 nChanged 5850 SP:Iteration 9F (25648.060000 sec): 3 clusters Score: Raw -17283409.681888 + Penalty 5681.153992 = -17277728.527896 nChanged 5219 SP:Iteration 10F (25648.740000 sec): 3 clusters Score: Raw -17287411.362326 + Penalty 5681.153992 = -17281730.208334 nChanged 4000 SP:Iteration 11Q (25649.460000 sec): 3 clusters Score: Raw -17289779.769771 + Penalty 5681.153992 = -17284098.615779 nChanged 2920 SP:Iteration 12Q (25650.120000 sec): 3 clusters Score: Raw -17291249.468479 + Penalty 5681.153992 = -17285568.314487 nChanged 2335 SP:Iteration 13Q (25650.740000 sec): 3 clusters Score: Raw -17292394.259895 + Penalty 5681.153992 = -17286713.105903 nChanged 2126 SP:Iteration 14Q (25651.440000 sec): 3 clusters Score: Raw -17293426.400836 + Penalty 5681.153992 = -17287745.246844 nChanged 1921 SP:Iteration 15Q (25652.070000 sec): 3 clusters Score: Raw -17294352.061710 + Penalty 5681.153992 = -17288670.907718 nChanged 1770 SP:Iteration 16Q (25652.720000 sec): 3 clusters Score: Raw -17295228.326100 + Penalty 5681.153992 = -17289547.172108 nChanged 1515 SP:Iteration 17Q (25653.410000 sec): 3 clusters Score: Raw -17295983.193011 + Penalty 5681.153992 = -17290302.039019 nChanged 1304 SP:Iteration 18Q (25654.070000 sec): 3 clusters Score: Raw -17296622.903228 + Penalty 5681.153992 = -17290941.749236 nChanged 1118 SP:Iteration 19Q (25654.710000 sec): 3 clusters Score: Raw -17297160.207407 + Penalty 5681.153992 = -17291479.053415 nChanged 966 SP:Iteration 20F (25655.450000 sec): 3 clusters Score: Raw -17297622.245319 + Penalty 5681.153992 = -17291941.091327 nChanged 812 SP:Iteration 21Q (25656.190000 sec): 3 clusters Score: Raw -17298009.464980 + Penalty 5681.153992 = -17292328.310988 nChanged 677 SP:Iteration 22Q (25656.780000 sec): 3 clusters Score: Raw -17298310.147118 + Penalty 5681.153992 = -17292628.993126 nChanged 527 SP:Iteration 23Q (25657.350000 sec): 3 clusters Score: Raw -17298551.085962 + Penalty 5681.153992 = -17292869.931971 nChanged 425 SP:Iteration 24Q (25657.990000 sec): 3 clusters Score: Raw -17298738.987934 + Penalty 5681.153992 = -17293057.833942 nChanged 334 SP:Iteration 25Q (25658.590000 sec): 3 clusters Score: Raw -17298882.291585 + Penalty 5681.153992 = -17293201.137593 nChanged 258 SP:Iteration 26Q (25659.230000 sec): 3 clusters Score: Raw -17298990.099388 + Penalty 5681.153992 = -17293308.945396 nChanged 206 SP:Iteration 27Q (25659.820000 sec): 3 clusters Score: Raw -17299073.062638 + Penalty 5681.153992 = -17293391.908646 nChanged 169 SP:Iteration 28Q (25660.470000 sec): 3 clusters Score: Raw -17299136.709037 + Penalty 5681.153992 = -17293455.555045 nChanged 139 SP:Iteration 29Q (25661.110000 sec): 3 clusters Score: Raw -17299187.241344 + Penalty 5681.153992 = -17293506.087352 nChanged 117 SP:Iteration 30Q (25661.770000 sec): 3 clusters Score: Raw -17299234.307415 + Penalty 5681.153992 = -17293553.153423 nChanged 85 SP:Iteration 31Q (25662.430000 sec): 3 clusters Score: Raw -17299267.786335 + Penalty 5681.153992 = -17293586.632343 nChanged 63 SP:Iteration 32Q (25663.050000 sec): 3 clusters Score: Raw -17299290.568088 + Penalty 5681.153992 = -17293609.414096 nChanged 53 SP:Iteration 33Q (25663.690000 sec): 3 clusters Score: Raw -17299310.401078 + Penalty 5681.153992 = -17293629.247087 nChanged 55 SP:Iteration 34Q (25664.380000 sec): 3 clusters Score: Raw -17299328.098809 + Penalty 5681.153992 = -17293646.944817 nChanged 42 SP:Iteration 35Q (25665.020000 sec): 3 clusters Score: Raw -17299341.285970 + Penalty 5681.153992 = -17293660.131978 nChanged 40 SP:Iteration 36Q (25665.640000 sec): 3 clusters Score: Raw -17299354.570726 + Penalty 5681.153992 = -17293673.416734 nChanged 33 SP:Iteration 37Q (25666.330000 sec): 3 clusters Score: Raw -17299364.091717 + Penalty 5681.153992 = -17293682.937725 nChanged 22 SP:Iteration 38Q (25666.970000 sec): 3 clusters Score: Raw -17299370.051602 + Penalty 5681.153992 = -17293688.897610 nChanged 14 SP:Iteration 39Q (25667.610000 sec): 3 clusters Score: Raw -17299374.003996 + Penalty 5681.153992 = -17293692.850004 nChanged 13 SP:Iteration 40F (25668.270000 sec): 3 clusters Score: Raw -17299377.565781 + Penalty 5681.153992 = -17293696.411789 nChanged 14 SP:Iteration 41Q (25668.810000 sec): 3 clusters Score: Raw -17299382.098398 + Penalty 5681.153992 = -17293700.944406 nChanged 13 SP:Iteration 42Q (25669.340000 sec): 3 clusters Score: Raw -17299388.700502 + Penalty 5681.153992 = -17293707.546511 nChanged 16 SP:Iteration 43Q (25669.880000 sec): 3 clusters Score: Raw -17299393.255243 + Penalty 5681.153992 = -17293712.101251 nChanged 8 SP:Iteration 44Q (25670.410000 sec): 3 clusters Score: Raw -17299395.768832 + Penalty 5681.153992 = -17293714.614840 nChanged 3 SP:Iteration 45Q (25670.930000 sec): 3 clusters Score: Raw -17299396.536597 + Penalty 5681.153992 = -17293715.382605 nChanged 6 SP:Iteration 46Q (25671.480000 sec): 3 clusters Score: Raw -17299398.113983 + Penalty 5681.153992 = -17293716.959991 nChanged 7 SP:Iteration 47Q (25672.020000 sec): 3 clusters Score: Raw -17299400.217658 + Penalty 5681.153992 = -17293719.063666 nChanged 3 SP:Iteration 48Q (25672.540000 sec): 3 clusters Score: Raw -17299401.032555 + Penalty 5681.153992 = -17293719.878563 nChanged 1 SP:Iteration 49Q (25673.090000 sec): 3 clusters Score: Raw -17299401.159272 + Penalty 5681.153992 = -17293720.005280 nChanged 1 SP:Iteration 50Q (25673.660000 sec): 3 clusters Score: Raw -17299401.294967 + Penalty 5681.153992 = -17293720.140975 nChanged 0 SP:Iteration 51F (25674.340000 sec): 3 clusters Score: Raw -17299401.294967 + Penalty 5681.153992 = -17293720.140975 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25674.450000 sec): 2 clusters Score: Raw -64210.916425 + Penalty 1515.643900 = -62695.272524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25674.630000 sec): 3 clusters Score: Raw -64357.978520 + Penalty 3031.287800 = -61326.690720 nChanged 91 SP:Iteration 1F (25674.820000 sec): 3 clusters Score: Raw -64559.035893 + Penalty 3031.287800 = -61527.748093 nChanged 16 SP:Iteration 2Q (25675.030000 sec): 3 clusters Score: Raw -64620.387901 + Penalty 3031.287800 = -61589.100100 nChanged 15 SP:Iteration 3Q (25675.210000 sec): 3 clusters Score: Raw -64651.632358 + Penalty 3031.287800 = -61620.344558 nChanged 10 SP:Iteration 4Q (25675.420000 sec): 3 clusters Score: Raw -64686.632214 + Penalty 3031.287800 = -61655.344414 nChanged 16 SP:Iteration 5Q (25675.580000 sec): 3 clusters Score: Raw -64738.194165 + Penalty 3031.287800 = -61706.906365 nChanged 16 SP:Iteration 6Q (25675.750000 sec): 3 clusters Score: Raw -64795.938248 + Penalty 3031.287800 = -61764.650448 nChanged 17 SP:Iteration 7Q (25675.930000 sec): 3 clusters Score: Raw -64853.496735 + Penalty 3031.287800 = -61822.208935 nChanged 9 SP:Iteration 8Q (25676.130000 sec): 3 clusters Score: Raw -64883.467829 + Penalty 3031.287800 = -61852.180028 nChanged 5 SP:Iteration 9Q (25676.310000 sec): 3 clusters Score: Raw -64895.731289 + Penalty 3031.287800 = -61864.443489 nChanged 2 SP:Iteration 10Q (25676.480000 sec): 3 clusters Score: Raw -64902.842846 + Penalty 3031.287800 = -61871.555046 nChanged 1 SP:Iteration 11Q (25676.690000 sec): 3 clusters Score: Raw -64906.975198 + Penalty 3031.287800 = -61875.687397 nChanged 2 SP:Iteration 12Q (25676.850000 sec): 3 clusters Score: Raw -64915.157055 + Penalty 3031.287800 = -61883.869255 nChanged 4 SP:Iteration 13Q (25677.100000 sec): 3 clusters Score: Raw -64928.465440 + Penalty 3031.287800 = -61897.177639 nChanged 3 SP:Iteration 14Q (25677.240000 sec): 3 clusters Score: Raw -64944.030758 + Penalty 3031.287800 = -61912.742958 nChanged 1 SP:Iteration 15Q (25677.430000 sec): 3 clusters Score: Raw -64946.187320 + Penalty 3031.287800 = -61914.899519 nChanged 0 SP:Iteration 16F (25677.630000 sec): 3 clusters Score: Raw -64946.187320 + Penalty 3031.287800 = -61914.899519 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25677.730000 sec): 2 clusters Score: Raw -703504.489710 + Penalty 2049.370427 = -701455.119283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25678.000000 sec): 3 clusters Score: Raw -701755.157800 + Penalty 4098.740855 = -697656.416946 nChanged 1467 SP:Iteration 1F (25678.160000 sec): 3 clusters Score: Raw -702829.970422 + Penalty 4098.740855 = -698731.229568 nChanged 365 SP:Iteration 2F (25678.380000 sec): 3 clusters Score: Raw -703202.540850 + Penalty 4098.740855 = -699103.799995 nChanged 270 SP:Iteration 3F (25678.630000 sec): 3 clusters Score: Raw -703483.396027 + Penalty 4098.740855 = -699384.655173 nChanged 211 SP:Iteration 4F (25678.840000 sec): 3 clusters Score: Raw -703658.802070 + Penalty 4098.740855 = -699560.061215 nChanged 178 SP:Iteration 5Q (25678.970000 sec): 3 clusters Score: Raw -703810.842278 + Penalty 4098.740855 = -699712.101424 nChanged 160 SP:Iteration 6Q (25679.180000 sec): 3 clusters Score: Raw -703938.356459 + Penalty 4098.740855 = -699839.615604 nChanged 126 SP:Iteration 7Q (25679.370000 sec): 3 clusters Score: Raw -704036.466042 + Penalty 4098.740855 = -699937.725187 nChanged 122 SP:Iteration 8Q (25679.560000 sec): 3 clusters Score: Raw -704140.263647 + Penalty 4098.740855 = -700041.522793 nChanged 101 SP:Iteration 9Q (25679.760000 sec): 3 clusters Score: Raw -704211.574034 + Penalty 4098.740855 = -700112.833179 nChanged 83 SP:Iteration 10Q (25679.960000 sec): 3 clusters Score: Raw -704269.922234 + Penalty 4098.740855 = -700171.181379 nChanged 62 SP:Iteration 11Q (25680.180000 sec): 3 clusters Score: Raw -704318.572290 + Penalty 4098.740855 = -700219.831435 nChanged 57 SP:Iteration 12Q (25680.390000 sec): 3 clusters Score: Raw -704357.419959 + Penalty 4098.740855 = -700258.679105 nChanged 44 SP:Iteration 13Q (25680.600000 sec): 3 clusters Score: Raw -704385.335366 + Penalty 4098.740855 = -700286.594511 nChanged 40 SP:Iteration 14Q (25680.820000 sec): 3 clusters Score: Raw -704407.075222 + Penalty 4098.740855 = -700308.334368 nChanged 26 SP:Iteration 15Q (25680.960000 sec): 3 clusters Score: Raw -704423.029140 + Penalty 4098.740855 = -700324.288285 nChanged 25 SP:Iteration 16Q (25681.130000 sec): 3 clusters Score: Raw -704439.476373 + Penalty 4098.740855 = -700340.735518 nChanged 26 SP:Iteration 17Q (25681.340000 sec): 3 clusters Score: Raw -704452.121539 + Penalty 4098.740855 = -700353.380685 nChanged 17 SP:Iteration 18Q (25681.500000 sec): 3 clusters Score: Raw -704459.061016 + Penalty 4098.740855 = -700360.320162 nChanged 15 SP:Iteration 19Q (25681.690000 sec): 3 clusters Score: Raw -704466.412877 + Penalty 4098.740855 = -700367.672023 nChanged 16 SP:Iteration 20F (25681.870000 sec): 3 clusters Score: Raw -704474.000933 + Penalty 4098.740855 = -700375.260078 nChanged 14 SP:Iteration 21Q (25682.070000 sec): 3 clusters Score: Raw -704479.494153 + Penalty 4098.740855 = -700380.753299 nChanged 10 SP:Iteration 22Q (25682.240000 sec): 3 clusters Score: Raw -704483.216403 + Penalty 4098.740855 = -700384.475548 nChanged 8 SP:Iteration 23Q (25682.410000 sec): 3 clusters Score: Raw -704486.692709 + Penalty 4098.740855 = -700387.951854 nChanged 5 SP:Iteration 24Q (25682.560000 sec): 3 clusters Score: Raw -704488.637033 + Penalty 4098.740855 = -700389.896178 nChanged 3 SP:Iteration 25Q (25682.750000 sec): 3 clusters Score: Raw -704489.800133 + Penalty 4098.740855 = -700391.059279 nChanged 1 SP:Iteration 26Q (25683.000000 sec): 3 clusters Score: Raw -704490.207410 + Penalty 4098.740855 = -700391.466555 nChanged 1 SP:Iteration 27Q (25683.160000 sec): 3 clusters Score: Raw -704490.564972 + Penalty 4098.740855 = -700391.824118 nChanged 0 SP:Iteration 28F (25683.350000 sec): 3 clusters Score: Raw -704490.564972 + Penalty 4098.740855 = -700391.824118 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25683.450000 sec): 2 clusters Score: Raw -152128.805819 + Penalty 1693.520594 = -150435.285225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25683.620000 sec): 3 clusters Score: Raw -152049.028671 + Penalty 3387.041188 = -148661.987484 nChanged 251 SP:Iteration 1F (25683.790000 sec): 3 clusters Score: Raw -152577.927626 + Penalty 3387.041188 = -149190.886438 nChanged 113 SP:Iteration 2F (25683.970000 sec): 3 clusters Score: Raw -152846.149549 + Penalty 3387.041188 = -149459.108362 nChanged 54 SP:Iteration 3F (25684.130000 sec): 3 clusters Score: Raw -152981.176614 + Penalty 3387.041188 = -149594.135426 nChanged 36 SP:Iteration 4Q (25684.370000 sec): 3 clusters Score: Raw -153109.534841 + Penalty 3387.041188 = -149722.493654 nChanged 24 SP:Iteration 5Q (25684.510000 sec): 3 clusters Score: Raw -153176.126245 + Penalty 3387.041188 = -149789.085058 nChanged 22 SP:Iteration 6Q (25684.650000 sec): 3 clusters Score: Raw -153245.440063 + Penalty 3387.041188 = -149858.398876 nChanged 11 SP:Iteration 7Q (25684.780000 sec): 3 clusters Score: Raw -153288.014496 + Penalty 3387.041188 = -149900.973309 nChanged 12 SP:Iteration 8Q (25684.950000 sec): 3 clusters Score: Raw -153316.575740 + Penalty 3387.041188 = -149929.534552 nChanged 11 SP:Iteration 9Q (25685.100000 sec): 3 clusters Score: Raw -153339.339916 + Penalty 3387.041188 = -149952.298729 nChanged 7 SP:Iteration 10Q (25685.270000 sec): 3 clusters Score: Raw -153353.360108 + Penalty 3387.041188 = -149966.318920 nChanged 1 SP:Iteration 11Q (25685.430000 sec): 3 clusters Score: Raw -153354.796125 + Penalty 3387.041188 = -149967.754938 nChanged 0 SP:Iteration 12F (25685.610000 sec): 3 clusters Score: Raw -153354.796125 + Penalty 3387.041188 = -149967.754938 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25685.710000 sec): 2 clusters Score: Raw -23426.327862 + Penalty 1385.637667 = -22040.690195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25685.870000 sec): 3 clusters Score: Raw -23739.098165 + Penalty 2771.275335 = -20967.822830 nChanged 50 SP:Iteration 1F (25686.050000 sec): 3 clusters Score: Raw -24085.821856 + Penalty 2771.275335 = -21314.546521 nChanged 20 SP:Iteration 2F (25686.280000 sec): 3 clusters Score: Raw -24275.895291 + Penalty 2771.275335 = -21504.619956 nChanged 7 SP:Iteration 3Q (25686.460000 sec): 3 clusters Score: Raw -24319.764370 + Penalty 2771.275335 = -21548.489036 nChanged 6 SP:Iteration 4Q (25686.670000 sec): 3 clusters Score: Raw -24398.882851 + Penalty 2771.275335 = -21627.607516 nChanged 5 SP:Iteration 5Q (25686.810000 sec): 3 clusters Score: Raw -24431.979671 + Penalty 2771.275335 = -21660.704336 nChanged 3 SP:Iteration 6Q (25687.010000 sec): 3 clusters Score: Raw -24476.451606 + Penalty 2771.275335 = -21705.176272 nChanged 2 SP:Iteration 7Q (25687.220000 sec): 3 clusters Score: Raw -24493.932966 + Penalty 2771.275335 = -21722.657631 nChanged 2 SP:Iteration 8Q (25687.430000 sec): 3 clusters Score: Raw -24501.956022 + Penalty 2771.275335 = -21730.680687 nChanged 2 SP:Iteration 9Q (25687.650000 sec): 3 clusters Score: Raw -24511.911043 + Penalty 2771.275335 = -21740.635708 nChanged 1 SP:Iteration 10Q (25687.810000 sec): 3 clusters Score: Raw -24514.089886 + Penalty 2771.275335 = -21742.814551 nChanged 0 SP:Iteration 11F (25688.010000 sec): 3 clusters Score: Raw -24514.089886 + Penalty 2771.275335 = -21742.814551 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25688.100000 sec): 2 clusters Score: Raw -47787.055089 + Penalty 1421.064746 = -46365.990343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25688.280000 sec): 3 clusters Score: Raw -47960.433043 + Penalty 2842.129492 = -45118.303551 nChanged 51 SP:Iteration 1F (25688.490000 sec): 3 clusters Score: Raw -48163.325720 + Penalty 2842.129492 = -45321.196227 nChanged 11 SP:Iteration 2Q (25688.670000 sec): 3 clusters Score: Raw -48222.516314 + Penalty 2842.129492 = -45380.386821 nChanged 9 SP:Iteration 3Q (25688.840000 sec): 3 clusters Score: Raw -48399.865616 + Penalty 2842.129492 = -45557.736124 nChanged 17 SP:Iteration 4F (25689.000000 sec): 3 clusters Score: Raw -48589.698811 + Penalty 2842.129492 = -45747.569319 nChanged 10 SP:Iteration 5Q (25689.160000 sec): 3 clusters Score: Raw -48631.716313 + Penalty 2842.129492 = -45789.586820 nChanged 8 SP:Iteration 6Q (25689.360000 sec): 3 clusters Score: Raw -48660.976215 + Penalty 2842.129492 = -45818.846723 nChanged 5 SP:Iteration 7Q (25689.510000 sec): 3 clusters Score: Raw -48680.843615 + Penalty 2842.129492 = -45838.714123 nChanged 3 SP:Iteration 8Q (25689.700000 sec): 3 clusters Score: Raw -48687.462818 + Penalty 2842.129492 = -45845.333325 nChanged 0 SP:Iteration 9F (25689.940000 sec): 3 clusters Score: Raw -48687.462818 + Penalty 2842.129492 = -45845.333325 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25690.070000 sec): 2 clusters Score: Raw -36946.634335 + Penalty 1356.078915 = -35590.555420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25690.280000 sec): 3 clusters Score: Raw -37191.886758 + Penalty 2712.157830 = -34479.728928 nChanged 27 SP:Iteration 1F (25690.480000 sec): 3 clusters Score: Raw -37306.722312 + Penalty 2712.157830 = -34594.564482 nChanged 9 SP:Iteration 2Q (25690.620000 sec): 3 clusters Score: Raw -37329.663153 + Penalty 2712.157830 = -34617.505323 nChanged 3 SP:Iteration 3Q (25690.800000 sec): 3 clusters Score: Raw -37336.858352 + Penalty 2712.157830 = -34624.700522 nChanged 2 SP:Iteration 4Q (25690.960000 sec): 3 clusters Score: Raw -37340.456712 + Penalty 2712.157830 = -34628.298882 nChanged 2 SP:Iteration 5Q (25691.140000 sec): 3 clusters Score: Raw -37344.826064 + Penalty 2712.157830 = -34632.668234 nChanged 1 SP:Iteration 6Q (25691.310000 sec): 3 clusters Score: Raw -37351.588375 + Penalty 2712.157830 = -34639.430545 nChanged 1 SP:Iteration 7Q (25691.520000 sec): 3 clusters Score: Raw -37353.755368 + Penalty 2712.157830 = -34641.597538 nChanged 1 SP:Iteration 8Q (25691.750000 sec): 3 clusters Score: Raw -37359.319238 + Penalty 2712.157830 = -34647.161408 nChanged 0 SP:Iteration 9F (25691.910000 sec): 3 clusters Score: Raw -37359.319238 + Penalty 2712.157830 = -34647.161408 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25692.050000 sec): 2 clusters Score: Raw -1310321.107158 + Penalty 2205.674110 = -1308115.433048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25692.290000 sec): 3 clusters Score: Raw -1306526.929401 + Penalty 4411.348220 = -1302115.581181 nChanged 2910 SP:Iteration 1F (25692.550000 sec): 3 clusters Score: Raw -1308116.814819 + Penalty 4411.348220 = -1303705.466599 nChanged 491 SP:Iteration 2F (25692.770000 sec): 3 clusters Score: Raw -1308398.233080 + Penalty 4411.348220 = -1303986.884860 nChanged 392 SP:Iteration 3F (25692.980000 sec): 3 clusters Score: Raw -1308658.704578 + Penalty 4411.348220 = -1304247.356358 nChanged 372 SP:Iteration 4F (25693.210000 sec): 3 clusters Score: Raw -1308929.184049 + Penalty 4411.348220 = -1304517.835829 nChanged 368 SP:Iteration 5F (25693.450000 sec): 3 clusters Score: Raw -1309204.270646 + Penalty 4411.348220 = -1304792.922426 nChanged 337 SP:Iteration 6Q (25693.690000 sec): 3 clusters Score: Raw -1309437.724486 + Penalty 4411.348220 = -1305026.376266 nChanged 309 SP:Iteration 7Q (25693.890000 sec): 3 clusters Score: Raw -1309652.997758 + Penalty 4411.348220 = -1305241.649538 nChanged 280 SP:Iteration 8Q (25694.150000 sec): 3 clusters Score: Raw -1309844.629963 + Penalty 4411.348220 = -1305433.281743 nChanged 261 SP:Iteration 9Q (25694.330000 sec): 3 clusters Score: Raw -1310016.725022 + Penalty 4411.348220 = -1305605.376802 nChanged 225 SP:Iteration 10Q (25694.550000 sec): 3 clusters Score: Raw -1310145.222392 + Penalty 4411.348220 = -1305733.874172 nChanged 188 SP:Iteration 11Q (25694.780000 sec): 3 clusters Score: Raw -1310239.284812 + Penalty 4411.348220 = -1305827.936592 nChanged 156 SP:Iteration 12Q (25694.950000 sec): 3 clusters Score: Raw -1310316.606838 + Penalty 4411.348220 = -1305905.258618 nChanged 124 SP:Iteration 13Q (25695.160000 sec): 3 clusters Score: Raw -1310375.261209 + Penalty 4411.348220 = -1305963.912989 nChanged 117 SP:Iteration 14Q (25695.390000 sec): 3 clusters Score: Raw -1310426.273550 + Penalty 4411.348220 = -1306014.925330 nChanged 95 SP:Iteration 15Q (25695.630000 sec): 3 clusters Score: Raw -1310463.607891 + Penalty 4411.348220 = -1306052.259671 nChanged 79 SP:Iteration 16Q (25695.910000 sec): 3 clusters Score: Raw -1310494.515697 + Penalty 4411.348220 = -1306083.167477 nChanged 69 SP:Iteration 17Q (25696.090000 sec): 3 clusters Score: Raw -1310523.930054 + Penalty 4411.348220 = -1306112.581834 nChanged 60 SP:Iteration 18Q (25696.310000 sec): 3 clusters Score: Raw -1310546.785682 + Penalty 4411.348220 = -1306135.437462 nChanged 53 SP:Iteration 19Q (25696.510000 sec): 3 clusters Score: Raw -1310565.796311 + Penalty 4411.348220 = -1306154.448091 nChanged 45 SP:Iteration 20F (25696.720000 sec): 3 clusters Score: Raw -1310579.295174 + Penalty 4411.348220 = -1306167.946954 nChanged 43 SP:Iteration 21Q (25696.940000 sec): 3 clusters Score: Raw -1310592.820698 + Penalty 4411.348220 = -1306181.472478 nChanged 36 SP:Iteration 22Q (25697.180000 sec): 3 clusters Score: Raw -1310605.079894 + Penalty 4411.348220 = -1306193.731674 nChanged 24 SP:Iteration 23Q (25697.410000 sec): 3 clusters Score: Raw -1310612.874054 + Penalty 4411.348220 = -1306201.525834 nChanged 22 SP:Iteration 24Q (25697.540000 sec): 3 clusters Score: Raw -1310618.772883 + Penalty 4411.348220 = -1306207.424663 nChanged 13 SP:Iteration 25Q (25697.770000 sec): 3 clusters Score: Raw -1310622.271183 + Penalty 4411.348220 = -1306210.922963 nChanged 14 SP:Iteration 26Q (25697.970000 sec): 3 clusters Score: Raw -1310626.871252 + Penalty 4411.348220 = -1306215.523032 nChanged 19 SP:Iteration 27Q (25698.190000 sec): 3 clusters Score: Raw -1310632.728014 + Penalty 4411.348220 = -1306221.379794 nChanged 21 SP:Iteration 28Q (25698.410000 sec): 3 clusters Score: Raw -1310641.089436 + Penalty 4411.348220 = -1306229.741216 nChanged 24 SP:Iteration 29Q (25698.630000 sec): 3 clusters Score: Raw -1310649.470456 + Penalty 4411.348220 = -1306238.122236 nChanged 18 SP:Iteration 30Q (25698.900000 sec): 3 clusters Score: Raw -1310656.179836 + Penalty 4411.348220 = -1306244.831616 nChanged 14 SP:Iteration 31Q (25699.090000 sec): 3 clusters Score: Raw -1310661.381084 + Penalty 4411.348220 = -1306250.032864 nChanged 11 SP:Iteration 32Q (25699.280000 sec): 3 clusters Score: Raw -1310665.746062 + Penalty 4411.348220 = -1306254.397842 nChanged 10 SP:Iteration 33Q (25699.440000 sec): 3 clusters Score: Raw -1310668.131153 + Penalty 4411.348220 = -1306256.782933 nChanged 9 SP:Iteration 34Q (25699.630000 sec): 3 clusters Score: Raw -1310670.168154 + Penalty 4411.348220 = -1306258.819934 nChanged 4 SP:Iteration 35Q (25699.900000 sec): 3 clusters Score: Raw -1310671.076876 + Penalty 4411.348220 = -1306259.728656 nChanged 2 SP:Iteration 36Q (25700.080000 sec): 3 clusters Score: Raw -1310671.899717 + Penalty 4411.348220 = -1306260.551497 nChanged 3 SP:Iteration 37Q (25700.310000 sec): 3 clusters Score: Raw -1310672.862362 + Penalty 4411.348220 = -1306261.514142 nChanged 4 SP:Iteration 38Q (25700.530000 sec): 3 clusters Score: Raw -1310674.099647 + Penalty 4411.348220 = -1306262.751427 nChanged 4 SP:Iteration 39Q (25700.780000 sec): 3 clusters Score: Raw -1310675.191084 + Penalty 4411.348220 = -1306263.842864 nChanged 2 SP:Iteration 40F (25700.950000 sec): 3 clusters Score: Raw -1310676.146467 + Penalty 4411.348220 = -1306264.798247 nChanged 6 SP:Iteration 41Q (25701.220000 sec): 3 clusters Score: Raw -1310677.747101 + Penalty 4411.348220 = -1306266.398882 nChanged 4 SP:Iteration 42Q (25701.410000 sec): 3 clusters Score: Raw -1310678.863106 + Penalty 4411.348220 = -1306267.514886 nChanged 5 SP:Iteration 43Q (25701.630000 sec): 3 clusters Score: Raw -1310680.020513 + Penalty 4411.348220 = -1306268.672293 nChanged 2 SP:Iteration 44Q (25701.880000 sec): 3 clusters Score: Raw -1310680.777008 + Penalty 4411.348220 = -1306269.428788 nChanged 3 SP:Iteration 45Q (25702.060000 sec): 3 clusters Score: Raw -1310681.708690 + Penalty 4411.348220 = -1306270.360470 nChanged 3 SP:Iteration 46Q (25702.280000 sec): 3 clusters Score: Raw -1310682.632242 + Penalty 4411.348220 = -1306271.284022 nChanged 2 SP:Iteration 47Q (25702.520000 sec): 3 clusters Score: Raw -1310683.318347 + Penalty 4411.348220 = -1306271.970127 nChanged 2 SP:Iteration 48Q (25702.730000 sec): 3 clusters Score: Raw -1310683.669087 + Penalty 4411.348220 = -1306272.320867 nChanged 1 SP:Iteration 49Q (25702.940000 sec): 3 clusters Score: Raw -1310683.850029 + Penalty 4411.348220 = -1306272.501809 nChanged 0 SP:Iteration 50F (25703.160000 sec): 3 clusters Score: Raw -1310683.850029 + Penalty 4411.348220 = -1306272.501809 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25703.280000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25703.490000 sec): 3 clusters Score: Raw -197963.548966 + Penalty 3463.959823 = -194499.589143 nChanged 300 SP:Iteration 1F (25703.640000 sec): 3 clusters Score: Raw -198326.182487 + Penalty 3463.959823 = -194862.222664 nChanged 78 SP:Iteration 2F (25703.840000 sec): 3 clusters Score: Raw -198422.783775 + Penalty 3463.959823 = -194958.823952 nChanged 35 SP:Iteration 3Q (25703.970000 sec): 3 clusters Score: Raw -198462.508520 + Penalty 3463.959823 = -194998.548697 nChanged 20 SP:Iteration 4Q (25704.170000 sec): 3 clusters Score: Raw -198496.659793 + Penalty 3463.959823 = -195032.699971 nChanged 16 SP:Iteration 5Q (25704.330000 sec): 3 clusters Score: Raw -198519.652194 + Penalty 3463.959823 = -195055.692372 nChanged 15 SP:Iteration 6Q (25704.550000 sec): 3 clusters Score: Raw -198539.572777 + Penalty 3463.959823 = -195075.612955 nChanged 13 SP:Iteration 7Q (25704.690000 sec): 3 clusters Score: Raw -198565.827013 + Penalty 3463.959823 = -195101.867191 nChanged 14 SP:Iteration 8Q (25704.920000 sec): 3 clusters Score: Raw -198589.390017 + Penalty 3463.959823 = -195125.430194 nChanged 9 SP:Iteration 9Q (25705.090000 sec): 3 clusters Score: Raw -198602.444366 + Penalty 3463.959823 = -195138.484543 nChanged 7 SP:Iteration 10Q (25705.260000 sec): 3 clusters Score: Raw -198614.299201 + Penalty 3463.959823 = -195150.339378 nChanged 9 SP:Iteration 11Q (25705.460000 sec): 3 clusters Score: Raw -198628.254472 + Penalty 3463.959823 = -195164.294649 nChanged 9 SP:Iteration 12Q (25705.680000 sec): 3 clusters Score: Raw -198643.992979 + Penalty 3463.959823 = -195180.033157 nChanged 7 SP:Iteration 13Q (25705.900000 sec): 3 clusters Score: Raw -198651.769529 + Penalty 3463.959823 = -195187.809706 nChanged 4 SP:Iteration 14Q (25706.070000 sec): 3 clusters Score: Raw -198662.082625 + Penalty 3463.959823 = -195198.122802 nChanged 7 SP:Iteration 15Q (25706.230000 sec): 3 clusters Score: Raw -198671.741185 + Penalty 3463.959823 = -195207.781362 nChanged 4 SP:Iteration 16Q (25706.390000 sec): 3 clusters Score: Raw -198676.185802 + Penalty 3463.959823 = -195212.225979 nChanged 3 SP:Iteration 17Q (25706.540000 sec): 3 clusters Score: Raw -198678.797633 + Penalty 3463.959823 = -195214.837811 nChanged 2 SP:Iteration 18Q (25706.690000 sec): 3 clusters Score: Raw -198680.759992 + Penalty 3463.959823 = -195216.800169 nChanged 0 SP:Iteration 19F (25706.830000 sec): 3 clusters Score: Raw -198680.759992 + Penalty 3463.959823 = -195216.800169 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25706.950000 sec): 2 clusters Score: Raw -587979.583253 + Penalty 2015.523078 = -585964.060175 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25707.140000 sec): 3 clusters Score: Raw -586549.213952 + Penalty 4031.046156 = -582518.167796 nChanged 1214 SP:Iteration 1F (25707.330000 sec): 3 clusters Score: Raw -587403.257432 + Penalty 4031.046156 = -583372.211276 nChanged 304 SP:Iteration 2F (25707.540000 sec): 3 clusters Score: Raw -587760.794279 + Penalty 4031.046156 = -583729.748123 nChanged 237 SP:Iteration 3F (25707.750000 sec): 3 clusters Score: Raw -587995.288011 + Penalty 4031.046156 = -583964.241855 nChanged 184 SP:Iteration 4F (25707.920000 sec): 3 clusters Score: Raw -588170.205561 + Penalty 4031.046156 = -584139.159406 nChanged 150 SP:Iteration 5Q (25708.140000 sec): 3 clusters Score: Raw -588289.476739 + Penalty 4031.046156 = -584258.430583 nChanged 117 SP:Iteration 6Q (25708.340000 sec): 3 clusters Score: Raw -588384.354906 + Penalty 4031.046156 = -584353.308750 nChanged 94 SP:Iteration 7Q (25708.530000 sec): 3 clusters Score: Raw -588462.260937 + Penalty 4031.046156 = -584431.214781 nChanged 98 SP:Iteration 8Q (25708.740000 sec): 3 clusters Score: Raw -588526.213283 + Penalty 4031.046156 = -584495.167127 nChanged 64 SP:Iteration 9Q (25708.890000 sec): 3 clusters Score: Raw -588566.270683 + Penalty 4031.046156 = -584535.224527 nChanged 47 SP:Iteration 10Q (25709.100000 sec): 3 clusters Score: Raw -588595.875103 + Penalty 4031.046156 = -584564.828947 nChanged 49 SP:Iteration 11Q (25709.280000 sec): 3 clusters Score: Raw -588631.914064 + Penalty 4031.046156 = -584600.867908 nChanged 51 SP:Iteration 12Q (25709.470000 sec): 3 clusters Score: Raw -588665.589436 + Penalty 4031.046156 = -584634.543280 nChanged 44 SP:Iteration 13Q (25709.670000 sec): 3 clusters Score: Raw -588694.236863 + Penalty 4031.046156 = -584663.190707 nChanged 42 SP:Iteration 14Q (25709.860000 sec): 3 clusters Score: Raw -588725.825090 + Penalty 4031.046156 = -584694.778934 nChanged 40 SP:Iteration 15Q (25710.080000 sec): 3 clusters Score: Raw -588756.626101 + Penalty 4031.046156 = -584725.579945 nChanged 46 SP:Iteration 16Q (25710.340000 sec): 3 clusters Score: Raw -588789.762995 + Penalty 4031.046156 = -584758.716839 nChanged 41 SP:Iteration 17Q (25710.540000 sec): 3 clusters Score: Raw -588813.005196 + Penalty 4031.046156 = -584781.959040 nChanged 36 SP:Iteration 18Q (25710.700000 sec): 3 clusters Score: Raw -588833.341317 + Penalty 4031.046156 = -584802.295161 nChanged 24 SP:Iteration 19Q (25710.900000 sec): 3 clusters Score: Raw -588842.159650 + Penalty 4031.046156 = -584811.113494 nChanged 17 SP:Iteration 20F (25711.110000 sec): 3 clusters Score: Raw -588851.485454 + Penalty 4031.046156 = -584820.439298 nChanged 17 SP:Iteration 21Q (25711.320000 sec): 3 clusters Score: Raw -588858.482932 + Penalty 4031.046156 = -584827.436776 nChanged 15 SP:Iteration 22Q (25711.490000 sec): 3 clusters Score: Raw -588863.174148 + Penalty 4031.046156 = -584832.127992 nChanged 14 SP:Iteration 23Q (25711.700000 sec): 3 clusters Score: Raw -588869.435348 + Penalty 4031.046156 = -584838.389192 nChanged 15 SP:Iteration 24Q (25711.900000 sec): 3 clusters Score: Raw -588876.172230 + Penalty 4031.046156 = -584845.126074 nChanged 10 SP:Iteration 25Q (25712.100000 sec): 3 clusters Score: Raw -588879.680933 + Penalty 4031.046156 = -584848.634777 nChanged 12 SP:Iteration 26Q (25712.310000 sec): 3 clusters Score: Raw -588884.271862 + Penalty 4031.046156 = -584853.225706 nChanged 9 SP:Iteration 27Q (25712.480000 sec): 3 clusters Score: Raw -588887.118247 + Penalty 4031.046156 = -584856.072092 nChanged 6 SP:Iteration 28Q (25712.660000 sec): 3 clusters Score: Raw -588889.168322 + Penalty 4031.046156 = -584858.122166 nChanged 12 SP:Iteration 29Q (25712.860000 sec): 3 clusters Score: Raw -588892.624076 + Penalty 4031.046156 = -584861.577920 nChanged 3 SP:Iteration 30Q (25713.060000 sec): 3 clusters Score: Raw -588894.064659 + Penalty 4031.046156 = -584863.018503 nChanged 2 SP:Iteration 31Q (25713.220000 sec): 3 clusters Score: Raw -588895.560247 + Penalty 4031.046156 = -584864.514091 nChanged 5 SP:Iteration 32Q (25713.460000 sec): 3 clusters Score: Raw -588896.992925 + Penalty 4031.046156 = -584865.946769 nChanged 4 SP:Iteration 33Q (25713.600000 sec): 3 clusters Score: Raw -588898.394416 + Penalty 4031.046156 = -584867.348260 nChanged 4 SP:Iteration 34Q (25713.800000 sec): 3 clusters Score: Raw -588900.537711 + Penalty 4031.046156 = -584869.491555 nChanged 5 SP:Iteration 35Q (25714.010000 sec): 3 clusters Score: Raw -588902.823214 + Penalty 4031.046156 = -584871.777058 nChanged 5 SP:Iteration 36Q (25714.200000 sec): 3 clusters Score: Raw -588905.561069 + Penalty 4031.046156 = -584874.514913 nChanged 3 SP:Iteration 37Q (25714.360000 sec): 3 clusters Score: Raw -588907.651486 + Penalty 4031.046156 = -584876.605330 nChanged 4 SP:Iteration 38Q (25714.600000 sec): 3 clusters Score: Raw -588908.983357 + Penalty 4031.046156 = -584877.937201 nChanged 2 SP:Iteration 39Q (25714.740000 sec): 3 clusters Score: Raw -588909.804010 + Penalty 4031.046156 = -584878.757854 nChanged 2 SP:Iteration 40F (25714.940000 sec): 3 clusters Score: Raw -588910.881793 + Penalty 4031.046156 = -584879.835637 nChanged 8 SP:Iteration 41Q (25715.110000 sec): 3 clusters Score: Raw -588914.957711 + Penalty 4031.046156 = -584883.911555 nChanged 5 SP:Iteration 42Q (25715.330000 sec): 3 clusters Score: Raw -588916.574457 + Penalty 4031.046156 = -584885.528301 nChanged 3 SP:Iteration 43Q (25715.500000 sec): 3 clusters Score: Raw -588917.708936 + Penalty 4031.046156 = -584886.662780 nChanged 8 SP:Iteration 44Q (25715.730000 sec): 3 clusters Score: Raw -588920.425035 + Penalty 4031.046156 = -584889.378879 nChanged 6 SP:Iteration 45Q (25715.950000 sec): 3 clusters Score: Raw -588922.229950 + Penalty 4031.046156 = -584891.183794 nChanged 2 SP:Iteration 46Q (25716.130000 sec): 3 clusters Score: Raw -588923.014610 + Penalty 4031.046156 = -584891.968454 nChanged 3 SP:Iteration 47Q (25716.330000 sec): 3 clusters Score: Raw -588925.306806 + Penalty 4031.046156 = -584894.260650 nChanged 3 SP:Iteration 48Q (25716.530000 sec): 3 clusters Score: Raw -588926.320924 + Penalty 4031.046156 = -584895.274768 nChanged 5 SP:Iteration 49Q (25716.780000 sec): 3 clusters Score: Raw -588928.181198 + Penalty 4031.046156 = -584897.135042 nChanged 2 SP:Iteration 50Q (25716.970000 sec): 3 clusters Score: Raw -588929.323047 + Penalty 4031.046156 = -584898.276891 nChanged 2 SP:Iteration 51Q (25717.180000 sec): 3 clusters Score: Raw -588929.923104 + Penalty 4031.046156 = -584898.876948 nChanged 2 SP:Iteration 52Q (25717.400000 sec): 3 clusters Score: Raw -588930.558057 + Penalty 4031.046156 = -584899.511901 nChanged 2 SP:Iteration 53Q (25717.620000 sec): 3 clusters Score: Raw -588931.389416 + Penalty 4031.046156 = -584900.343260 nChanged 1 SP:Iteration 54Q (25717.790000 sec): 3 clusters Score: Raw -588931.603479 + Penalty 4031.046156 = -584900.557323 nChanged 1 SP:Iteration 55Q (25717.980000 sec): 3 clusters Score: Raw -588932.131672 + Penalty 4031.046156 = -584901.085516 nChanged 1 SP:Iteration 56Q (25718.170000 sec): 3 clusters Score: Raw -588932.509141 + Penalty 4031.046156 = -584901.462985 nChanged 0 SP:Iteration 57F (25718.350000 sec): 3 clusters Score: Raw -588932.509141 + Penalty 4031.046156 = -584901.462985 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25718.460000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25718.670000 sec): 3 clusters Score: Raw -292883.297416 + Penalty 3636.855126 = -289246.442290 nChanged 450 SP:Iteration 1F (25718.840000 sec): 3 clusters Score: Raw -293284.038718 + Penalty 3636.855126 = -289647.183592 nChanged 108 SP:Iteration 2F (25719.040000 sec): 3 clusters Score: Raw -293369.931460 + Penalty 3636.855126 = -289733.076334 nChanged 48 SP:Iteration 3Q (25719.210000 sec): 3 clusters Score: Raw -293425.384076 + Penalty 3636.855126 = -289788.528950 nChanged 40 SP:Iteration 4Q (25719.410000 sec): 3 clusters Score: Raw -293469.575440 + Penalty 3636.855126 = -289832.720314 nChanged 27 SP:Iteration 5Q (25719.580000 sec): 3 clusters Score: Raw -293488.696340 + Penalty 3636.855126 = -289851.841214 nChanged 16 SP:Iteration 6Q (25719.750000 sec): 3 clusters Score: Raw -293502.691031 + Penalty 3636.855126 = -289865.835905 nChanged 15 SP:Iteration 7Q (25719.950000 sec): 3 clusters Score: Raw -293512.516183 + Penalty 3636.855126 = -289875.661056 nChanged 8 SP:Iteration 8Q (25720.130000 sec): 3 clusters Score: Raw -293520.569256 + Penalty 3636.855126 = -289883.714130 nChanged 5 SP:Iteration 9Q (25720.340000 sec): 3 clusters Score: Raw -293524.379404 + Penalty 3636.855126 = -289887.524278 nChanged 8 SP:Iteration 10Q (25720.530000 sec): 3 clusters Score: Raw -293530.678834 + Penalty 3636.855126 = -289893.823708 nChanged 7 SP:Iteration 11Q (25720.680000 sec): 3 clusters Score: Raw -293536.954426 + Penalty 3636.855126 = -289900.099300 nChanged 7 SP:Iteration 12Q (25720.850000 sec): 3 clusters Score: Raw -293543.054416 + Penalty 3636.855126 = -289906.199290 nChanged 4 SP:Iteration 13Q (25721.050000 sec): 3 clusters Score: Raw -293545.051487 + Penalty 3636.855126 = -289908.196361 nChanged 3 SP:Iteration 14Q (25721.210000 sec): 3 clusters Score: Raw -293546.817367 + Penalty 3636.855126 = -289909.962240 nChanged 1 SP:Iteration 15Q (25721.420000 sec): 3 clusters Score: Raw -293547.670206 + Penalty 3636.855126 = -289910.815080 nChanged 0 SP:Iteration 16F (25721.600000 sec): 3 clusters Score: Raw -293547.670206 + Penalty 3636.855126 = -289910.815080 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25721.660000 sec): 2 clusters Score: Raw -61684.066002 + Penalty 1466.548745 = -60217.517256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25721.890000 sec): 3 clusters Score: Raw -61905.227024 + Penalty 2933.097491 = -58972.129533 nChanged 76 SP:Iteration 1F (25722.040000 sec): 3 clusters Score: Raw -62179.207975 + Penalty 2933.097491 = -59246.110484 nChanged 26 SP:Iteration 2F (25722.210000 sec): 3 clusters Score: Raw -62379.784849 + Penalty 2933.097491 = -59446.687359 nChanged 33 SP:Iteration 3F (25722.390000 sec): 3 clusters Score: Raw -62564.162724 + Penalty 2933.097491 = -59631.065233 nChanged 15 SP:Iteration 4Q (25722.560000 sec): 3 clusters Score: Raw -62609.636159 + Penalty 2933.097491 = -59676.538668 nChanged 10 SP:Iteration 5Q (25722.720000 sec): 3 clusters Score: Raw -62640.283204 + Penalty 2933.097491 = -59707.185713 nChanged 2 SP:Iteration 6Q (25722.900000 sec): 3 clusters Score: Raw -62648.522050 + Penalty 2933.097491 = -59715.424559 nChanged 0 SP:Iteration 7F (25723.100000 sec): 3 clusters Score: Raw -62648.522050 + Penalty 2933.097491 = -59715.424559 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25723.200000 sec): 2 clusters Score: Raw -111948.512300 + Penalty 1625.375484 = -110323.136816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25723.350000 sec): 3 clusters Score: Raw -111893.914602 + Penalty 3250.750968 = -108643.163634 nChanged 154 SP:Iteration 1F (25723.520000 sec): 3 clusters Score: Raw -112213.948317 + Penalty 3250.750968 = -108963.197349 nChanged 54 SP:Iteration 2F (25723.730000 sec): 3 clusters Score: Raw -112351.716266 + Penalty 3250.750968 = -109100.965297 nChanged 29 SP:Iteration 3Q (25723.890000 sec): 3 clusters Score: Raw -112415.080965 + Penalty 3250.750968 = -109164.329997 nChanged 22 SP:Iteration 4Q (25724.080000 sec): 3 clusters Score: Raw -112455.026291 + Penalty 3250.750968 = -109204.275323 nChanged 10 SP:Iteration 5Q (25724.270000 sec): 3 clusters Score: Raw -112477.754168 + Penalty 3250.750968 = -109227.003200 nChanged 9 SP:Iteration 6Q (25724.390000 sec): 3 clusters Score: Raw -112498.795030 + Penalty 3250.750968 = -109248.044062 nChanged 6 SP:Iteration 7Q (25724.590000 sec): 3 clusters Score: Raw -112511.450782 + Penalty 3250.750968 = -109260.699814 nChanged 2 SP:Iteration 8Q (25724.760000 sec): 3 clusters Score: Raw -112518.489034 + Penalty 3250.750968 = -109267.738065 nChanged 5 SP:Iteration 9Q (25724.970000 sec): 3 clusters Score: Raw -112529.050227 + Penalty 3250.750968 = -109278.299259 nChanged 6 SP:Iteration 10Q (25725.130000 sec): 3 clusters Score: Raw -112543.754390 + Penalty 3250.750968 = -109293.003422 nChanged 7 SP:Iteration 11Q (25725.310000 sec): 3 clusters Score: Raw -112556.565890 + Penalty 3250.750968 = -109305.814921 nChanged 7 SP:Iteration 12Q (25725.530000 sec): 3 clusters Score: Raw -112568.431688 + Penalty 3250.750968 = -109317.680719 nChanged 4 SP:Iteration 13Q (25725.680000 sec): 3 clusters Score: Raw -112580.277846 + Penalty 3250.750968 = -109329.526878 nChanged 2 SP:Iteration 14Q (25725.890000 sec): 3 clusters Score: Raw -112586.633951 + Penalty 3250.750968 = -109335.882983 nChanged 4 SP:Iteration 15Q (25726.060000 sec): 3 clusters Score: Raw -112598.166464 + Penalty 3250.750968 = -109347.415495 nChanged 3 SP:Iteration 16Q (25726.240000 sec): 3 clusters Score: Raw -112602.590130 + Penalty 3250.750968 = -109351.839162 nChanged 4 SP:Iteration 17Q (25726.440000 sec): 3 clusters Score: Raw -112611.364867 + Penalty 3250.750968 = -109360.613899 nChanged 2 SP:Iteration 18Q (25726.580000 sec): 3 clusters Score: Raw -112613.952421 + Penalty 3250.750968 = -109363.201453 nChanged 1 SP:Iteration 19Q (25726.730000 sec): 3 clusters Score: Raw -112616.365606 + Penalty 3250.750968 = -109365.614637 nChanged 2 SP:Iteration 20F (25726.930000 sec): 3 clusters Score: Raw -112619.518964 + Penalty 3250.750968 = -109368.767996 nChanged 1 SP:Iteration 21Q (25727.070000 sec): 3 clusters Score: Raw -112620.627367 + Penalty 3250.750968 = -109369.876399 nChanged 0 SP:Iteration 22F (25727.230000 sec): 3 clusters Score: Raw -112620.627367 + Penalty 3250.750968 = -109369.876399 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25727.310000 sec): 2 clusters Score: Raw -53203.550217 + Penalty 1503.818732 = -51699.731485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25727.530000 sec): 3 clusters Score: Raw -53326.391985 + Penalty 3007.637464 = -50318.754521 nChanged 78 SP:Iteration 1F (25727.680000 sec): 3 clusters Score: Raw -53598.766518 + Penalty 3007.637464 = -50591.129055 nChanged 31 SP:Iteration 2F (25727.860000 sec): 3 clusters Score: Raw -53687.409898 + Penalty 3007.637464 = -50679.772435 nChanged 12 SP:Iteration 3Q (25728.030000 sec): 3 clusters Score: Raw -53732.267727 + Penalty 3007.637464 = -50724.630263 nChanged 8 SP:Iteration 4Q (25728.240000 sec): 3 clusters Score: Raw -53775.236589 + Penalty 3007.637464 = -50767.599126 nChanged 9 SP:Iteration 5Q (25728.390000 sec): 3 clusters Score: Raw -53822.450170 + Penalty 3007.637464 = -50814.812706 nChanged 9 SP:Iteration 6Q (25728.560000 sec): 3 clusters Score: Raw -53902.145283 + Penalty 3007.637464 = -50894.507819 nChanged 14 SP:Iteration 7Q (25728.800000 sec): 3 clusters Score: Raw -53973.259284 + Penalty 3007.637464 = -50965.621821 nChanged 10 SP:Iteration 8Q (25728.990000 sec): 3 clusters Score: Raw -54003.607597 + Penalty 3007.637464 = -50995.970134 nChanged 5 SP:Iteration 9Q (25729.130000 sec): 3 clusters Score: Raw -54021.031472 + Penalty 3007.637464 = -51013.394008 nChanged 4 SP:Iteration 10Q (25729.310000 sec): 3 clusters Score: Raw -54031.919413 + Penalty 3007.637464 = -51024.281949 nChanged 1 SP:Iteration 11Q (25729.500000 sec): 3 clusters Score: Raw -54032.624329 + Penalty 3007.637464 = -51024.986865 nChanged 0 SP:Iteration 12F (25729.690000 sec): 3 clusters Score: Raw -54032.624329 + Penalty 3007.637464 = -51024.986865 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25729.800000 sec): 2 clusters Score: Raw -38763.544515 + Penalty 1370.312329 = -37393.232186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25729.990000 sec): 3 clusters Score: Raw -39028.042492 + Penalty 2740.624658 = -36287.417834 nChanged 36 SP:Iteration 1F (25730.140000 sec): 3 clusters Score: Raw -39245.946720 + Penalty 2740.624658 = -36505.322062 nChanged 15 SP:Iteration 2F (25730.330000 sec): 3 clusters Score: Raw -39335.863802 + Penalty 2740.624658 = -36595.239144 nChanged 7 SP:Iteration 3Q (25730.470000 sec): 3 clusters Score: Raw -39404.605533 + Penalty 2740.624658 = -36663.980875 nChanged 4 SP:Iteration 4Q (25730.670000 sec): 3 clusters Score: Raw -39431.453728 + Penalty 2740.624658 = -36690.829070 nChanged 4 SP:Iteration 5Q (25730.810000 sec): 3 clusters Score: Raw -39444.276472 + Penalty 2740.624658 = -36703.651814 nChanged 1 SP:Iteration 6Q (25730.950000 sec): 3 clusters Score: Raw -39448.429740 + Penalty 2740.624658 = -36707.805083 nChanged 2 SP:Iteration 7Q (25731.150000 sec): 3 clusters Score: Raw -39452.353336 + Penalty 2740.624658 = -36711.728678 nChanged 1 SP:Iteration 8Q (25731.330000 sec): 3 clusters Score: Raw -39455.671847 + Penalty 2740.624658 = -36715.047189 nChanged 1 SP:Iteration 9Q (25731.520000 sec): 3 clusters Score: Raw -39461.106907 + Penalty 2740.624658 = -36720.482249 nChanged 3 SP:Iteration 10Q (25731.700000 sec): 3 clusters Score: Raw -39479.084172 + Penalty 2740.624658 = -36738.459515 nChanged 2 SP:Iteration 11Q (25731.840000 sec): 3 clusters Score: Raw -39546.836903 + Penalty 2740.624658 = -36806.212245 nChanged 2 SP:Iteration 12Q (25732.030000 sec): 3 clusters Score: Raw -39557.021381 + Penalty 2740.624658 = -36816.396723 nChanged 4 SP:Iteration 13Q (25732.170000 sec): 3 clusters Score: Raw -39596.466910 + Penalty 2740.624658 = -36855.842252 nChanged 4 SP:Iteration 14Q (25732.370000 sec): 3 clusters Score: Raw -39629.408598 + Penalty 2740.624658 = -36888.783940 nChanged 1 SP:Iteration 15Q (25732.540000 sec): 3 clusters Score: Raw -39640.296006 + Penalty 2740.624658 = -36899.671348 nChanged 0 SP:Iteration 16F (25732.740000 sec): 3 clusters Score: Raw -39640.666248 + Penalty 2740.624658 = -36900.041590 nChanged 1 SP:Iteration 17Q (25732.910000 sec): 3 clusters Score: Raw -39678.591851 + Penalty 2740.624658 = -36937.967194 nChanged 2 SP:Iteration 18Q (25733.080000 sec): 3 clusters Score: Raw -39705.783714 + Penalty 2740.624658 = -36965.159056 nChanged 6 SP:Iteration 19Q (25733.320000 sec): 3 clusters Score: Raw -39772.146793 + Penalty 2740.624658 = -37031.522135 nChanged 13 SP:Iteration 20F (25733.490000 sec): 3 clusters Score: Raw -39951.065147 + Penalty 2740.624658 = -37210.440489 nChanged 11 SP:Iteration 21Q (25733.740000 sec): 3 clusters Score: Raw -40238.367345 + Penalty 2740.624658 = -37497.742687 nChanged 8 SP:Iteration 22Q (25733.910000 sec): 3 clusters Score: Raw -40463.851751 + Penalty 2740.624658 = -37723.227094 nChanged 3 SP:Iteration 23Q (25734.130000 sec): 3 clusters Score: Raw -40525.512894 + Penalty 2740.624658 = -37784.888236 nChanged 4 SP:Iteration 24Q (25734.290000 sec): 3 clusters Score: Raw -40644.545149 + Penalty 2740.624658 = -37903.920492 nChanged 4 SP:Iteration 25Q (25734.450000 sec): 3 clusters Score: Raw -40727.396166 + Penalty 2740.624658 = -37986.771508 nChanged 0 SP:Iteration 26F (25734.640000 sec): 3 clusters Score: Raw -40728.083036 + Penalty 2740.624658 = -37987.458379 nChanged 1 SP:Iteration 27Q (25734.800000 sec): 3 clusters Score: Raw -40739.001580 + Penalty 2740.624658 = -37998.376922 nChanged 4 SP:Iteration 28Q (25735.010000 sec): 3 clusters Score: Raw -40844.613235 + Penalty 2740.624658 = -38103.988578 nChanged 2 SP:Iteration 29Q (25735.160000 sec): 3 clusters Score: Raw -41040.389052 + Penalty 2740.624658 = -38299.764394 nChanged 0 SP:Iteration 30F (25735.350000 sec): 3 clusters Score: Raw -41040.389052 + Penalty 2740.624658 = -38299.764394 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25735.460000 sec): 2 clusters Score: Raw -71514.162399 + Penalty 1518.378217 = -69995.784182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25735.620000 sec): 3 clusters Score: Raw -71641.903632 + Penalty 3036.756434 = -68605.147198 nChanged 84 SP:Iteration 1F (25735.810000 sec): 3 clusters Score: Raw -71866.413548 + Penalty 3036.756434 = -68829.657114 nChanged 30 SP:Iteration 2F (25735.990000 sec): 3 clusters Score: Raw -71963.869489 + Penalty 3036.756434 = -68927.113055 nChanged 14 SP:Iteration 3Q (25736.160000 sec): 3 clusters Score: Raw -72005.742740 + Penalty 3036.756434 = -68968.986306 nChanged 10 SP:Iteration 4Q (25736.380000 sec): 3 clusters Score: Raw -72041.404276 + Penalty 3036.756434 = -69004.647843 nChanged 7 SP:Iteration 5Q (25736.560000 sec): 3 clusters Score: Raw -72076.789017 + Penalty 3036.756434 = -69040.032584 nChanged 10 SP:Iteration 6Q (25736.710000 sec): 3 clusters Score: Raw -72104.680364 + Penalty 3036.756434 = -69067.923931 nChanged 3 SP:Iteration 7Q (25736.900000 sec): 3 clusters Score: Raw -72109.699347 + Penalty 3036.756434 = -69072.942913 nChanged 1 SP:Iteration 8Q (25737.070000 sec): 3 clusters Score: Raw -72113.766438 + Penalty 3036.756434 = -69077.010004 nChanged 0 SP:Iteration 9F (25737.260000 sec): 3 clusters Score: Raw -72113.766438 + Penalty 3036.756434 = -69077.010004 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25737.340000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25737.570000 sec): 3 clusters Score: Raw -101970.585053 + Penalty 3151.767540 = -98818.817513 nChanged 96 SP:Iteration 1F (25737.790000 sec): 3 clusters Score: Raw -102161.608175 + Penalty 3151.767540 = -99009.840634 nChanged 33 SP:Iteration 2F (25738.000000 sec): 3 clusters Score: Raw -102249.537749 + Penalty 3151.767540 = -99097.770209 nChanged 19 SP:Iteration 3Q (25738.160000 sec): 3 clusters Score: Raw -102314.416537 + Penalty 3151.767540 = -99162.648997 nChanged 9 SP:Iteration 4Q (25738.360000 sec): 3 clusters Score: Raw -102349.129333 + Penalty 3151.767540 = -99197.361792 nChanged 7 SP:Iteration 5Q (25738.500000 sec): 3 clusters Score: Raw -102367.766816 + Penalty 3151.767540 = -99215.999276 nChanged 2 SP:Iteration 6Q (25738.670000 sec): 3 clusters Score: Raw -102370.082384 + Penalty 3151.767540 = -99218.314844 nChanged 0 SP:Iteration 7F (25738.880000 sec): 3 clusters Score: Raw -102370.082384 + Penalty 3151.767540 = -99218.314844 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25738.960000 sec): 2 clusters Score: Raw -99341.810791 + Penalty 1582.270389 = -97759.540402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25739.180000 sec): 3 clusters Score: Raw -99292.808108 + Penalty 3164.540778 = -96128.267329 nChanged 124 SP:Iteration 1F (25739.340000 sec): 3 clusters Score: Raw -99500.543733 + Penalty 3164.540778 = -96336.002955 nChanged 24 SP:Iteration 2Q (25739.560000 sec): 3 clusters Score: Raw -99551.281660 + Penalty 3164.540778 = -96386.740882 nChanged 15 SP:Iteration 3Q (25739.720000 sec): 3 clusters Score: Raw -99575.019662 + Penalty 3164.540778 = -96410.478883 nChanged 7 SP:Iteration 4Q (25739.900000 sec): 3 clusters Score: Raw -99588.045702 + Penalty 3164.540778 = -96423.504924 nChanged 3 SP:Iteration 5Q (25740.080000 sec): 3 clusters Score: Raw -99595.928415 + Penalty 3164.540778 = -96431.387636 nChanged 0 SP:Iteration 6F (25740.250000 sec): 3 clusters Score: Raw -99595.928415 + Penalty 3164.540778 = -96431.387636 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25740.340000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25740.590000 sec): 3 clusters Score: Raw -120011.978285 + Penalty 3267.424807 = -116744.553478 nChanged 175 SP:Iteration 1F (25740.730000 sec): 3 clusters Score: Raw -120299.788808 + Penalty 3267.424807 = -117032.364001 nChanged 49 SP:Iteration 2F (25740.880000 sec): 3 clusters Score: Raw -120393.385396 + Penalty 3267.424807 = -117125.960589 nChanged 34 SP:Iteration 3Q (25741.030000 sec): 3 clusters Score: Raw -120470.886171 + Penalty 3267.424807 = -117203.461364 nChanged 27 SP:Iteration 4Q (25741.200000 sec): 3 clusters Score: Raw -120519.256898 + Penalty 3267.424807 = -117251.832091 nChanged 22 SP:Iteration 5Q (25741.410000 sec): 3 clusters Score: Raw -120561.885704 + Penalty 3267.424807 = -117294.460896 nChanged 16 SP:Iteration 6Q (25741.560000 sec): 3 clusters Score: Raw -120595.213665 + Penalty 3267.424807 = -117327.788858 nChanged 7 SP:Iteration 7Q (25741.780000 sec): 3 clusters Score: Raw -120602.514022 + Penalty 3267.424807 = -117335.089215 nChanged 7 SP:Iteration 8Q (25741.990000 sec): 3 clusters Score: Raw -120622.076419 + Penalty 3267.424807 = -117354.651611 nChanged 10 SP:Iteration 9Q (25742.180000 sec): 3 clusters Score: Raw -120645.464137 + Penalty 3267.424807 = -117378.039330 nChanged 6 SP:Iteration 10Q (25742.350000 sec): 3 clusters Score: Raw -120662.018946 + Penalty 3267.424807 = -117394.594138 nChanged 8 SP:Iteration 11Q (25742.530000 sec): 3 clusters Score: Raw -120682.312593 + Penalty 3267.424807 = -117414.887786 nChanged 4 SP:Iteration 12Q (25742.730000 sec): 3 clusters Score: Raw -120690.617808 + Penalty 3267.424807 = -117423.193001 nChanged 4 SP:Iteration 13Q (25742.910000 sec): 3 clusters Score: Raw -120698.722635 + Penalty 3267.424807 = -117431.297828 nChanged 1 SP:Iteration 14Q (25743.090000 sec): 3 clusters Score: Raw -120703.368896 + Penalty 3267.424807 = -117435.944089 nChanged 0 SP:Iteration 15F (25743.290000 sec): 3 clusters Score: Raw -120703.368896 + Penalty 3267.424807 = -117435.944089 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25743.350000 sec): 2 clusters Score: Raw -68453.597376 + Penalty 1561.225968 = -66892.371407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25743.540000 sec): 3 clusters Score: Raw -68529.065380 + Penalty 3122.451937 = -65406.613443 nChanged 134 SP:Iteration 1F (25743.730000 sec): 3 clusters Score: Raw -68923.456432 + Penalty 3122.451937 = -65801.004495 nChanged 49 SP:Iteration 2F (25743.920000 sec): 3 clusters Score: Raw -69092.998546 + Penalty 3122.451937 = -65970.546609 nChanged 23 SP:Iteration 3Q (25744.100000 sec): 3 clusters Score: Raw -69201.707084 + Penalty 3122.451937 = -66079.255147 nChanged 16 SP:Iteration 4Q (25744.330000 sec): 3 clusters Score: Raw -69291.516564 + Penalty 3122.451937 = -66169.064627 nChanged 12 SP:Iteration 5Q (25744.470000 sec): 3 clusters Score: Raw -69377.822370 + Penalty 3122.451937 = -66255.370434 nChanged 11 SP:Iteration 6Q (25744.630000 sec): 3 clusters Score: Raw -69447.986925 + Penalty 3122.451937 = -66325.534988 nChanged 7 SP:Iteration 7Q (25744.820000 sec): 3 clusters Score: Raw -69484.397960 + Penalty 3122.451937 = -66361.946024 nChanged 6 SP:Iteration 8Q (25745.000000 sec): 3 clusters Score: Raw -69523.795847 + Penalty 3122.451937 = -66401.343910 nChanged 6 SP:Iteration 9Q (25745.210000 sec): 3 clusters Score: Raw -69551.014358 + Penalty 3122.451937 = -66428.562421 nChanged 4 SP:Iteration 10Q (25745.400000 sec): 3 clusters Score: Raw -69562.418116 + Penalty 3122.451937 = -66439.966179 nChanged 2 SP:Iteration 11Q (25745.580000 sec): 3 clusters Score: Raw -69565.768918 + Penalty 3122.451937 = -66443.316981 nChanged 1 SP:Iteration 12Q (25745.780000 sec): 3 clusters Score: Raw -69566.540693 + Penalty 3122.451937 = -66444.088756 nChanged 0 SP:Iteration 13F (25745.970000 sec): 3 clusters Score: Raw -69566.540693 + Penalty 3122.451937 = -66444.088756 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25746.060000 sec): 2 clusters Score: Raw -163234.280754 + Penalty 1696.720638 = -161537.560115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25746.250000 sec): 3 clusters Score: Raw -163078.496401 + Penalty 3393.441276 = -159685.055125 nChanged 243 SP:Iteration 1F (25746.480000 sec): 3 clusters Score: Raw -163448.232536 + Penalty 3393.441276 = -160054.791260 nChanged 85 SP:Iteration 2F (25746.630000 sec): 3 clusters Score: Raw -163759.702897 + Penalty 3393.441276 = -160366.261621 nChanged 54 SP:Iteration 3F (25746.860000 sec): 3 clusters Score: Raw -164074.363732 + Penalty 3393.441276 = -160680.922455 nChanged 59 SP:Iteration 4F (25747.010000 sec): 3 clusters Score: Raw -164336.936482 + Penalty 3393.441276 = -160943.495205 nChanged 55 SP:Iteration 5F (25747.230000 sec): 3 clusters Score: Raw -164501.202862 + Penalty 3393.441276 = -161107.761586 nChanged 38 SP:Iteration 6Q (25747.430000 sec): 3 clusters Score: Raw -164583.064512 + Penalty 3393.441276 = -161189.623236 nChanged 16 SP:Iteration 7Q (25747.630000 sec): 3 clusters Score: Raw -164610.552588 + Penalty 3393.441276 = -161217.111312 nChanged 8 SP:Iteration 8Q (25747.830000 sec): 3 clusters Score: Raw -164627.593964 + Penalty 3393.441276 = -161234.152687 nChanged 8 SP:Iteration 9Q (25748.040000 sec): 3 clusters Score: Raw -164640.236715 + Penalty 3393.441276 = -161246.795439 nChanged 4 SP:Iteration 10Q (25748.190000 sec): 3 clusters Score: Raw -164649.583599 + Penalty 3393.441276 = -161256.142323 nChanged 3 SP:Iteration 11Q (25748.400000 sec): 3 clusters Score: Raw -164653.640620 + Penalty 3393.441276 = -161260.199344 nChanged 2 SP:Iteration 12Q (25748.630000 sec): 3 clusters Score: Raw -164656.328161 + Penalty 3393.441276 = -161262.886885 nChanged 1 SP:Iteration 13Q (25748.820000 sec): 3 clusters Score: Raw -164656.832871 + Penalty 3393.441276 = -161263.391595 nChanged 1 SP:Iteration 14Q (25749.010000 sec): 3 clusters Score: Raw -164657.475767 + Penalty 3393.441276 = -161264.034490 nChanged 0 SP:Iteration 15F (25749.180000 sec): 3 clusters Score: Raw -164657.475767 + Penalty 3393.441276 = -161264.034490 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25749.290000 sec): 2 clusters Score: Raw -60572.872114 + Penalty 1469.877654 = -59102.994460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25749.480000 sec): 3 clusters Score: Raw -60637.865992 + Penalty 2939.755309 = -57698.110683 nChanged 48 SP:Iteration 1F (25749.670000 sec): 3 clusters Score: Raw -60768.802235 + Penalty 2939.755309 = -57829.046926 nChanged 15 SP:Iteration 2Q (25749.830000 sec): 3 clusters Score: Raw -60810.634001 + Penalty 2939.755309 = -57870.878693 nChanged 8 SP:Iteration 3Q (25750.030000 sec): 3 clusters Score: Raw -60828.958897 + Penalty 2939.755309 = -57889.203588 nChanged 3 SP:Iteration 4Q (25750.280000 sec): 3 clusters Score: Raw -60842.177845 + Penalty 2939.755309 = -57902.422536 nChanged 2 SP:Iteration 5Q (25750.450000 sec): 3 clusters Score: Raw -60859.647232 + Penalty 2939.755309 = -57919.891924 nChanged 4 SP:Iteration 6Q (25750.620000 sec): 3 clusters Score: Raw -60884.973882 + Penalty 2939.755309 = -57945.218573 nChanged 4 SP:Iteration 7Q (25750.830000 sec): 3 clusters Score: Raw -60897.572414 + Penalty 2939.755309 = -57957.817105 nChanged 4 SP:Iteration 8Q (25751.060000 sec): 3 clusters Score: Raw -60921.125902 + Penalty 2939.755309 = -57981.370593 nChanged 5 SP:Iteration 9Q (25751.250000 sec): 3 clusters Score: Raw -60943.234021 + Penalty 2939.755309 = -58003.478712 nChanged 1 SP:Iteration 10Q (25751.410000 sec): 3 clusters Score: Raw -60950.008138 + Penalty 2939.755309 = -58010.252829 nChanged 1 SP:Iteration 11Q (25751.640000 sec): 3 clusters Score: Raw -60957.204244 + Penalty 2939.755309 = -58017.448935 nChanged 0 SP:Iteration 12F (25751.820000 sec): 3 clusters Score: Raw -60957.204244 + Penalty 2939.755309 = -58017.448935 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25751.930000 sec): 2 clusters Score: Raw -89446.924262 + Penalty 1550.472163 = -87896.452099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25752.110000 sec): 3 clusters Score: Raw -89466.957264 + Penalty 3100.944326 = -86366.012937 nChanged 87 SP:Iteration 1F (25752.300000 sec): 3 clusters Score: Raw -89654.819099 + Penalty 3100.944326 = -86553.874773 nChanged 21 SP:Iteration 2Q (25752.490000 sec): 3 clusters Score: Raw -89714.875504 + Penalty 3100.944326 = -86613.931178 nChanged 11 SP:Iteration 3Q (25752.690000 sec): 3 clusters Score: Raw -89747.005697 + Penalty 3100.944326 = -86646.061371 nChanged 6 SP:Iteration 4Q (25752.900000 sec): 3 clusters Score: Raw -89759.129533 + Penalty 3100.944326 = -86658.185207 nChanged 3 SP:Iteration 5Q (25753.050000 sec): 3 clusters Score: Raw -89765.010187 + Penalty 3100.944326 = -86664.065861 nChanged 3 SP:Iteration 6Q (25753.280000 sec): 3 clusters Score: Raw -89769.908355 + Penalty 3100.944326 = -86668.964029 nChanged 0 SP:Iteration 7F (25753.450000 sec): 3 clusters Score: Raw -89769.908355 + Penalty 3100.944326 = -86668.964029 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (76 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25753.580000 sec): 2 clusters Score: Raw -11096.781746 + Penalty 1074.021868 = -10022.759878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25753.760000 sec): 3 clusters Score: Raw -11654.052403 + Penalty 2148.043737 = -9506.008666 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25754.430000 sec): 2 clusters Score: Raw -22848737.769714 + Penalty 2910.608596 = -22845827.161118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25755.170000 sec): 3 clusters Score: Raw -22767807.559510 + Penalty 5821.217192 = -22761986.342318 nChanged 59604 SP:Iteration 1F (25755.950000 sec): 3 clusters Score: Raw -22802484.385680 + Penalty 5821.217192 = -22796663.168488 nChanged 3719 SP:Iteration 2Q (25756.850000 sec): 3 clusters Score: Raw -22803263.644749 + Penalty 5821.217192 = -22797442.427557 nChanged 3708 SP:Iteration 3Q (25757.760000 sec): 3 clusters Score: Raw -22804131.882776 + Penalty 5821.217192 = -22798310.665584 nChanged 3993 SP:Iteration 4Q (25758.690000 sec): 3 clusters Score: Raw -22805249.650166 + Penalty 5821.217192 = -22799428.432974 nChanged 4727 SP:Iteration 5Q (25759.610000 sec): 3 clusters Score: Raw -22806986.442657 + Penalty 5821.217192 = -22801165.225466 nChanged 5946 SP:Iteration 6Q (25760.460000 sec): 3 clusters Score: Raw -22809850.125988 + Penalty 5821.217192 = -22804028.908797 nChanged 7697 SP:Iteration 7F (25761.270000 sec): 3 clusters Score: Raw -22814700.890682 + Penalty 5821.217192 = -22808879.673490 nChanged 9703 SP:Iteration 8F (25762.110000 sec): 3 clusters Score: Raw -22822378.216155 + Penalty 5821.217192 = -22816556.998963 nChanged 10408 SP:Iteration 9F (25763.000000 sec): 3 clusters Score: Raw -22831840.029116 + Penalty 5821.217192 = -22826018.811925 nChanged 8815 SP:Iteration 10F (25763.850000 sec): 3 clusters Score: Raw -22840324.733998 + Penalty 5821.217192 = -22834503.516806 nChanged 5415 SP:Iteration 11Q (25764.760000 sec): 3 clusters Score: Raw -22845498.713295 + Penalty 5821.217192 = -22839677.496103 nChanged 2477 SP:Iteration 12Q (25765.600000 sec): 3 clusters Score: Raw -22847758.101586 + Penalty 5821.217192 = -22841936.884394 nChanged 853 SP:Iteration 13Q (25766.330000 sec): 3 clusters Score: Raw -22848547.802279 + Penalty 5821.217192 = -22842726.585087 nChanged 307 SP:Iteration 14Q (25767.120000 sec): 3 clusters Score: Raw -22848858.183446 + Penalty 5821.217192 = -22843036.966254 nChanged 135 SP:Iteration 15Q (25767.850000 sec): 3 clusters Score: Raw -22848978.637735 + Penalty 5821.217192 = -22843157.420543 nChanged 65 SP:Iteration 16Q (25768.550000 sec): 3 clusters Score: Raw -22849035.865693 + Penalty 5821.217192 = -22843214.648501 nChanged 31 SP:Iteration 17Q (25769.310000 sec): 3 clusters Score: Raw -22849057.967694 + Penalty 5821.217192 = -22843236.750502 nChanged 21 SP:Iteration 18Q (25770.060000 sec): 3 clusters Score: Raw -22849075.090522 + Penalty 5821.217192 = -22843253.873330 nChanged 16 SP:Iteration 19Q (25770.840000 sec): 3 clusters Score: Raw -22849088.921573 + Penalty 5821.217192 = -22843267.704381 nChanged 16 SP:Iteration 20F (25771.650000 sec): 3 clusters Score: Raw -22849101.744994 + Penalty 5821.217192 = -22843280.527802 nChanged 10 SP:Iteration 21Q (25772.390000 sec): 3 clusters Score: Raw -22849109.598679 + Penalty 5821.217192 = -22843288.381487 nChanged 10 SP:Iteration 22Q (25773.100000 sec): 3 clusters Score: Raw -22849118.475094 + Penalty 5821.217192 = -22843297.257902 nChanged 10 SP:Iteration 23Q (25773.800000 sec): 3 clusters Score: Raw -22849127.800872 + Penalty 5821.217192 = -22843306.583680 nChanged 6 SP:Iteration 24Q (25774.460000 sec): 3 clusters Score: Raw -22849133.801356 + Penalty 5821.217192 = -22843312.584164 nChanged 5 SP:Iteration 25Q (25775.170000 sec): 3 clusters Score: Raw -22849137.464651 + Penalty 5821.217192 = -22843316.247459 nChanged 4 SP:Iteration 26Q (25775.810000 sec): 3 clusters Score: Raw -22849141.044869 + Penalty 5821.217192 = -22843319.827677 nChanged 1 SP:Iteration 27Q (25776.420000 sec): 3 clusters Score: Raw -22849143.214529 + Penalty 5821.217192 = -22843321.997337 nChanged 4 SP:Iteration 28Q (25777.050000 sec): 3 clusters Score: Raw -22849146.053520 + Penalty 5821.217192 = -22843324.836328 nChanged 2 SP:Iteration 29Q (25777.690000 sec): 3 clusters Score: Raw -22849148.293035 + Penalty 5821.217192 = -22843327.075844 nChanged 5 SP:Iteration 30Q (25778.350000 sec): 3 clusters Score: Raw -22849152.966179 + Penalty 5821.217192 = -22843331.748987 nChanged 7 SP:Iteration 31Q (25779.110000 sec): 3 clusters Score: Raw -22849160.238114 + Penalty 5821.217192 = -22843339.020922 nChanged 5 SP:Iteration 32Q (25779.880000 sec): 3 clusters Score: Raw -22849163.737711 + Penalty 5821.217192 = -22843342.520520 nChanged 2 SP:Iteration 33Q (25780.660000 sec): 3 clusters Score: Raw -22849165.436964 + Penalty 5821.217192 = -22843344.219773 nChanged 1 SP:Iteration 34Q (25781.410000 sec): 3 clusters Score: Raw -22849165.989191 + Penalty 5821.217192 = -22843344.771999 nChanged 1 SP:Iteration 35Q (25782.160000 sec): 3 clusters Score: Raw -22849166.600632 + Penalty 5821.217192 = -22843345.383440 nChanged 1 SP:Iteration 36Q (25782.880000 sec): 3 clusters Score: Raw -22849167.476987 + Penalty 5821.217192 = -22843346.259795 nChanged 2 SP:Iteration 37Q (25783.580000 sec): 3 clusters Score: Raw -22849168.848449 + Penalty 5821.217192 = -22843347.631257 nChanged 0 SP:Iteration 38F (25784.350000 sec): 3 clusters Score: Raw -22849168.848449 + Penalty 5821.217192 = -22843347.631257 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 61 (136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25784.520000 sec): 2 clusters Score: Raw -13629.065880 + Penalty 1218.338412 = -12410.727468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25784.680000 sec): 3 clusters Score: Raw -14154.604481 + Penalty 2436.676823 = -11717.927658 nChanged 23 SP:Iteration 1F (25784.870000 sec): 3 clusters Score: Raw -14317.072783 + Penalty 2436.676823 = -11880.395960 nChanged 7 SP:Iteration 2F (25785.100000 sec): 3 clusters Score: Raw -14359.187646 + Penalty 2436.676823 = -11922.510822 nChanged 2 SP:Iteration 3Q (25785.310000 sec): 3 clusters Score: Raw -14370.513032 + Penalty 2436.676823 = -11933.836209 nChanged 2 SP:Iteration 4Q (25785.550000 sec): 3 clusters Score: Raw -14388.582783 + Penalty 2436.676823 = -11951.905960 nChanged 1 SP:Iteration 5Q (25785.730000 sec): 3 clusters Score: Raw -14397.018215 + Penalty 2436.676823 = -11960.341391 nChanged 0 SP:Iteration 6F (25785.950000 sec): 3 clusters Score: Raw -14397.018215 + Penalty 2436.676823 = -11960.341391 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25786.030000 sec): 2 clusters Score: Raw -264187.211501 + Penalty 1818.265312 = -262368.946189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25786.230000 sec): 3 clusters Score: Raw -263726.923864 + Penalty 3636.530625 = -260090.393239 nChanged 441 SP:Iteration 1F (25786.440000 sec): 3 clusters Score: Raw -264169.539456 + Penalty 3636.530625 = -260533.008831 nChanged 131 SP:Iteration 2F (25786.620000 sec): 3 clusters Score: Raw -264336.327195 + Penalty 3636.530625 = -260699.796570 nChanged 74 SP:Iteration 3Q (25786.780000 sec): 3 clusters Score: Raw -264412.308084 + Penalty 3636.530625 = -260775.777459 nChanged 41 SP:Iteration 4Q (25786.960000 sec): 3 clusters Score: Raw -264461.689743 + Penalty 3636.530625 = -260825.159118 nChanged 32 SP:Iteration 5Q (25787.170000 sec): 3 clusters Score: Raw -264498.234515 + Penalty 3636.530625 = -260861.703890 nChanged 22 SP:Iteration 6Q (25787.340000 sec): 3 clusters Score: Raw -264518.244666 + Penalty 3636.530625 = -260881.714041 nChanged 19 SP:Iteration 7Q (25787.550000 sec): 3 clusters Score: Raw -264532.006234 + Penalty 3636.530625 = -260895.475609 nChanged 14 SP:Iteration 8Q (25787.740000 sec): 3 clusters Score: Raw -264545.577595 + Penalty 3636.530625 = -260909.046970 nChanged 11 SP:Iteration 9Q (25787.930000 sec): 3 clusters Score: Raw -264556.081037 + Penalty 3636.530625 = -260919.550412 nChanged 9 SP:Iteration 10Q (25788.100000 sec): 3 clusters Score: Raw -264564.997506 + Penalty 3636.530625 = -260928.466881 nChanged 18 SP:Iteration 11Q (25788.290000 sec): 3 clusters Score: Raw -264581.285838 + Penalty 3636.530625 = -260944.755213 nChanged 8 SP:Iteration 12Q (25788.480000 sec): 3 clusters Score: Raw -264587.808259 + Penalty 3636.530625 = -260951.277634 nChanged 6 SP:Iteration 13Q (25788.650000 sec): 3 clusters Score: Raw -264590.827227 + Penalty 3636.530625 = -260954.296602 nChanged 5 SP:Iteration 14Q (25788.820000 sec): 3 clusters Score: Raw -264595.566423 + Penalty 3636.530625 = -260959.035798 nChanged 6 SP:Iteration 15Q (25789.060000 sec): 3 clusters Score: Raw -264599.399085 + Penalty 3636.530625 = -260962.868460 nChanged 2 SP:Iteration 16Q (25789.240000 sec): 3 clusters Score: Raw -264603.173466 + Penalty 3636.530625 = -260966.642841 nChanged 4 SP:Iteration 17Q (25789.470000 sec): 3 clusters Score: Raw -264606.565069 + Penalty 3636.530625 = -260970.034444 nChanged 4 SP:Iteration 18Q (25789.690000 sec): 3 clusters Score: Raw -264609.331534 + Penalty 3636.530625 = -260972.800909 nChanged 2 SP:Iteration 19Q (25789.890000 sec): 3 clusters Score: Raw -264610.440059 + Penalty 3636.530625 = -260973.909434 nChanged 2 SP:Iteration 20F (25790.090000 sec): 3 clusters Score: Raw -264611.695234 + Penalty 3636.530625 = -260975.164609 nChanged 1 SP:Iteration 21Q (25790.250000 sec): 3 clusters Score: Raw -264612.454008 + Penalty 3636.530625 = -260975.923383 nChanged 1 SP:Iteration 22Q (25790.470000 sec): 3 clusters Score: Raw -264612.626469 + Penalty 3636.530625 = -260976.095844 nChanged 0 SP:Iteration 23F (25790.630000 sec): 3 clusters Score: Raw -264612.626469 + Penalty 3636.530625 = -260976.095844 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25790.750000 sec): 2 clusters Score: Raw -186004.459146 + Penalty 1725.695202 = -184278.763945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25790.950000 sec): 3 clusters Score: Raw -185824.127899 + Penalty 3451.390403 = -182372.737496 nChanged 262 SP:Iteration 1F (25791.150000 sec): 3 clusters Score: Raw -186225.887811 + Penalty 3451.390403 = -182774.497408 nChanged 100 SP:Iteration 2F (25791.320000 sec): 3 clusters Score: Raw -186436.339811 + Penalty 3451.390403 = -182984.949408 nChanged 48 SP:Iteration 3Q (25791.520000 sec): 3 clusters Score: Raw -186516.797196 + Penalty 3451.390403 = -183065.406793 nChanged 32 SP:Iteration 4Q (25791.690000 sec): 3 clusters Score: Raw -186557.954811 + Penalty 3451.390403 = -183106.564407 nChanged 20 SP:Iteration 5Q (25791.890000 sec): 3 clusters Score: Raw -186609.988911 + Penalty 3451.390403 = -183158.598508 nChanged 26 SP:Iteration 6Q (25792.040000 sec): 3 clusters Score: Raw -186661.331685 + Penalty 3451.390403 = -183209.941282 nChanged 17 SP:Iteration 7Q (25792.190000 sec): 3 clusters Score: Raw -186692.519340 + Penalty 3451.390403 = -183241.128937 nChanged 17 SP:Iteration 8Q (25792.410000 sec): 3 clusters Score: Raw -186715.124897 + Penalty 3451.390403 = -183263.734494 nChanged 9 SP:Iteration 9Q (25792.610000 sec): 3 clusters Score: Raw -186732.963067 + Penalty 3451.390403 = -183281.572663 nChanged 12 SP:Iteration 10Q (25792.740000 sec): 3 clusters Score: Raw -186750.204999 + Penalty 3451.390403 = -183298.814596 nChanged 9 SP:Iteration 11Q (25792.960000 sec): 3 clusters Score: Raw -186762.361957 + Penalty 3451.390403 = -183310.971554 nChanged 5 SP:Iteration 12Q (25793.150000 sec): 3 clusters Score: Raw -186770.404726 + Penalty 3451.390403 = -183319.014323 nChanged 4 SP:Iteration 13Q (25793.330000 sec): 3 clusters Score: Raw -186775.800399 + Penalty 3451.390403 = -183324.409996 nChanged 4 SP:Iteration 14Q (25793.520000 sec): 3 clusters Score: Raw -186782.194989 + Penalty 3451.390403 = -183330.804586 nChanged 4 SP:Iteration 15Q (25793.690000 sec): 3 clusters Score: Raw -186791.489056 + Penalty 3451.390403 = -183340.098653 nChanged 3 SP:Iteration 16Q (25793.910000 sec): 3 clusters Score: Raw -186798.227596 + Penalty 3451.390403 = -183346.837193 nChanged 4 SP:Iteration 17Q (25794.090000 sec): 3 clusters Score: Raw -186808.371799 + Penalty 3451.390403 = -183356.981396 nChanged 9 SP:Iteration 18Q (25794.350000 sec): 3 clusters Score: Raw -186819.510281 + Penalty 3451.390403 = -183368.119878 nChanged 6 SP:Iteration 19Q (25794.540000 sec): 3 clusters Score: Raw -186826.296679 + Penalty 3451.390403 = -183374.906276 nChanged 3 SP:Iteration 20F (25794.710000 sec): 3 clusters Score: Raw -186829.328579 + Penalty 3451.390403 = -183377.938176 nChanged 2 SP:Iteration 21Q (25794.900000 sec): 3 clusters Score: Raw -186835.141502 + Penalty 3451.390403 = -183383.751099 nChanged 3 SP:Iteration 22Q (25795.020000 sec): 3 clusters Score: Raw -186839.324940 + Penalty 3451.390403 = -183387.934537 nChanged 2 SP:Iteration 23Q (25795.210000 sec): 3 clusters Score: Raw -186840.628467 + Penalty 3451.390403 = -183389.238064 nChanged 0 SP:Iteration 24F (25795.450000 sec): 3 clusters Score: Raw -186840.628467 + Penalty 3451.390403 = -183389.238064 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25795.550000 sec): 2 clusters Score: Raw -105871.591439 + Penalty 1607.810623 = -104263.780816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25795.720000 sec): 3 clusters Score: Raw -105880.061352 + Penalty 3215.621246 = -102664.440106 nChanged 150 SP:Iteration 1F (25795.910000 sec): 3 clusters Score: Raw -106196.995980 + Penalty 3215.621246 = -102981.374734 nChanged 45 SP:Iteration 2F (25796.060000 sec): 3 clusters Score: Raw -106377.712255 + Penalty 3215.621246 = -103162.091009 nChanged 37 SP:Iteration 3F (25796.230000 sec): 3 clusters Score: Raw -106523.994486 + Penalty 3215.621246 = -103308.373239 nChanged 31 SP:Iteration 4Q (25796.410000 sec): 3 clusters Score: Raw -106624.118579 + Penalty 3215.621246 = -103408.497333 nChanged 19 SP:Iteration 5Q (25796.630000 sec): 3 clusters Score: Raw -106670.662825 + Penalty 3215.621246 = -103455.041579 nChanged 11 SP:Iteration 6Q (25796.840000 sec): 3 clusters Score: Raw -106702.402259 + Penalty 3215.621246 = -103486.781012 nChanged 10 SP:Iteration 7Q (25797.040000 sec): 3 clusters Score: Raw -106726.442676 + Penalty 3215.621246 = -103510.821430 nChanged 6 SP:Iteration 8Q (25797.310000 sec): 3 clusters Score: Raw -106741.934294 + Penalty 3215.621246 = -103526.313047 nChanged 2 SP:Iteration 9Q (25797.460000 sec): 3 clusters Score: Raw -106748.590059 + Penalty 3215.621246 = -103532.968813 nChanged 2 SP:Iteration 10Q (25797.660000 sec): 3 clusters Score: Raw -106753.889953 + Penalty 3215.621246 = -103538.268706 nChanged 2 SP:Iteration 11Q (25797.850000 sec): 3 clusters Score: Raw -106757.753105 + Penalty 3215.621246 = -103542.131859 nChanged 1 SP:Iteration 12Q (25798.090000 sec): 3 clusters Score: Raw -106759.908897 + Penalty 3215.621246 = -103544.287650 nChanged 1 SP:Iteration 13Q (25798.270000 sec): 3 clusters Score: Raw -106761.014194 + Penalty 3215.621246 = -103545.392947 nChanged 1 SP:Iteration 14Q (25798.500000 sec): 3 clusters Score: Raw -106761.968155 + Penalty 3215.621246 = -103546.346908 nChanged 0 SP:Iteration 15F (25798.630000 sec): 3 clusters Score: Raw -106761.968155 + Penalty 3215.621246 = -103546.346908 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25798.760000 sec): 2 clusters Score: Raw -25543.812400 + Penalty 1272.214881 = -24271.597518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25798.960000 sec): 3 clusters Score: Raw -25908.371726 + Penalty 2544.429763 = -23363.941964 nChanged 18 SP:Iteration 1F (25799.140000 sec): 3 clusters Score: Raw -26002.338467 + Penalty 2544.429763 = -23457.908704 nChanged 4 SP:Iteration 2Q (25799.320000 sec): 3 clusters Score: Raw -26045.270329 + Penalty 2544.429763 = -23500.840566 nChanged 7 SP:Iteration 3Q (25799.500000 sec): 3 clusters Score: Raw -26097.982497 + Penalty 2544.429763 = -23553.552735 nChanged 4 SP:Iteration 4Q (25799.680000 sec): 3 clusters Score: Raw -26124.777427 + Penalty 2544.429763 = -23580.347665 nChanged 3 SP:Iteration 5Q (25799.840000 sec): 3 clusters Score: Raw -26135.768365 + Penalty 2544.429763 = -23591.338602 nChanged 4 SP:Iteration 6Q (25800.020000 sec): 3 clusters Score: Raw -26166.195797 + Penalty 2544.429763 = -23621.766034 nChanged 3 SP:Iteration 7Q (25800.250000 sec): 3 clusters Score: Raw -26179.011987 + Penalty 2544.429763 = -23634.582224 nChanged 2 SP:Iteration 8Q (25800.450000 sec): 3 clusters Score: Raw -26186.537527 + Penalty 2544.429763 = -23642.107764 nChanged 0 SP:Iteration 9F (25800.670000 sec): 3 clusters Score: Raw -26186.537527 + Penalty 2544.429763 = -23642.107764 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25800.760000 sec): 2 clusters Score: Raw -90506.385021 + Penalty 1547.104507 = -88959.280514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25800.920000 sec): 3 clusters Score: Raw -90577.138701 + Penalty 3094.209014 = -87482.929687 nChanged 90 SP:Iteration 1F (25801.110000 sec): 3 clusters Score: Raw -90737.731442 + Penalty 3094.209014 = -87643.522428 nChanged 25 SP:Iteration 2Q (25801.380000 sec): 3 clusters Score: Raw -90798.624632 + Penalty 3094.209014 = -87704.415618 nChanged 11 SP:Iteration 3Q (25801.540000 sec): 3 clusters Score: Raw -90821.730798 + Penalty 3094.209014 = -87727.521784 nChanged 10 SP:Iteration 4Q (25801.750000 sec): 3 clusters Score: Raw -90849.975286 + Penalty 3094.209014 = -87755.766272 nChanged 9 SP:Iteration 5Q (25801.910000 sec): 3 clusters Score: Raw -90865.436674 + Penalty 3094.209014 = -87771.227660 nChanged 8 SP:Iteration 6Q (25802.060000 sec): 3 clusters Score: Raw -90893.865452 + Penalty 3094.209014 = -87799.656438 nChanged 12 SP:Iteration 7Q (25802.260000 sec): 3 clusters Score: Raw -90920.726071 + Penalty 3094.209014 = -87826.517057 nChanged 6 SP:Iteration 8Q (25802.450000 sec): 3 clusters Score: Raw -90928.394916 + Penalty 3094.209014 = -87834.185902 nChanged 6 SP:Iteration 9Q (25802.600000 sec): 3 clusters Score: Raw -90950.494233 + Penalty 3094.209014 = -87856.285219 nChanged 8 SP:Iteration 10Q (25802.800000 sec): 3 clusters Score: Raw -90972.735709 + Penalty 3094.209014 = -87878.526695 nChanged 5 SP:Iteration 11Q (25802.990000 sec): 3 clusters Score: Raw -90981.175422 + Penalty 3094.209014 = -87886.966408 nChanged 2 SP:Iteration 12Q (25803.250000 sec): 3 clusters Score: Raw -90988.472778 + Penalty 3094.209014 = -87894.263764 nChanged 3 SP:Iteration 13Q (25803.450000 sec): 3 clusters Score: Raw -90992.847077 + Penalty 3094.209014 = -87898.638063 nChanged 1 SP:Iteration 14Q (25803.640000 sec): 3 clusters Score: Raw -90994.070915 + Penalty 3094.209014 = -87899.861901 nChanged 0 SP:Iteration 15F (25803.850000 sec): 3 clusters Score: Raw -90994.070915 + Penalty 3094.209014 = -87899.861901 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25803.970000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25804.170000 sec): 3 clusters Score: Raw -234713.042722 + Penalty 3572.150493 = -231140.892228 nChanged 406 SP:Iteration 1F (25804.370000 sec): 3 clusters Score: Raw -235103.147351 + Penalty 3572.150493 = -231530.996858 nChanged 99 SP:Iteration 2F (25804.610000 sec): 3 clusters Score: Raw -235221.584706 + Penalty 3572.150493 = -231649.434213 nChanged 68 SP:Iteration 3F (25804.790000 sec): 3 clusters Score: Raw -235290.688471 + Penalty 3572.150493 = -231718.537977 nChanged 36 SP:Iteration 4Q (25804.990000 sec): 3 clusters Score: Raw -235345.714364 + Penalty 3572.150493 = -231773.563870 nChanged 24 SP:Iteration 5Q (25805.140000 sec): 3 clusters Score: Raw -235374.457621 + Penalty 3572.150493 = -231802.307128 nChanged 22 SP:Iteration 6Q (25805.290000 sec): 3 clusters Score: Raw -235397.857125 + Penalty 3572.150493 = -231825.706632 nChanged 14 SP:Iteration 7Q (25805.500000 sec): 3 clusters Score: Raw -235413.647455 + Penalty 3572.150493 = -231841.496962 nChanged 14 SP:Iteration 8Q (25805.710000 sec): 3 clusters Score: Raw -235426.689945 + Penalty 3572.150493 = -231854.539451 nChanged 12 SP:Iteration 9Q (25805.870000 sec): 3 clusters Score: Raw -235441.866198 + Penalty 3572.150493 = -231869.715704 nChanged 14 SP:Iteration 10Q (25806.040000 sec): 3 clusters Score: Raw -235454.715647 + Penalty 3572.150493 = -231882.565154 nChanged 12 SP:Iteration 11Q (25806.250000 sec): 3 clusters Score: Raw -235466.964904 + Penalty 3572.150493 = -231894.814411 nChanged 8 SP:Iteration 12Q (25806.480000 sec): 3 clusters Score: Raw -235476.150335 + Penalty 3572.150493 = -231903.999842 nChanged 6 SP:Iteration 13Q (25806.680000 sec): 3 clusters Score: Raw -235482.458414 + Penalty 3572.150493 = -231910.307920 nChanged 2 SP:Iteration 14Q (25806.870000 sec): 3 clusters Score: Raw -235483.786529 + Penalty 3572.150493 = -231911.636035 nChanged 2 SP:Iteration 15Q (25807.020000 sec): 3 clusters Score: Raw -235484.698784 + Penalty 3572.150493 = -231912.548291 nChanged 0 SP:Iteration 16F (25807.230000 sec): 3 clusters Score: Raw -235484.698784 + Penalty 3572.150493 = -231912.548291 nChanged 0 Deleting Class 48 (135 points): Lose 2598.590468 but Gain 3578.798581 Iteration 219Q (25901.200000 sec): 66 clusters Score: Raw -340462732.625697 + Penalty 232621.907752 = -340230110.717945 nChanged 160 Deleting Class 24 (129 points): Lose 3516.028364 but Gain 3578.798581 Iteration 220F (26124.220000 sec): 65 clusters Score: Raw -340460322.243997 + Penalty 229043.109171 = -340231279.134826 nChanged 187 Iteration 221Q (26224.520000 sec): 65 clusters Score: Raw -340463229.472166 + Penalty 229043.109171 = -340234186.362995 nChanged 50 Iteration 222Q (26320.830000 sec): 65 clusters Score: Raw -340463678.779382 + Penalty 229043.109171 = -340234635.670211 nChanged 30 Iteration 223Q (26414.150000 sec): 65 clusters Score: Raw -340463767.773397 + Penalty 229043.109171 = -340234724.664226 nChanged 28 Iteration 224Q (26511.430000 sec): 65 clusters Score: Raw -340463835.673009 + Penalty 229043.109171 = -340234792.563838 nChanged 24 Iteration 225Q (26618.310000 sec): 65 clusters Score: Raw -340463880.403684 + Penalty 229043.109171 = -340234837.294513 nChanged 18 Iteration 226Q (26723.210000 sec): 65 clusters Score: Raw -340463895.552673 + Penalty 229043.109171 = -340234852.443502 nChanged 13 Iteration 227Q (26838.860000 sec): 65 clusters Score: Raw -340463895.760563 + Penalty 229043.109171 = -340234852.651392 nChanged 15 Iteration 228Q (26948.430000 sec): 65 clusters Score: Raw -340463896.000189 + Penalty 229043.109171 = -340234852.891018 nChanged 20 Iteration 229Q (27058.060000 sec): 65 clusters Score: Raw -340463896.253825 + Penalty 229043.109171 = -340234853.144654 nChanged 23 Iteration 230Q (27167.450000 sec): 65 clusters Score: Raw -340463896.485327 + Penalty 229043.109171 = -340234853.376156 nChanged 19 Iteration 231Q (27269.030000 sec): 65 clusters Score: Raw -340463896.731172 + Penalty 229043.109171 = -340234853.622001 nChanged 15 Iteration 232Q (27358.780000 sec): 65 clusters Score: Raw -340463896.890134 + Penalty 229043.109171 = -340234853.780963 nChanged 17 Iteration 233Q (27451.630000 sec): 65 clusters Score: Raw -340463897.088016 + Penalty 229043.109171 = -340234853.978845 nChanged 16 Iteration 234Q (27544.720000 sec): 65 clusters Score: Raw -340463897.289496 + Penalty 229043.109171 = -340234854.180326 nChanged 19 Iteration 235Q (27636.670000 sec): 65 clusters Score: Raw -340463897.489448 + Penalty 229043.109171 = -340234854.380278 nChanged 21 Iteration 236Q (27730.030000 sec): 65 clusters Score: Raw -340463897.762999 + Penalty 229043.109171 = -340234854.653829 nChanged 19 Iteration 237Q (27832.750000 sec): 65 clusters Score: Raw -340463897.955096 + Penalty 229043.109171 = -340234854.845926 nChanged 21 Iteration 238Q (27918.910000 sec): 65 clusters Score: Raw -340463898.166732 + Penalty 229043.109171 = -340234855.057561 nChanged 21 Iteration 239Q (28015.460000 sec): 65 clusters Score: Raw -340463898.370299 + Penalty 229043.109171 = -340234855.261128 nChanged 18 Iteration 240F (28259.630000 sec): 65 clusters Score: Raw -340463911.457545 + Penalty 229043.109171 = -340234868.348374 nChanged 20 Iteration 241Q (28367.240000 sec): 65 clusters Score: Raw -340463927.077356 + Penalty 229043.109171 = -340234883.968185 nChanged 29 Iteration 242Q (28462.540000 sec): 65 clusters Score: Raw -340463927.713186 + Penalty 229043.109171 = -340234884.604015 nChanged 44 Iteration 243Q (28553.910000 sec): 65 clusters Score: Raw -340463928.301279 + Penalty 229043.109171 = -340234885.192109 nChanged 36 Iteration 244Q (28660.190000 sec): 65 clusters Score: Raw -340463928.668715 + Penalty 229043.109171 = -340234885.559545 nChanged 31 Iteration 245Q (28758.420000 sec): 65 clusters Score: Raw -340463929.037100 + Penalty 229043.109171 = -340234885.927929 nChanged 30 Iteration 246Q (28868.790000 sec): 65 clusters Score: Raw -340463929.346370 + Penalty 229043.109171 = -340234886.237200 nChanged 28 Iteration 247Q (28977.170000 sec): 65 clusters Score: Raw -340463929.667816 + Penalty 229043.109171 = -340234886.558645 nChanged 22 Iteration 248Q (29078.920000 sec): 65 clusters Score: Raw -340463929.852408 + Penalty 229043.109171 = -340234886.743237 nChanged 8 Iteration 249Q (29181.540000 sec): 65 clusters Score: Raw -340463930.048704 + Penalty 229043.109171 = -340234886.939533 nChanged 11 Iteration 250Q (29288.040000 sec): 65 clusters Score: Raw -340463930.180242 + Penalty 229043.109171 = -340234887.071071 nChanged 14 Iteration 251Q (29395.710000 sec): 65 clusters Score: Raw -340463930.273084 + Penalty 229043.109171 = -340234887.163913 nChanged 17 Iteration 252Q (29501.030000 sec): 65 clusters Score: Raw -340463930.367870 + Penalty 229043.109171 = -340234887.258699 nChanged 11 Iteration 253Q (29604.000000 sec): 65 clusters Score: Raw -340463930.422931 + Penalty 229043.109171 = -340234887.313760 nChanged 10 Iteration 254Q (29706.520000 sec): 65 clusters Score: Raw -340463930.520402 + Penalty 229043.109171 = -340234887.411232 nChanged 11 Iteration 255Q (29796.800000 sec): 65 clusters Score: Raw -340463930.599904 + Penalty 229043.109171 = -340234887.490733 nChanged 6 Iteration 256Q (29892.220000 sec): 65 clusters Score: Raw -340463930.625883 + Penalty 229043.109171 = -340234887.516712 nChanged 6 Iteration 257Q (29982.560000 sec): 65 clusters Score: Raw -340463930.643780 + Penalty 229043.109171 = -340234887.534610 nChanged 4 Iteration 258Q (30078.840000 sec): 65 clusters Score: Raw -340463930.652517 + Penalty 229043.109171 = -340234887.543347 nChanged 2 Writing temp clu file Because OldScore, -340234887.534610, is greater than current (better) Score,-340234887.543347 Compute initial score before splitting: Score: Raw -340463930.652517 + Penalty 229043.109171 = -340234887.543347 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30081.400000 sec): 2 clusters Score: Raw -92701703.667574 + Penalty 3243.181583 = -92698460.485991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30084.070000 sec): 3 clusters Score: Raw -92382531.915022 + Penalty 6486.363165 = -92376045.551857 nChanged 232823 SP:Iteration 1F (30086.620000 sec): 3 clusters Score: Raw -92522640.787604 + Penalty 6486.363165 = -92516154.424439 nChanged 11283 SP:Iteration 2Q (30089.410000 sec): 3 clusters Score: Raw -92524600.233714 + Penalty 6486.363165 = -92518113.870549 nChanged 12098 SP:Iteration 3Q (30092.210000 sec): 3 clusters Score: Raw -92527084.138850 + Penalty 6486.363165 = -92520597.775685 nChanged 13635 SP:Iteration 4Q (30094.780000 sec): 3 clusters Score: Raw -92530457.733647 + Penalty 6486.363165 = -92523971.370482 nChanged 15711 SP:Iteration 5Q (30097.470000 sec): 3 clusters Score: Raw -92535155.304920 + Penalty 6486.363165 = -92528668.941755 nChanged 18286 SP:Iteration 6Q (30100.100000 sec): 3 clusters Score: Raw -92541773.963200 + Penalty 6486.363165 = -92535287.600035 nChanged 21368 SP:Iteration 7Q (30102.690000 sec): 3 clusters Score: Raw -92551722.379969 + Penalty 6486.363165 = -92545236.016804 nChanged 25307 SP:Iteration 8F (30105.270000 sec): 3 clusters Score: Raw -92566542.270729 + Penalty 6486.363165 = -92560055.907564 nChanged 28619 SP:Iteration 9F (30107.930000 sec): 3 clusters Score: Raw -92586590.527712 + Penalty 6486.363165 = -92580104.164547 nChanged 29503 SP:Iteration 10F (30110.520000 sec): 3 clusters Score: Raw -92607121.110317 + Penalty 6486.363165 = -92600634.747152 nChanged 25144 SP:Iteration 11F (30113.010000 sec): 3 clusters Score: Raw -92619724.717500 + Penalty 6486.363165 = -92613238.354335 nChanged 16893 SP:Iteration 12Q (30115.530000 sec): 3 clusters Score: Raw -92624614.969536 + Penalty 6486.363165 = -92618128.606371 nChanged 9607 SP:Iteration 13Q (30118.450000 sec): 3 clusters Score: Raw -92626425.025650 + Penalty 6486.363165 = -92619938.662485 nChanged 6139 SP:Iteration 14Q (30122.390000 sec): 3 clusters Score: Raw -92627583.551555 + Penalty 6486.363165 = -92621097.188390 nChanged 5405 SP:Iteration 15Q (30125.200000 sec): 3 clusters Score: Raw -92628718.208204 + Penalty 6486.363165 = -92622231.845039 nChanged 5471 SP:Iteration 16Q (30128.020000 sec): 3 clusters Score: Raw -92629932.195273 + Penalty 6486.363165 = -92623445.832108 nChanged 5762 SP:Iteration 17Q (30130.560000 sec): 3 clusters Score: Raw -92631299.341555 + Penalty 6486.363165 = -92624812.978390 nChanged 6095 SP:Iteration 18Q (30133.390000 sec): 3 clusters Score: Raw -92632838.635043 + Penalty 6486.363165 = -92626352.271878 nChanged 6348 SP:Iteration 19Q (30135.980000 sec): 3 clusters Score: Raw -92634527.120811 + Penalty 6486.363165 = -92628040.757646 nChanged 6714 SP:Iteration 20F (30138.520000 sec): 3 clusters Score: Raw -92636426.023741 + Penalty 6486.363165 = -92629939.660576 nChanged 7157 SP:Iteration 21Q (30141.090000 sec): 3 clusters Score: Raw -92638581.161328 + Penalty 6486.363165 = -92632094.798163 nChanged 7479 SP:Iteration 22Q (30144.560000 sec): 3 clusters Score: Raw -92640977.269244 + Penalty 6486.363165 = -92634490.906079 nChanged 7534 SP:Iteration 23Q (30147.230000 sec): 3 clusters Score: Raw -92643516.291409 + Penalty 6486.363165 = -92637029.928244 nChanged 7759 SP:Iteration 24Q (30149.710000 sec): 3 clusters Score: Raw -92646198.362952 + Penalty 6486.363165 = -92639711.999787 nChanged 7761 SP:Iteration 25Q (30152.180000 sec): 3 clusters Score: Raw -92648964.345773 + Penalty 6486.363165 = -92642477.982608 nChanged 7786 SP:Iteration 26Q (30154.770000 sec): 3 clusters Score: Raw -92651803.988664 + Penalty 6486.363165 = -92645317.625499 nChanged 7736 SP:Iteration 27Q (30157.320000 sec): 3 clusters Score: Raw -92654609.957430 + Penalty 6486.363165 = -92648123.594265 nChanged 7551 SP:Iteration 28Q (30159.790000 sec): 3 clusters Score: Raw -92657343.534971 + Penalty 6486.363165 = -92650857.171806 nChanged 7359 SP:Iteration 29Q (30162.290000 sec): 3 clusters Score: Raw -92659964.643594 + Penalty 6486.363165 = -92653478.280429 nChanged 7261 SP:Iteration 30Q (30164.810000 sec): 3 clusters Score: Raw -92662515.407434 + Penalty 6486.363165 = -92656029.044269 nChanged 7037 SP:Iteration 31Q (30167.450000 sec): 3 clusters Score: Raw -92664950.368340 + Penalty 6486.363165 = -92658464.005175 nChanged 6846 SP:Iteration 32Q (30170.180000 sec): 3 clusters Score: Raw -92667281.159487 + Penalty 6486.363165 = -92660794.796322 nChanged 6720 SP:Iteration 33Q (30172.530000 sec): 3 clusters Score: Raw -92669601.945384 + Penalty 6486.363165 = -92663115.582219 nChanged 6659 SP:Iteration 34Q (30174.880000 sec): 3 clusters Score: Raw -92671932.602389 + Penalty 6486.363165 = -92665446.239224 nChanged 6374 SP:Iteration 35Q (30177.280000 sec): 3 clusters Score: Raw -92674191.437019 + Penalty 6486.363165 = -92667705.073854 nChanged 6144 SP:Iteration 36Q (30179.530000 sec): 3 clusters Score: Raw -92676368.093708 + Penalty 6486.363165 = -92669881.730543 nChanged 5914 SP:Iteration 37Q (30181.810000 sec): 3 clusters Score: Raw -92678476.017966 + Penalty 6486.363165 = -92671989.654801 nChanged 5661 SP:Iteration 38Q (30184.220000 sec): 3 clusters Score: Raw -92680510.415243 + Penalty 6486.363165 = -92674024.052078 nChanged 5360 SP:Iteration 39Q (30186.420000 sec): 3 clusters Score: Raw -92682486.221127 + Penalty 6486.363165 = -92675999.857962 nChanged 5154 SP:Iteration 40F (30188.890000 sec): 3 clusters Score: Raw -92684525.266089 + Penalty 6486.363165 = -92678038.902924 nChanged 5105 SP:Iteration 41Q (30191.080000 sec): 3 clusters Score: Raw -92686567.679556 + Penalty 6486.363165 = -92680081.316391 nChanged 4847 SP:Iteration 42Q (30193.510000 sec): 3 clusters Score: Raw -92688555.587482 + Penalty 6486.363165 = -92682069.224317 nChanged 4488 SP:Iteration 43Q (30195.770000 sec): 3 clusters Score: Raw -92690425.015063 + Penalty 6486.363165 = -92683938.651898 nChanged 4187 SP:Iteration 44Q (30198.100000 sec): 3 clusters Score: Raw -92692188.790257 + Penalty 6486.363165 = -92685702.427092 nChanged 3763 SP:Iteration 45Q (30200.450000 sec): 3 clusters Score: Raw -92693767.643246 + Penalty 6486.363165 = -92687281.280081 nChanged 3332 SP:Iteration 46Q (30202.490000 sec): 3 clusters Score: Raw -92695133.695753 + Penalty 6486.363165 = -92688647.332588 nChanged 2976 SP:Iteration 47Q (30204.560000 sec): 3 clusters Score: Raw -92696352.404830 + Penalty 6486.363165 = -92689866.041665 nChanged 2576 SP:Iteration 48Q (30206.580000 sec): 3 clusters Score: Raw -92697383.682683 + Penalty 6486.363165 = -92690897.319518 nChanged 2240 SP:Iteration 49Q (30208.790000 sec): 3 clusters Score: Raw -92698275.813876 + Penalty 6486.363165 = -92691789.450711 nChanged 1949 SP:Iteration 50Q (30211.040000 sec): 3 clusters Score: Raw -92699030.757128 + Penalty 6486.363165 = -92692544.393963 nChanged 1673 SP:Iteration 51Q (30213.300000 sec): 3 clusters Score: Raw -92699668.309136 + Penalty 6486.363165 = -92693181.945971 nChanged 1385 SP:Iteration 52Q (30215.470000 sec): 3 clusters Score: Raw -92700165.026978 + Penalty 6486.363165 = -92693678.663813 nChanged 1188 SP:Iteration 53Q (30217.620000 sec): 3 clusters Score: Raw -92700578.933020 + Penalty 6486.363165 = -92694092.569855 nChanged 1004 SP:Iteration 54Q (30219.780000 sec): 3 clusters Score: Raw -92700916.546730 + Penalty 6486.363165 = -92694430.183565 nChanged 859 SP:Iteration 55Q (30222.050000 sec): 3 clusters Score: Raw -92701200.725623 + Penalty 6486.363165 = -92694714.362458 nChanged 706 SP:Iteration 56Q (30224.160000 sec): 3 clusters Score: Raw -92701416.190392 + Penalty 6486.363165 = -92694929.827227 nChanged 572 SP:Iteration 57Q (30226.360000 sec): 3 clusters Score: Raw -92701589.022004 + Penalty 6486.363165 = -92695102.658839 nChanged 479 SP:Iteration 58Q (30228.460000 sec): 3 clusters Score: Raw -92701734.579098 + Penalty 6486.363165 = -92695248.215933 nChanged 410 SP:Iteration 59Q (30230.670000 sec): 3 clusters Score: Raw -92701859.962186 + Penalty 6486.363165 = -92695373.599021 nChanged 337 SP:Iteration 60F (30233.350000 sec): 3 clusters Score: Raw -92701964.256547 + Penalty 6486.363165 = -92695477.893382 nChanged 290 SP:Iteration 61Q (30235.550000 sec): 3 clusters Score: Raw -92702055.570874 + Penalty 6486.363165 = -92695569.207709 nChanged 262 SP:Iteration 62Q (30237.680000 sec): 3 clusters Score: Raw -92702131.777481 + Penalty 6486.363165 = -92695645.414316 nChanged 216 SP:Iteration 63Q (30239.900000 sec): 3 clusters Score: Raw -92702190.111126 + Penalty 6486.363165 = -92695703.747961 nChanged 179 SP:Iteration 64Q (30242.230000 sec): 3 clusters Score: Raw -92702238.786741 + Penalty 6486.363165 = -92695752.423576 nChanged 155 SP:Iteration 65Q (30244.510000 sec): 3 clusters Score: Raw -92702276.275319 + Penalty 6486.363165 = -92695789.912154 nChanged 122 SP:Iteration 66Q (30246.860000 sec): 3 clusters Score: Raw -92702308.032747 + Penalty 6486.363165 = -92695821.669582 nChanged 116 SP:Iteration 67Q (30249.030000 sec): 3 clusters Score: Raw -92702335.793883 + Penalty 6486.363165 = -92695849.430718 nChanged 93 SP:Iteration 68Q (30251.150000 sec): 3 clusters Score: Raw -92702358.871609 + Penalty 6486.363165 = -92695872.508444 nChanged 87 SP:Iteration 69Q (30253.270000 sec): 3 clusters Score: Raw -92702378.985643 + Penalty 6486.363165 = -92695892.622478 nChanged 74 SP:Iteration 70Q (30255.350000 sec): 3 clusters Score: Raw -92702396.124852 + Penalty 6486.363165 = -92695909.761687 nChanged 69 SP:Iteration 71Q (30257.600000 sec): 3 clusters Score: Raw -92702411.044965 + Penalty 6486.363165 = -92695924.681800 nChanged 54 SP:Iteration 72Q (30259.760000 sec): 3 clusters Score: Raw -92702421.669348 + Penalty 6486.363165 = -92695935.306183 nChanged 46 SP:Iteration 73Q (30261.810000 sec): 3 clusters Score: Raw -92702431.363232 + Penalty 6486.363165 = -92695945.000067 nChanged 55 SP:Iteration 74Q (30263.960000 sec): 3 clusters Score: Raw -92702443.083444 + Penalty 6486.363165 = -92695956.720279 nChanged 48 SP:Iteration 75Q (30266.180000 sec): 3 clusters Score: Raw -92702452.301404 + Penalty 6486.363165 = -92695965.938239 nChanged 28 SP:Iteration 76Q (30268.100000 sec): 3 clusters Score: Raw -92702457.823989 + Penalty 6486.363165 = -92695971.460824 nChanged 29 SP:Iteration 77Q (30270.140000 sec): 3 clusters Score: Raw -92702463.111338 + Penalty 6486.363165 = -92695976.748173 nChanged 27 SP:Iteration 78Q (30271.970000 sec): 3 clusters Score: Raw -92702468.347832 + Penalty 6486.363165 = -92695981.984667 nChanged 23 SP:Iteration 79Q (30274.050000 sec): 3 clusters Score: Raw -92702472.647211 + Penalty 6486.363165 = -92695986.284046 nChanged 17 SP:Iteration 80F (30276.700000 sec): 3 clusters Score: Raw -92702475.375056 + Penalty 6486.363165 = -92695989.011891 nChanged 15 SP:Iteration 81Q (30279.090000 sec): 3 clusters Score: Raw -92702477.690089 + Penalty 6486.363165 = -92695991.326924 nChanged 17 SP:Iteration 82Q (30281.200000 sec): 3 clusters Score: Raw -92702480.982312 + Penalty 6486.363165 = -92695994.619147 nChanged 15 SP:Iteration 83Q (30283.260000 sec): 3 clusters Score: Raw -92702483.924685 + Penalty 6486.363165 = -92695997.561520 nChanged 19 SP:Iteration 84Q (30285.540000 sec): 3 clusters Score: Raw -92702487.947458 + Penalty 6486.363165 = -92696001.584293 nChanged 30 SP:Iteration 85Q (30288.270000 sec): 3 clusters Score: Raw -92702494.441801 + Penalty 6486.363165 = -92696008.078636 nChanged 27 SP:Iteration 86Q (30290.510000 sec): 3 clusters Score: Raw -92702499.143927 + Penalty 6486.363165 = -92696012.780762 nChanged 16 SP:Iteration 87Q (30292.540000 sec): 3 clusters Score: Raw -92702501.749667 + Penalty 6486.363165 = -92696015.386502 nChanged 16 SP:Iteration 88Q (30294.800000 sec): 3 clusters Score: Raw -92702504.487415 + Penalty 6486.363165 = -92696018.124250 nChanged 13 SP:Iteration 89Q (30296.780000 sec): 3 clusters Score: Raw -92702507.433766 + Penalty 6486.363165 = -92696021.070601 nChanged 16 SP:Iteration 90Q (30298.950000 sec): 3 clusters Score: Raw -92702510.773697 + Penalty 6486.363165 = -92696024.410532 nChanged 13 SP:Iteration 91Q (30301.250000 sec): 3 clusters Score: Raw -92702513.496527 + Penalty 6486.363165 = -92696027.133362 nChanged 14 SP:Iteration 92Q (30303.360000 sec): 3 clusters Score: Raw -92702516.198739 + Penalty 6486.363165 = -92696029.835574 nChanged 16 SP:Iteration 93Q (30305.550000 sec): 3 clusters Score: Raw -92702519.297765 + Penalty 6486.363165 = -92696032.934600 nChanged 10 SP:Iteration 94Q (30307.730000 sec): 3 clusters Score: Raw -92702521.158489 + Penalty 6486.363165 = -92696034.795324 nChanged 11 SP:Iteration 95Q (30310.630000 sec): 3 clusters Score: Raw -92702523.100692 + Penalty 6486.363165 = -92696036.737527 nChanged 16 SP:Iteration 96Q (30312.900000 sec): 3 clusters Score: Raw -92702525.891060 + Penalty 6486.363165 = -92696039.527895 nChanged 12 SP:Iteration 97Q (30315.330000 sec): 3 clusters Score: Raw -92702528.292565 + Penalty 6486.363165 = -92696041.929400 nChanged 12 SP:Iteration 98Q (30317.690000 sec): 3 clusters Score: Raw -92702530.440297 + Penalty 6486.363165 = -92696044.077132 nChanged 7 SP:Iteration 99Q (30319.810000 sec): 3 clusters Score: Raw -92702531.856573 + Penalty 6486.363165 = -92696045.493408 nChanged 6 SP:Iteration 100F (30322.520000 sec): 3 clusters Score: Raw -92702532.901458 + Penalty 6486.363165 = -92696046.538293 nChanged 6 SP:Iteration 101Q (30324.580000 sec): 3 clusters Score: Raw -92702534.278721 + Penalty 6486.363165 = -92696047.915556 nChanged 10 SP:Iteration 102Q (30326.730000 sec): 3 clusters Score: Raw -92702536.510028 + Penalty 6486.363165 = -92696050.146863 nChanged 7 SP:Iteration 103Q (30328.810000 sec): 3 clusters Score: Raw -92702537.834712 + Penalty 6486.363165 = -92696051.471547 nChanged 8 SP:Iteration 104Q (30330.950000 sec): 3 clusters Score: Raw -92702539.263295 + Penalty 6486.363165 = -92696052.900130 nChanged 7 SP:Iteration 105Q (30333.020000 sec): 3 clusters Score: Raw -92702540.439670 + Penalty 6486.363165 = -92696054.076505 nChanged 7 SP:Iteration 106Q (30335.240000 sec): 3 clusters Score: Raw -92702541.958514 + Penalty 6486.363165 = -92696055.595349 nChanged 9 SP:Iteration 107Q (30337.150000 sec): 3 clusters Score: Raw -92702543.850929 + Penalty 6486.363165 = -92696057.487764 nChanged 14 SP:Iteration 108Q (30339.280000 sec): 3 clusters Score: Raw -92702546.285722 + Penalty 6486.363165 = -92696059.922557 nChanged 8 SP:Iteration 109Q (30341.530000 sec): 3 clusters Score: Raw -92702547.732806 + Penalty 6486.363165 = -92696061.369641 nChanged 8 SP:Iteration 110Q (30343.640000 sec): 3 clusters Score: Raw -92702549.268042 + Penalty 6486.363165 = -92696062.904877 nChanged 6 SP:Iteration 111Q (30345.710000 sec): 3 clusters Score: Raw -92702550.198699 + Penalty 6486.363165 = -92696063.835534 nChanged 5 SP:Iteration 112Q (30347.750000 sec): 3 clusters Score: Raw -92702551.333526 + Penalty 6486.363165 = -92696064.970361 nChanged 9 SP:Iteration 113Q (30349.860000 sec): 3 clusters Score: Raw -92702553.231061 + Penalty 6486.363165 = -92696066.867896 nChanged 12 SP:Iteration 114Q (30351.920000 sec): 3 clusters Score: Raw -92702555.508638 + Penalty 6486.363165 = -92696069.145473 nChanged 9 SP:Iteration 115Q (30354.250000 sec): 3 clusters Score: Raw -92702557.395448 + Penalty 6486.363165 = -92696071.032283 nChanged 10 SP:Iteration 116Q (30356.530000 sec): 3 clusters Score: Raw -92702559.547718 + Penalty 6486.363165 = -92696073.184553 nChanged 10 SP:Iteration 117Q (30358.630000 sec): 3 clusters Score: Raw -92702561.437672 + Penalty 6486.363165 = -92696075.074507 nChanged 11 SP:Iteration 118Q (30361.000000 sec): 3 clusters Score: Raw -92702563.425332 + Penalty 6486.363165 = -92696077.062167 nChanged 10 SP:Iteration 119Q (30363.250000 sec): 3 clusters Score: Raw -92702565.346605 + Penalty 6486.363165 = -92696078.983440 nChanged 10 SP:Iteration 120F (30365.970000 sec): 3 clusters Score: Raw -92702567.424898 + Penalty 6486.363165 = -92696081.061733 nChanged 9 SP:Iteration 121Q (30368.620000 sec): 3 clusters Score: Raw -92702569.653316 + Penalty 6486.363165 = -92696083.290151 nChanged 10 SP:Iteration 122Q (30371.100000 sec): 3 clusters Score: Raw -92702571.519546 + Penalty 6486.363165 = -92696085.156381 nChanged 8 SP:Iteration 123Q (30373.370000 sec): 3 clusters Score: Raw -92702573.049422 + Penalty 6486.363165 = -92696086.686257 nChanged 3 SP:Iteration 124Q (30375.730000 sec): 3 clusters Score: Raw -92702573.700092 + Penalty 6486.363165 = -92696087.336927 nChanged 4 SP:Iteration 125Q (30378.220000 sec): 3 clusters Score: Raw -92702574.602509 + Penalty 6486.363165 = -92696088.239344 nChanged 6 SP:Iteration 126Q (30380.350000 sec): 3 clusters Score: Raw -92702575.935618 + Penalty 6486.363165 = -92696089.572453 nChanged 10 SP:Iteration 127Q (30382.330000 sec): 3 clusters Score: Raw -92702577.987334 + Penalty 6486.363165 = -92696091.624169 nChanged 4 SP:Iteration 128Q (30384.570000 sec): 3 clusters Score: Raw -92702578.752119 + Penalty 6486.363165 = -92696092.388954 nChanged 3 SP:Iteration 129Q (30386.490000 sec): 3 clusters Score: Raw -92702579.462785 + Penalty 6486.363165 = -92696093.099620 nChanged 4 SP:Iteration 130Q (30388.720000 sec): 3 clusters Score: Raw -92702580.287965 + Penalty 6486.363165 = -92696093.924800 nChanged 2 SP:Iteration 131Q (30390.770000 sec): 3 clusters Score: Raw -92702580.678723 + Penalty 6486.363165 = -92696094.315558 nChanged 2 SP:Iteration 132Q (30393.060000 sec): 3 clusters Score: Raw -92702581.110641 + Penalty 6486.363165 = -92696094.747476 nChanged 4 SP:Iteration 133Q (30395.140000 sec): 3 clusters Score: Raw -92702582.025274 + Penalty 6486.363165 = -92696095.662109 nChanged 4 SP:Iteration 134Q (30397.680000 sec): 3 clusters Score: Raw -92702583.141931 + Penalty 6486.363165 = -92696096.778766 nChanged 5 SP:Iteration 135Q (30400.380000 sec): 3 clusters Score: Raw -92702584.139242 + Penalty 6486.363165 = -92696097.776077 nChanged 6 SP:Iteration 136Q (30402.440000 sec): 3 clusters Score: Raw -92702585.341878 + Penalty 6486.363165 = -92696098.978713 nChanged 6 SP:Iteration 137Q (30404.470000 sec): 3 clusters Score: Raw -92702586.450600 + Penalty 6486.363165 = -92696100.087435 nChanged 3 SP:Iteration 138Q (30406.470000 sec): 3 clusters Score: Raw -92702587.016152 + Penalty 6486.363165 = -92696100.652987 nChanged 5 SP:Iteration 139Q (30408.420000 sec): 3 clusters Score: Raw -92702588.074843 + Penalty 6486.363165 = -92696101.711678 nChanged 4 SP:Iteration 140F (30410.990000 sec): 3 clusters Score: Raw -92702588.784630 + Penalty 6486.363165 = -92696102.421465 nChanged 3 SP:Iteration 141Q (30413.370000 sec): 3 clusters Score: Raw -92702589.567670 + Penalty 6486.363165 = -92696103.204505 nChanged 5 SP:Iteration 142Q (30415.900000 sec): 3 clusters Score: Raw -92702590.507685 + Penalty 6486.363165 = -92696104.144520 nChanged 3 SP:Iteration 143Q (30418.270000 sec): 3 clusters Score: Raw -92702591.122204 + Penalty 6486.363165 = -92696104.759039 nChanged 2 SP:Iteration 144Q (30421.070000 sec): 3 clusters Score: Raw -92702591.602691 + Penalty 6486.363165 = -92696105.239526 nChanged 3 SP:Iteration 145Q (30423.320000 sec): 3 clusters Score: Raw -92702592.213286 + Penalty 6486.363165 = -92696105.850121 nChanged 4 SP:Iteration 146Q (30425.830000 sec): 3 clusters Score: Raw -92702592.879845 + Penalty 6486.363165 = -92696106.516680 nChanged 3 SP:Iteration 147Q (30428.070000 sec): 3 clusters Score: Raw -92702593.501465 + Penalty 6486.363165 = -92696107.138300 nChanged 7 SP:Iteration 148Q (30430.560000 sec): 3 clusters Score: Raw -92702594.862519 + Penalty 6486.363165 = -92696108.499354 nChanged 4 SP:Iteration 149Q (30432.680000 sec): 3 clusters Score: Raw -92702595.610905 + Penalty 6486.363165 = -92696109.247740 nChanged 6 SP:Iteration 150Q (30434.700000 sec): 3 clusters Score: Raw -92702596.616217 + Penalty 6486.363165 = -92696110.253052 nChanged 3 SP:Iteration 151Q (30436.810000 sec): 3 clusters Score: Raw -92702597.230362 + Penalty 6486.363165 = -92696110.867197 nChanged 3 SP:Iteration 152Q (30439.070000 sec): 3 clusters Score: Raw -92702597.665641 + Penalty 6486.363165 = -92696111.302476 nChanged 4 SP:Iteration 153Q (30441.380000 sec): 3 clusters Score: Raw -92702598.345483 + Penalty 6486.363165 = -92696111.982318 nChanged 5 SP:Iteration 154Q (30443.300000 sec): 3 clusters Score: Raw -92702599.339448 + Penalty 6486.363165 = -92696112.976283 nChanged 4 SP:Iteration 155Q (30445.960000 sec): 3 clusters Score: Raw -92702600.135042 + Penalty 6486.363165 = -92696113.771877 nChanged 4 SP:Iteration 156Q (30448.250000 sec): 3 clusters Score: Raw -92702600.933882 + Penalty 6486.363165 = -92696114.570717 nChanged 5 SP:Iteration 157Q (30450.250000 sec): 3 clusters Score: Raw -92702601.905107 + Penalty 6486.363165 = -92696115.541942 nChanged 3 SP:Iteration 158Q (30452.440000 sec): 3 clusters Score: Raw -92702602.516626 + Penalty 6486.363165 = -92696116.153461 nChanged 3 SP:Iteration 159Q (30454.580000 sec): 3 clusters Score: Raw -92702602.915661 + Penalty 6486.363165 = -92696116.552496 nChanged 2 SP:Iteration 160F (30457.370000 sec): 3 clusters Score: Raw -92702603.296988 + Penalty 6486.363165 = -92696116.933823 nChanged 2 SP:Iteration 161Q (30459.600000 sec): 3 clusters Score: Raw -92702603.601318 + Penalty 6486.363165 = -92696117.238153 nChanged 1 SP:Iteration 162Q (30461.760000 sec): 3 clusters Score: Raw -92702603.735851 + Penalty 6486.363165 = -92696117.372686 nChanged 1 SP:Iteration 163Q (30464.460000 sec): 3 clusters Score: Raw -92702603.893313 + Penalty 6486.363165 = -92696117.530148 nChanged 0 SP:Iteration 164F (30467.460000 sec): 3 clusters Score: Raw -92702603.893313 + Penalty 6486.363165 = -92696117.530148 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30467.820000 sec): 2 clusters Score: Raw -3119072.686713 + Penalty 2413.929952 = -3116658.756762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30468.090000 sec): 3 clusters Score: Raw -3109370.682826 + Penalty 4827.859904 = -3104542.822922 nChanged 7418 SP:Iteration 1F (30468.380000 sec): 3 clusters Score: Raw -3113285.216128 + Penalty 4827.859904 = -3108457.356224 nChanged 1073 SP:Iteration 2F (30468.630000 sec): 3 clusters Score: Raw -3113731.787700 + Penalty 4827.859904 = -3108903.927796 nChanged 929 SP:Iteration 3F (30468.910000 sec): 3 clusters Score: Raw -3114159.038289 + Penalty 4827.859904 = -3109331.178385 nChanged 866 SP:Iteration 4F (30469.180000 sec): 3 clusters Score: Raw -3114690.981662 + Penalty 4827.859904 = -3109863.121758 nChanged 987 SP:Iteration 5F (30469.410000 sec): 3 clusters Score: Raw -3115390.144256 + Penalty 4827.859904 = -3110562.284352 nChanged 1096 SP:Iteration 6F (30469.650000 sec): 3 clusters Score: Raw -3116211.250259 + Penalty 4827.859904 = -3111383.390355 nChanged 1106 SP:Iteration 7F (30469.880000 sec): 3 clusters Score: Raw -3117000.866499 + Penalty 4827.859904 = -3112173.006595 nChanged 1014 SP:Iteration 8F (30470.160000 sec): 3 clusters Score: Raw -3117610.355720 + Penalty 4827.859904 = -3112782.495816 nChanged 821 SP:Iteration 9Q (30470.360000 sec): 3 clusters Score: Raw -3118034.250057 + Penalty 4827.859904 = -3113206.390153 nChanged 654 SP:Iteration 10Q (30470.590000 sec): 3 clusters Score: Raw -3118329.866813 + Penalty 4827.859904 = -3113502.006910 nChanged 543 SP:Iteration 11Q (30470.840000 sec): 3 clusters Score: Raw -3118560.903753 + Penalty 4827.859904 = -3113733.043849 nChanged 441 SP:Iteration 12Q (30471.090000 sec): 3 clusters Score: Raw -3118722.486427 + Penalty 4827.859904 = -3113894.626523 nChanged 338 SP:Iteration 13Q (30471.310000 sec): 3 clusters Score: Raw -3118843.393441 + Penalty 4827.859904 = -3114015.533537 nChanged 278 SP:Iteration 14Q (30471.590000 sec): 3 clusters Score: Raw -3118929.156551 + Penalty 4827.859904 = -3114101.296648 nChanged 245 SP:Iteration 15Q (30471.820000 sec): 3 clusters Score: Raw -3119015.292331 + Penalty 4827.859904 = -3114187.432427 nChanged 234 SP:Iteration 16Q (30472.160000 sec): 3 clusters Score: Raw -3119101.247239 + Penalty 4827.859904 = -3114273.387335 nChanged 239 SP:Iteration 17Q (30472.390000 sec): 3 clusters Score: Raw -3119188.832663 + Penalty 4827.859904 = -3114360.972759 nChanged 210 SP:Iteration 18Q (30472.670000 sec): 3 clusters Score: Raw -3119260.272629 + Penalty 4827.859904 = -3114432.412725 nChanged 172 SP:Iteration 19Q (30472.940000 sec): 3 clusters Score: Raw -3119319.998829 + Penalty 4827.859904 = -3114492.138926 nChanged 172 SP:Iteration 20F (30473.170000 sec): 3 clusters Score: Raw -3119381.253968 + Penalty 4827.859904 = -3114553.394064 nChanged 147 SP:Iteration 21Q (30473.460000 sec): 3 clusters Score: Raw -3119440.456881 + Penalty 4827.859904 = -3114612.596977 nChanged 153 SP:Iteration 22Q (30473.690000 sec): 3 clusters Score: Raw -3119504.518661 + Penalty 4827.859904 = -3114676.658757 nChanged 160 SP:Iteration 23Q (30473.970000 sec): 3 clusters Score: Raw -3119575.074451 + Penalty 4827.859904 = -3114747.214547 nChanged 123 SP:Iteration 24Q (30474.200000 sec): 3 clusters Score: Raw -3119625.698139 + Penalty 4827.859904 = -3114797.838235 nChanged 116 SP:Iteration 25Q (30474.430000 sec): 3 clusters Score: Raw -3119673.358002 + Penalty 4827.859904 = -3114845.498099 nChanged 92 SP:Iteration 26Q (30474.690000 sec): 3 clusters Score: Raw -3119713.989718 + Penalty 4827.859904 = -3114886.129814 nChanged 84 SP:Iteration 27Q (30474.890000 sec): 3 clusters Score: Raw -3119751.704803 + Penalty 4827.859904 = -3114923.844899 nChanged 73 SP:Iteration 28Q (30475.100000 sec): 3 clusters Score: Raw -3119785.494386 + Penalty 4827.859904 = -3114957.634482 nChanged 70 SP:Iteration 29Q (30475.310000 sec): 3 clusters Score: Raw -3119826.023317 + Penalty 4827.859904 = -3114998.163414 nChanged 84 SP:Iteration 30Q (30475.530000 sec): 3 clusters Score: Raw -3119876.498789 + Penalty 4827.859904 = -3115048.638885 nChanged 90 SP:Iteration 31Q (30475.800000 sec): 3 clusters Score: Raw -3119925.744725 + Penalty 4827.859904 = -3115097.884822 nChanged 77 SP:Iteration 32Q (30476.060000 sec): 3 clusters Score: Raw -3119965.444341 + Penalty 4827.859904 = -3115137.584437 nChanged 59 SP:Iteration 33Q (30476.270000 sec): 3 clusters Score: Raw -3119994.484544 + Penalty 4827.859904 = -3115166.624640 nChanged 48 SP:Iteration 34Q (30476.550000 sec): 3 clusters Score: Raw -3120018.545864 + Penalty 4827.859904 = -3115190.685960 nChanged 35 SP:Iteration 35Q (30476.820000 sec): 3 clusters Score: Raw -3120037.129732 + Penalty 4827.859904 = -3115209.269828 nChanged 39 SP:Iteration 36Q (30477.080000 sec): 3 clusters Score: Raw -3120059.568835 + Penalty 4827.859904 = -3115231.708932 nChanged 35 SP:Iteration 37Q (30477.340000 sec): 3 clusters Score: Raw -3120080.750572 + Penalty 4827.859904 = -3115252.890669 nChanged 27 SP:Iteration 38Q (30477.640000 sec): 3 clusters Score: Raw -3120094.270141 + Penalty 4827.859904 = -3115266.410237 nChanged 23 SP:Iteration 39Q (30477.890000 sec): 3 clusters Score: Raw -3120103.579433 + Penalty 4827.859904 = -3115275.719529 nChanged 18 SP:Iteration 40F (30478.170000 sec): 3 clusters Score: Raw -3120109.440802 + Penalty 4827.859904 = -3115281.580898 nChanged 13 SP:Iteration 41Q (30478.410000 sec): 3 clusters Score: Raw -3120113.702274 + Penalty 4827.859904 = -3115285.842371 nChanged 10 SP:Iteration 42Q (30478.670000 sec): 3 clusters Score: Raw -3120115.864590 + Penalty 4827.859904 = -3115288.004687 nChanged 11 SP:Iteration 43Q (30478.900000 sec): 3 clusters Score: Raw -3120120.208272 + Penalty 4827.859904 = -3115292.348369 nChanged 9 SP:Iteration 44Q (30479.120000 sec): 3 clusters Score: Raw -3120123.194563 + Penalty 4827.859904 = -3115295.334659 nChanged 6 SP:Iteration 45Q (30479.390000 sec): 3 clusters Score: Raw -3120124.754020 + Penalty 4827.859904 = -3115296.894116 nChanged 2 SP:Iteration 46Q (30479.610000 sec): 3 clusters Score: Raw -3120126.028929 + Penalty 4827.859904 = -3115298.169025 nChanged 4 SP:Iteration 47Q (30479.860000 sec): 3 clusters Score: Raw -3120127.827919 + Penalty 4827.859904 = -3115299.968015 nChanged 5 SP:Iteration 48Q (30480.060000 sec): 3 clusters Score: Raw -3120129.471307 + Penalty 4827.859904 = -3115301.611403 nChanged 4 SP:Iteration 49Q (30480.330000 sec): 3 clusters Score: Raw -3120130.580244 + Penalty 4827.859904 = -3115302.720340 nChanged 5 SP:Iteration 50Q (30480.590000 sec): 3 clusters Score: Raw -3120132.279091 + Penalty 4827.859904 = -3115304.419187 nChanged 3 SP:Iteration 51Q (30480.850000 sec): 3 clusters Score: Raw -3120133.679797 + Penalty 4827.859904 = -3115305.819894 nChanged 4 SP:Iteration 52Q (30481.050000 sec): 3 clusters Score: Raw -3120135.132170 + Penalty 4827.859904 = -3115307.272266 nChanged 4 SP:Iteration 53Q (30481.300000 sec): 3 clusters Score: Raw -3120137.270898 + Penalty 4827.859904 = -3115309.410994 nChanged 6 SP:Iteration 54Q (30481.540000 sec): 3 clusters Score: Raw -3120139.099544 + Penalty 4827.859904 = -3115311.239640 nChanged 1 SP:Iteration 55Q (30481.810000 sec): 3 clusters Score: Raw -3120139.521025 + Penalty 4827.859904 = -3115311.661122 nChanged 0 SP:Iteration 56F (30482.100000 sec): 3 clusters Score: Raw -3120139.521025 + Penalty 4827.859904 = -3115311.661122 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30482.160000 sec): 2 clusters Score: Raw -87918.709401 + Penalty 1579.310422 = -86339.398978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30482.340000 sec): 3 clusters Score: Raw -87993.573303 + Penalty 3158.620844 = -84834.952459 nChanged 147 SP:Iteration 1F (30482.490000 sec): 3 clusters Score: Raw -88292.370046 + Penalty 3158.620844 = -85133.749201 nChanged 44 SP:Iteration 2F (30482.670000 sec): 3 clusters Score: Raw -88435.304577 + Penalty 3158.620844 = -85276.683733 nChanged 29 SP:Iteration 3Q (30482.870000 sec): 3 clusters Score: Raw -88500.536571 + Penalty 3158.620844 = -85341.915726 nChanged 17 SP:Iteration 4Q (30483.030000 sec): 3 clusters Score: Raw -88531.399808 + Penalty 3158.620844 = -85372.778963 nChanged 12 SP:Iteration 5Q (30483.260000 sec): 3 clusters Score: Raw -88577.880726 + Penalty 3158.620844 = -85419.259881 nChanged 10 SP:Iteration 6Q (30483.400000 sec): 3 clusters Score: Raw -88597.529250 + Penalty 3158.620844 = -85438.908406 nChanged 10 SP:Iteration 7Q (30483.620000 sec): 3 clusters Score: Raw -88627.211888 + Penalty 3158.620844 = -85468.591044 nChanged 5 SP:Iteration 8Q (30483.780000 sec): 3 clusters Score: Raw -88649.437534 + Penalty 3158.620844 = -85490.816690 nChanged 9 SP:Iteration 9Q (30483.990000 sec): 3 clusters Score: Raw -88703.059995 + Penalty 3158.620844 = -85544.439150 nChanged 8 SP:Iteration 10Q (30484.150000 sec): 3 clusters Score: Raw -88743.246999 + Penalty 3158.620844 = -85584.626154 nChanged 7 SP:Iteration 11Q (30484.350000 sec): 3 clusters Score: Raw -88757.161156 + Penalty 3158.620844 = -85598.540311 nChanged 1 SP:Iteration 12Q (30484.520000 sec): 3 clusters Score: Raw -88762.471453 + Penalty 3158.620844 = -85603.850609 nChanged 1 SP:Iteration 13Q (30484.670000 sec): 3 clusters Score: Raw -88765.779927 + Penalty 3158.620844 = -85607.159083 nChanged 1 SP:Iteration 14Q (30484.850000 sec): 3 clusters Score: Raw -88775.607261 + Penalty 3158.620844 = -85616.986417 nChanged 1 SP:Iteration 15Q (30485.020000 sec): 3 clusters Score: Raw -88778.412431 + Penalty 3158.620844 = -85619.791586 nChanged 1 SP:Iteration 16Q (30485.210000 sec): 3 clusters Score: Raw -88783.864598 + Penalty 3158.620844 = -85625.243753 nChanged 1 SP:Iteration 17Q (30485.360000 sec): 3 clusters Score: Raw -88784.380547 + Penalty 3158.620844 = -85625.759702 nChanged 0 SP:Iteration 18F (30485.530000 sec): 3 clusters Score: Raw -88784.629701 + Penalty 3158.620844 = -85626.008856 nChanged 1 SP:Iteration 19Q (30485.700000 sec): 3 clusters Score: Raw -88788.287900 + Penalty 3158.620844 = -85629.667056 nChanged 1 SP:Iteration 20F (30485.830000 sec): 3 clusters Score: Raw -88791.131170 + Penalty 3158.620844 = -85632.510325 nChanged 2 SP:Iteration 21Q (30486.010000 sec): 3 clusters Score: Raw -88793.852823 + Penalty 3158.620844 = -85635.231978 nChanged 0 SP:Iteration 22F (30486.170000 sec): 3 clusters Score: Raw -88793.852823 + Penalty 3158.620844 = -85635.231978 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30486.890000 sec): 2 clusters Score: Raw -24730866.871150 + Penalty 2928.899234 = -24727937.971916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30487.730000 sec): 3 clusters Score: Raw -24643579.527697 + Penalty 5857.798467 = -24637721.729229 nChanged 64110 SP:Iteration 1F (30488.550000 sec): 3 clusters Score: Raw -24680647.473139 + Penalty 5857.798467 = -24674789.674672 nChanged 3799 SP:Iteration 2Q (30489.480000 sec): 3 clusters Score: Raw -24681402.237111 + Penalty 5857.798467 = -24675544.438643 nChanged 3921 SP:Iteration 3Q (30490.460000 sec): 3 clusters Score: Raw -24682293.039770 + Penalty 5857.798467 = -24676435.241303 nChanged 4358 SP:Iteration 4Q (30491.420000 sec): 3 clusters Score: Raw -24683466.056808 + Penalty 5857.798467 = -24677608.258341 nChanged 4991 SP:Iteration 5Q (30492.320000 sec): 3 clusters Score: Raw -24685196.972150 + Penalty 5857.798467 = -24679339.173683 nChanged 6265 SP:Iteration 6Q (30493.320000 sec): 3 clusters Score: Raw -24688093.931500 + Penalty 5857.798467 = -24682236.133033 nChanged 8079 SP:Iteration 7F (30494.170000 sec): 3 clusters Score: Raw -24693045.767832 + Penalty 5857.798467 = -24687187.969364 nChanged 9660 SP:Iteration 8F (30495.050000 sec): 3 clusters Score: Raw -24700341.796312 + Penalty 5857.798467 = -24694483.997845 nChanged 10133 SP:Iteration 9F (30495.920000 sec): 3 clusters Score: Raw -24709062.748005 + Penalty 5857.798467 = -24703204.949537 nChanged 8911 SP:Iteration 10F (30496.930000 sec): 3 clusters Score: Raw -24717270.725679 + Penalty 5857.798467 = -24711412.927212 nChanged 6581 SP:Iteration 11Q (30497.790000 sec): 3 clusters Score: Raw -24723335.056776 + Penalty 5857.798467 = -24717477.258309 nChanged 4108 SP:Iteration 12Q (30498.580000 sec): 3 clusters Score: Raw -24727039.467304 + Penalty 5857.798467 = -24721181.668836 nChanged 2333 SP:Iteration 13Q (30499.460000 sec): 3 clusters Score: Raw -24729065.142987 + Penalty 5857.798467 = -24723207.344520 nChanged 1231 SP:Iteration 14Q (30500.360000 sec): 3 clusters Score: Raw -24730101.114381 + Penalty 5857.798467 = -24724243.315913 nChanged 595 SP:Iteration 15Q (30501.210000 sec): 3 clusters Score: Raw -24730607.315810 + Penalty 5857.798467 = -24724749.517343 nChanged 295 SP:Iteration 16Q (30501.940000 sec): 3 clusters Score: Raw -24730863.767454 + Penalty 5857.798467 = -24725005.968987 nChanged 160 SP:Iteration 17Q (30502.660000 sec): 3 clusters Score: Raw -24730998.030250 + Penalty 5857.798467 = -24725140.231783 nChanged 79 SP:Iteration 18Q (30503.510000 sec): 3 clusters Score: Raw -24731072.513417 + Penalty 5857.798467 = -24725214.714950 nChanged 46 SP:Iteration 19Q (30504.340000 sec): 3 clusters Score: Raw -24731108.575315 + Penalty 5857.798467 = -24725250.776848 nChanged 32 SP:Iteration 20F (30505.250000 sec): 3 clusters Score: Raw -24731136.994826 + Penalty 5857.798467 = -24725279.196359 nChanged 27 SP:Iteration 21Q (30506.030000 sec): 3 clusters Score: Raw -24731164.894104 + Penalty 5857.798467 = -24725307.095637 nChanged 16 SP:Iteration 22Q (30506.770000 sec): 3 clusters Score: Raw -24731186.468828 + Penalty 5857.798467 = -24725328.670361 nChanged 15 SP:Iteration 23Q (30507.500000 sec): 3 clusters Score: Raw -24731203.120922 + Penalty 5857.798467 = -24725345.322455 nChanged 9 SP:Iteration 24Q (30508.370000 sec): 3 clusters Score: Raw -24731210.436710 + Penalty 5857.798467 = -24725352.638243 nChanged 6 SP:Iteration 25Q (30509.140000 sec): 3 clusters Score: Raw -24731215.738983 + Penalty 5857.798467 = -24725357.940516 nChanged 7 SP:Iteration 26Q (30509.810000 sec): 3 clusters Score: Raw -24731226.441258 + Penalty 5857.798467 = -24725368.642791 nChanged 7 SP:Iteration 27Q (30510.500000 sec): 3 clusters Score: Raw -24731233.069046 + Penalty 5857.798467 = -24725375.270579 nChanged 4 SP:Iteration 28Q (30511.190000 sec): 3 clusters Score: Raw -24731238.445944 + Penalty 5857.798467 = -24725380.647477 nChanged 7 SP:Iteration 29Q (30512.130000 sec): 3 clusters Score: Raw -24731246.332102 + Penalty 5857.798467 = -24725388.533635 nChanged 9 SP:Iteration 30Q (30513.100000 sec): 3 clusters Score: Raw -24731259.709796 + Penalty 5857.798467 = -24725401.911329 nChanged 4 SP:Iteration 31Q (30513.860000 sec): 3 clusters Score: Raw -24731263.296531 + Penalty 5857.798467 = -24725405.498064 nChanged 2 SP:Iteration 32Q (30514.550000 sec): 3 clusters Score: Raw -24731264.614777 + Penalty 5857.798467 = -24725406.816310 nChanged 2 SP:Iteration 33Q (30515.360000 sec): 3 clusters Score: Raw -24731266.549532 + Penalty 5857.798467 = -24725408.751064 nChanged 2 SP:Iteration 34Q (30516.140000 sec): 3 clusters Score: Raw -24731267.371006 + Penalty 5857.798467 = -24725409.572538 nChanged 1 SP:Iteration 35Q (30516.970000 sec): 3 clusters Score: Raw -24731267.733555 + Penalty 5857.798467 = -24725409.935088 nChanged 1 SP:Iteration 36Q (30517.680000 sec): 3 clusters Score: Raw -24731268.056261 + Penalty 5857.798467 = -24725410.257793 nChanged 1 SP:Iteration 37Q (30518.350000 sec): 3 clusters Score: Raw -24731269.609499 + Penalty 5857.798467 = -24725411.811032 nChanged 1 SP:Iteration 38Q (30519.160000 sec): 3 clusters Score: Raw -24731270.552803 + Penalty 5857.798467 = -24725412.754335 nChanged 0 SP:Iteration 39F (30520.250000 sec): 3 clusters Score: Raw -24731270.552803 + Penalty 5857.798467 = -24725412.754335 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30520.380000 sec): 2 clusters Score: Raw -566754.405769 + Penalty 2005.887172 = -564748.518597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30520.570000 sec): 3 clusters Score: Raw -565320.459412 + Penalty 4011.774345 = -561308.685068 nChanged 1172 SP:Iteration 1F (30520.760000 sec): 3 clusters Score: Raw -566105.868628 + Penalty 4011.774345 = -562094.094284 nChanged 287 SP:Iteration 2F (30520.940000 sec): 3 clusters Score: Raw -566343.157487 + Penalty 4011.774345 = -562331.383143 nChanged 216 SP:Iteration 3F (30521.120000 sec): 3 clusters Score: Raw -566524.240500 + Penalty 4011.774345 = -562512.466155 nChanged 148 SP:Iteration 4Q (30521.300000 sec): 3 clusters Score: Raw -566640.014233 + Penalty 4011.774345 = -562628.239889 nChanged 103 SP:Iteration 5Q (30521.480000 sec): 3 clusters Score: Raw -566723.661417 + Penalty 4011.774345 = -562711.887072 nChanged 100 SP:Iteration 6Q (30521.720000 sec): 3 clusters Score: Raw -566810.611117 + Penalty 4011.774345 = -562798.836773 nChanged 99 SP:Iteration 7Q (30521.900000 sec): 3 clusters Score: Raw -566911.571626 + Penalty 4011.774345 = -562899.797281 nChanged 108 SP:Iteration 8Q (30522.090000 sec): 3 clusters Score: Raw -567027.075818 + Penalty 4011.774345 = -563015.301473 nChanged 116 SP:Iteration 9Q (30522.250000 sec): 3 clusters Score: Raw -567151.025107 + Penalty 4011.774345 = -563139.250762 nChanged 103 SP:Iteration 10Q (30522.410000 sec): 3 clusters Score: Raw -567250.194241 + Penalty 4011.774345 = -563238.419897 nChanged 80 SP:Iteration 11Q (30522.590000 sec): 3 clusters Score: Raw -567320.481679 + Penalty 4011.774345 = -563308.707334 nChanged 72 SP:Iteration 12Q (30522.770000 sec): 3 clusters Score: Raw -567385.773008 + Penalty 4011.774345 = -563373.998663 nChanged 67 SP:Iteration 13Q (30522.930000 sec): 3 clusters Score: Raw -567437.054803 + Penalty 4011.774345 = -563425.280459 nChanged 53 SP:Iteration 14Q (30523.120000 sec): 3 clusters Score: Raw -567471.986929 + Penalty 4011.774345 = -563460.212585 nChanged 46 SP:Iteration 15Q (30523.300000 sec): 3 clusters Score: Raw -567503.330518 + Penalty 4011.774345 = -563491.556173 nChanged 41 SP:Iteration 16Q (30523.470000 sec): 3 clusters Score: Raw -567525.038521 + Penalty 4011.774345 = -563513.264176 nChanged 22 SP:Iteration 17Q (30523.650000 sec): 3 clusters Score: Raw -567537.826553 + Penalty 4011.774345 = -563526.052208 nChanged 28 SP:Iteration 18Q (30523.880000 sec): 3 clusters Score: Raw -567555.428915 + Penalty 4011.774345 = -563543.654570 nChanged 29 SP:Iteration 19Q (30524.040000 sec): 3 clusters Score: Raw -567569.095082 + Penalty 4011.774345 = -563557.320738 nChanged 15 SP:Iteration 20F (30524.240000 sec): 3 clusters Score: Raw -567578.945127 + Penalty 4011.774345 = -563567.170782 nChanged 16 SP:Iteration 21Q (30524.460000 sec): 3 clusters Score: Raw -567588.028605 + Penalty 4011.774345 = -563576.254260 nChanged 17 SP:Iteration 22Q (30524.650000 sec): 3 clusters Score: Raw -567595.412324 + Penalty 4011.774345 = -563583.637979 nChanged 14 SP:Iteration 23Q (30524.850000 sec): 3 clusters Score: Raw -567599.967286 + Penalty 4011.774345 = -563588.192941 nChanged 7 SP:Iteration 24Q (30525.020000 sec): 3 clusters Score: Raw -567602.410488 + Penalty 4011.774345 = -563590.636143 nChanged 10 SP:Iteration 25Q (30525.230000 sec): 3 clusters Score: Raw -567606.383040 + Penalty 4011.774345 = -563594.608695 nChanged 9 SP:Iteration 26Q (30525.400000 sec): 3 clusters Score: Raw -567610.181598 + Penalty 4011.774345 = -563598.407253 nChanged 8 SP:Iteration 27Q (30525.570000 sec): 3 clusters Score: Raw -567613.506897 + Penalty 4011.774345 = -563601.732553 nChanged 7 SP:Iteration 28Q (30525.700000 sec): 3 clusters Score: Raw -567617.121448 + Penalty 4011.774345 = -563605.347103 nChanged 9 SP:Iteration 29Q (30525.860000 sec): 3 clusters Score: Raw -567621.286375 + Penalty 4011.774345 = -563609.512030 nChanged 8 SP:Iteration 30Q (30526.070000 sec): 3 clusters Score: Raw -567624.233776 + Penalty 4011.774345 = -563612.459432 nChanged 7 SP:Iteration 31Q (30526.270000 sec): 3 clusters Score: Raw -567627.666176 + Penalty 4011.774345 = -563615.891832 nChanged 3 SP:Iteration 32Q (30526.450000 sec): 3 clusters Score: Raw -567628.838520 + Penalty 4011.774345 = -563617.064175 nChanged 3 SP:Iteration 33Q (30526.600000 sec): 3 clusters Score: Raw -567630.751501 + Penalty 4011.774345 = -563618.977156 nChanged 5 SP:Iteration 34Q (30526.830000 sec): 3 clusters Score: Raw -567633.047587 + Penalty 4011.774345 = -563621.273242 nChanged 1 SP:Iteration 35Q (30527.090000 sec): 3 clusters Score: Raw -567633.752035 + Penalty 4011.774345 = -563621.977690 nChanged 2 SP:Iteration 36Q (30527.300000 sec): 3 clusters Score: Raw -567634.402778 + Penalty 4011.774345 = -563622.628433 nChanged 1 SP:Iteration 37Q (30527.470000 sec): 3 clusters Score: Raw -567634.799930 + Penalty 4011.774345 = -563623.025585 nChanged 1 SP:Iteration 38Q (30527.660000 sec): 3 clusters Score: Raw -567635.321549 + Penalty 4011.774345 = -563623.547204 nChanged 2 SP:Iteration 39Q (30527.850000 sec): 3 clusters Score: Raw -567636.327592 + Penalty 4011.774345 = -563624.553248 nChanged 1 SP:Iteration 40F (30528.060000 sec): 3 clusters Score: Raw -567636.805582 + Penalty 4011.774345 = -563625.031237 nChanged 1 SP:Iteration 41Q (30528.230000 sec): 3 clusters Score: Raw -567636.902076 + Penalty 4011.774345 = -563625.127731 nChanged 1 SP:Iteration 42Q (30528.400000 sec): 3 clusters Score: Raw -567637.171868 + Penalty 4011.774345 = -563625.397524 nChanged 1 SP:Iteration 43Q (30528.610000 sec): 3 clusters Score: Raw -567637.433404 + Penalty 4011.774345 = -563625.659059 nChanged 1 SP:Iteration 44Q (30528.810000 sec): 3 clusters Score: Raw -567637.821904 + Penalty 4011.774345 = -563626.047559 nChanged 2 SP:Iteration 45Q (30529.010000 sec): 3 clusters Score: Raw -567638.413311 + Penalty 4011.774345 = -563626.638966 nChanged 3 SP:Iteration 46Q (30529.200000 sec): 3 clusters Score: Raw -567639.212781 + Penalty 4011.774345 = -563627.438437 nChanged 1 SP:Iteration 47Q (30529.360000 sec): 3 clusters Score: Raw -567639.411562 + Penalty 4011.774345 = -563627.637218 nChanged 0 SP:Iteration 48F (30529.540000 sec): 3 clusters Score: Raw -567639.411562 + Penalty 4011.774345 = -563627.637218 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30529.650000 sec): 2 clusters Score: Raw -29333.852289 + Penalty 1406.130469 = -27927.721820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30529.820000 sec): 3 clusters Score: Raw -29586.120962 + Penalty 2812.260938 = -26773.860025 nChanged 56 SP:Iteration 1F (30529.970000 sec): 3 clusters Score: Raw -29830.432247 + Penalty 2812.260938 = -27018.171310 nChanged 18 SP:Iteration 2F (30530.150000 sec): 3 clusters Score: Raw -29942.618764 + Penalty 2812.260938 = -27130.357827 nChanged 7 SP:Iteration 3Q (30530.310000 sec): 3 clusters Score: Raw -30005.920044 + Penalty 2812.260938 = -27193.659106 nChanged 5 SP:Iteration 4Q (30530.480000 sec): 3 clusters Score: Raw -30042.123704 + Penalty 2812.260938 = -27229.862766 nChanged 3 SP:Iteration 5Q (30530.670000 sec): 3 clusters Score: Raw -30055.564242 + Penalty 2812.260938 = -27243.303304 nChanged 2 SP:Iteration 6Q (30530.800000 sec): 3 clusters Score: Raw -30083.288499 + Penalty 2812.260938 = -27271.027561 nChanged 2 SP:Iteration 7Q (30530.940000 sec): 3 clusters Score: Raw -30087.996941 + Penalty 2812.260938 = -27275.736003 nChanged 0 SP:Iteration 8F (30531.110000 sec): 3 clusters Score: Raw -30087.996941 + Penalty 2812.260938 = -27275.736003 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30531.230000 sec): 2 clusters Score: Raw -213583.952349 + Penalty 1765.268019 = -211818.684330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30531.410000 sec): 3 clusters Score: Raw -213200.887026 + Penalty 3530.536037 = -209670.350988 nChanged 353 SP:Iteration 1F (30531.570000 sec): 3 clusters Score: Raw -213511.465861 + Penalty 3530.536037 = -209980.929824 nChanged 87 SP:Iteration 2F (30531.750000 sec): 3 clusters Score: Raw -213615.574838 + Penalty 3530.536037 = -210085.038800 nChanged 50 SP:Iteration 3Q (30531.920000 sec): 3 clusters Score: Raw -213673.151408 + Penalty 3530.536037 = -210142.615371 nChanged 53 SP:Iteration 4Q (30532.070000 sec): 3 clusters Score: Raw -213729.656242 + Penalty 3530.536037 = -210199.120204 nChanged 37 SP:Iteration 5Q (30532.200000 sec): 3 clusters Score: Raw -213769.998562 + Penalty 3530.536037 = -210239.462524 nChanged 23 SP:Iteration 6Q (30532.330000 sec): 3 clusters Score: Raw -213811.700854 + Penalty 3530.536037 = -210281.164817 nChanged 24 SP:Iteration 7Q (30532.480000 sec): 3 clusters Score: Raw -213873.774738 + Penalty 3530.536037 = -210343.238701 nChanged 36 SP:Iteration 8Q (30532.680000 sec): 3 clusters Score: Raw -213940.107958 + Penalty 3530.536037 = -210409.571921 nChanged 35 SP:Iteration 9Q (30532.850000 sec): 3 clusters Score: Raw -214000.052772 + Penalty 3530.536037 = -210469.516735 nChanged 29 SP:Iteration 10Q (30533.000000 sec): 3 clusters Score: Raw -214046.861925 + Penalty 3530.536037 = -210516.325888 nChanged 26 SP:Iteration 11Q (30533.160000 sec): 3 clusters Score: Raw -214091.451848 + Penalty 3530.536037 = -210560.915811 nChanged 26 SP:Iteration 12Q (30533.370000 sec): 3 clusters Score: Raw -214128.531267 + Penalty 3530.536037 = -210597.995229 nChanged 19 SP:Iteration 13Q (30533.570000 sec): 3 clusters Score: Raw -214157.788059 + Penalty 3530.536037 = -210627.252021 nChanged 20 SP:Iteration 14Q (30533.750000 sec): 3 clusters Score: Raw -214186.995892 + Penalty 3530.536037 = -210656.459854 nChanged 11 SP:Iteration 15Q (30533.930000 sec): 3 clusters Score: Raw -214199.662917 + Penalty 3530.536037 = -210669.126880 nChanged 8 SP:Iteration 16Q (30534.140000 sec): 3 clusters Score: Raw -214220.204959 + Penalty 3530.536037 = -210689.668922 nChanged 13 SP:Iteration 17Q (30534.310000 sec): 3 clusters Score: Raw -214241.222102 + Penalty 3530.536037 = -210710.686064 nChanged 14 SP:Iteration 18Q (30534.470000 sec): 3 clusters Score: Raw -214264.266291 + Penalty 3530.536037 = -210733.730254 nChanged 13 SP:Iteration 19Q (30534.650000 sec): 3 clusters Score: Raw -214286.800152 + Penalty 3530.536037 = -210756.264115 nChanged 11 SP:Iteration 20F (30534.850000 sec): 3 clusters Score: Raw -214300.973755 + Penalty 3530.536037 = -210770.437717 nChanged 5 SP:Iteration 21Q (30535.040000 sec): 3 clusters Score: Raw -214310.446518 + Penalty 3530.536037 = -210779.910480 nChanged 6 SP:Iteration 22Q (30535.240000 sec): 3 clusters Score: Raw -214317.834586 + Penalty 3530.536037 = -210787.298549 nChanged 3 SP:Iteration 23Q (30535.430000 sec): 3 clusters Score: Raw -214321.803248 + Penalty 3530.536037 = -210791.267211 nChanged 1 SP:Iteration 24Q (30535.640000 sec): 3 clusters Score: Raw -214322.719581 + Penalty 3530.536037 = -210792.183544 nChanged 1 SP:Iteration 25Q (30535.830000 sec): 3 clusters Score: Raw -214324.148785 + Penalty 3530.536037 = -210793.612748 nChanged 2 SP:Iteration 26Q (30535.970000 sec): 3 clusters Score: Raw -214326.905407 + Penalty 3530.536037 = -210796.369370 nChanged 2 SP:Iteration 27Q (30536.130000 sec): 3 clusters Score: Raw -214330.208575 + Penalty 3530.536037 = -210799.672538 nChanged 2 SP:Iteration 28Q (30536.360000 sec): 3 clusters Score: Raw -214333.023057 + Penalty 3530.536037 = -210802.487020 nChanged 3 SP:Iteration 29Q (30536.520000 sec): 3 clusters Score: Raw -214337.091939 + Penalty 3530.536037 = -210806.555902 nChanged 2 SP:Iteration 30Q (30536.720000 sec): 3 clusters Score: Raw -214340.314842 + Penalty 3530.536037 = -210809.778805 nChanged 2 SP:Iteration 31Q (30536.910000 sec): 3 clusters Score: Raw -214343.660503 + Penalty 3530.536037 = -210813.124466 nChanged 2 SP:Iteration 32Q (30537.080000 sec): 3 clusters Score: Raw -214345.836174 + Penalty 3530.536037 = -210815.300136 nChanged 1 SP:Iteration 33Q (30537.290000 sec): 3 clusters Score: Raw -214346.923523 + Penalty 3530.536037 = -210816.387485 nChanged 0 SP:Iteration 34F (30537.490000 sec): 3 clusters Score: Raw -214346.923523 + Penalty 3530.536037 = -210816.387485 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30537.800000 sec): 2 clusters Score: Raw -8786804.726643 + Penalty 2669.249323 = -8784135.477320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30538.260000 sec): 3 clusters Score: Raw -8757650.905313 + Penalty 5338.498645 = -8752312.406668 nChanged 21759 SP:Iteration 1F (30538.610000 sec): 3 clusters Score: Raw -8769641.713888 + Penalty 5338.498645 = -8764303.215242 nChanged 2132 SP:Iteration 2Q (30539.070000 sec): 3 clusters Score: Raw -8770357.675460 + Penalty 5338.498645 = -8765019.176815 nChanged 2251 SP:Iteration 3Q (30539.460000 sec): 3 clusters Score: Raw -8771254.253922 + Penalty 5338.498645 = -8765915.755277 nChanged 2593 SP:Iteration 4F (30539.890000 sec): 3 clusters Score: Raw -8772595.805873 + Penalty 5338.498645 = -8767257.307227 nChanged 3323 SP:Iteration 5F (30540.270000 sec): 3 clusters Score: Raw -8774817.687552 + Penalty 5338.498645 = -8769479.188907 nChanged 3847 SP:Iteration 6F (30540.740000 sec): 3 clusters Score: Raw -8777993.360935 + Penalty 5338.498645 = -8772654.862290 nChanged 3826 SP:Iteration 7F (30541.140000 sec): 3 clusters Score: Raw -8781642.090031 + Penalty 5338.498645 = -8776303.591386 nChanged 2858 SP:Iteration 8F (30541.540000 sec): 3 clusters Score: Raw -8784485.852370 + Penalty 5338.498645 = -8779147.353725 nChanged 1563 SP:Iteration 9Q (30541.920000 sec): 3 clusters Score: Raw -8786025.651488 + Penalty 5338.498645 = -8780687.152843 nChanged 639 SP:Iteration 10Q (30542.320000 sec): 3 clusters Score: Raw -8786672.783782 + Penalty 5338.498645 = -8781334.285136 nChanged 200 SP:Iteration 11Q (30542.690000 sec): 3 clusters Score: Raw -8786895.887962 + Penalty 5338.498645 = -8781557.389317 nChanged 80 SP:Iteration 12Q (30543.060000 sec): 3 clusters Score: Raw -8787004.619652 + Penalty 5338.498645 = -8781666.121007 nChanged 47 SP:Iteration 13Q (30543.410000 sec): 3 clusters Score: Raw -8787066.225880 + Penalty 5338.498645 = -8781727.727235 nChanged 26 SP:Iteration 14Q (30543.790000 sec): 3 clusters Score: Raw -8787102.868566 + Penalty 5338.498645 = -8781764.369921 nChanged 16 SP:Iteration 15Q (30544.180000 sec): 3 clusters Score: Raw -8787124.471319 + Penalty 5338.498645 = -8781785.972674 nChanged 9 SP:Iteration 16Q (30544.560000 sec): 3 clusters Score: Raw -8787138.793961 + Penalty 5338.498645 = -8781800.295316 nChanged 3 SP:Iteration 17Q (30544.990000 sec): 3 clusters Score: Raw -8787144.386939 + Penalty 5338.498645 = -8781805.888294 nChanged 3 SP:Iteration 18Q (30545.400000 sec): 3 clusters Score: Raw -8787148.904095 + Penalty 5338.498645 = -8781810.405449 nChanged 1 SP:Iteration 19Q (30545.810000 sec): 3 clusters Score: Raw -8787149.542588 + Penalty 5338.498645 = -8781811.043943 nChanged 1 SP:Iteration 20F (30546.190000 sec): 3 clusters Score: Raw -8787151.472543 + Penalty 5338.498645 = -8781812.973898 nChanged 3 SP:Iteration 21Q (30546.730000 sec): 3 clusters Score: Raw -8787154.979181 + Penalty 5338.498645 = -8781816.480536 nChanged 2 SP:Iteration 22Q (30547.110000 sec): 3 clusters Score: Raw -8787157.511571 + Penalty 5338.498645 = -8781819.012926 nChanged 0 SP:Iteration 23F (30547.550000 sec): 3 clusters Score: Raw -8787157.511571 + Penalty 5338.498645 = -8781819.012926 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30547.640000 sec): 2 clusters Score: Raw -77298.070267 + Penalty 1531.098954 = -75766.971313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30547.770000 sec): 3 clusters Score: Raw -77302.737232 + Penalty 3062.197908 = -74240.539324 nChanged 96 SP:Iteration 1F (30547.940000 sec): 3 clusters Score: Raw -77474.887319 + Penalty 3062.197908 = -74412.689411 nChanged 17 SP:Iteration 2Q (30548.090000 sec): 3 clusters Score: Raw -77514.267415 + Penalty 3062.197908 = -74452.069507 nChanged 9 SP:Iteration 3Q (30548.230000 sec): 3 clusters Score: Raw -77539.784259 + Penalty 3062.197908 = -74477.586352 nChanged 8 SP:Iteration 4Q (30548.370000 sec): 3 clusters Score: Raw -77562.302961 + Penalty 3062.197908 = -74500.105054 nChanged 5 SP:Iteration 5Q (30548.470000 sec): 3 clusters Score: Raw -77567.332351 + Penalty 3062.197908 = -74505.134444 nChanged 3 SP:Iteration 6Q (30548.620000 sec): 3 clusters Score: Raw -77575.598385 + Penalty 3062.197908 = -74513.400478 nChanged 2 SP:Iteration 7Q (30548.840000 sec): 3 clusters Score: Raw -77579.498089 + Penalty 3062.197908 = -74517.300182 nChanged 3 SP:Iteration 8Q (30549.020000 sec): 3 clusters Score: Raw -77586.650510 + Penalty 3062.197908 = -74524.452603 nChanged 2 SP:Iteration 9Q (30549.210000 sec): 3 clusters Score: Raw -77595.281506 + Penalty 3062.197908 = -74533.083598 nChanged 2 SP:Iteration 10Q (30549.360000 sec): 3 clusters Score: Raw -77598.300908 + Penalty 3062.197908 = -74536.103000 nChanged 1 SP:Iteration 11Q (30549.510000 sec): 3 clusters Score: Raw -77599.270030 + Penalty 3062.197908 = -74537.072123 nChanged 1 SP:Iteration 12Q (30549.700000 sec): 3 clusters Score: Raw -77600.424383 + Penalty 3062.197908 = -74538.226476 nChanged 1 SP:Iteration 13Q (30549.850000 sec): 3 clusters Score: Raw -77602.131188 + Penalty 3062.197908 = -74539.933280 nChanged 0 SP:Iteration 14F (30550.030000 sec): 3 clusters Score: Raw -77602.131188 + Penalty 3062.197908 = -74539.933280 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30550.170000 sec): 2 clusters Score: Raw -1530363.890857 + Penalty 2230.246727 = -1528133.644130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30550.380000 sec): 3 clusters Score: Raw -1526126.410161 + Penalty 4460.493455 = -1521665.916706 nChanged 3270 SP:Iteration 1F (30550.590000 sec): 3 clusters Score: Raw -1527855.547019 + Penalty 4460.493455 = -1523395.053564 nChanged 534 SP:Iteration 2F (30550.790000 sec): 3 clusters Score: Raw -1528150.377595 + Penalty 4460.493455 = -1523689.884140 nChanged 456 SP:Iteration 3F (30551.050000 sec): 3 clusters Score: Raw -1528401.351030 + Penalty 4460.493455 = -1523940.857575 nChanged 396 SP:Iteration 4Q (30551.310000 sec): 3 clusters Score: Raw -1528647.549323 + Penalty 4460.493455 = -1524187.055868 nChanged 378 SP:Iteration 5Q (30551.520000 sec): 3 clusters Score: Raw -1528909.892285 + Penalty 4460.493455 = -1524449.398830 nChanged 362 SP:Iteration 6Q (30551.740000 sec): 3 clusters Score: Raw -1529205.088755 + Penalty 4460.493455 = -1524744.595300 nChanged 352 SP:Iteration 7Q (30551.950000 sec): 3 clusters Score: Raw -1529506.044223 + Penalty 4460.493455 = -1525045.550768 nChanged 334 SP:Iteration 8Q (30552.180000 sec): 3 clusters Score: Raw -1529740.583079 + Penalty 4460.493455 = -1525280.089624 nChanged 300 SP:Iteration 9Q (30552.380000 sec): 3 clusters Score: Raw -1529910.483636 + Penalty 4460.493455 = -1525449.990181 nChanged 260 SP:Iteration 10Q (30552.580000 sec): 3 clusters Score: Raw -1530040.619415 + Penalty 4460.493455 = -1525580.125960 nChanged 216 SP:Iteration 11Q (30552.780000 sec): 3 clusters Score: Raw -1530150.891755 + Penalty 4460.493455 = -1525690.398300 nChanged 200 SP:Iteration 12Q (30553.020000 sec): 3 clusters Score: Raw -1530245.233013 + Penalty 4460.493455 = -1525784.739558 nChanged 167 SP:Iteration 13Q (30553.260000 sec): 3 clusters Score: Raw -1530315.900475 + Penalty 4460.493455 = -1525855.407020 nChanged 131 SP:Iteration 14Q (30553.480000 sec): 3 clusters Score: Raw -1530373.162573 + Penalty 4460.493455 = -1525912.669119 nChanged 112 SP:Iteration 15Q (30553.740000 sec): 3 clusters Score: Raw -1530418.513853 + Penalty 4460.493455 = -1525958.020398 nChanged 110 SP:Iteration 16Q (30553.940000 sec): 3 clusters Score: Raw -1530459.651906 + Penalty 4460.493455 = -1525999.158451 nChanged 93 SP:Iteration 17Q (30554.170000 sec): 3 clusters Score: Raw -1530488.771745 + Penalty 4460.493455 = -1526028.278290 nChanged 67 SP:Iteration 18Q (30554.380000 sec): 3 clusters Score: Raw -1530511.226758 + Penalty 4460.493455 = -1526050.733303 nChanged 58 SP:Iteration 19Q (30554.620000 sec): 3 clusters Score: Raw -1530530.686583 + Penalty 4460.493455 = -1526070.193129 nChanged 56 SP:Iteration 20F (30554.820000 sec): 3 clusters Score: Raw -1530551.015241 + Penalty 4460.493455 = -1526090.521787 nChanged 47 SP:Iteration 21Q (30555.040000 sec): 3 clusters Score: Raw -1530563.690571 + Penalty 4460.493455 = -1526103.197116 nChanged 35 SP:Iteration 22Q (30555.310000 sec): 3 clusters Score: Raw -1530572.440938 + Penalty 4460.493455 = -1526111.947483 nChanged 36 SP:Iteration 23Q (30555.500000 sec): 3 clusters Score: Raw -1530580.706524 + Penalty 4460.493455 = -1526120.213070 nChanged 22 SP:Iteration 24Q (30555.700000 sec): 3 clusters Score: Raw -1530585.479985 + Penalty 4460.493455 = -1526124.986530 nChanged 21 SP:Iteration 25Q (30555.920000 sec): 3 clusters Score: Raw -1530591.119871 + Penalty 4460.493455 = -1526130.626416 nChanged 24 SP:Iteration 26Q (30556.120000 sec): 3 clusters Score: Raw -1530597.437988 + Penalty 4460.493455 = -1526136.944533 nChanged 25 SP:Iteration 27Q (30556.320000 sec): 3 clusters Score: Raw -1530603.810924 + Penalty 4460.493455 = -1526143.317469 nChanged 24 SP:Iteration 28Q (30556.570000 sec): 3 clusters Score: Raw -1530610.850577 + Penalty 4460.493455 = -1526150.357122 nChanged 29 SP:Iteration 29Q (30556.780000 sec): 3 clusters Score: Raw -1530620.734291 + Penalty 4460.493455 = -1526160.240836 nChanged 32 SP:Iteration 30Q (30557.010000 sec): 3 clusters Score: Raw -1530628.884412 + Penalty 4460.493455 = -1526168.390957 nChanged 19 SP:Iteration 31Q (30557.230000 sec): 3 clusters Score: Raw -1530634.539677 + Penalty 4460.493455 = -1526174.046222 nChanged 21 SP:Iteration 32Q (30557.440000 sec): 3 clusters Score: Raw -1530640.091813 + Penalty 4460.493455 = -1526179.598358 nChanged 20 SP:Iteration 33Q (30557.620000 sec): 3 clusters Score: Raw -1530645.280109 + Penalty 4460.493455 = -1526184.786654 nChanged 19 SP:Iteration 34Q (30557.840000 sec): 3 clusters Score: Raw -1530650.409506 + Penalty 4460.493455 = -1526189.916051 nChanged 20 SP:Iteration 35Q (30557.970000 sec): 3 clusters Score: Raw -1530656.324636 + Penalty 4460.493455 = -1526195.831181 nChanged 26 SP:Iteration 36Q (30558.220000 sec): 3 clusters Score: Raw -1530663.426681 + Penalty 4460.493455 = -1526202.933226 nChanged 29 SP:Iteration 37Q (30558.400000 sec): 3 clusters Score: Raw -1530670.925954 + Penalty 4460.493455 = -1526210.432500 nChanged 29 SP:Iteration 38Q (30558.640000 sec): 3 clusters Score: Raw -1530678.904211 + Penalty 4460.493455 = -1526218.410756 nChanged 28 SP:Iteration 39Q (30558.870000 sec): 3 clusters Score: Raw -1530685.817561 + Penalty 4460.493455 = -1526225.324106 nChanged 25 SP:Iteration 40F (30559.060000 sec): 3 clusters Score: Raw -1530692.151916 + Penalty 4460.493455 = -1526231.658461 nChanged 25 SP:Iteration 41Q (30559.260000 sec): 3 clusters Score: Raw -1530699.763884 + Penalty 4460.493455 = -1526239.270429 nChanged 21 SP:Iteration 42Q (30559.470000 sec): 3 clusters Score: Raw -1530705.647864 + Penalty 4460.493455 = -1526245.154409 nChanged 21 SP:Iteration 43Q (30559.680000 sec): 3 clusters Score: Raw -1530711.950207 + Penalty 4460.493455 = -1526251.456753 nChanged 26 SP:Iteration 44Q (30559.890000 sec): 3 clusters Score: Raw -1530720.202342 + Penalty 4460.493455 = -1526259.708887 nChanged 31 SP:Iteration 45Q (30560.130000 sec): 3 clusters Score: Raw -1530731.788312 + Penalty 4460.493455 = -1526271.294857 nChanged 37 SP:Iteration 46Q (30560.310000 sec): 3 clusters Score: Raw -1530745.439891 + Penalty 4460.493455 = -1526284.946437 nChanged 33 SP:Iteration 47Q (30560.560000 sec): 3 clusters Score: Raw -1530755.946260 + Penalty 4460.493455 = -1526295.452805 nChanged 17 SP:Iteration 48Q (30560.740000 sec): 3 clusters Score: Raw -1530761.261913 + Penalty 4460.493455 = -1526300.768458 nChanged 16 SP:Iteration 49Q (30560.980000 sec): 3 clusters Score: Raw -1530766.254329 + Penalty 4460.493455 = -1526305.760874 nChanged 17 SP:Iteration 50Q (30561.140000 sec): 3 clusters Score: Raw -1530772.354540 + Penalty 4460.493455 = -1526311.861086 nChanged 19 SP:Iteration 51Q (30561.370000 sec): 3 clusters Score: Raw -1530778.617511 + Penalty 4460.493455 = -1526318.124056 nChanged 18 SP:Iteration 52Q (30561.570000 sec): 3 clusters Score: Raw -1530783.746140 + Penalty 4460.493455 = -1526323.252686 nChanged 21 SP:Iteration 53Q (30561.780000 sec): 3 clusters Score: Raw -1530791.460551 + Penalty 4460.493455 = -1526330.967096 nChanged 23 SP:Iteration 54Q (30562.040000 sec): 3 clusters Score: Raw -1530798.216583 + Penalty 4460.493455 = -1526337.723128 nChanged 15 SP:Iteration 55Q (30562.220000 sec): 3 clusters Score: Raw -1530803.150215 + Penalty 4460.493455 = -1526342.656760 nChanged 12 SP:Iteration 56Q (30562.430000 sec): 3 clusters Score: Raw -1530806.641063 + Penalty 4460.493455 = -1526346.147608 nChanged 9 SP:Iteration 57Q (30562.640000 sec): 3 clusters Score: Raw -1530809.836187 + Penalty 4460.493455 = -1526349.342732 nChanged 11 SP:Iteration 58Q (30562.880000 sec): 3 clusters Score: Raw -1530813.490183 + Penalty 4460.493455 = -1526352.996729 nChanged 9 SP:Iteration 59Q (30563.070000 sec): 3 clusters Score: Raw -1530816.480211 + Penalty 4460.493455 = -1526355.986756 nChanged 10 SP:Iteration 60F (30563.290000 sec): 3 clusters Score: Raw -1530820.289396 + Penalty 4460.493455 = -1526359.795941 nChanged 9 SP:Iteration 61Q (30563.510000 sec): 3 clusters Score: Raw -1530822.854326 + Penalty 4460.493455 = -1526362.360871 nChanged 10 SP:Iteration 62Q (30563.710000 sec): 3 clusters Score: Raw -1530825.378438 + Penalty 4460.493455 = -1526364.884983 nChanged 7 SP:Iteration 63Q (30563.920000 sec): 3 clusters Score: Raw -1530826.799733 + Penalty 4460.493455 = -1526366.306278 nChanged 7 SP:Iteration 64Q (30564.120000 sec): 3 clusters Score: Raw -1530829.441270 + Penalty 4460.493455 = -1526368.947815 nChanged 8 SP:Iteration 65Q (30564.350000 sec): 3 clusters Score: Raw -1530831.466971 + Penalty 4460.493455 = -1526370.973517 nChanged 4 SP:Iteration 66Q (30564.580000 sec): 3 clusters Score: Raw -1530832.480932 + Penalty 4460.493455 = -1526371.987478 nChanged 3 SP:Iteration 67Q (30564.820000 sec): 3 clusters Score: Raw -1530832.948785 + Penalty 4460.493455 = -1526372.455330 nChanged 2 SP:Iteration 68Q (30565.070000 sec): 3 clusters Score: Raw -1530833.388237 + Penalty 4460.493455 = -1526372.894782 nChanged 1 SP:Iteration 69Q (30565.240000 sec): 3 clusters Score: Raw -1530833.583479 + Penalty 4460.493455 = -1526373.090024 nChanged 1 SP:Iteration 70Q (30565.460000 sec): 3 clusters Score: Raw -1530833.752188 + Penalty 4460.493455 = -1526373.258733 nChanged 1 SP:Iteration 71Q (30565.690000 sec): 3 clusters Score: Raw -1530833.810347 + Penalty 4460.493455 = -1526373.316892 nChanged 0 SP:Iteration 72F (30565.910000 sec): 3 clusters Score: Raw -1530833.810347 + Penalty 4460.493455 = -1526373.316892 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30566.370000 sec): 2 clusters Score: Raw -12148984.632265 + Penalty 2757.819116 = -12146226.813149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30566.950000 sec): 3 clusters Score: Raw -12106515.744759 + Penalty 5515.638231 = -12101000.106528 nChanged 31368 SP:Iteration 1F (30567.490000 sec): 3 clusters Score: Raw -12124257.988954 + Penalty 5515.638231 = -12118742.350723 nChanged 2597 SP:Iteration 2Q (30567.990000 sec): 3 clusters Score: Raw -12125061.721619 + Penalty 5515.638231 = -12119546.083388 nChanged 2934 SP:Iteration 3Q (30568.570000 sec): 3 clusters Score: Raw -12126203.042804 + Penalty 5515.638231 = -12120687.404573 nChanged 3560 SP:Iteration 4F (30569.090000 sec): 3 clusters Score: Raw -12127934.968696 + Penalty 5515.638231 = -12122419.330465 nChanged 4365 SP:Iteration 5F (30569.650000 sec): 3 clusters Score: Raw -12130649.479543 + Penalty 5515.638231 = -12125133.841312 nChanged 5276 SP:Iteration 6F (30570.200000 sec): 3 clusters Score: Raw -12134748.904614 + Penalty 5515.638231 = -12129233.266383 nChanged 5631 SP:Iteration 7F (30570.780000 sec): 3 clusters Score: Raw -12139879.464520 + Penalty 5515.638231 = -12134363.826288 nChanged 4665 SP:Iteration 8F (30571.320000 sec): 3 clusters Score: Raw -12144457.972065 + Penalty 5515.638231 = -12138942.333833 nChanged 2889 SP:Iteration 9Q (30571.950000 sec): 3 clusters Score: Raw -12147360.342466 + Penalty 5515.638231 = -12141844.704235 nChanged 1200 SP:Iteration 10Q (30572.530000 sec): 3 clusters Score: Raw -12148546.556088 + Penalty 5515.638231 = -12143030.917857 nChanged 403 SP:Iteration 11Q (30572.990000 sec): 3 clusters Score: Raw -12148961.206879 + Penalty 5515.638231 = -12143445.568648 nChanged 142 SP:Iteration 12Q (30573.480000 sec): 3 clusters Score: Raw -12149139.522834 + Penalty 5515.638231 = -12143623.884603 nChanged 70 SP:Iteration 13Q (30573.920000 sec): 3 clusters Score: Raw -12149230.118829 + Penalty 5515.638231 = -12143714.480598 nChanged 31 SP:Iteration 14Q (30574.360000 sec): 3 clusters Score: Raw -12149281.119875 + Penalty 5515.638231 = -12143765.481644 nChanged 17 SP:Iteration 15Q (30574.860000 sec): 3 clusters Score: Raw -12149314.136784 + Penalty 5515.638231 = -12143798.498553 nChanged 12 SP:Iteration 16Q (30575.320000 sec): 3 clusters Score: Raw -12149332.642567 + Penalty 5515.638231 = -12143817.004336 nChanged 5 SP:Iteration 17Q (30575.800000 sec): 3 clusters Score: Raw -12149342.293204 + Penalty 5515.638231 = -12143826.654973 nChanged 4 SP:Iteration 18Q (30576.220000 sec): 3 clusters Score: Raw -12149351.233181 + Penalty 5515.638231 = -12143835.594950 nChanged 5 SP:Iteration 19Q (30576.700000 sec): 3 clusters Score: Raw -12149361.171555 + Penalty 5515.638231 = -12143845.533324 nChanged 3 SP:Iteration 20F (30577.200000 sec): 3 clusters Score: Raw -12149364.090224 + Penalty 5515.638231 = -12143848.451993 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30577.330000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30577.510000 sec): 3 clusters Score: Raw -121505.304182 + Penalty 3242.917353 = -118262.386830 nChanged 132 SP:Iteration 1F (30577.700000 sec): 3 clusters Score: Raw -121670.062030 + Penalty 3242.917353 = -118427.144677 nChanged 25 SP:Iteration 2Q (30577.850000 sec): 3 clusters Score: Raw -121715.637480 + Penalty 3242.917353 = -118472.720127 nChanged 12 SP:Iteration 3Q (30578.010000 sec): 3 clusters Score: Raw -121733.149794 + Penalty 3242.917353 = -118490.232441 nChanged 6 SP:Iteration 4Q (30578.190000 sec): 3 clusters Score: Raw -121742.290098 + Penalty 3242.917353 = -118499.372746 nChanged 3 SP:Iteration 5Q (30578.320000 sec): 3 clusters Score: Raw -121751.377922 + Penalty 3242.917353 = -118508.460570 nChanged 3 SP:Iteration 6Q (30578.500000 sec): 3 clusters Score: Raw -121756.144381 + Penalty 3242.917353 = -118513.227028 nChanged 3 SP:Iteration 7Q (30578.680000 sec): 3 clusters Score: Raw -121760.613222 + Penalty 3242.917353 = -118517.695870 nChanged 0 SP:Iteration 8F (30578.890000 sec): 3 clusters Score: Raw -121760.613222 + Penalty 3242.917353 = -118517.695870 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30579.020000 sec): 2 clusters Score: Raw -413866.775879 + Penalty 1939.767495 = -411927.008383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30579.150000 sec): 3 clusters Score: Raw -412911.936375 + Penalty 3879.534991 = -409032.401385 nChanged 853 SP:Iteration 1F (30579.360000 sec): 3 clusters Score: Raw -413606.549592 + Penalty 3879.534991 = -409727.014601 nChanged 208 SP:Iteration 2F (30579.580000 sec): 3 clusters Score: Raw -413814.409435 + Penalty 3879.534991 = -409934.874444 nChanged 140 SP:Iteration 3F (30579.740000 sec): 3 clusters Score: Raw -413941.346053 + Penalty 3879.534991 = -410061.811062 nChanged 86 SP:Iteration 4Q (30579.920000 sec): 3 clusters Score: Raw -414009.670045 + Penalty 3879.534991 = -410130.135055 nChanged 74 SP:Iteration 5Q (30580.130000 sec): 3 clusters Score: Raw -414076.040798 + Penalty 3879.534991 = -410196.505808 nChanged 56 SP:Iteration 6Q (30580.300000 sec): 3 clusters Score: Raw -414119.546062 + Penalty 3879.534991 = -410240.011072 nChanged 43 SP:Iteration 7Q (30580.460000 sec): 3 clusters Score: Raw -414144.835182 + Penalty 3879.534991 = -410265.300191 nChanged 29 SP:Iteration 8Q (30580.630000 sec): 3 clusters Score: Raw -414162.901393 + Penalty 3879.534991 = -410283.366403 nChanged 27 SP:Iteration 9Q (30580.840000 sec): 3 clusters Score: Raw -414178.699756 + Penalty 3879.534991 = -410299.164765 nChanged 16 SP:Iteration 10Q (30581.030000 sec): 3 clusters Score: Raw -414193.420850 + Penalty 3879.534991 = -410313.885859 nChanged 27 SP:Iteration 11Q (30581.210000 sec): 3 clusters Score: Raw -414227.860819 + Penalty 3879.534991 = -410348.325828 nChanged 27 SP:Iteration 12Q (30581.350000 sec): 3 clusters Score: Raw -414255.308376 + Penalty 3879.534991 = -410375.773385 nChanged 32 SP:Iteration 13Q (30581.560000 sec): 3 clusters Score: Raw -414280.218157 + Penalty 3879.534991 = -410400.683167 nChanged 33 SP:Iteration 14Q (30581.720000 sec): 3 clusters Score: Raw -414308.870953 + Penalty 3879.534991 = -410429.335962 nChanged 29 SP:Iteration 15Q (30581.900000 sec): 3 clusters Score: Raw -414331.299668 + Penalty 3879.534991 = -410451.764677 nChanged 37 SP:Iteration 16Q (30582.100000 sec): 3 clusters Score: Raw -414361.218225 + Penalty 3879.534991 = -410481.683235 nChanged 42 SP:Iteration 17Q (30582.280000 sec): 3 clusters Score: Raw -414395.941054 + Penalty 3879.534991 = -410516.406063 nChanged 39 SP:Iteration 18Q (30582.460000 sec): 3 clusters Score: Raw -414437.809834 + Penalty 3879.534991 = -410558.274844 nChanged 43 SP:Iteration 19Q (30582.630000 sec): 3 clusters Score: Raw -414477.845485 + Penalty 3879.534991 = -410598.310494 nChanged 43 SP:Iteration 20F (30582.820000 sec): 3 clusters Score: Raw -414530.543084 + Penalty 3879.534991 = -410651.008094 nChanged 58 SP:Iteration 21Q (30582.960000 sec): 3 clusters Score: Raw -414619.098102 + Penalty 3879.534991 = -410739.563112 nChanged 73 SP:Iteration 22Q (30583.090000 sec): 3 clusters Score: Raw -414712.444024 + Penalty 3879.534991 = -410832.909033 nChanged 61 SP:Iteration 23Q (30583.260000 sec): 3 clusters Score: Raw -414774.673412 + Penalty 3879.534991 = -410895.138422 nChanged 54 SP:Iteration 24Q (30583.440000 sec): 3 clusters Score: Raw -414822.305016 + Penalty 3879.534991 = -410942.770025 nChanged 52 SP:Iteration 25Q (30583.630000 sec): 3 clusters Score: Raw -414873.129754 + Penalty 3879.534991 = -410993.594764 nChanged 42 SP:Iteration 26Q (30583.790000 sec): 3 clusters Score: Raw -414911.150975 + Penalty 3879.534991 = -411031.615984 nChanged 28 SP:Iteration 27Q (30583.970000 sec): 3 clusters Score: Raw -414929.573439 + Penalty 3879.534991 = -411050.038448 nChanged 29 SP:Iteration 28Q (30584.120000 sec): 3 clusters Score: Raw -414951.427182 + Penalty 3879.534991 = -411071.892192 nChanged 31 SP:Iteration 29Q (30584.280000 sec): 3 clusters Score: Raw -414979.132887 + Penalty 3879.534991 = -411099.597896 nChanged 30 SP:Iteration 30Q (30584.420000 sec): 3 clusters Score: Raw -415003.771073 + Penalty 3879.534991 = -411124.236082 nChanged 33 SP:Iteration 31Q (30584.590000 sec): 3 clusters Score: Raw -415032.337136 + Penalty 3879.534991 = -411152.802145 nChanged 31 SP:Iteration 32Q (30584.780000 sec): 3 clusters Score: Raw -415062.156815 + Penalty 3879.534991 = -411182.621825 nChanged 26 SP:Iteration 33Q (30584.940000 sec): 3 clusters Score: Raw -415101.684150 + Penalty 3879.534991 = -411222.149159 nChanged 31 SP:Iteration 34Q (30585.130000 sec): 3 clusters Score: Raw -415132.959669 + Penalty 3879.534991 = -411253.424678 nChanged 30 SP:Iteration 35Q (30585.310000 sec): 3 clusters Score: Raw -415164.458852 + Penalty 3879.534991 = -411284.923861 nChanged 22 SP:Iteration 36Q (30585.500000 sec): 3 clusters Score: Raw -415182.890726 + Penalty 3879.534991 = -411303.355736 nChanged 20 SP:Iteration 37Q (30585.660000 sec): 3 clusters Score: Raw -415198.298817 + Penalty 3879.534991 = -411318.763826 nChanged 18 SP:Iteration 38Q (30585.850000 sec): 3 clusters Score: Raw -415211.599263 + Penalty 3879.534991 = -411332.064273 nChanged 15 SP:Iteration 39Q (30586.040000 sec): 3 clusters Score: Raw -415218.141715 + Penalty 3879.534991 = -411338.606725 nChanged 8 SP:Iteration 40F (30586.190000 sec): 3 clusters Score: Raw -415224.223792 + Penalty 3879.534991 = -411344.688802 nChanged 11 SP:Iteration 41Q (30586.440000 sec): 3 clusters Score: Raw -415236.441453 + Penalty 3879.534991 = -411356.906463 nChanged 8 SP:Iteration 42Q (30586.600000 sec): 3 clusters Score: Raw -415244.955385 + Penalty 3879.534991 = -411365.420395 nChanged 8 SP:Iteration 43Q (30586.820000 sec): 3 clusters Score: Raw -415249.863559 + Penalty 3879.534991 = -411370.328568 nChanged 5 SP:Iteration 44Q (30586.970000 sec): 3 clusters Score: Raw -415252.747552 + Penalty 3879.534991 = -411373.212562 nChanged 1 SP:Iteration 45Q (30587.160000 sec): 3 clusters Score: Raw -415253.394264 + Penalty 3879.534991 = -411373.859273 nChanged 1 SP:Iteration 46Q (30587.360000 sec): 3 clusters Score: Raw -415253.750762 + Penalty 3879.534991 = -411374.215771 nChanged 0 SP:Iteration 47F (30587.540000 sec): 3 clusters Score: Raw -415253.750762 + Penalty 3879.534991 = -411374.215771 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30587.650000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30587.820000 sec): 3 clusters Score: Raw -211339.725187 + Penalty 3489.056413 = -207850.668774 nChanged 315 SP:Iteration 1F (30588.040000 sec): 3 clusters Score: Raw -211640.898518 + Penalty 3489.056413 = -208151.842105 nChanged 86 SP:Iteration 2F (30588.210000 sec): 3 clusters Score: Raw -211725.882904 + Penalty 3489.056413 = -208236.826491 nChanged 32 SP:Iteration 3Q (30588.390000 sec): 3 clusters Score: Raw -211766.185918 + Penalty 3489.056413 = -208277.129504 nChanged 25 SP:Iteration 4Q (30588.530000 sec): 3 clusters Score: Raw -211804.256953 + Penalty 3489.056413 = -208315.200540 nChanged 22 SP:Iteration 5Q (30588.730000 sec): 3 clusters Score: Raw -211837.631459 + Penalty 3489.056413 = -208348.575046 nChanged 14 SP:Iteration 6Q (30588.910000 sec): 3 clusters Score: Raw -211852.876830 + Penalty 3489.056413 = -208363.820417 nChanged 8 SP:Iteration 7Q (30589.080000 sec): 3 clusters Score: Raw -211864.880807 + Penalty 3489.056413 = -208375.824394 nChanged 10 SP:Iteration 8Q (30589.300000 sec): 3 clusters Score: Raw -211873.439329 + Penalty 3489.056413 = -208384.382916 nChanged 9 SP:Iteration 9Q (30589.470000 sec): 3 clusters Score: Raw -211880.914505 + Penalty 3489.056413 = -208391.858092 nChanged 5 SP:Iteration 10Q (30589.680000 sec): 3 clusters Score: Raw -211885.310970 + Penalty 3489.056413 = -208396.254557 nChanged 7 SP:Iteration 11Q (30589.840000 sec): 3 clusters Score: Raw -211894.863243 + Penalty 3489.056413 = -208405.806830 nChanged 5 SP:Iteration 12Q (30590.010000 sec): 3 clusters Score: Raw -211900.911330 + Penalty 3489.056413 = -208411.854916 nChanged 3 SP:Iteration 13Q (30590.190000 sec): 3 clusters Score: Raw -211903.034041 + Penalty 3489.056413 = -208413.977627 nChanged 4 SP:Iteration 14Q (30590.350000 sec): 3 clusters Score: Raw -211906.600273 + Penalty 3489.056413 = -208417.543860 nChanged 1 SP:Iteration 15Q (30590.560000 sec): 3 clusters Score: Raw -211907.092108 + Penalty 3489.056413 = -208418.035695 nChanged 0 SP:Iteration 16F (30590.750000 sec): 3 clusters Score: Raw -211907.092108 + Penalty 3489.056413 = -208418.035695 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30590.860000 sec): 2 clusters Score: Raw -1056755.229740 + Penalty 2158.140111 = -1054597.089629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30591.020000 sec): 3 clusters Score: Raw -1053840.226505 + Penalty 4316.280221 = -1049523.946284 nChanged 2395 SP:Iteration 1F (30591.220000 sec): 3 clusters Score: Raw -1055617.188689 + Penalty 4316.280221 = -1051300.908468 nChanged 602 SP:Iteration 2F (30591.440000 sec): 3 clusters Score: Raw -1056348.471827 + Penalty 4316.280221 = -1052032.191606 nChanged 519 SP:Iteration 3F (30591.640000 sec): 3 clusters Score: Raw -1056917.374149 + Penalty 4316.280221 = -1052601.093927 nChanged 441 SP:Iteration 4F (30591.800000 sec): 3 clusters Score: Raw -1057348.596367 + Penalty 4316.280221 = -1053032.316146 nChanged 348 SP:Iteration 5F (30592.030000 sec): 3 clusters Score: Raw -1057618.527885 + Penalty 4316.280221 = -1053302.247663 nChanged 224 SP:Iteration 6Q (30592.220000 sec): 3 clusters Score: Raw -1057781.161332 + Penalty 4316.280221 = -1053464.881111 nChanged 166 SP:Iteration 7Q (30592.400000 sec): 3 clusters Score: Raw -1057881.145436 + Penalty 4316.280221 = -1053564.865215 nChanged 111 SP:Iteration 8Q (30592.600000 sec): 3 clusters Score: Raw -1057943.012871 + Penalty 4316.280221 = -1053626.732649 nChanged 91 SP:Iteration 9Q (30592.780000 sec): 3 clusters Score: Raw -1057986.721090 + Penalty 4316.280221 = -1053670.440869 nChanged 74 SP:Iteration 10Q (30592.990000 sec): 3 clusters Score: Raw -1058019.810530 + Penalty 4316.280221 = -1053703.530309 nChanged 46 SP:Iteration 11Q (30593.170000 sec): 3 clusters Score: Raw -1058036.688882 + Penalty 4316.280221 = -1053720.408660 nChanged 30 SP:Iteration 12Q (30593.380000 sec): 3 clusters Score: Raw -1058045.861946 + Penalty 4316.280221 = -1053729.581725 nChanged 17 SP:Iteration 13Q (30593.560000 sec): 3 clusters Score: Raw -1058050.509748 + Penalty 4316.280221 = -1053734.229526 nChanged 6 SP:Iteration 14Q (30593.770000 sec): 3 clusters Score: Raw -1058052.436651 + Penalty 4316.280221 = -1053736.156430 nChanged 6 SP:Iteration 15Q (30594.000000 sec): 3 clusters Score: Raw -1058054.106345 + Penalty 4316.280221 = -1053737.826124 nChanged 9 SP:Iteration 16Q (30594.220000 sec): 3 clusters Score: Raw -1058057.602084 + Penalty 4316.280221 = -1053741.321862 nChanged 13 SP:Iteration 17Q (30594.420000 sec): 3 clusters Score: Raw -1058062.692696 + Penalty 4316.280221 = -1053746.412475 nChanged 9 SP:Iteration 18Q (30594.640000 sec): 3 clusters Score: Raw -1058065.056586 + Penalty 4316.280221 = -1053748.776365 nChanged 4 SP:Iteration 19Q (30594.840000 sec): 3 clusters Score: Raw -1058066.367821 + Penalty 4316.280221 = -1053750.087600 nChanged 4 SP:Iteration 20F (30595.040000 sec): 3 clusters Score: Raw -1058067.469430 + Penalty 4316.280221 = -1053751.189209 nChanged 4 SP:Iteration 21Q (30595.280000 sec): 3 clusters Score: Raw -1058068.464768 + Penalty 4316.280221 = -1053752.184547 nChanged 5 SP:Iteration 22Q (30595.490000 sec): 3 clusters Score: Raw -1058069.359021 + Penalty 4316.280221 = -1053753.078799 nChanged 4 SP:Iteration 23Q (30595.720000 sec): 3 clusters Score: Raw -1058070.469174 + Penalty 4316.280221 = -1053754.188953 nChanged 7 SP:Iteration 24Q (30595.960000 sec): 3 clusters Score: Raw -1058072.498479 + Penalty 4316.280221 = -1053756.218258 nChanged 5 SP:Iteration 25Q (30596.140000 sec): 3 clusters Score: Raw -1058073.645409 + Penalty 4316.280221 = -1053757.365188 nChanged 6 SP:Iteration 26Q (30596.340000 sec): 3 clusters Score: Raw -1058074.736381 + Penalty 4316.280221 = -1053758.456160 nChanged 3 SP:Iteration 27Q (30596.550000 sec): 3 clusters Score: Raw -1058075.578595 + Penalty 4316.280221 = -1053759.298374 nChanged 2 SP:Iteration 28Q (30596.770000 sec): 3 clusters Score: Raw -1058076.404803 + Penalty 4316.280221 = -1053760.124582 nChanged 2 SP:Iteration 29Q (30596.970000 sec): 3 clusters Score: Raw -1058077.037325 + Penalty 4316.280221 = -1053760.757103 nChanged 0 SP:Iteration 30F (30597.170000 sec): 3 clusters Score: Raw -1058077.037325 + Penalty 4316.280221 = -1053760.757103 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30597.320000 sec): 2 clusters Score: Raw -28846.808061 + Penalty 1327.260817 = -27519.547244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30597.490000 sec): 3 clusters Score: Raw -29176.108878 + Penalty 2654.521634 = -26521.587243 nChanged 28 SP:Iteration 1F (30597.660000 sec): 3 clusters Score: Raw -29377.992374 + Penalty 2654.521634 = -26723.470740 nChanged 14 SP:Iteration 2F (30597.820000 sec): 3 clusters Score: Raw -29535.203768 + Penalty 2654.521634 = -26880.682134 nChanged 13 SP:Iteration 3F (30598.040000 sec): 3 clusters Score: Raw -29693.410947 + Penalty 2654.521634 = -27038.889313 nChanged 11 SP:Iteration 4F (30598.180000 sec): 3 clusters Score: Raw -29967.608061 + Penalty 2654.521634 = -27313.086427 nChanged 8 SP:Iteration 5Q (30598.380000 sec): 3 clusters Score: Raw -30154.334588 + Penalty 2654.521634 = -27499.812953 nChanged 2 SP:Iteration 6Q (30598.520000 sec): 3 clusters Score: Raw -30177.819778 + Penalty 2654.521634 = -27523.298143 nChanged 0 SP:Iteration 7F (30598.680000 sec): 3 clusters Score: Raw -30177.819778 + Penalty 2654.521634 = -27523.298143 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30598.810000 sec): 2 clusters Score: Raw -34038.059438 + Penalty 1397.427822 = -32640.631617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30598.970000 sec): 3 clusters Score: Raw -34197.177648 + Penalty 2794.855643 = -31402.322005 nChanged 47 SP:Iteration 1F (30599.160000 sec): 3 clusters Score: Raw -34403.496361 + Penalty 2794.855643 = -31608.640718 nChanged 14 SP:Iteration 2Q (30599.310000 sec): 3 clusters Score: Raw -34454.995070 + Penalty 2794.855643 = -31660.139427 nChanged 4 SP:Iteration 3Q (30599.450000 sec): 3 clusters Score: Raw -34468.710412 + Penalty 2794.855643 = -31673.854769 nChanged 0 SP:Iteration 4F (30599.670000 sec): 3 clusters Score: Raw -34468.710412 + Penalty 2794.855643 = -31673.854769 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30599.860000 sec): 2 clusters Score: Raw -5463183.164206 + Penalty 2543.167496 = -5460639.996710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30600.180000 sec): 3 clusters Score: Raw -5446125.051885 + Penalty 5086.334992 = -5441038.716893 nChanged 12804 SP:Iteration 1F (30600.490000 sec): 3 clusters Score: Raw -5453180.822922 + Penalty 5086.334992 = -5448094.487929 nChanged 1256 SP:Iteration 2Q (30600.780000 sec): 3 clusters Score: Raw -5453569.851494 + Penalty 5086.334992 = -5448483.516502 nChanged 1113 SP:Iteration 3Q (30601.110000 sec): 3 clusters Score: Raw -5453917.698334 + Penalty 5086.334992 = -5448831.363342 nChanged 1030 SP:Iteration 4Q (30601.440000 sec): 3 clusters Score: Raw -5454238.128535 + Penalty 5086.334992 = -5449151.793543 nChanged 949 SP:Iteration 5Q (30601.780000 sec): 3 clusters Score: Raw -5454541.331395 + Penalty 5086.334992 = -5449454.996402 nChanged 928 SP:Iteration 6Q (30602.100000 sec): 3 clusters Score: Raw -5454889.637763 + Penalty 5086.334992 = -5449803.302771 nChanged 988 SP:Iteration 7Q (30602.420000 sec): 3 clusters Score: Raw -5455296.616595 + Penalty 5086.334992 = -5450210.281603 nChanged 1064 SP:Iteration 8Q (30602.750000 sec): 3 clusters Score: Raw -5455802.013688 + Penalty 5086.334992 = -5450715.678696 nChanged 1170 SP:Iteration 9Q (30603.110000 sec): 3 clusters Score: Raw -5456422.406642 + Penalty 5086.334992 = -5451336.071650 nChanged 1228 SP:Iteration 10Q (30603.460000 sec): 3 clusters Score: Raw -5457107.834541 + Penalty 5086.334992 = -5452021.499549 nChanged 1238 SP:Iteration 11Q (30603.840000 sec): 3 clusters Score: Raw -5457768.976029 + Penalty 5086.334992 = -5452682.641036 nChanged 1139 SP:Iteration 12Q (30604.170000 sec): 3 clusters Score: Raw -5458342.255936 + Penalty 5086.334992 = -5453255.920944 nChanged 951 SP:Iteration 13Q (30604.500000 sec): 3 clusters Score: Raw -5458756.210605 + Penalty 5086.334992 = -5453669.875612 nChanged 768 SP:Iteration 14Q (30604.820000 sec): 3 clusters Score: Raw -5459030.540050 + Penalty 5086.334992 = -5453944.205057 nChanged 630 SP:Iteration 15Q (30605.120000 sec): 3 clusters Score: Raw -5459258.303766 + Penalty 5086.334992 = -5454171.968774 nChanged 581 SP:Iteration 16Q (30605.400000 sec): 3 clusters Score: Raw -5459458.488882 + Penalty 5086.334992 = -5454372.153890 nChanged 508 SP:Iteration 17Q (30605.770000 sec): 3 clusters Score: Raw -5459629.677437 + Penalty 5086.334992 = -5454543.342445 nChanged 466 SP:Iteration 18Q (30606.100000 sec): 3 clusters Score: Raw -5459794.778127 + Penalty 5086.334992 = -5454708.443135 nChanged 494 SP:Iteration 19Q (30606.390000 sec): 3 clusters Score: Raw -5459993.016131 + Penalty 5086.334992 = -5454906.681139 nChanged 559 SP:Iteration 20F (30606.700000 sec): 3 clusters Score: Raw -5460231.098153 + Penalty 5086.334992 = -5455144.763160 nChanged 529 SP:Iteration 21Q (30607.050000 sec): 3 clusters Score: Raw -5460461.854857 + Penalty 5086.334992 = -5455375.519865 nChanged 522 SP:Iteration 22Q (30607.380000 sec): 3 clusters Score: Raw -5460702.150440 + Penalty 5086.334992 = -5455615.815448 nChanged 498 SP:Iteration 23Q (30607.720000 sec): 3 clusters Score: Raw -5460919.625427 + Penalty 5086.334992 = -5455833.290435 nChanged 448 SP:Iteration 24Q (30608.060000 sec): 3 clusters Score: Raw -5461120.358003 + Penalty 5086.334992 = -5456034.023011 nChanged 442 SP:Iteration 25Q (30608.390000 sec): 3 clusters Score: Raw -5461340.980490 + Penalty 5086.334992 = -5456254.645498 nChanged 445 SP:Iteration 26Q (30608.690000 sec): 3 clusters Score: Raw -5461583.120400 + Penalty 5086.334992 = -5456496.785407 nChanged 436 SP:Iteration 27Q (30608.990000 sec): 3 clusters Score: Raw -5461842.621881 + Penalty 5086.334992 = -5456756.286889 nChanged 444 SP:Iteration 28Q (30609.320000 sec): 3 clusters Score: Raw -5462142.137318 + Penalty 5086.334992 = -5457055.802325 nChanged 417 SP:Iteration 29Q (30609.660000 sec): 3 clusters Score: Raw -5462423.714024 + Penalty 5086.334992 = -5457337.379032 nChanged 327 SP:Iteration 30Q (30609.940000 sec): 3 clusters Score: Raw -5462640.657519 + Penalty 5086.334992 = -5457554.322527 nChanged 263 SP:Iteration 31Q (30610.300000 sec): 3 clusters Score: Raw -5462833.773378 + Penalty 5086.334992 = -5457747.438386 nChanged 232 SP:Iteration 32Q (30610.610000 sec): 3 clusters Score: Raw -5463007.338214 + Penalty 5086.334992 = -5457921.003222 nChanged 167 SP:Iteration 33Q (30610.900000 sec): 3 clusters Score: Raw -5463139.532417 + Penalty 5086.334992 = -5458053.197425 nChanged 130 SP:Iteration 34Q (30611.240000 sec): 3 clusters Score: Raw -5463257.228044 + Penalty 5086.334992 = -5458170.893052 nChanged 83 SP:Iteration 35Q (30611.540000 sec): 3 clusters Score: Raw -5463332.837665 + Penalty 5086.334992 = -5458246.502672 nChanged 50 SP:Iteration 36Q (30611.900000 sec): 3 clusters Score: Raw -5463379.579783 + Penalty 5086.334992 = -5458293.244791 nChanged 41 SP:Iteration 37Q (30612.210000 sec): 3 clusters Score: Raw -5463410.209904 + Penalty 5086.334992 = -5458323.874912 nChanged 21 SP:Iteration 38Q (30612.540000 sec): 3 clusters Score: Raw -5463431.107494 + Penalty 5086.334992 = -5458344.772502 nChanged 21 SP:Iteration 39Q (30612.850000 sec): 3 clusters Score: Raw -5463449.127851 + Penalty 5086.334992 = -5458362.792859 nChanged 14 SP:Iteration 40F (30613.200000 sec): 3 clusters Score: Raw -5463460.417189 + Penalty 5086.334992 = -5458374.082196 nChanged 14 SP:Iteration 41Q (30613.510000 sec): 3 clusters Score: Raw -5463471.562027 + Penalty 5086.334992 = -5458385.227035 nChanged 14 SP:Iteration 42Q (30613.820000 sec): 3 clusters Score: Raw -5463486.327722 + Penalty 5086.334992 = -5458399.992730 nChanged 5 SP:Iteration 43Q (30614.080000 sec): 3 clusters Score: Raw -5463490.142050 + Penalty 5086.334992 = -5458403.807058 nChanged 3 SP:Iteration 44Q (30614.350000 sec): 3 clusters Score: Raw -5463492.277303 + Penalty 5086.334992 = -5458405.942311 nChanged 3 SP:Iteration 45Q (30614.640000 sec): 3 clusters Score: Raw -5463494.820043 + Penalty 5086.334992 = -5458408.485051 nChanged 3 SP:Iteration 46Q (30614.930000 sec): 3 clusters Score: Raw -5463498.901665 + Penalty 5086.334992 = -5458412.566672 nChanged 3 SP:Iteration 47Q (30615.260000 sec): 3 clusters Score: Raw -5463501.362748 + Penalty 5086.334992 = -5458415.027756 nChanged 4 SP:Iteration 48Q (30615.540000 sec): 3 clusters Score: Raw -5463503.907356 + Penalty 5086.334992 = -5458417.572364 nChanged 5 SP:Iteration 49Q (30615.790000 sec): 3 clusters Score: Raw -5463507.555283 + Penalty 5086.334992 = -5458421.220291 nChanged 3 SP:Iteration 50Q (30616.110000 sec): 3 clusters Score: Raw -5463510.423658 + Penalty 5086.334992 = -5458424.088665 nChanged 2 SP:Iteration 51Q (30616.430000 sec): 3 clusters Score: Raw -5463512.499872 + Penalty 5086.334992 = -5458426.164880 nChanged 2 SP:Iteration 52Q (30616.730000 sec): 3 clusters Score: Raw -5463514.297869 + Penalty 5086.334992 = -5458427.962876 nChanged 1 SP:Iteration 53Q (30617.060000 sec): 3 clusters Score: Raw -5463515.292649 + Penalty 5086.334992 = -5458428.957656 nChanged 2 SP:Iteration 54Q (30617.380000 sec): 3 clusters Score: Raw -5463517.332223 + Penalty 5086.334992 = -5458430.997231 nChanged 1 SP:Iteration 55Q (30617.680000 sec): 3 clusters Score: Raw -5463518.533353 + Penalty 5086.334992 = -5458432.198360 nChanged 3 SP:Iteration 56Q (30617.980000 sec): 3 clusters Score: Raw -5463521.873169 + Penalty 5086.334992 = -5458435.538176 nChanged 0 SP:Iteration 57F (30618.320000 sec): 3 clusters Score: Raw -5463521.873169 + Penalty 5086.334992 = -5458435.538176 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30618.430000 sec): 2 clusters Score: Raw -71664.949962 + Penalty 1539.230830 = -70125.719132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30618.620000 sec): 3 clusters Score: Raw -71762.252206 + Penalty 3078.461660 = -68683.790546 nChanged 90 SP:Iteration 1F (30618.840000 sec): 3 clusters Score: Raw -71941.912422 + Penalty 3078.461660 = -68863.450762 nChanged 21 SP:Iteration 2Q (30618.970000 sec): 3 clusters Score: Raw -71996.348810 + Penalty 3078.461660 = -68917.887150 nChanged 10 SP:Iteration 3Q (30619.170000 sec): 3 clusters Score: Raw -72016.372928 + Penalty 3078.461660 = -68937.911268 nChanged 7 SP:Iteration 4Q (30619.320000 sec): 3 clusters Score: Raw -72035.497228 + Penalty 3078.461660 = -68957.035568 nChanged 5 SP:Iteration 5Q (30619.520000 sec): 3 clusters Score: Raw -72045.753530 + Penalty 3078.461660 = -68967.291870 nChanged 3 SP:Iteration 6Q (30619.670000 sec): 3 clusters Score: Raw -72051.043799 + Penalty 3078.461660 = -68972.582139 nChanged 0 SP:Iteration 7F (30619.870000 sec): 3 clusters Score: Raw -72051.043799 + Penalty 3078.461660 = -68972.582139 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30619.990000 sec): 2 clusters Score: Raw -37201.500670 + Penalty 1413.710006 = -35787.790664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30620.190000 sec): 3 clusters Score: Raw -37664.205317 + Penalty 2827.420012 = -34836.785305 nChanged 74 SP:Iteration 1F (30620.400000 sec): 3 clusters Score: Raw -37996.682238 + Penalty 2827.420012 = -35169.262226 nChanged 22 SP:Iteration 2F (30620.620000 sec): 3 clusters Score: Raw -38102.056713 + Penalty 2827.420012 = -35274.636701 nChanged 8 SP:Iteration 3Q (30620.820000 sec): 3 clusters Score: Raw -38121.169118 + Penalty 2827.420012 = -35293.749106 nChanged 4 SP:Iteration 4Q (30621.030000 sec): 3 clusters Score: Raw -38143.865894 + Penalty 2827.420012 = -35316.445881 nChanged 2 SP:Iteration 5Q (30621.230000 sec): 3 clusters Score: Raw -38146.246354 + Penalty 2827.420012 = -35318.826341 nChanged 3 SP:Iteration 6Q (30621.440000 sec): 3 clusters Score: Raw -38150.285836 + Penalty 2827.420012 = -35322.865824 nChanged 1 SP:Iteration 7Q (30621.650000 sec): 3 clusters Score: Raw -38155.262942 + Penalty 2827.420012 = -35327.842930 nChanged 1 SP:Iteration 8Q (30621.810000 sec): 3 clusters Score: Raw -38156.041422 + Penalty 2827.420012 = -35328.621409 nChanged 0 SP:Iteration 9F (30621.980000 sec): 3 clusters Score: Raw -38156.041422 + Penalty 2827.420012 = -35328.621409 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30625.320000 sec): 2 clusters Score: Raw -131303872.292129 + Penalty 3340.350801 = -131300531.941328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30629.170000 sec): 3 clusters Score: Raw -130828226.862419 + Penalty 6680.701602 = -130821546.160816 nChanged 345876 SP:Iteration 1F (30633.680000 sec): 3 clusters Score: Raw -131036495.694131 + Penalty 6680.701602 = -131029814.992529 nChanged 15415 SP:Iteration 2Q (30637.670000 sec): 3 clusters Score: Raw -131039168.747463 + Penalty 6680.701602 = -131032488.045861 nChanged 17302 SP:Iteration 3Q (30641.630000 sec): 3 clusters Score: Raw -131042987.607062 + Penalty 6680.701602 = -131036306.905459 nChanged 21152 SP:Iteration 4Q (30645.660000 sec): 3 clusters Score: Raw -131049157.244666 + Penalty 6680.701602 = -131042476.543064 nChanged 27430 SP:Iteration 5Q (30650.160000 sec): 3 clusters Score: Raw -131059820.117327 + Penalty 6680.701602 = -131053139.415724 nChanged 36659 SP:Iteration 6F (30654.010000 sec): 3 clusters Score: Raw -131078610.352842 + Penalty 6680.701602 = -131071929.651239 nChanged 48206 SP:Iteration 7F (30657.890000 sec): 3 clusters Score: Raw -131109984.311192 + Penalty 6680.701602 = -131103303.609590 nChanged 58339 SP:Iteration 8F (30661.920000 sec): 3 clusters Score: Raw -131156200.841614 + Penalty 6680.701602 = -131149520.140011 nChanged 61069 SP:Iteration 9F (30666.060000 sec): 3 clusters Score: Raw -131211935.921687 + Penalty 6680.701602 = -131205255.220085 nChanged 50666 SP:Iteration 10F (30669.830000 sec): 3 clusters Score: Raw -131261715.753764 + Penalty 6680.701602 = -131255035.052162 nChanged 29553 SP:Iteration 11Q (30673.430000 sec): 3 clusters Score: Raw -131290415.701491 + Penalty 6680.701602 = -131283734.999889 nChanged 11159 SP:Iteration 12Q (30677.620000 sec): 3 clusters Score: Raw -131300604.508647 + Penalty 6680.701602 = -131293923.807044 nChanged 2922 SP:Iteration 13Q (30680.860000 sec): 3 clusters Score: Raw -131303169.829661 + Penalty 6680.701602 = -131296489.128059 nChanged 662 SP:Iteration 14Q (30683.940000 sec): 3 clusters Score: Raw -131303807.978425 + Penalty 6680.701602 = -131297127.276823 nChanged 149 SP:Iteration 15Q (30686.840000 sec): 3 clusters Score: Raw -131304012.359426 + Penalty 6680.701602 = -131297331.657823 nChanged 54 SP:Iteration 16Q (30689.850000 sec): 3 clusters Score: Raw -131304094.182806 + Penalty 6680.701602 = -131297413.481204 nChanged 26 SP:Iteration 17Q (30692.910000 sec): 3 clusters Score: Raw -131304130.494313 + Penalty 6680.701602 = -131297449.792711 nChanged 16 SP:Iteration 18Q (30695.710000 sec): 3 clusters Score: Raw -131304157.505505 + Penalty 6680.701602 = -131297476.803903 nChanged 17 SP:Iteration 19Q (30698.740000 sec): 3 clusters Score: Raw -131304187.217153 + Penalty 6680.701602 = -131297506.515551 nChanged 13 SP:Iteration 20F (30702.330000 sec): 3 clusters Score: Raw -131304207.557105 + Penalty 6680.701602 = -131297526.855503 nChanged 6 SP:Iteration 21Q (30705.280000 sec): 3 clusters Score: Raw -131304214.263838 + Penalty 6680.701602 = -131297533.562236 nChanged 4 SP:Iteration 22Q (30708.170000 sec): 3 clusters Score: Raw -131304217.959629 + Penalty 6680.701602 = -131297537.258027 nChanged 2 SP:Iteration 23Q (30710.990000 sec): 3 clusters Score: Raw -131304220.673846 + Penalty 6680.701602 = -131297539.972244 nChanged 2 SP:Iteration 24Q (30714.470000 sec): 3 clusters Score: Raw -131304223.746598 + Penalty 6680.701602 = -131297543.044995 nChanged 1 SP:Iteration 25Q (30717.770000 sec): 3 clusters Score: Raw -131304224.630901 + Penalty 6680.701602 = -131297543.929299 nChanged 2 SP:Iteration 26Q (30721.020000 sec): 3 clusters Score: Raw -131304228.487111 + Penalty 6680.701602 = -131297547.785509 nChanged 2 SP:Iteration 27Q (30724.040000 sec): 3 clusters Score: Raw -131304232.384589 + Penalty 6680.701602 = -131297551.682987 nChanged 1 SP:Iteration 28Q (30727.120000 sec): 3 clusters Score: Raw -131304233.369153 + Penalty 6680.701602 = -131297552.667550 nChanged 0 SP:Iteration 29F (30730.720000 sec): 3 clusters Score: Raw -131304233.369153 + Penalty 6680.701602 = -131297552.667550 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30731.160000 sec): 2 clusters Score: Raw -94933.050775 + Penalty 1570.212459 = -93362.838317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30731.400000 sec): 3 clusters Score: Raw -94936.838283 + Penalty 3140.424918 = -91796.413365 nChanged 107 SP:Iteration 1F (30731.560000 sec): 3 clusters Score: Raw -95209.248638 + Penalty 3140.424918 = -92068.823721 nChanged 54 SP:Iteration 2F (30731.750000 sec): 3 clusters Score: Raw -95385.740580 + Penalty 3140.424918 = -92245.315662 nChanged 27 SP:Iteration 3Q (30731.980000 sec): 3 clusters Score: Raw -95509.270193 + Penalty 3140.424918 = -92368.845276 nChanged 26 SP:Iteration 4Q (30732.170000 sec): 3 clusters Score: Raw -95691.300838 + Penalty 3140.424918 = -92550.875920 nChanged 21 SP:Iteration 5Q (30732.370000 sec): 3 clusters Score: Raw -95808.756972 + Penalty 3140.424918 = -92668.332054 nChanged 21 SP:Iteration 6Q (30732.570000 sec): 3 clusters Score: Raw -95936.642418 + Penalty 3140.424918 = -92796.217500 nChanged 22 SP:Iteration 7Q (30732.780000 sec): 3 clusters Score: Raw -96015.013747 + Penalty 3140.424918 = -92874.588830 nChanged 12 SP:Iteration 8Q (30732.940000 sec): 3 clusters Score: Raw -96071.325607 + Penalty 3140.424918 = -92930.900689 nChanged 9 SP:Iteration 9Q (30733.130000 sec): 3 clusters Score: Raw -96126.296360 + Penalty 3140.424918 = -92985.871443 nChanged 7 SP:Iteration 10Q (30733.350000 sec): 3 clusters Score: Raw -96147.295419 + Penalty 3140.424918 = -93006.870502 nChanged 3 SP:Iteration 11Q (30733.510000 sec): 3 clusters Score: Raw -96157.587555 + Penalty 3140.424918 = -93017.162638 nChanged 3 SP:Iteration 12Q (30733.690000 sec): 3 clusters Score: Raw -96164.328423 + Penalty 3140.424918 = -93023.903505 nChanged 1 SP:Iteration 13Q (30733.880000 sec): 3 clusters Score: Raw -96168.673865 + Penalty 3140.424918 = -93028.248948 nChanged 0 SP:Iteration 14F (30734.120000 sec): 3 clusters Score: Raw -96168.673865 + Penalty 3140.424918 = -93028.248948 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30734.210000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30734.440000 sec): 3 clusters Score: Raw -20039.893191 + Penalty 2414.297087 = -17625.596104 nChanged 7 SP:Iteration 1F (30734.620000 sec): 3 clusters Score: Raw -20091.543933 + Penalty 2414.297087 = -17677.246845 nChanged 1 SP:Iteration 2Q (30734.790000 sec): 3 clusters Score: Raw -20094.818017 + Penalty 2414.297087 = -17680.520930 nChanged 0 SP:Iteration 3F (30734.920000 sec): 3 clusters Score: Raw -20094.818017 + Penalty 2414.297087 = -17680.520930 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30735.130000 sec): 2 clusters Score: Raw -3317515.710514 + Penalty 2428.373709 = -3315087.336806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30735.400000 sec): 3 clusters Score: Raw -3307215.374307 + Penalty 4856.747418 = -3302358.626889 nChanged 7782 SP:Iteration 1F (30735.680000 sec): 3 clusters Score: Raw -3311322.965446 + Penalty 4856.747418 = -3306466.218028 nChanged 989 SP:Iteration 2F (30736.020000 sec): 3 clusters Score: Raw -3311735.532023 + Penalty 4856.747418 = -3306878.784606 nChanged 892 SP:Iteration 3Q (30736.270000 sec): 3 clusters Score: Raw -3312123.107758 + Penalty 4856.747418 = -3307266.360340 nChanged 818 SP:Iteration 4Q (30736.550000 sec): 3 clusters Score: Raw -3312513.044547 + Penalty 4856.747418 = -3307656.297129 nChanged 831 SP:Iteration 5Q (30736.800000 sec): 3 clusters Score: Raw -3312960.440548 + Penalty 4856.747418 = -3308103.693130 nChanged 818 SP:Iteration 6Q (30737.130000 sec): 3 clusters Score: Raw -3313440.059089 + Penalty 4856.747418 = -3308583.311671 nChanged 847 SP:Iteration 7Q (30737.390000 sec): 3 clusters Score: Raw -3313966.135336 + Penalty 4856.747418 = -3309109.387918 nChanged 867 SP:Iteration 8Q (30737.680000 sec): 3 clusters Score: Raw -3314505.377850 + Penalty 4856.747418 = -3309648.630432 nChanged 816 SP:Iteration 9Q (30737.970000 sec): 3 clusters Score: Raw -3314960.516829 + Penalty 4856.747418 = -3310103.769412 nChanged 719 SP:Iteration 10Q (30738.320000 sec): 3 clusters Score: Raw -3315324.998995 + Penalty 4856.747418 = -3310468.251578 nChanged 610 SP:Iteration 11Q (30738.600000 sec): 3 clusters Score: Raw -3315591.426917 + Penalty 4856.747418 = -3310734.679499 nChanged 509 SP:Iteration 12Q (30738.870000 sec): 3 clusters Score: Raw -3315790.771041 + Penalty 4856.747418 = -3310934.023623 nChanged 424 SP:Iteration 13Q (30739.190000 sec): 3 clusters Score: Raw -3315935.310806 + Penalty 4856.747418 = -3311078.563388 nChanged 340 SP:Iteration 14Q (30739.530000 sec): 3 clusters Score: Raw -3316031.472659 + Penalty 4856.747418 = -3311174.725242 nChanged 270 SP:Iteration 15Q (30739.830000 sec): 3 clusters Score: Raw -3316102.092872 + Penalty 4856.747418 = -3311245.345454 nChanged 240 SP:Iteration 16Q (30740.080000 sec): 3 clusters Score: Raw -3316161.154541 + Penalty 4856.747418 = -3311304.407124 nChanged 209 SP:Iteration 17Q (30740.380000 sec): 3 clusters Score: Raw -3316207.035347 + Penalty 4856.747418 = -3311350.287929 nChanged 170 SP:Iteration 18Q (30740.680000 sec): 3 clusters Score: Raw -3316245.312721 + Penalty 4856.747418 = -3311388.565304 nChanged 153 SP:Iteration 19Q (30740.960000 sec): 3 clusters Score: Raw -3316275.971348 + Penalty 4856.747418 = -3311419.223930 nChanged 143 SP:Iteration 20F (30741.300000 sec): 3 clusters Score: Raw -3316304.652082 + Penalty 4856.747418 = -3311447.904665 nChanged 136 SP:Iteration 21Q (30741.570000 sec): 3 clusters Score: Raw -3316335.053348 + Penalty 4856.747418 = -3311478.305930 nChanged 149 SP:Iteration 22Q (30741.890000 sec): 3 clusters Score: Raw -3316362.606845 + Penalty 4856.747418 = -3311505.859427 nChanged 118 SP:Iteration 23Q (30742.300000 sec): 3 clusters Score: Raw -3316382.165000 + Penalty 4856.747418 = -3311525.417583 nChanged 96 SP:Iteration 24Q (30742.640000 sec): 3 clusters Score: Raw -3316400.824902 + Penalty 4856.747418 = -3311544.077485 nChanged 95 SP:Iteration 25Q (30742.930000 sec): 3 clusters Score: Raw -3316416.287111 + Penalty 4856.747418 = -3311559.539693 nChanged 72 SP:Iteration 26Q (30743.170000 sec): 3 clusters Score: Raw -3316429.261877 + Penalty 4856.747418 = -3311572.514460 nChanged 72 SP:Iteration 27Q (30743.440000 sec): 3 clusters Score: Raw -3316441.394802 + Penalty 4856.747418 = -3311584.647384 nChanged 68 SP:Iteration 28Q (30743.720000 sec): 3 clusters Score: Raw -3316452.767517 + Penalty 4856.747418 = -3311596.020100 nChanged 85 SP:Iteration 29Q (30744.040000 sec): 3 clusters Score: Raw -3316468.208304 + Penalty 4856.747418 = -3311611.460886 nChanged 78 SP:Iteration 30Q (30744.340000 sec): 3 clusters Score: Raw -3316482.240432 + Penalty 4856.747418 = -3311625.493014 nChanged 81 SP:Iteration 31Q (30744.600000 sec): 3 clusters Score: Raw -3316497.766703 + Penalty 4856.747418 = -3311641.019285 nChanged 93 SP:Iteration 32Q (30744.890000 sec): 3 clusters Score: Raw -3316518.189409 + Penalty 4856.747418 = -3311661.441991 nChanged 98 SP:Iteration 33Q (30745.180000 sec): 3 clusters Score: Raw -3316536.583588 + Penalty 4856.747418 = -3311679.836170 nChanged 86 SP:Iteration 34Q (30745.420000 sec): 3 clusters Score: Raw -3316552.777701 + Penalty 4856.747418 = -3311696.030283 nChanged 76 SP:Iteration 35Q (30745.680000 sec): 3 clusters Score: Raw -3316569.370313 + Penalty 4856.747418 = -3311712.622895 nChanged 100 SP:Iteration 36Q (30745.960000 sec): 3 clusters Score: Raw -3316590.593177 + Penalty 4856.747418 = -3311733.845759 nChanged 95 SP:Iteration 37Q (30746.200000 sec): 3 clusters Score: Raw -3316611.199988 + Penalty 4856.747418 = -3311754.452570 nChanged 101 SP:Iteration 38Q (30746.490000 sec): 3 clusters Score: Raw -3316634.932148 + Penalty 4856.747418 = -3311778.184730 nChanged 118 SP:Iteration 39Q (30746.750000 sec): 3 clusters Score: Raw -3316661.688823 + Penalty 4856.747418 = -3311804.941406 nChanged 106 SP:Iteration 40F (30747.020000 sec): 3 clusters Score: Raw -3316685.909226 + Penalty 4856.747418 = -3311829.161808 nChanged 103 SP:Iteration 41Q (30747.300000 sec): 3 clusters Score: Raw -3316712.406771 + Penalty 4856.747418 = -3311855.659354 nChanged 109 SP:Iteration 42Q (30747.590000 sec): 3 clusters Score: Raw -3316739.171021 + Penalty 4856.747418 = -3311882.423603 nChanged 127 SP:Iteration 43Q (30747.860000 sec): 3 clusters Score: Raw -3316769.907743 + Penalty 4856.747418 = -3311913.160325 nChanged 112 SP:Iteration 44Q (30748.120000 sec): 3 clusters Score: Raw -3316797.174281 + Penalty 4856.747418 = -3311940.426863 nChanged 102 SP:Iteration 45Q (30748.430000 sec): 3 clusters Score: Raw -3316819.080985 + Penalty 4856.747418 = -3311962.333567 nChanged 84 SP:Iteration 46Q (30748.760000 sec): 3 clusters Score: Raw -3316839.720844 + Penalty 4856.747418 = -3311982.973426 nChanged 102 SP:Iteration 47Q (30749.050000 sec): 3 clusters Score: Raw -3316862.861777 + Penalty 4856.747418 = -3312006.114359 nChanged 99 SP:Iteration 48Q (30749.350000 sec): 3 clusters Score: Raw -3316888.377444 + Penalty 4856.747418 = -3312031.630026 nChanged 99 SP:Iteration 49Q (30749.630000 sec): 3 clusters Score: Raw -3316913.875078 + Penalty 4856.747418 = -3312057.127660 nChanged 110 SP:Iteration 50Q (30749.920000 sec): 3 clusters Score: Raw -3316947.094713 + Penalty 4856.747418 = -3312090.347295 nChanged 132 SP:Iteration 51Q (30750.190000 sec): 3 clusters Score: Raw -3316992.542154 + Penalty 4856.747418 = -3312135.794736 nChanged 157 SP:Iteration 52Q (30750.460000 sec): 3 clusters Score: Raw -3317041.115272 + Penalty 4856.747418 = -3312184.367854 nChanged 141 SP:Iteration 53Q (30750.750000 sec): 3 clusters Score: Raw -3317083.681893 + Penalty 4856.747418 = -3312226.934475 nChanged 130 SP:Iteration 54Q (30751.050000 sec): 3 clusters Score: Raw -3317127.633747 + Penalty 4856.747418 = -3312270.886330 nChanged 128 SP:Iteration 55Q (30751.330000 sec): 3 clusters Score: Raw -3317170.021142 + Penalty 4856.747418 = -3312313.273724 nChanged 120 SP:Iteration 56Q (30751.620000 sec): 3 clusters Score: Raw -3317207.113827 + Penalty 4856.747418 = -3312350.366409 nChanged 115 SP:Iteration 57Q (30751.920000 sec): 3 clusters Score: Raw -3317246.258553 + Penalty 4856.747418 = -3312389.511136 nChanged 120 SP:Iteration 58Q (30752.270000 sec): 3 clusters Score: Raw -3317292.123470 + Penalty 4856.747418 = -3312435.376052 nChanged 111 SP:Iteration 59Q (30752.510000 sec): 3 clusters Score: Raw -3317334.058411 + Penalty 4856.747418 = -3312477.310993 nChanged 103 SP:Iteration 60F (30752.790000 sec): 3 clusters Score: Raw -3317371.747578 + Penalty 4856.747418 = -3312515.000161 nChanged 91 SP:Iteration 61Q (30753.110000 sec): 3 clusters Score: Raw -3317403.685158 + Penalty 4856.747418 = -3312546.937740 nChanged 98 SP:Iteration 62Q (30753.370000 sec): 3 clusters Score: Raw -3317439.459872 + Penalty 4856.747418 = -3312582.712454 nChanged 97 SP:Iteration 63Q (30753.620000 sec): 3 clusters Score: Raw -3317470.352405 + Penalty 4856.747418 = -3312613.604987 nChanged 92 SP:Iteration 64Q (30753.890000 sec): 3 clusters Score: Raw -3317501.948842 + Penalty 4856.747418 = -3312645.201425 nChanged 89 SP:Iteration 65Q (30754.210000 sec): 3 clusters Score: Raw -3317533.417353 + Penalty 4856.747418 = -3312676.669936 nChanged 72 SP:Iteration 66Q (30754.480000 sec): 3 clusters Score: Raw -3317562.558450 + Penalty 4856.747418 = -3312705.811032 nChanged 70 SP:Iteration 67Q (30754.760000 sec): 3 clusters Score: Raw -3317588.024782 + Penalty 4856.747418 = -3312731.277364 nChanged 65 SP:Iteration 68Q (30755.010000 sec): 3 clusters Score: Raw -3317613.776301 + Penalty 4856.747418 = -3312757.028883 nChanged 67 SP:Iteration 69Q (30755.350000 sec): 3 clusters Score: Raw -3317640.211271 + Penalty 4856.747418 = -3312783.463854 nChanged 62 SP:Iteration 70Q (30755.610000 sec): 3 clusters Score: Raw -3317667.412326 + Penalty 4856.747418 = -3312810.664908 nChanged 66 SP:Iteration 71Q (30755.880000 sec): 3 clusters Score: Raw -3317698.753343 + Penalty 4856.747418 = -3312842.005925 nChanged 62 SP:Iteration 72Q (30756.170000 sec): 3 clusters Score: Raw -3317728.655164 + Penalty 4856.747418 = -3312871.907746 nChanged 58 SP:Iteration 73Q (30756.460000 sec): 3 clusters Score: Raw -3317749.415090 + Penalty 4856.747418 = -3312892.667672 nChanged 36 SP:Iteration 74Q (30756.790000 sec): 3 clusters Score: Raw -3317762.548244 + Penalty 4856.747418 = -3312905.800826 nChanged 29 SP:Iteration 75Q (30756.990000 sec): 3 clusters Score: Raw -3317772.442816 + Penalty 4856.747418 = -3312915.695399 nChanged 21 SP:Iteration 76Q (30757.240000 sec): 3 clusters Score: Raw -3317779.809544 + Penalty 4856.747418 = -3312923.062127 nChanged 14 SP:Iteration 77Q (30757.520000 sec): 3 clusters Score: Raw -3317784.601237 + Penalty 4856.747418 = -3312927.853819 nChanged 18 SP:Iteration 78Q (30757.760000 sec): 3 clusters Score: Raw -3317790.821642 + Penalty 4856.747418 = -3312934.074225 nChanged 11 SP:Iteration 79Q (30758.030000 sec): 3 clusters Score: Raw -3317794.374541 + Penalty 4856.747418 = -3312937.627123 nChanged 22 SP:Iteration 80F (30758.310000 sec): 3 clusters Score: Raw -3317802.757322 + Penalty 4856.747418 = -3312946.009904 nChanged 16 SP:Iteration 81Q (30758.560000 sec): 3 clusters Score: Raw -3317807.659075 + Penalty 4856.747418 = -3312950.911657 nChanged 21 SP:Iteration 82Q (30758.800000 sec): 3 clusters Score: Raw -3317815.955644 + Penalty 4856.747418 = -3312959.208227 nChanged 14 SP:Iteration 83Q (30759.070000 sec): 3 clusters Score: Raw -3317821.249837 + Penalty 4856.747418 = -3312964.502419 nChanged 9 SP:Iteration 84Q (30759.270000 sec): 3 clusters Score: Raw -3317824.536649 + Penalty 4856.747418 = -3312967.789232 nChanged 9 SP:Iteration 85Q (30759.530000 sec): 3 clusters Score: Raw -3317827.375414 + Penalty 4856.747418 = -3312970.627996 nChanged 9 SP:Iteration 86Q (30759.780000 sec): 3 clusters Score: Raw -3317831.609623 + Penalty 4856.747418 = -3312974.862205 nChanged 12 SP:Iteration 87Q (30760.030000 sec): 3 clusters Score: Raw -3317835.603061 + Penalty 4856.747418 = -3312978.855643 nChanged 6 SP:Iteration 88Q (30760.260000 sec): 3 clusters Score: Raw -3317837.354965 + Penalty 4856.747418 = -3312980.607548 nChanged 7 SP:Iteration 89Q (30760.550000 sec): 3 clusters Score: Raw -3317840.023018 + Penalty 4856.747418 = -3312983.275600 nChanged 10 SP:Iteration 90Q (30760.770000 sec): 3 clusters Score: Raw -3317843.937711 + Penalty 4856.747418 = -3312987.190294 nChanged 10 SP:Iteration 91Q (30761.000000 sec): 3 clusters Score: Raw -3317847.375723 + Penalty 4856.747418 = -3312990.628305 nChanged 8 SP:Iteration 92Q (30761.250000 sec): 3 clusters Score: Raw -3317850.845924 + Penalty 4856.747418 = -3312994.098506 nChanged 8 SP:Iteration 93Q (30761.520000 sec): 3 clusters Score: Raw -3317855.835483 + Penalty 4856.747418 = -3312999.088066 nChanged 13 SP:Iteration 94Q (30761.790000 sec): 3 clusters Score: Raw -3317860.758538 + Penalty 4856.747418 = -3313004.011121 nChanged 11 SP:Iteration 95Q (30762.030000 sec): 3 clusters Score: Raw -3317865.196818 + Penalty 4856.747418 = -3313008.449400 nChanged 11 SP:Iteration 96Q (30762.290000 sec): 3 clusters Score: Raw -3317869.466784 + Penalty 4856.747418 = -3313012.719366 nChanged 8 SP:Iteration 97Q (30762.560000 sec): 3 clusters Score: Raw -3317871.975025 + Penalty 4856.747418 = -3313015.227607 nChanged 8 SP:Iteration 98Q (30762.850000 sec): 3 clusters Score: Raw -3317874.782466 + Penalty 4856.747418 = -3313018.035048 nChanged 11 SP:Iteration 99Q (30763.110000 sec): 3 clusters Score: Raw -3317878.442627 + Penalty 4856.747418 = -3313021.695209 nChanged 10 SP:Iteration 100F (30763.390000 sec): 3 clusters Score: Raw -3317882.530129 + Penalty 4856.747418 = -3313025.782712 nChanged 10 SP:Iteration 101Q (30763.670000 sec): 3 clusters Score: Raw -3317885.980218 + Penalty 4856.747418 = -3313029.232800 nChanged 10 SP:Iteration 102Q (30763.910000 sec): 3 clusters Score: Raw -3317890.055361 + Penalty 4856.747418 = -3313033.307944 nChanged 12 SP:Iteration 103Q (30764.150000 sec): 3 clusters Score: Raw -3317894.529976 + Penalty 4856.747418 = -3313037.782559 nChanged 7 SP:Iteration 104Q (30764.370000 sec): 3 clusters Score: Raw -3317898.393260 + Penalty 4856.747418 = -3313041.645842 nChanged 11 SP:Iteration 105Q (30764.620000 sec): 3 clusters Score: Raw -3317902.797450 + Penalty 4856.747418 = -3313046.050032 nChanged 5 SP:Iteration 106Q (30764.910000 sec): 3 clusters Score: Raw -3317904.895346 + Penalty 4856.747418 = -3313048.147928 nChanged 6 SP:Iteration 107Q (30765.160000 sec): 3 clusters Score: Raw -3317906.743721 + Penalty 4856.747418 = -3313049.996303 nChanged 6 SP:Iteration 108Q (30765.420000 sec): 3 clusters Score: Raw -3317909.161160 + Penalty 4856.747418 = -3313052.413743 nChanged 5 SP:Iteration 109Q (30765.690000 sec): 3 clusters Score: Raw -3317910.759577 + Penalty 4856.747418 = -3313054.012160 nChanged 4 SP:Iteration 110Q (30765.940000 sec): 3 clusters Score: Raw -3317911.729425 + Penalty 4856.747418 = -3313054.982008 nChanged 1 SP:Iteration 111Q (30766.220000 sec): 3 clusters Score: Raw -3317911.864624 + Penalty 4856.747418 = -3313055.117207 nChanged 0 SP:Iteration 112F (30766.560000 sec): 3 clusters Score: Raw -3317911.864624 + Penalty 4856.747418 = -3313055.117207 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30766.660000 sec): 2 clusters Score: Raw -223356.964018 + Penalty 1760.192115 = -221596.771903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30766.860000 sec): 3 clusters Score: Raw -223048.468255 + Penalty 3520.384230 = -219528.084025 nChanged 311 SP:Iteration 1F (30767.050000 sec): 3 clusters Score: Raw -223346.225003 + Penalty 3520.384230 = -219825.840773 nChanged 77 SP:Iteration 2F (30767.290000 sec): 3 clusters Score: Raw -223439.758069 + Penalty 3520.384230 = -219919.373839 nChanged 37 SP:Iteration 3Q (30767.460000 sec): 3 clusters Score: Raw -223491.252726 + Penalty 3520.384230 = -219970.868497 nChanged 35 SP:Iteration 4Q (30767.630000 sec): 3 clusters Score: Raw -223536.897281 + Penalty 3520.384230 = -220016.513051 nChanged 33 SP:Iteration 5Q (30767.810000 sec): 3 clusters Score: Raw -223576.299147 + Penalty 3520.384230 = -220055.914917 nChanged 16 SP:Iteration 6Q (30767.980000 sec): 3 clusters Score: Raw -223592.808496 + Penalty 3520.384230 = -220072.424266 nChanged 12 SP:Iteration 7Q (30768.180000 sec): 3 clusters Score: Raw -223607.323724 + Penalty 3520.384230 = -220086.939495 nChanged 9 SP:Iteration 8Q (30768.390000 sec): 3 clusters Score: Raw -223614.322812 + Penalty 3520.384230 = -220093.938582 nChanged 5 SP:Iteration 9Q (30768.540000 sec): 3 clusters Score: Raw -223618.677867 + Penalty 3520.384230 = -220098.293637 nChanged 3 SP:Iteration 10Q (30768.760000 sec): 3 clusters Score: Raw -223622.024846 + Penalty 3520.384230 = -220101.640616 nChanged 4 SP:Iteration 11Q (30768.960000 sec): 3 clusters Score: Raw -223624.587919 + Penalty 3520.384230 = -220104.203689 nChanged 1 SP:Iteration 12Q (30769.160000 sec): 3 clusters Score: Raw -223626.755504 + Penalty 3520.384230 = -220106.371274 nChanged 1 SP:Iteration 13Q (30769.330000 sec): 3 clusters Score: Raw -223627.460211 + Penalty 3520.384230 = -220107.075981 nChanged 0 SP:Iteration 14F (30769.540000 sec): 3 clusters Score: Raw -223627.460211 + Penalty 3520.384230 = -220107.075981 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30769.750000 sec): 2 clusters Score: Raw -4293827.692860 + Penalty 2506.707840 = -4291320.985020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30770.020000 sec): 3 clusters Score: Raw -4279299.069437 + Penalty 5013.415680 = -4274285.653758 nChanged 10955 SP:Iteration 1F (30770.310000 sec): 3 clusters Score: Raw -4285127.995226 + Penalty 5013.415680 = -4280114.579546 nChanged 1308 SP:Iteration 2F (30770.610000 sec): 3 clusters Score: Raw -4285609.830967 + Penalty 5013.415680 = -4280596.415287 nChanged 1189 SP:Iteration 3Q (30770.950000 sec): 3 clusters Score: Raw -4286067.923452 + Penalty 5013.415680 = -4281054.507772 nChanged 1098 SP:Iteration 4Q (30771.260000 sec): 3 clusters Score: Raw -4286520.050695 + Penalty 5013.415680 = -4281506.635015 nChanged 1096 SP:Iteration 5Q (30771.570000 sec): 3 clusters Score: Raw -4287023.993118 + Penalty 5013.415680 = -4282010.577438 nChanged 1112 SP:Iteration 6Q (30771.840000 sec): 3 clusters Score: Raw -4287587.810314 + Penalty 5013.415680 = -4282574.394634 nChanged 1132 SP:Iteration 7Q (30772.240000 sec): 3 clusters Score: Raw -4288214.114053 + Penalty 5013.415680 = -4283200.698373 nChanged 1184 SP:Iteration 8Q (30772.610000 sec): 3 clusters Score: Raw -4288892.364634 + Penalty 5013.415680 = -4283878.948954 nChanged 1127 SP:Iteration 9Q (30772.940000 sec): 3 clusters Score: Raw -4289552.609296 + Penalty 5013.415680 = -4284539.193617 nChanged 1094 SP:Iteration 10Q (30773.270000 sec): 3 clusters Score: Raw -4290152.649226 + Penalty 5013.415680 = -4285139.233546 nChanged 939 SP:Iteration 11Q (30773.560000 sec): 3 clusters Score: Raw -4290637.445877 + Penalty 5013.415680 = -4285624.030197 nChanged 824 SP:Iteration 12Q (30773.920000 sec): 3 clusters Score: Raw -4291005.725307 + Penalty 5013.415680 = -4285992.309627 nChanged 684 SP:Iteration 13Q (30774.210000 sec): 3 clusters Score: Raw -4291253.252022 + Penalty 5013.415680 = -4286239.836342 nChanged 497 SP:Iteration 14Q (30774.540000 sec): 3 clusters Score: Raw -4291398.459626 + Penalty 5013.415680 = -4286385.043946 nChanged 369 SP:Iteration 15Q (30774.880000 sec): 3 clusters Score: Raw -4291492.537902 + Penalty 5013.415680 = -4286479.122222 nChanged 272 SP:Iteration 16Q (30775.170000 sec): 3 clusters Score: Raw -4291551.303506 + Penalty 5013.415680 = -4286537.887826 nChanged 212 SP:Iteration 17Q (30775.500000 sec): 3 clusters Score: Raw -4291584.226873 + Penalty 5013.415680 = -4286570.811193 nChanged 141 SP:Iteration 18Q (30775.780000 sec): 3 clusters Score: Raw -4291604.613291 + Penalty 5013.415680 = -4286591.197612 nChanged 138 SP:Iteration 19Q (30776.130000 sec): 3 clusters Score: Raw -4291624.558451 + Penalty 5013.415680 = -4286611.142771 nChanged 121 SP:Iteration 20F (30776.460000 sec): 3 clusters Score: Raw -4291640.044671 + Penalty 5013.415680 = -4286626.628991 nChanged 94 SP:Iteration 21Q (30776.840000 sec): 3 clusters Score: Raw -4291650.050418 + Penalty 5013.415680 = -4286636.634738 nChanged 81 SP:Iteration 22Q (30777.160000 sec): 3 clusters Score: Raw -4291659.771136 + Penalty 5013.415680 = -4286646.355457 nChanged 80 SP:Iteration 23Q (30777.500000 sec): 3 clusters Score: Raw -4291668.191171 + Penalty 5013.415680 = -4286654.775491 nChanged 79 SP:Iteration 24Q (30777.830000 sec): 3 clusters Score: Raw -4291677.004732 + Penalty 5013.415680 = -4286663.589052 nChanged 76 SP:Iteration 25Q (30778.180000 sec): 3 clusters Score: Raw -4291685.230395 + Penalty 5013.415680 = -4286671.814715 nChanged 70 SP:Iteration 26Q (30778.490000 sec): 3 clusters Score: Raw -4291692.210796 + Penalty 5013.415680 = -4286678.795116 nChanged 67 SP:Iteration 27Q (30778.830000 sec): 3 clusters Score: Raw -4291699.328338 + Penalty 5013.415680 = -4286685.912658 nChanged 60 SP:Iteration 28Q (30779.160000 sec): 3 clusters Score: Raw -4291705.098644 + Penalty 5013.415680 = -4286691.682964 nChanged 50 SP:Iteration 29Q (30779.530000 sec): 3 clusters Score: Raw -4291710.421941 + Penalty 5013.415680 = -4286697.006261 nChanged 52 SP:Iteration 30Q (30779.850000 sec): 3 clusters Score: Raw -4291715.291084 + Penalty 5013.415680 = -4286701.875404 nChanged 40 SP:Iteration 31Q (30780.170000 sec): 3 clusters Score: Raw -4291718.748780 + Penalty 5013.415680 = -4286705.333100 nChanged 31 SP:Iteration 32Q (30780.520000 sec): 3 clusters Score: Raw -4291720.975499 + Penalty 5013.415680 = -4286707.559820 nChanged 28 SP:Iteration 33Q (30780.830000 sec): 3 clusters Score: Raw -4291722.836515 + Penalty 5013.415680 = -4286709.420835 nChanged 29 SP:Iteration 34Q (30781.150000 sec): 3 clusters Score: Raw -4291725.011733 + Penalty 5013.415680 = -4286711.596053 nChanged 25 SP:Iteration 35Q (30781.460000 sec): 3 clusters Score: Raw -4291727.055617 + Penalty 5013.415680 = -4286713.639937 nChanged 31 SP:Iteration 36Q (30781.770000 sec): 3 clusters Score: Raw -4291729.326197 + Penalty 5013.415680 = -4286715.910518 nChanged 30 SP:Iteration 37Q (30782.070000 sec): 3 clusters Score: Raw -4291731.654852 + Penalty 5013.415680 = -4286718.239172 nChanged 19 SP:Iteration 38Q (30782.430000 sec): 3 clusters Score: Raw -4291733.123042 + Penalty 5013.415680 = -4286719.707362 nChanged 21 SP:Iteration 39Q (30782.780000 sec): 3 clusters Score: Raw -4291734.879336 + Penalty 5013.415680 = -4286721.463657 nChanged 28 SP:Iteration 40F (30783.040000 sec): 3 clusters Score: Raw -4291736.941572 + Penalty 5013.415680 = -4286723.525892 nChanged 26 SP:Iteration 41Q (30783.370000 sec): 3 clusters Score: Raw -4291738.344727 + Penalty 5013.415680 = -4286724.929047 nChanged 11 SP:Iteration 42Q (30783.690000 sec): 3 clusters Score: Raw -4291738.968341 + Penalty 5013.415680 = -4286725.552661 nChanged 9 SP:Iteration 43Q (30783.960000 sec): 3 clusters Score: Raw -4291739.770684 + Penalty 5013.415680 = -4286726.355004 nChanged 15 SP:Iteration 44Q (30784.260000 sec): 3 clusters Score: Raw -4291740.795553 + Penalty 5013.415680 = -4286727.379874 nChanged 15 SP:Iteration 45Q (30784.560000 sec): 3 clusters Score: Raw -4291741.766361 + Penalty 5013.415680 = -4286728.350681 nChanged 7 SP:Iteration 46Q (30784.900000 sec): 3 clusters Score: Raw -4291742.354088 + Penalty 5013.415680 = -4286728.938408 nChanged 9 SP:Iteration 47Q (30785.230000 sec): 3 clusters Score: Raw -4291742.927753 + Penalty 5013.415680 = -4286729.512074 nChanged 10 SP:Iteration 48Q (30785.580000 sec): 3 clusters Score: Raw -4291743.726186 + Penalty 5013.415680 = -4286730.310506 nChanged 14 SP:Iteration 49Q (30785.890000 sec): 3 clusters Score: Raw -4291744.781398 + Penalty 5013.415680 = -4286731.365718 nChanged 13 SP:Iteration 50Q (30786.240000 sec): 3 clusters Score: Raw -4291745.543827 + Penalty 5013.415680 = -4286732.128147 nChanged 16 SP:Iteration 51Q (30786.600000 sec): 3 clusters Score: Raw -4291746.493990 + Penalty 5013.415680 = -4286733.078310 nChanged 13 SP:Iteration 52Q (30786.970000 sec): 3 clusters Score: Raw -4291747.373160 + Penalty 5013.415680 = -4286733.957480 nChanged 11 SP:Iteration 53Q (30787.260000 sec): 3 clusters Score: Raw -4291747.999122 + Penalty 5013.415680 = -4286734.583442 nChanged 12 SP:Iteration 54Q (30787.570000 sec): 3 clusters Score: Raw -4291748.946872 + Penalty 5013.415680 = -4286735.531192 nChanged 10 SP:Iteration 55Q (30787.940000 sec): 3 clusters Score: Raw -4291749.631366 + Penalty 5013.415680 = -4286736.215686 nChanged 8 SP:Iteration 56Q (30788.250000 sec): 3 clusters Score: Raw -4291749.968377 + Penalty 5013.415680 = -4286736.552697 nChanged 5 SP:Iteration 57Q (30788.580000 sec): 3 clusters Score: Raw -4291750.159910 + Penalty 5013.415680 = -4286736.744231 nChanged 5 SP:Iteration 58Q (30788.920000 sec): 3 clusters Score: Raw -4291750.441408 + Penalty 5013.415680 = -4286737.025728 nChanged 4 SP:Iteration 59Q (30789.290000 sec): 3 clusters Score: Raw -4291750.617008 + Penalty 5013.415680 = -4286737.201329 nChanged 1 SP:Iteration 60F (30789.600000 sec): 3 clusters Score: Raw -4291750.665859 + Penalty 5013.415680 = -4286737.250180 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30789.720000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30789.870000 sec): 3 clusters Score: Raw -93775.607480 + Penalty 3143.065563 = -90632.541917 nChanged 107 SP:Iteration 1F (30790.080000 sec): 3 clusters Score: Raw -93962.050782 + Penalty 3143.065563 = -90818.985220 nChanged 24 SP:Iteration 2Q (30790.240000 sec): 3 clusters Score: Raw -94015.703896 + Penalty 3143.065563 = -90872.638334 nChanged 9 SP:Iteration 3Q (30790.460000 sec): 3 clusters Score: Raw -94041.119822 + Penalty 3143.065563 = -90898.054259 nChanged 4 SP:Iteration 4Q (30790.660000 sec): 3 clusters Score: Raw -94061.312958 + Penalty 3143.065563 = -90918.247395 nChanged 7 SP:Iteration 5Q (30790.860000 sec): 3 clusters Score: Raw -94083.836242 + Penalty 3143.065563 = -90940.770680 nChanged 9 SP:Iteration 6Q (30791.050000 sec): 3 clusters Score: Raw -94120.955930 + Penalty 3143.065563 = -90977.890368 nChanged 7 SP:Iteration 7Q (30791.240000 sec): 3 clusters Score: Raw -94141.469803 + Penalty 3143.065563 = -90998.404240 nChanged 9 SP:Iteration 8Q (30791.440000 sec): 3 clusters Score: Raw -94160.469361 + Penalty 3143.065563 = -91017.403798 nChanged 5 SP:Iteration 9Q (30791.660000 sec): 3 clusters Score: Raw -94172.738549 + Penalty 3143.065563 = -91029.672986 nChanged 3 SP:Iteration 10Q (30791.820000 sec): 3 clusters Score: Raw -94179.634658 + Penalty 3143.065563 = -91036.569095 nChanged 3 SP:Iteration 11Q (30792.040000 sec): 3 clusters Score: Raw -94184.029002 + Penalty 3143.065563 = -91040.963439 nChanged 2 SP:Iteration 12Q (30792.230000 sec): 3 clusters Score: Raw -94187.917084 + Penalty 3143.065563 = -91044.851521 nChanged 2 SP:Iteration 13Q (30792.380000 sec): 3 clusters Score: Raw -94190.373551 + Penalty 3143.065563 = -91047.307988 nChanged 0 SP:Iteration 14F (30792.610000 sec): 3 clusters Score: Raw -94190.373551 + Penalty 3143.065563 = -91047.307988 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30792.830000 sec): 2 clusters Score: Raw -4383870.511682 + Penalty 2514.068554 = -4381356.443128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30793.210000 sec): 3 clusters Score: Raw -4368900.685219 + Penalty 5028.137107 = -4363872.548112 nChanged 11247 SP:Iteration 1F (30793.590000 sec): 3 clusters Score: Raw -4375109.801844 + Penalty 5028.137107 = -4370081.664737 nChanged 1424 SP:Iteration 2F (30793.870000 sec): 3 clusters Score: Raw -4375890.176024 + Penalty 5028.137107 = -4370862.038916 nChanged 1488 SP:Iteration 3F (30794.290000 sec): 3 clusters Score: Raw -4376782.883012 + Penalty 5028.137107 = -4371754.745904 nChanged 1500 SP:Iteration 4F (30794.630000 sec): 3 clusters Score: Raw -4377668.216170 + Penalty 5028.137107 = -4372640.079062 nChanged 1461 SP:Iteration 5F (30794.930000 sec): 3 clusters Score: Raw -4378546.383440 + Penalty 5028.137107 = -4373518.246332 nChanged 1433 SP:Iteration 6F (30795.210000 sec): 3 clusters Score: Raw -4379309.766051 + Penalty 5028.137107 = -4374281.628944 nChanged 1239 SP:Iteration 7Q (30795.520000 sec): 3 clusters Score: Raw -4379929.366518 + Penalty 5028.137107 = -4374901.229410 nChanged 1125 SP:Iteration 8Q (30795.840000 sec): 3 clusters Score: Raw -4380522.139359 + Penalty 5028.137107 = -4375494.002252 nChanged 1093 SP:Iteration 9Q (30796.170000 sec): 3 clusters Score: Raw -4381168.112491 + Penalty 5028.137107 = -4376139.975384 nChanged 1024 SP:Iteration 10Q (30796.500000 sec): 3 clusters Score: Raw -4381795.285789 + Penalty 5028.137107 = -4376767.148682 nChanged 933 SP:Iteration 11Q (30796.800000 sec): 3 clusters Score: Raw -4382362.051324 + Penalty 5028.137107 = -4377333.914216 nChanged 846 SP:Iteration 12Q (30797.070000 sec): 3 clusters Score: Raw -4382864.965417 + Penalty 5028.137107 = -4377836.828309 nChanged 706 SP:Iteration 13Q (30797.440000 sec): 3 clusters Score: Raw -4383242.332010 + Penalty 5028.137107 = -4378214.194902 nChanged 610 SP:Iteration 14Q (30797.720000 sec): 3 clusters Score: Raw -4383544.123356 + Penalty 5028.137107 = -4378515.986248 nChanged 544 SP:Iteration 15Q (30798.020000 sec): 3 clusters Score: Raw -4383810.242649 + Penalty 5028.137107 = -4378782.105542 nChanged 469 SP:Iteration 16Q (30798.340000 sec): 3 clusters Score: Raw -4384054.175145 + Penalty 5028.137107 = -4379026.038037 nChanged 428 SP:Iteration 17Q (30798.680000 sec): 3 clusters Score: Raw -4384279.100570 + Penalty 5028.137107 = -4379250.963462 nChanged 366 SP:Iteration 18Q (30799.040000 sec): 3 clusters Score: Raw -4384463.622463 + Penalty 5028.137107 = -4379435.485356 nChanged 327 SP:Iteration 19Q (30799.310000 sec): 3 clusters Score: Raw -4384621.207438 + Penalty 5028.137107 = -4379593.070331 nChanged 269 SP:Iteration 20F (30799.620000 sec): 3 clusters Score: Raw -4384733.542645 + Penalty 5028.137107 = -4379705.405537 nChanged 212 SP:Iteration 21Q (30799.940000 sec): 3 clusters Score: Raw -4384814.380269 + Penalty 5028.137107 = -4379786.243161 nChanged 166 SP:Iteration 22Q (30800.240000 sec): 3 clusters Score: Raw -4384874.380806 + Penalty 5028.137107 = -4379846.243699 nChanged 142 SP:Iteration 23Q (30800.550000 sec): 3 clusters Score: Raw -4384915.922977 + Penalty 5028.137107 = -4379887.785870 nChanged 113 SP:Iteration 24Q (30800.900000 sec): 3 clusters Score: Raw -4384949.831752 + Penalty 5028.137107 = -4379921.694645 nChanged 111 SP:Iteration 25Q (30801.280000 sec): 3 clusters Score: Raw -4384983.659400 + Penalty 5028.137107 = -4379955.522292 nChanged 97 SP:Iteration 26Q (30801.610000 sec): 3 clusters Score: Raw -4385013.803850 + Penalty 5028.137107 = -4379985.666743 nChanged 84 SP:Iteration 27Q (30801.960000 sec): 3 clusters Score: Raw -4385035.920629 + Penalty 5028.137107 = -4380007.783522 nChanged 78 SP:Iteration 28Q (30802.270000 sec): 3 clusters Score: Raw -4385055.450341 + Penalty 5028.137107 = -4380027.313234 nChanged 67 SP:Iteration 29Q (30802.600000 sec): 3 clusters Score: Raw -4385072.815709 + Penalty 5028.137107 = -4380044.678601 nChanged 63 SP:Iteration 30Q (30802.930000 sec): 3 clusters Score: Raw -4385089.032905 + Penalty 5028.137107 = -4380060.895797 nChanged 60 SP:Iteration 31Q (30803.230000 sec): 3 clusters Score: Raw -4385104.118998 + Penalty 5028.137107 = -4380075.981890 nChanged 48 SP:Iteration 32Q (30803.540000 sec): 3 clusters Score: Raw -4385115.027858 + Penalty 5028.137107 = -4380086.890750 nChanged 33 SP:Iteration 33Q (30803.860000 sec): 3 clusters Score: Raw -4385121.368893 + Penalty 5028.137107 = -4380093.231786 nChanged 25 SP:Iteration 34Q (30804.190000 sec): 3 clusters Score: Raw -4385126.128901 + Penalty 5028.137107 = -4380097.991794 nChanged 17 SP:Iteration 35Q (30804.530000 sec): 3 clusters Score: Raw -4385128.658523 + Penalty 5028.137107 = -4380100.521416 nChanged 14 SP:Iteration 36Q (30804.830000 sec): 3 clusters Score: Raw -4385130.772006 + Penalty 5028.137107 = -4380102.634899 nChanged 8 SP:Iteration 37Q (30805.200000 sec): 3 clusters Score: Raw -4385131.958361 + Penalty 5028.137107 = -4380103.821253 nChanged 9 SP:Iteration 38Q (30805.450000 sec): 3 clusters Score: Raw -4385133.668588 + Penalty 5028.137107 = -4380105.531481 nChanged 11 SP:Iteration 39Q (30805.760000 sec): 3 clusters Score: Raw -4385136.056648 + Penalty 5028.137107 = -4380107.919540 nChanged 12 SP:Iteration 40F (30806.030000 sec): 3 clusters Score: Raw -4385137.630930 + Penalty 5028.137107 = -4380109.493822 nChanged 7 SP:Iteration 41Q (30806.370000 sec): 3 clusters Score: Raw -4385138.851253 + Penalty 5028.137107 = -4380110.714146 nChanged 5 SP:Iteration 42Q (30806.640000 sec): 3 clusters Score: Raw -4385139.818843 + Penalty 5028.137107 = -4380111.681736 nChanged 4 SP:Iteration 43Q (30806.960000 sec): 3 clusters Score: Raw -4385140.806004 + Penalty 5028.137107 = -4380112.668896 nChanged 4 SP:Iteration 44Q (30807.260000 sec): 3 clusters Score: Raw -4385141.323480 + Penalty 5028.137107 = -4380113.186373 nChanged 6 SP:Iteration 45Q (30807.550000 sec): 3 clusters Score: Raw -4385142.093446 + Penalty 5028.137107 = -4380113.956339 nChanged 3 SP:Iteration 46Q (30807.810000 sec): 3 clusters Score: Raw -4385142.549434 + Penalty 5028.137107 = -4380114.412327 nChanged 2 SP:Iteration 47Q (30808.140000 sec): 3 clusters Score: Raw -4385142.692145 + Penalty 5028.137107 = -4380114.555038 nChanged 2 SP:Iteration 48Q (30808.480000 sec): 3 clusters Score: Raw -4385142.904454 + Penalty 5028.137107 = -4380114.767346 nChanged 0 SP:Iteration 49F (30808.840000 sec): 3 clusters Score: Raw -4385142.904454 + Penalty 5028.137107 = -4380114.767346 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30808.960000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30809.130000 sec): 3 clusters Score: Raw -96482.001837 + Penalty 3126.099012 = -93355.902825 nChanged 105 SP:Iteration 1F (30809.310000 sec): 3 clusters Score: Raw -96682.155412 + Penalty 3126.099012 = -93556.056400 nChanged 30 SP:Iteration 2F (30809.490000 sec): 3 clusters Score: Raw -96735.119372 + Penalty 3126.099012 = -93609.020360 nChanged 13 SP:Iteration 3Q (30809.680000 sec): 3 clusters Score: Raw -96771.511460 + Penalty 3126.099012 = -93645.412448 nChanged 8 SP:Iteration 4Q (30809.890000 sec): 3 clusters Score: Raw -96785.178763 + Penalty 3126.099012 = -93659.079751 nChanged 1 SP:Iteration 5Q (30810.080000 sec): 3 clusters Score: Raw -96786.668103 + Penalty 3126.099012 = -93660.569091 nChanged 1 SP:Iteration 6Q (30810.280000 sec): 3 clusters Score: Raw -96788.345487 + Penalty 3126.099012 = -93662.246475 nChanged 0 SP:Iteration 7F (30810.460000 sec): 3 clusters Score: Raw -96788.345487 + Penalty 3126.099012 = -93662.246475 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30810.660000 sec): 2 clusters Score: Raw -2975983.618826 + Penalty 2406.909561 = -2973576.709265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30810.970000 sec): 3 clusters Score: Raw -2966561.149412 + Penalty 4813.819121 = -2961747.330291 nChanged 7145 SP:Iteration 1F (30811.260000 sec): 3 clusters Score: Raw -2970459.335709 + Penalty 4813.819121 = -2965645.516588 nChanged 975 SP:Iteration 2F (30811.580000 sec): 3 clusters Score: Raw -2970900.440571 + Penalty 4813.819121 = -2966086.621449 nChanged 868 SP:Iteration 3F (30811.820000 sec): 3 clusters Score: Raw -2971310.157843 + Penalty 4813.819121 = -2966496.338721 nChanged 801 SP:Iteration 4Q (30812.130000 sec): 3 clusters Score: Raw -2971718.465845 + Penalty 4813.819121 = -2966904.646723 nChanged 852 SP:Iteration 5F (30812.400000 sec): 3 clusters Score: Raw -2972192.479217 + Penalty 4813.819121 = -2967378.660096 nChanged 870 SP:Iteration 6F (30812.700000 sec): 3 clusters Score: Raw -2972757.448542 + Penalty 4813.819121 = -2967943.629421 nChanged 872 SP:Iteration 7F (30812.960000 sec): 3 clusters Score: Raw -2973395.932324 + Penalty 4813.819121 = -2968582.113203 nChanged 862 SP:Iteration 8F (30813.220000 sec): 3 clusters Score: Raw -2974073.828467 + Penalty 4813.819121 = -2969260.009346 nChanged 791 SP:Iteration 9Q (30813.500000 sec): 3 clusters Score: Raw -2974741.056571 + Penalty 4813.819121 = -2969927.237450 nChanged 622 SP:Iteration 10Q (30813.780000 sec): 3 clusters Score: Raw -2975359.057322 + Penalty 4813.819121 = -2970545.238200 nChanged 510 SP:Iteration 11Q (30814.040000 sec): 3 clusters Score: Raw -2975760.549032 + Penalty 4813.819121 = -2970946.729910 nChanged 332 SP:Iteration 12Q (30814.350000 sec): 3 clusters Score: Raw -2975969.862406 + Penalty 4813.819121 = -2971156.043284 nChanged 230 SP:Iteration 13Q (30814.640000 sec): 3 clusters Score: Raw -2976093.639741 + Penalty 4813.819121 = -2971279.820620 nChanged 173 SP:Iteration 14Q (30814.900000 sec): 3 clusters Score: Raw -2976183.079923 + Penalty 4813.819121 = -2971369.260801 nChanged 132 SP:Iteration 15Q (30815.180000 sec): 3 clusters Score: Raw -2976239.159753 + Penalty 4813.819121 = -2971425.340631 nChanged 99 SP:Iteration 16Q (30815.440000 sec): 3 clusters Score: Raw -2976277.815778 + Penalty 4813.819121 = -2971463.996656 nChanged 100 SP:Iteration 17Q (30815.730000 sec): 3 clusters Score: Raw -2976311.781419 + Penalty 4813.819121 = -2971497.962298 nChanged 77 SP:Iteration 18Q (30815.980000 sec): 3 clusters Score: Raw -2976338.494447 + Penalty 4813.819121 = -2971524.675325 nChanged 61 SP:Iteration 19Q (30816.230000 sec): 3 clusters Score: Raw -2976358.558289 + Penalty 4813.819121 = -2971544.739168 nChanged 51 SP:Iteration 20F (30816.510000 sec): 3 clusters Score: Raw -2976374.393696 + Penalty 4813.819121 = -2971560.574575 nChanged 42 SP:Iteration 21Q (30816.770000 sec): 3 clusters Score: Raw -2976386.692178 + Penalty 4813.819121 = -2971572.873057 nChanged 46 SP:Iteration 22Q (30817.050000 sec): 3 clusters Score: Raw -2976398.484107 + Penalty 4813.819121 = -2971584.664986 nChanged 36 SP:Iteration 23Q (30817.320000 sec): 3 clusters Score: Raw -2976408.780174 + Penalty 4813.819121 = -2971594.961052 nChanged 24 SP:Iteration 24Q (30817.570000 sec): 3 clusters Score: Raw -2976415.199078 + Penalty 4813.819121 = -2971601.379957 nChanged 17 SP:Iteration 25Q (30817.860000 sec): 3 clusters Score: Raw -2976420.647750 + Penalty 4813.819121 = -2971606.828629 nChanged 23 SP:Iteration 26Q (30818.100000 sec): 3 clusters Score: Raw -2976427.237053 + Penalty 4813.819121 = -2971613.417932 nChanged 21 SP:Iteration 27Q (30818.330000 sec): 3 clusters Score: Raw -2976432.878539 + Penalty 4813.819121 = -2971619.059418 nChanged 20 SP:Iteration 28Q (30818.600000 sec): 3 clusters Score: Raw -2976437.028111 + Penalty 4813.819121 = -2971623.208990 nChanged 16 SP:Iteration 29Q (30818.890000 sec): 3 clusters Score: Raw -2976440.958321 + Penalty 4813.819121 = -2971627.139199 nChanged 10 SP:Iteration 30Q (30819.180000 sec): 3 clusters Score: Raw -2976443.297288 + Penalty 4813.819121 = -2971629.478167 nChanged 13 SP:Iteration 31Q (30819.470000 sec): 3 clusters Score: Raw -2976446.664762 + Penalty 4813.819121 = -2971632.845641 nChanged 13 SP:Iteration 32Q (30819.720000 sec): 3 clusters Score: Raw -2976449.514101 + Penalty 4813.819121 = -2971635.694980 nChanged 15 SP:Iteration 33Q (30820.000000 sec): 3 clusters Score: Raw -2976453.710484 + Penalty 4813.819121 = -2971639.891362 nChanged 12 SP:Iteration 34Q (30820.250000 sec): 3 clusters Score: Raw -2976456.493998 + Penalty 4813.819121 = -2971642.674877 nChanged 10 SP:Iteration 35Q (30820.500000 sec): 3 clusters Score: Raw -2976457.788446 + Penalty 4813.819121 = -2971643.969325 nChanged 7 SP:Iteration 36Q (30820.740000 sec): 3 clusters Score: Raw -2976459.639454 + Penalty 4813.819121 = -2971645.820333 nChanged 8 SP:Iteration 37Q (30820.960000 sec): 3 clusters Score: Raw -2976461.375599 + Penalty 4813.819121 = -2971647.556477 nChanged 7 SP:Iteration 38Q (30821.250000 sec): 3 clusters Score: Raw -2976462.697050 + Penalty 4813.819121 = -2971648.877929 nChanged 3 SP:Iteration 39Q (30821.560000 sec): 3 clusters Score: Raw -2976463.132274 + Penalty 4813.819121 = -2971649.313152 nChanged 2 SP:Iteration 40F (30821.820000 sec): 3 clusters Score: Raw -2976463.356118 + Penalty 4813.819121 = -2971649.536997 nChanged 1 SP:Iteration 41Q (30822.120000 sec): 3 clusters Score: Raw -2976463.628523 + Penalty 4813.819121 = -2971649.809402 nChanged 3 SP:Iteration 42Q (30822.410000 sec): 3 clusters Score: Raw -2976464.012563 + Penalty 4813.819121 = -2971650.193442 nChanged 0 SP:Iteration 43F (30822.670000 sec): 3 clusters Score: Raw -2976464.012563 + Penalty 4813.819121 = -2971650.193442 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30822.760000 sec): 2 clusters Score: Raw -23245.858218 + Penalty 1330.762052 = -21915.096166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30822.960000 sec): 3 clusters Score: Raw -23507.872507 + Penalty 2661.524103 = -20846.348404 nChanged 17 SP:Iteration 1F (30823.110000 sec): 3 clusters Score: Raw -23573.701330 + Penalty 2661.524103 = -20912.177227 nChanged 5 SP:Iteration 2Q (30823.350000 sec): 3 clusters Score: Raw -23593.583377 + Penalty 2661.524103 = -20932.059274 nChanged 3 SP:Iteration 3Q (30823.580000 sec): 3 clusters Score: Raw -23603.797370 + Penalty 2661.524103 = -20942.273266 nChanged 2 SP:Iteration 4Q (30823.720000 sec): 3 clusters Score: Raw -23608.976793 + Penalty 2661.524103 = -20947.452690 nChanged 0 SP:Iteration 5F (30823.950000 sec): 3 clusters Score: Raw -23608.976793 + Penalty 2661.524103 = -20947.452690 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30824.050000 sec): 2 clusters Score: Raw -339032.359062 + Penalty 1885.890295 = -337146.468768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30824.220000 sec): 3 clusters Score: Raw -338333.114795 + Penalty 3771.780589 = -334561.334206 nChanged 670 SP:Iteration 1F (30824.410000 sec): 3 clusters Score: Raw -338842.309965 + Penalty 3771.780589 = -335070.529376 nChanged 185 SP:Iteration 2F (30824.580000 sec): 3 clusters Score: Raw -339052.799872 + Penalty 3771.780589 = -335281.019283 nChanged 126 SP:Iteration 3F (30824.740000 sec): 3 clusters Score: Raw -339198.905122 + Penalty 3771.780589 = -335427.124533 nChanged 100 SP:Iteration 4Q (30824.950000 sec): 3 clusters Score: Raw -339295.834094 + Penalty 3771.780589 = -335524.053505 nChanged 66 SP:Iteration 5Q (30825.160000 sec): 3 clusters Score: Raw -339363.809719 + Penalty 3771.780589 = -335592.029130 nChanged 59 SP:Iteration 6Q (30825.360000 sec): 3 clusters Score: Raw -339425.697477 + Penalty 3771.780589 = -335653.916888 nChanged 51 SP:Iteration 7Q (30825.520000 sec): 3 clusters Score: Raw -339473.771288 + Penalty 3771.780589 = -335701.990699 nChanged 35 SP:Iteration 8Q (30825.740000 sec): 3 clusters Score: Raw -339508.528298 + Penalty 3771.780589 = -335736.747709 nChanged 35 SP:Iteration 9Q (30825.890000 sec): 3 clusters Score: Raw -339552.614924 + Penalty 3771.780589 = -335780.834335 nChanged 41 SP:Iteration 10Q (30826.080000 sec): 3 clusters Score: Raw -339618.439925 + Penalty 3771.780589 = -335846.659336 nChanged 31 SP:Iteration 11Q (30826.240000 sec): 3 clusters Score: Raw -339665.482523 + Penalty 3771.780589 = -335893.701934 nChanged 32 SP:Iteration 12Q (30826.430000 sec): 3 clusters Score: Raw -339710.988496 + Penalty 3771.780589 = -335939.207907 nChanged 29 SP:Iteration 13Q (30826.600000 sec): 3 clusters Score: Raw -339754.335907 + Penalty 3771.780589 = -335982.555318 nChanged 28 SP:Iteration 14Q (30826.780000 sec): 3 clusters Score: Raw -339783.017103 + Penalty 3771.780589 = -336011.236514 nChanged 18 SP:Iteration 15Q (30826.980000 sec): 3 clusters Score: Raw -339805.423259 + Penalty 3771.780589 = -336033.642670 nChanged 13 SP:Iteration 16Q (30827.140000 sec): 3 clusters Score: Raw -339828.043635 + Penalty 3771.780589 = -336056.263046 nChanged 14 SP:Iteration 17Q (30827.290000 sec): 3 clusters Score: Raw -339847.274965 + Penalty 3771.780589 = -336075.494376 nChanged 23 SP:Iteration 18Q (30827.450000 sec): 3 clusters Score: Raw -339886.729340 + Penalty 3771.780589 = -336114.948751 nChanged 25 SP:Iteration 19Q (30827.630000 sec): 3 clusters Score: Raw -339919.347190 + Penalty 3771.780589 = -336147.566601 nChanged 19 SP:Iteration 20F (30827.850000 sec): 3 clusters Score: Raw -339946.080754 + Penalty 3771.780589 = -336174.300165 nChanged 22 SP:Iteration 21Q (30828.010000 sec): 3 clusters Score: Raw -339980.072906 + Penalty 3771.780589 = -336208.292317 nChanged 22 SP:Iteration 22Q (30828.170000 sec): 3 clusters Score: Raw -340004.477172 + Penalty 3771.780589 = -336232.696583 nChanged 21 SP:Iteration 23Q (30828.410000 sec): 3 clusters Score: Raw -340022.638263 + Penalty 3771.780589 = -336250.857674 nChanged 13 SP:Iteration 24Q (30828.590000 sec): 3 clusters Score: Raw -340036.224591 + Penalty 3771.780589 = -336264.444002 nChanged 11 SP:Iteration 25Q (30828.780000 sec): 3 clusters Score: Raw -340043.290608 + Penalty 3771.780589 = -336271.510019 nChanged 2 SP:Iteration 26Q (30828.940000 sec): 3 clusters Score: Raw -340045.079331 + Penalty 3771.780589 = -336273.298742 nChanged 2 SP:Iteration 27Q (30829.120000 sec): 3 clusters Score: Raw -340046.421379 + Penalty 3771.780589 = -336274.640790 nChanged 4 SP:Iteration 28Q (30829.280000 sec): 3 clusters Score: Raw -340048.978654 + Penalty 3771.780589 = -336277.198065 nChanged 4 SP:Iteration 29Q (30829.450000 sec): 3 clusters Score: Raw -340053.690348 + Penalty 3771.780589 = -336281.909759 nChanged 6 SP:Iteration 30Q (30829.670000 sec): 3 clusters Score: Raw -340062.130094 + Penalty 3771.780589 = -336290.349505 nChanged 8 SP:Iteration 31Q (30829.860000 sec): 3 clusters Score: Raw -340070.242911 + Penalty 3771.780589 = -336298.462322 nChanged 8 SP:Iteration 32Q (30830.060000 sec): 3 clusters Score: Raw -340078.227171 + Penalty 3771.780589 = -336306.446582 nChanged 10 SP:Iteration 33Q (30830.260000 sec): 3 clusters Score: Raw -340086.468642 + Penalty 3771.780589 = -336314.688053 nChanged 9 SP:Iteration 34Q (30830.470000 sec): 3 clusters Score: Raw -340093.722230 + Penalty 3771.780589 = -336321.941641 nChanged 5 SP:Iteration 35Q (30830.660000 sec): 3 clusters Score: Raw -340100.075693 + Penalty 3771.780589 = -336328.295104 nChanged 10 SP:Iteration 36Q (30830.850000 sec): 3 clusters Score: Raw -340110.671736 + Penalty 3771.780589 = -336338.891147 nChanged 18 SP:Iteration 37Q (30830.990000 sec): 3 clusters Score: Raw -340132.348526 + Penalty 3771.780589 = -336360.567937 nChanged 14 SP:Iteration 38Q (30831.160000 sec): 3 clusters Score: Raw -340148.458323 + Penalty 3771.780589 = -336376.677734 nChanged 15 SP:Iteration 39Q (30831.380000 sec): 3 clusters Score: Raw -340162.259066 + Penalty 3771.780589 = -336390.478477 nChanged 15 SP:Iteration 40F (30831.570000 sec): 3 clusters Score: Raw -340173.315658 + Penalty 3771.780589 = -336401.535069 nChanged 12 SP:Iteration 41Q (30831.710000 sec): 3 clusters Score: Raw -340189.537217 + Penalty 3771.780589 = -336417.756628 nChanged 13 SP:Iteration 42Q (30831.870000 sec): 3 clusters Score: Raw -340204.479002 + Penalty 3771.780589 = -336432.698413 nChanged 14 SP:Iteration 43Q (30832.040000 sec): 3 clusters Score: Raw -340224.863519 + Penalty 3771.780589 = -336453.082930 nChanged 15 SP:Iteration 44Q (30832.190000 sec): 3 clusters Score: Raw -340237.587917 + Penalty 3771.780589 = -336465.807328 nChanged 7 SP:Iteration 45Q (30832.410000 sec): 3 clusters Score: Raw -340243.676951 + Penalty 3771.780589 = -336471.896362 nChanged 6 SP:Iteration 46Q (30832.600000 sec): 3 clusters Score: Raw -340248.234106 + Penalty 3771.780589 = -336476.453517 nChanged 4 SP:Iteration 47Q (30832.740000 sec): 3 clusters Score: Raw -340251.334576 + Penalty 3771.780589 = -336479.553987 nChanged 1 SP:Iteration 48Q (30832.940000 sec): 3 clusters Score: Raw -340251.662042 + Penalty 3771.780589 = -336479.881453 nChanged 3 SP:Iteration 49Q (30833.120000 sec): 3 clusters Score: Raw -340253.337509 + Penalty 3771.780589 = -336481.556920 nChanged 3 SP:Iteration 50Q (30833.340000 sec): 3 clusters Score: Raw -340255.656570 + Penalty 3771.780589 = -336483.875981 nChanged 5 SP:Iteration 51Q (30833.490000 sec): 3 clusters Score: Raw -340259.589589 + Penalty 3771.780589 = -336487.809000 nChanged 4 SP:Iteration 52Q (30833.690000 sec): 3 clusters Score: Raw -340264.557793 + Penalty 3771.780589 = -336492.777204 nChanged 3 SP:Iteration 53Q (30833.870000 sec): 3 clusters Score: Raw -340268.177880 + Penalty 3771.780589 = -336496.397291 nChanged 2 SP:Iteration 54Q (30834.060000 sec): 3 clusters Score: Raw -340271.162634 + Penalty 3771.780589 = -336499.382045 nChanged 1 SP:Iteration 55Q (30834.200000 sec): 3 clusters Score: Raw -340271.666386 + Penalty 3771.780589 = -336499.885797 nChanged 0 SP:Iteration 56F (30834.390000 sec): 3 clusters Score: Raw -340271.666386 + Penalty 3771.780589 = -336499.885797 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30834.960000 sec): 2 clusters Score: Raw -17304766.720319 + Penalty 2840.671683 = -17301926.048636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30835.640000 sec): 3 clusters Score: Raw -17244485.927127 + Penalty 5681.343365 = -17238804.583761 nChanged 44475 SP:Iteration 1F (30836.310000 sec): 3 clusters Score: Raw -17270181.896258 + Penalty 5681.343365 = -17264500.552893 nChanged 3537 SP:Iteration 2Q (30837.060000 sec): 3 clusters Score: Raw -17271305.583682 + Penalty 5681.343365 = -17265624.240317 nChanged 3981 SP:Iteration 3Q (30837.800000 sec): 3 clusters Score: Raw -17272857.153000 + Penalty 5681.343365 = -17267175.809634 nChanged 4475 SP:Iteration 4Q (30838.580000 sec): 3 clusters Score: Raw -17275004.101963 + Penalty 5681.343365 = -17269322.758597 nChanged 5292 SP:Iteration 5F (30839.310000 sec): 3 clusters Score: Raw -17278147.459004 + Penalty 5681.343365 = -17272466.115639 nChanged 5841 SP:Iteration 6F (30840.080000 sec): 3 clusters Score: Raw -17282189.987868 + Penalty 5681.343365 = -17276508.644503 nChanged 5948 SP:Iteration 7F (30840.750000 sec): 3 clusters Score: Raw -17286646.998817 + Penalty 5681.343365 = -17280965.655451 nChanged 5385 SP:Iteration 8F (30841.460000 sec): 3 clusters Score: Raw -17290688.427892 + Penalty 5681.343365 = -17285007.084527 nChanged 4594 SP:Iteration 9Q (30842.180000 sec): 3 clusters Score: Raw -17293812.957952 + Penalty 5681.343365 = -17288131.614587 nChanged 3638 SP:Iteration 10Q (30842.950000 sec): 3 clusters Score: Raw -17295937.438370 + Penalty 5681.343365 = -17290256.095005 nChanged 2668 SP:Iteration 11Q (30843.640000 sec): 3 clusters Score: Raw -17297247.288723 + Penalty 5681.343365 = -17291565.945357 nChanged 2111 SP:Iteration 12Q (30844.320000 sec): 3 clusters Score: Raw -17298184.831435 + Penalty 5681.343365 = -17292503.488070 nChanged 1848 SP:Iteration 13Q (30845.040000 sec): 3 clusters Score: Raw -17298990.390940 + Penalty 5681.343365 = -17293309.047575 nChanged 1695 SP:Iteration 14Q (30845.720000 sec): 3 clusters Score: Raw -17299712.853149 + Penalty 5681.343365 = -17294031.509784 nChanged 1567 SP:Iteration 15Q (30846.410000 sec): 3 clusters Score: Raw -17300367.313097 + Penalty 5681.343365 = -17294685.969732 nChanged 1442 SP:Iteration 16Q (30847.110000 sec): 3 clusters Score: Raw -17300953.909008 + Penalty 5681.343365 = -17295272.565643 nChanged 1313 SP:Iteration 17Q (30847.770000 sec): 3 clusters Score: Raw -17301504.766709 + Penalty 5681.343365 = -17295823.423343 nChanged 1249 SP:Iteration 18Q (30848.380000 sec): 3 clusters Score: Raw -17302044.425742 + Penalty 5681.343365 = -17296363.082376 nChanged 1156 SP:Iteration 19Q (30849.040000 sec): 3 clusters Score: Raw -17302555.338646 + Penalty 5681.343365 = -17296873.995280 nChanged 1062 SP:Iteration 20F (30849.720000 sec): 3 clusters Score: Raw -17303025.608829 + Penalty 5681.343365 = -17297344.265464 nChanged 955 SP:Iteration 21Q (30850.360000 sec): 3 clusters Score: Raw -17303455.025500 + Penalty 5681.343365 = -17297773.682134 nChanged 825 SP:Iteration 22Q (30850.950000 sec): 3 clusters Score: Raw -17303827.847956 + Penalty 5681.343365 = -17298146.504591 nChanged 705 SP:Iteration 23Q (30851.570000 sec): 3 clusters Score: Raw -17304137.343920 + Penalty 5681.343365 = -17298456.000554 nChanged 592 SP:Iteration 24Q (30852.210000 sec): 3 clusters Score: Raw -17304397.152683 + Penalty 5681.343365 = -17298715.809318 nChanged 469 SP:Iteration 25Q (30852.850000 sec): 3 clusters Score: Raw -17304592.030376 + Penalty 5681.343365 = -17298910.687011 nChanged 371 SP:Iteration 26Q (30853.550000 sec): 3 clusters Score: Raw -17304736.549632 + Penalty 5681.343365 = -17299055.206267 nChanged 279 SP:Iteration 27Q (30854.220000 sec): 3 clusters Score: Raw -17304845.897169 + Penalty 5681.343365 = -17299164.553804 nChanged 237 SP:Iteration 28Q (30854.840000 sec): 3 clusters Score: Raw -17304942.760714 + Penalty 5681.343365 = -17299261.417349 nChanged 199 SP:Iteration 29Q (30855.490000 sec): 3 clusters Score: Raw -17305028.268557 + Penalty 5681.343365 = -17299346.925192 nChanged 157 SP:Iteration 30Q (30856.170000 sec): 3 clusters Score: Raw -17305091.797127 + Penalty 5681.343365 = -17299410.453762 nChanged 122 SP:Iteration 31Q (30856.760000 sec): 3 clusters Score: Raw -17305137.150923 + Penalty 5681.343365 = -17299455.807557 nChanged 94 SP:Iteration 32Q (30857.370000 sec): 3 clusters Score: Raw -17305172.514979 + Penalty 5681.343365 = -17299491.171614 nChanged 91 SP:Iteration 33Q (30858.010000 sec): 3 clusters Score: Raw -17305206.888299 + Penalty 5681.343365 = -17299525.544934 nChanged 72 SP:Iteration 34Q (30858.610000 sec): 3 clusters Score: Raw -17305228.478909 + Penalty 5681.343365 = -17299547.135544 nChanged 59 SP:Iteration 35Q (30859.180000 sec): 3 clusters Score: Raw -17305250.250283 + Penalty 5681.343365 = -17299568.906918 nChanged 40 SP:Iteration 36Q (30859.750000 sec): 3 clusters Score: Raw -17305262.489201 + Penalty 5681.343365 = -17299581.145836 nChanged 41 SP:Iteration 37Q (30860.330000 sec): 3 clusters Score: Raw -17305275.321493 + Penalty 5681.343365 = -17299593.978127 nChanged 37 SP:Iteration 38Q (30860.860000 sec): 3 clusters Score: Raw -17305287.380258 + Penalty 5681.343365 = -17299606.036893 nChanged 33 SP:Iteration 39Q (30861.460000 sec): 3 clusters Score: Raw -17305300.234124 + Penalty 5681.343365 = -17299618.890758 nChanged 35 SP:Iteration 40F (30862.150000 sec): 3 clusters Score: Raw -17305313.066932 + Penalty 5681.343365 = -17299631.723567 nChanged 35 SP:Iteration 41Q (30862.690000 sec): 3 clusters Score: Raw -17305325.459191 + Penalty 5681.343365 = -17299644.115826 nChanged 30 SP:Iteration 42Q (30863.270000 sec): 3 clusters Score: Raw -17305335.974171 + Penalty 5681.343365 = -17299654.630806 nChanged 27 SP:Iteration 43Q (30863.870000 sec): 3 clusters Score: Raw -17305345.355079 + Penalty 5681.343365 = -17299664.011714 nChanged 29 SP:Iteration 44Q (30864.460000 sec): 3 clusters Score: Raw -17305353.864002 + Penalty 5681.343365 = -17299672.520637 nChanged 24 SP:Iteration 45Q (30865.060000 sec): 3 clusters Score: Raw -17305360.315074 + Penalty 5681.343365 = -17299678.971709 nChanged 14 SP:Iteration 46Q (30865.650000 sec): 3 clusters Score: Raw -17305364.490088 + Penalty 5681.343365 = -17299683.146722 nChanged 12 SP:Iteration 47Q (30866.210000 sec): 3 clusters Score: Raw -17305367.900557 + Penalty 5681.343365 = -17299686.557192 nChanged 13 SP:Iteration 48Q (30866.790000 sec): 3 clusters Score: Raw -17305372.612079 + Penalty 5681.343365 = -17299691.268714 nChanged 15 SP:Iteration 49Q (30867.370000 sec): 3 clusters Score: Raw -17305377.245935 + Penalty 5681.343365 = -17299695.902570 nChanged 18 SP:Iteration 50Q (30867.940000 sec): 3 clusters Score: Raw -17305382.085934 + Penalty 5681.343365 = -17299700.742569 nChanged 12 SP:Iteration 51Q (30868.530000 sec): 3 clusters Score: Raw -17305385.686227 + Penalty 5681.343365 = -17299704.342862 nChanged 16 SP:Iteration 52Q (30869.180000 sec): 3 clusters Score: Raw -17305391.256872 + Penalty 5681.343365 = -17299709.913507 nChanged 12 SP:Iteration 53Q (30869.760000 sec): 3 clusters Score: Raw -17305395.584545 + Penalty 5681.343365 = -17299714.241180 nChanged 13 SP:Iteration 54Q (30870.350000 sec): 3 clusters Score: Raw -17305400.444973 + Penalty 5681.343365 = -17299719.101608 nChanged 14 SP:Iteration 55Q (30870.890000 sec): 3 clusters Score: Raw -17305404.424394 + Penalty 5681.343365 = -17299723.081029 nChanged 9 SP:Iteration 56Q (30871.460000 sec): 3 clusters Score: Raw -17305407.296622 + Penalty 5681.343365 = -17299725.953257 nChanged 10 SP:Iteration 57Q (30872.040000 sec): 3 clusters Score: Raw -17305410.745624 + Penalty 5681.343365 = -17299729.402259 nChanged 5 SP:Iteration 58Q (30872.720000 sec): 3 clusters Score: Raw -17305412.419868 + Penalty 5681.343365 = -17299731.076503 nChanged 5 SP:Iteration 59Q (30873.420000 sec): 3 clusters Score: Raw -17305413.711129 + Penalty 5681.343365 = -17299732.367764 nChanged 3 SP:Iteration 60F (30874.150000 sec): 3 clusters Score: Raw -17305414.334845 + Penalty 5681.343365 = -17299732.991480 nChanged 3 SP:Iteration 61Q (30874.780000 sec): 3 clusters Score: Raw -17305414.837341 + Penalty 5681.343365 = -17299733.493976 nChanged 1 SP:Iteration 62Q (30875.370000 sec): 3 clusters Score: Raw -17305414.961369 + Penalty 5681.343365 = -17299733.618004 nChanged 0 SP:Iteration 63F (30876.050000 sec): 3 clusters Score: Raw -17305414.961369 + Penalty 5681.343365 = -17299733.618004 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30876.180000 sec): 2 clusters Score: Raw -64484.427706 + Penalty 1516.741247 = -62967.686459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30876.380000 sec): 3 clusters Score: Raw -64659.669580 + Penalty 3033.482494 = -61626.187085 nChanged 86 SP:Iteration 1F (30876.520000 sec): 3 clusters Score: Raw -64885.478705 + Penalty 3033.482494 = -61851.996211 nChanged 38 SP:Iteration 2F (30876.680000 sec): 3 clusters Score: Raw -64997.353486 + Penalty 3033.482494 = -61963.870992 nChanged 30 SP:Iteration 3F (30876.800000 sec): 3 clusters Score: Raw -65120.099411 + Penalty 3033.482494 = -62086.616917 nChanged 23 SP:Iteration 4F (30877.040000 sec): 3 clusters Score: Raw -65281.709845 + Penalty 3033.482494 = -62248.227351 nChanged 24 SP:Iteration 5F (30877.220000 sec): 3 clusters Score: Raw -65394.717538 + Penalty 3033.482494 = -62361.235044 nChanged 18 SP:Iteration 6Q (30877.440000 sec): 3 clusters Score: Raw -65498.412725 + Penalty 3033.482494 = -62464.930231 nChanged 7 SP:Iteration 7Q (30877.590000 sec): 3 clusters Score: Raw -65548.258130 + Penalty 3033.482494 = -62514.775635 nChanged 10 SP:Iteration 8Q (30877.820000 sec): 3 clusters Score: Raw -65632.856139 + Penalty 3033.482494 = -62599.373645 nChanged 4 SP:Iteration 9Q (30877.990000 sec): 3 clusters Score: Raw -65660.292417 + Penalty 3033.482494 = -62626.809923 nChanged 5 SP:Iteration 10Q (30878.180000 sec): 3 clusters Score: Raw -65683.558985 + Penalty 3033.482494 = -62650.076491 nChanged 2 SP:Iteration 11Q (30878.360000 sec): 3 clusters Score: Raw -65688.741329 + Penalty 3033.482494 = -62655.258835 nChanged 2 SP:Iteration 12Q (30878.600000 sec): 3 clusters Score: Raw -65695.471593 + Penalty 3033.482494 = -62661.989099 nChanged 1 SP:Iteration 13Q (30878.760000 sec): 3 clusters Score: Raw -65696.758507 + Penalty 3033.482494 = -62663.276013 nChanged 0 SP:Iteration 14F (30879.010000 sec): 3 clusters Score: Raw -65696.758507 + Penalty 3033.482494 = -62663.276013 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30879.150000 sec): 2 clusters Score: Raw -702765.595160 + Penalty 2049.114625 = -700716.480534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30879.360000 sec): 3 clusters Score: Raw -700995.020436 + Penalty 4098.229251 = -696896.791186 nChanged 1411 SP:Iteration 1F (30879.570000 sec): 3 clusters Score: Raw -701832.898100 + Penalty 4098.229251 = -697734.668849 nChanged 298 SP:Iteration 2F (30879.750000 sec): 3 clusters Score: Raw -702012.718229 + Penalty 4098.229251 = -697914.488979 nChanged 189 SP:Iteration 3Q (30879.980000 sec): 3 clusters Score: Raw -702121.789541 + Penalty 4098.229251 = -698023.560291 nChanged 126 SP:Iteration 4Q (30880.200000 sec): 3 clusters Score: Raw -702213.985944 + Penalty 4098.229251 = -698115.756694 nChanged 136 SP:Iteration 5Q (30880.350000 sec): 3 clusters Score: Raw -702332.965574 + Penalty 4098.229251 = -698234.736323 nChanged 143 SP:Iteration 6Q (30880.550000 sec): 3 clusters Score: Raw -702456.701635 + Penalty 4098.229251 = -698358.472385 nChanged 153 SP:Iteration 7Q (30880.740000 sec): 3 clusters Score: Raw -702602.447856 + Penalty 4098.229251 = -698504.218605 nChanged 169 SP:Iteration 8Q (30880.900000 sec): 3 clusters Score: Raw -702753.769174 + Penalty 4098.229251 = -698655.539923 nChanged 179 SP:Iteration 9Q (30881.140000 sec): 3 clusters Score: Raw -702918.012162 + Penalty 4098.229251 = -698819.782912 nChanged 184 SP:Iteration 10Q (30881.320000 sec): 3 clusters Score: Raw -703083.868926 + Penalty 4098.229251 = -698985.639675 nChanged 162 SP:Iteration 11Q (30881.490000 sec): 3 clusters Score: Raw -703234.065745 + Penalty 4098.229251 = -699135.836494 nChanged 150 SP:Iteration 12Q (30881.700000 sec): 3 clusters Score: Raw -703365.075132 + Penalty 4098.229251 = -699266.845882 nChanged 139 SP:Iteration 13Q (30881.920000 sec): 3 clusters Score: Raw -703469.232451 + Penalty 4098.229251 = -699371.003201 nChanged 99 SP:Iteration 14Q (30882.120000 sec): 3 clusters Score: Raw -703552.271276 + Penalty 4098.229251 = -699454.042025 nChanged 80 SP:Iteration 15Q (30882.310000 sec): 3 clusters Score: Raw -703612.966814 + Penalty 4098.229251 = -699514.737563 nChanged 63 SP:Iteration 16Q (30882.520000 sec): 3 clusters Score: Raw -703655.297355 + Penalty 4098.229251 = -699557.068104 nChanged 51 SP:Iteration 17Q (30882.710000 sec): 3 clusters Score: Raw -703685.807606 + Penalty 4098.229251 = -699587.578355 nChanged 34 SP:Iteration 18Q (30882.890000 sec): 3 clusters Score: Raw -703708.736032 + Penalty 4098.229251 = -699610.506782 nChanged 31 SP:Iteration 19Q (30883.140000 sec): 3 clusters Score: Raw -703729.810111 + Penalty 4098.229251 = -699631.580861 nChanged 21 SP:Iteration 20F (30883.300000 sec): 3 clusters Score: Raw -703741.286380 + Penalty 4098.229251 = -699643.057129 nChanged 21 SP:Iteration 21Q (30883.550000 sec): 3 clusters Score: Raw -703753.207218 + Penalty 4098.229251 = -699654.977968 nChanged 19 SP:Iteration 22Q (30883.740000 sec): 3 clusters Score: Raw -703763.922964 + Penalty 4098.229251 = -699665.693713 nChanged 13 SP:Iteration 23Q (30883.980000 sec): 3 clusters Score: Raw -703771.010077 + Penalty 4098.229251 = -699672.780826 nChanged 9 SP:Iteration 24Q (30884.140000 sec): 3 clusters Score: Raw -703774.940516 + Penalty 4098.229251 = -699676.711265 nChanged 8 SP:Iteration 25Q (30884.340000 sec): 3 clusters Score: Raw -703778.901266 + Penalty 4098.229251 = -699680.672016 nChanged 3 SP:Iteration 26Q (30884.530000 sec): 3 clusters Score: Raw -703780.805073 + Penalty 4098.229251 = -699682.575822 nChanged 3 SP:Iteration 27Q (30884.730000 sec): 3 clusters Score: Raw -703782.375338 + Penalty 4098.229251 = -699684.146087 nChanged 2 SP:Iteration 28Q (30884.890000 sec): 3 clusters Score: Raw -703783.275529 + Penalty 4098.229251 = -699685.046278 nChanged 2 SP:Iteration 29Q (30885.090000 sec): 3 clusters Score: Raw -703784.032716 + Penalty 4098.229251 = -699685.803465 nChanged 0 SP:Iteration 30F (30885.270000 sec): 3 clusters Score: Raw -703784.032716 + Penalty 4098.229251 = -699685.803465 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30885.360000 sec): 2 clusters Score: Raw -152128.805819 + Penalty 1693.520594 = -150435.285225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30885.540000 sec): 3 clusters Score: Raw -152075.118184 + Penalty 3387.041188 = -148688.076996 nChanged 241 SP:Iteration 1F (30885.700000 sec): 3 clusters Score: Raw -152482.098869 + Penalty 3387.041188 = -149095.057682 nChanged 91 SP:Iteration 2F (30885.900000 sec): 3 clusters Score: Raw -152692.094773 + Penalty 3387.041188 = -149305.053586 nChanged 53 SP:Iteration 3F (30886.080000 sec): 3 clusters Score: Raw -152845.765571 + Penalty 3387.041188 = -149458.724384 nChanged 37 SP:Iteration 4Q (30886.300000 sec): 3 clusters Score: Raw -152937.980422 + Penalty 3387.041188 = -149550.939235 nChanged 35 SP:Iteration 5Q (30886.460000 sec): 3 clusters Score: Raw -153039.124435 + Penalty 3387.041188 = -149652.083248 nChanged 27 SP:Iteration 6Q (30886.620000 sec): 3 clusters Score: Raw -153128.623509 + Penalty 3387.041188 = -149741.582322 nChanged 16 SP:Iteration 7Q (30886.740000 sec): 3 clusters Score: Raw -153172.695721 + Penalty 3387.041188 = -149785.654533 nChanged 13 SP:Iteration 8Q (30886.900000 sec): 3 clusters Score: Raw -153200.529910 + Penalty 3387.041188 = -149813.488723 nChanged 7 SP:Iteration 9Q (30887.120000 sec): 3 clusters Score: Raw -153215.526898 + Penalty 3387.041188 = -149828.485711 nChanged 7 SP:Iteration 10Q (30887.320000 sec): 3 clusters Score: Raw -153224.872437 + Penalty 3387.041188 = -149837.831249 nChanged 4 SP:Iteration 11Q (30887.470000 sec): 3 clusters Score: Raw -153234.012958 + Penalty 3387.041188 = -149846.971770 nChanged 3 SP:Iteration 12Q (30887.650000 sec): 3 clusters Score: Raw -153238.917537 + Penalty 3387.041188 = -149851.876350 nChanged 1 SP:Iteration 13Q (30887.850000 sec): 3 clusters Score: Raw -153241.012574 + Penalty 3387.041188 = -149853.971387 nChanged 1 SP:Iteration 14Q (30888.020000 sec): 3 clusters Score: Raw -153241.813444 + Penalty 3387.041188 = -149854.772257 nChanged 2 SP:Iteration 15Q (30888.210000 sec): 3 clusters Score: Raw -153243.839815 + Penalty 3387.041188 = -149856.798628 nChanged 2 SP:Iteration 16Q (30888.430000 sec): 3 clusters Score: Raw -153246.761866 + Penalty 3387.041188 = -149859.720678 nChanged 1 SP:Iteration 17Q (30888.580000 sec): 3 clusters Score: Raw -153247.604702 + Penalty 3387.041188 = -149860.563515 nChanged 1 SP:Iteration 18Q (30888.770000 sec): 3 clusters Score: Raw -153261.102231 + Penalty 3387.041188 = -149874.061044 nChanged 2 SP:Iteration 19Q (30888.940000 sec): 3 clusters Score: Raw -153263.608740 + Penalty 3387.041188 = -149876.567552 nChanged 0 SP:Iteration 20F (30889.120000 sec): 3 clusters Score: Raw -153263.608740 + Penalty 3387.041188 = -149876.567552 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30889.210000 sec): 2 clusters Score: Raw -23426.327862 + Penalty 1385.637667 = -22040.690195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30889.390000 sec): 3 clusters Score: Raw -23749.699486 + Penalty 2771.275335 = -20978.424152 nChanged 54 SP:Iteration 1F (30889.570000 sec): 3 clusters Score: Raw -23990.918714 + Penalty 2771.275335 = -21219.643379 nChanged 15 SP:Iteration 2F (30889.750000 sec): 3 clusters Score: Raw -24082.522514 + Penalty 2771.275335 = -21311.247180 nChanged 9 SP:Iteration 3Q (30889.940000 sec): 3 clusters Score: Raw -24144.859257 + Penalty 2771.275335 = -21373.583922 nChanged 1 SP:Iteration 4Q (30890.120000 sec): 3 clusters Score: Raw -24147.033405 + Penalty 2771.275335 = -21375.758070 nChanged 0 SP:Iteration 5F (30890.280000 sec): 3 clusters Score: Raw -24147.033405 + Penalty 2771.275335 = -21375.758070 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30890.420000 sec): 2 clusters Score: Raw -47632.647011 + Penalty 1420.258241 = -46212.388769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30890.570000 sec): 3 clusters Score: Raw -47853.533013 + Penalty 2840.516483 = -45013.016530 nChanged 50 SP:Iteration 1F (30890.770000 sec): 3 clusters Score: Raw -48108.391960 + Penalty 2840.516483 = -45267.875477 nChanged 19 SP:Iteration 2F (30890.970000 sec): 3 clusters Score: Raw -48238.420188 + Penalty 2840.516483 = -45397.903705 nChanged 8 SP:Iteration 3Q (30891.200000 sec): 3 clusters Score: Raw -48286.011752 + Penalty 2840.516483 = -45445.495270 nChanged 4 SP:Iteration 4Q (30891.360000 sec): 3 clusters Score: Raw -48308.808177 + Penalty 2840.516483 = -45468.291694 nChanged 4 SP:Iteration 5Q (30891.580000 sec): 3 clusters Score: Raw -48359.998520 + Penalty 2840.516483 = -45519.482037 nChanged 6 SP:Iteration 6Q (30891.790000 sec): 3 clusters Score: Raw -48437.564102 + Penalty 2840.516483 = -45597.047619 nChanged 9 SP:Iteration 7Q (30891.960000 sec): 3 clusters Score: Raw -48497.638791 + Penalty 2840.516483 = -45657.122309 nChanged 7 SP:Iteration 8Q (30892.200000 sec): 3 clusters Score: Raw -48542.070177 + Penalty 2840.516483 = -45701.553695 nChanged 4 SP:Iteration 9Q (30892.460000 sec): 3 clusters Score: Raw -48588.001648 + Penalty 2840.516483 = -45747.485165 nChanged 3 SP:Iteration 10Q (30892.660000 sec): 3 clusters Score: Raw -48610.447110 + Penalty 2840.516483 = -45769.930627 nChanged 2 SP:Iteration 11Q (30892.800000 sec): 3 clusters Score: Raw -48632.634280 + Penalty 2840.516483 = -45792.117797 nChanged 1 SP:Iteration 12Q (30892.940000 sec): 3 clusters Score: Raw -48634.612409 + Penalty 2840.516483 = -45794.095927 nChanged 0 SP:Iteration 13F (30893.120000 sec): 3 clusters Score: Raw -48634.612409 + Penalty 2840.516483 = -45794.095927 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30893.250000 sec): 2 clusters Score: Raw -36946.634335 + Penalty 1356.078915 = -35590.555420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30893.450000 sec): 3 clusters Score: Raw -37166.696621 + Penalty 2712.157830 = -34454.538791 nChanged 41 SP:Iteration 1F (30893.600000 sec): 3 clusters Score: Raw -37322.471153 + Penalty 2712.157830 = -34610.313323 nChanged 7 SP:Iteration 2Q (30893.810000 sec): 3 clusters Score: Raw -37347.423446 + Penalty 2712.157830 = -34635.265616 nChanged 0 SP:Iteration 3F (30894.020000 sec): 3 clusters Score: Raw -37347.423446 + Penalty 2712.157830 = -34635.265616 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30894.150000 sec): 2 clusters Score: Raw -1310457.653082 + Penalty 2205.708141 = -1308251.944941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30894.410000 sec): 3 clusters Score: Raw -1306673.568674 + Penalty 4411.416282 = -1302262.152392 nChanged 2939 SP:Iteration 1F (30894.630000 sec): 3 clusters Score: Raw -1308220.181960 + Penalty 4411.416282 = -1303808.765678 nChanged 491 SP:Iteration 2F (30894.900000 sec): 3 clusters Score: Raw -1308463.800255 + Penalty 4411.416282 = -1304052.383973 nChanged 373 SP:Iteration 3F (30895.130000 sec): 3 clusters Score: Raw -1308659.310438 + Penalty 4411.416282 = -1304247.894157 nChanged 316 SP:Iteration 4Q (30895.310000 sec): 3 clusters Score: Raw -1308830.818155 + Penalty 4411.416282 = -1304419.401873 nChanged 297 SP:Iteration 5Q (30895.520000 sec): 3 clusters Score: Raw -1309019.837559 + Penalty 4411.416282 = -1304608.421277 nChanged 305 SP:Iteration 6Q (30895.740000 sec): 3 clusters Score: Raw -1309233.911857 + Penalty 4411.416282 = -1304822.495576 nChanged 289 SP:Iteration 7Q (30895.940000 sec): 3 clusters Score: Raw -1309444.736799 + Penalty 4411.416282 = -1305033.320518 nChanged 289 SP:Iteration 8Q (30896.190000 sec): 3 clusters Score: Raw -1309641.533216 + Penalty 4411.416282 = -1305230.116934 nChanged 310 SP:Iteration 9Q (30896.410000 sec): 3 clusters Score: Raw -1309833.005489 + Penalty 4411.416282 = -1305421.589207 nChanged 262 SP:Iteration 10Q (30896.640000 sec): 3 clusters Score: Raw -1309979.996104 + Penalty 4411.416282 = -1305568.579822 nChanged 219 SP:Iteration 11Q (30896.860000 sec): 3 clusters Score: Raw -1310100.323540 + Penalty 4411.416282 = -1305688.907259 nChanged 218 SP:Iteration 12Q (30897.070000 sec): 3 clusters Score: Raw -1310243.956997 + Penalty 4411.416282 = -1305832.540716 nChanged 213 SP:Iteration 13Q (30897.310000 sec): 3 clusters Score: Raw -1310370.818177 + Penalty 4411.416282 = -1305959.401895 nChanged 182 SP:Iteration 14Q (30897.550000 sec): 3 clusters Score: Raw -1310464.626944 + Penalty 4411.416282 = -1306053.210662 nChanged 136 SP:Iteration 15Q (30897.760000 sec): 3 clusters Score: Raw -1310527.729972 + Penalty 4411.416282 = -1306116.313690 nChanged 107 SP:Iteration 16Q (30897.960000 sec): 3 clusters Score: Raw -1310569.849292 + Penalty 4411.416282 = -1306158.433011 nChanged 104 SP:Iteration 17Q (30898.250000 sec): 3 clusters Score: Raw -1310617.132221 + Penalty 4411.416282 = -1306205.715940 nChanged 94 SP:Iteration 18Q (30898.440000 sec): 3 clusters Score: Raw -1310665.116965 + Penalty 4411.416282 = -1306253.700683 nChanged 86 SP:Iteration 19Q (30898.690000 sec): 3 clusters Score: Raw -1310698.126337 + Penalty 4411.416282 = -1306286.710055 nChanged 68 SP:Iteration 20F (30898.890000 sec): 3 clusters Score: Raw -1310728.026108 + Penalty 4411.416282 = -1306316.609826 nChanged 60 SP:Iteration 21Q (30899.130000 sec): 3 clusters Score: Raw -1310759.802170 + Penalty 4411.416282 = -1306348.385888 nChanged 80 SP:Iteration 22Q (30899.340000 sec): 3 clusters Score: Raw -1310794.182721 + Penalty 4411.416282 = -1306382.766440 nChanged 69 SP:Iteration 23Q (30899.540000 sec): 3 clusters Score: Raw -1310823.246546 + Penalty 4411.416282 = -1306411.830265 nChanged 73 SP:Iteration 24Q (30899.810000 sec): 3 clusters Score: Raw -1310858.433645 + Penalty 4411.416282 = -1306447.017363 nChanged 60 SP:Iteration 25Q (30900.050000 sec): 3 clusters Score: Raw -1310889.847532 + Penalty 4411.416282 = -1306478.431250 nChanged 67 SP:Iteration 26Q (30900.280000 sec): 3 clusters Score: Raw -1310928.332526 + Penalty 4411.416282 = -1306516.916244 nChanged 63 SP:Iteration 27Q (30900.540000 sec): 3 clusters Score: Raw -1310964.207649 + Penalty 4411.416282 = -1306552.791367 nChanged 59 SP:Iteration 28Q (30900.770000 sec): 3 clusters Score: Raw -1311006.094125 + Penalty 4411.416282 = -1306594.677843 nChanged 64 SP:Iteration 29Q (30900.960000 sec): 3 clusters Score: Raw -1311070.425158 + Penalty 4411.416282 = -1306659.008877 nChanged 70 SP:Iteration 30Q (30901.140000 sec): 3 clusters Score: Raw -1311147.099175 + Penalty 4411.416282 = -1306735.682893 nChanged 64 SP:Iteration 31Q (30901.350000 sec): 3 clusters Score: Raw -1311195.852993 + Penalty 4411.416282 = -1306784.436711 nChanged 55 SP:Iteration 32Q (30901.580000 sec): 3 clusters Score: Raw -1311225.263242 + Penalty 4411.416282 = -1306813.846960 nChanged 46 SP:Iteration 33Q (30901.750000 sec): 3 clusters Score: Raw -1311245.866000 + Penalty 4411.416282 = -1306834.449718 nChanged 26 SP:Iteration 34Q (30901.980000 sec): 3 clusters Score: Raw -1311255.895415 + Penalty 4411.416282 = -1306844.479133 nChanged 19 SP:Iteration 35Q (30902.200000 sec): 3 clusters Score: Raw -1311264.411106 + Penalty 4411.416282 = -1306852.994824 nChanged 25 SP:Iteration 36Q (30902.390000 sec): 3 clusters Score: Raw -1311277.062675 + Penalty 4411.416282 = -1306865.646393 nChanged 27 SP:Iteration 37Q (30902.640000 sec): 3 clusters Score: Raw -1311288.754346 + Penalty 4411.416282 = -1306877.338064 nChanged 25 SP:Iteration 38Q (30902.830000 sec): 3 clusters Score: Raw -1311301.367737 + Penalty 4411.416282 = -1306889.951456 nChanged 33 SP:Iteration 39Q (30903.040000 sec): 3 clusters Score: Raw -1311317.161985 + Penalty 4411.416282 = -1306905.745704 nChanged 25 SP:Iteration 40F (30903.270000 sec): 3 clusters Score: Raw -1311328.787400 + Penalty 4411.416282 = -1306917.371118 nChanged 31 SP:Iteration 41Q (30903.490000 sec): 3 clusters Score: Raw -1311346.119961 + Penalty 4411.416282 = -1306934.703680 nChanged 32 SP:Iteration 42Q (30903.680000 sec): 3 clusters Score: Raw -1311363.510749 + Penalty 4411.416282 = -1306952.094467 nChanged 21 SP:Iteration 43Q (30903.870000 sec): 3 clusters Score: Raw -1311375.380941 + Penalty 4411.416282 = -1306963.964659 nChanged 17 SP:Iteration 44Q (30904.110000 sec): 3 clusters Score: Raw -1311386.020163 + Penalty 4411.416282 = -1306974.603881 nChanged 25 SP:Iteration 45Q (30904.310000 sec): 3 clusters Score: Raw -1311401.191130 + Penalty 4411.416282 = -1306989.774848 nChanged 17 SP:Iteration 46Q (30904.500000 sec): 3 clusters Score: Raw -1311408.624201 + Penalty 4411.416282 = -1306997.207919 nChanged 10 SP:Iteration 47Q (30904.760000 sec): 3 clusters Score: Raw -1311413.880125 + Penalty 4411.416282 = -1307002.463843 nChanged 10 SP:Iteration 48Q (30904.940000 sec): 3 clusters Score: Raw -1311418.615363 + Penalty 4411.416282 = -1307007.199081 nChanged 5 SP:Iteration 49Q (30905.200000 sec): 3 clusters Score: Raw -1311420.776797 + Penalty 4411.416282 = -1307009.360515 nChanged 4 SP:Iteration 50Q (30905.420000 sec): 3 clusters Score: Raw -1311421.986183 + Penalty 4411.416282 = -1307010.569902 nChanged 2 SP:Iteration 51Q (30905.640000 sec): 3 clusters Score: Raw -1311422.304636 + Penalty 4411.416282 = -1307010.888355 nChanged 3 SP:Iteration 52Q (30905.880000 sec): 3 clusters Score: Raw -1311423.213243 + Penalty 4411.416282 = -1307011.796961 nChanged 2 SP:Iteration 53Q (30906.040000 sec): 3 clusters Score: Raw -1311424.254590 + Penalty 4411.416282 = -1307012.838308 nChanged 2 SP:Iteration 54Q (30906.260000 sec): 3 clusters Score: Raw -1311424.826790 + Penalty 4411.416282 = -1307013.410508 nChanged 2 SP:Iteration 55Q (30906.470000 sec): 3 clusters Score: Raw -1311425.156241 + Penalty 4411.416282 = -1307013.739959 nChanged 1 SP:Iteration 56Q (30906.660000 sec): 3 clusters Score: Raw -1311425.350060 + Penalty 4411.416282 = -1307013.933778 nChanged 0 SP:Iteration 57F (30906.880000 sec): 3 clusters Score: Raw -1311425.350060 + Penalty 4411.416282 = -1307013.933778 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30906.980000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30907.200000 sec): 3 clusters Score: Raw -197963.556691 + Penalty 3463.959823 = -194499.596868 nChanged 297 SP:Iteration 1F (30907.370000 sec): 3 clusters Score: Raw -198329.184826 + Penalty 3463.959823 = -194865.225004 nChanged 72 SP:Iteration 2F (30907.600000 sec): 3 clusters Score: Raw -198510.973051 + Penalty 3463.959823 = -195047.013228 nChanged 65 SP:Iteration 3F (30907.760000 sec): 3 clusters Score: Raw -198686.777949 + Penalty 3463.959823 = -195222.818126 nChanged 49 SP:Iteration 4Q (30907.950000 sec): 3 clusters Score: Raw -198833.763519 + Penalty 3463.959823 = -195369.803696 nChanged 44 SP:Iteration 5Q (30908.120000 sec): 3 clusters Score: Raw -198922.683587 + Penalty 3463.959823 = -195458.723765 nChanged 30 SP:Iteration 6Q (30908.330000 sec): 3 clusters Score: Raw -198986.460621 + Penalty 3463.959823 = -195522.500798 nChanged 31 SP:Iteration 7Q (30908.530000 sec): 3 clusters Score: Raw -199058.000334 + Penalty 3463.959823 = -195594.040512 nChanged 33 SP:Iteration 8Q (30908.740000 sec): 3 clusters Score: Raw -199148.743848 + Penalty 3463.959823 = -195684.784025 nChanged 41 SP:Iteration 9Q (30908.940000 sec): 3 clusters Score: Raw -199242.908188 + Penalty 3463.959823 = -195778.948366 nChanged 36 SP:Iteration 10Q (30909.080000 sec): 3 clusters Score: Raw -199340.258034 + Penalty 3463.959823 = -195876.298211 nChanged 29 SP:Iteration 11Q (30909.290000 sec): 3 clusters Score: Raw -199419.706023 + Penalty 3463.959823 = -195955.746200 nChanged 26 SP:Iteration 12Q (30909.460000 sec): 3 clusters Score: Raw -199494.839769 + Penalty 3463.959823 = -196030.879946 nChanged 17 SP:Iteration 13Q (30909.660000 sec): 3 clusters Score: Raw -199537.600285 + Penalty 3463.959823 = -196073.640462 nChanged 19 SP:Iteration 14Q (30909.820000 sec): 3 clusters Score: Raw -199575.231237 + Penalty 3463.959823 = -196111.271414 nChanged 11 SP:Iteration 15Q (30910.000000 sec): 3 clusters Score: Raw -199592.333028 + Penalty 3463.959823 = -196128.373206 nChanged 6 SP:Iteration 16Q (30910.120000 sec): 3 clusters Score: Raw -199606.131305 + Penalty 3463.959823 = -196142.171482 nChanged 6 SP:Iteration 17Q (30910.290000 sec): 3 clusters Score: Raw -199614.095980 + Penalty 3463.959823 = -196150.136157 nChanged 3 SP:Iteration 18Q (30910.480000 sec): 3 clusters Score: Raw -199618.338257 + Penalty 3463.959823 = -196154.378434 nChanged 2 SP:Iteration 19Q (30910.650000 sec): 3 clusters Score: Raw -199619.665050 + Penalty 3463.959823 = -196155.705227 nChanged 2 SP:Iteration 20F (30910.820000 sec): 3 clusters Score: Raw -199623.311908 + Penalty 3463.959823 = -196159.352085 nChanged 4 SP:Iteration 21Q (30911.040000 sec): 3 clusters Score: Raw -199628.724198 + Penalty 3463.959823 = -196164.764375 nChanged 4 SP:Iteration 22Q (30911.240000 sec): 3 clusters Score: Raw -199635.595410 + Penalty 3463.959823 = -196171.635587 nChanged 1 SP:Iteration 23Q (30911.440000 sec): 3 clusters Score: Raw -199636.686966 + Penalty 3463.959823 = -196172.727144 nChanged 1 SP:Iteration 24Q (30911.620000 sec): 3 clusters Score: Raw -199638.204912 + Penalty 3463.959823 = -196174.245089 nChanged 0 SP:Iteration 25F (30911.770000 sec): 3 clusters Score: Raw -199638.204912 + Penalty 3463.959823 = -196174.245089 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30911.880000 sec): 2 clusters Score: Raw -589236.895961 + Penalty 2016.035399 = -587220.860562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30912.080000 sec): 3 clusters Score: Raw -587816.777173 + Penalty 4032.070798 = -583784.706374 nChanged 1199 SP:Iteration 1F (30912.270000 sec): 3 clusters Score: Raw -588646.141591 + Penalty 4032.070798 = -584614.070792 nChanged 308 SP:Iteration 2F (30912.520000 sec): 3 clusters Score: Raw -588938.238097 + Penalty 4032.070798 = -584906.167299 nChanged 207 SP:Iteration 3F (30912.710000 sec): 3 clusters Score: Raw -589168.485378 + Penalty 4032.070798 = -585136.414580 nChanged 167 SP:Iteration 4Q (30912.910000 sec): 3 clusters Score: Raw -589404.456914 + Penalty 4032.070798 = -585372.386116 nChanged 195 SP:Iteration 5F (30913.100000 sec): 3 clusters Score: Raw -589687.294439 + Penalty 4032.070798 = -585655.223640 nChanged 192 SP:Iteration 6F (30913.310000 sec): 3 clusters Score: Raw -590014.888938 + Penalty 4032.070798 = -585982.818140 nChanged 173 SP:Iteration 7F (30913.510000 sec): 3 clusters Score: Raw -590215.715637 + Penalty 4032.070798 = -586183.644839 nChanged 131 SP:Iteration 8Q (30913.670000 sec): 3 clusters Score: Raw -590325.335125 + Penalty 4032.070798 = -586293.264326 nChanged 99 SP:Iteration 9Q (30913.880000 sec): 3 clusters Score: Raw -590402.773395 + Penalty 4032.070798 = -586370.702596 nChanged 87 SP:Iteration 10Q (30914.090000 sec): 3 clusters Score: Raw -590478.165872 + Penalty 4032.070798 = -586446.095074 nChanged 61 SP:Iteration 11Q (30914.290000 sec): 3 clusters Score: Raw -590533.794073 + Penalty 4032.070798 = -586501.723274 nChanged 46 SP:Iteration 12Q (30914.480000 sec): 3 clusters Score: Raw -590567.342156 + Penalty 4032.070798 = -586535.271357 nChanged 43 SP:Iteration 13Q (30914.660000 sec): 3 clusters Score: Raw -590601.133773 + Penalty 4032.070798 = -586569.062974 nChanged 48 SP:Iteration 14Q (30914.860000 sec): 3 clusters Score: Raw -590636.720637 + Penalty 4032.070798 = -586604.649838 nChanged 36 SP:Iteration 15Q (30915.050000 sec): 3 clusters Score: Raw -590657.584632 + Penalty 4032.070798 = -586625.513834 nChanged 24 SP:Iteration 16Q (30915.240000 sec): 3 clusters Score: Raw -590672.143045 + Penalty 4032.070798 = -586640.072246 nChanged 19 SP:Iteration 17Q (30915.440000 sec): 3 clusters Score: Raw -590685.004836 + Penalty 4032.070798 = -586652.934037 nChanged 21 SP:Iteration 18Q (30915.670000 sec): 3 clusters Score: Raw -590695.063794 + Penalty 4032.070798 = -586662.992995 nChanged 17 SP:Iteration 19Q (30915.830000 sec): 3 clusters Score: Raw -590705.178096 + Penalty 4032.070798 = -586673.107297 nChanged 14 SP:Iteration 20F (30916.050000 sec): 3 clusters Score: Raw -590713.799671 + Penalty 4032.070798 = -586681.728872 nChanged 12 SP:Iteration 21Q (30916.250000 sec): 3 clusters Score: Raw -590725.134070 + Penalty 4032.070798 = -586693.063271 nChanged 11 SP:Iteration 22Q (30916.440000 sec): 3 clusters Score: Raw -590736.964679 + Penalty 4032.070798 = -586704.893881 nChanged 14 SP:Iteration 23Q (30916.620000 sec): 3 clusters Score: Raw -590748.488043 + Penalty 4032.070798 = -586716.417244 nChanged 14 SP:Iteration 24Q (30916.810000 sec): 3 clusters Score: Raw -590756.153235 + Penalty 4032.070798 = -586724.082437 nChanged 15 SP:Iteration 25Q (30917.060000 sec): 3 clusters Score: Raw -590762.084780 + Penalty 4032.070798 = -586730.013982 nChanged 9 SP:Iteration 26Q (30917.270000 sec): 3 clusters Score: Raw -590766.082693 + Penalty 4032.070798 = -586734.011894 nChanged 7 SP:Iteration 27Q (30917.480000 sec): 3 clusters Score: Raw -590769.042478 + Penalty 4032.070798 = -586736.971680 nChanged 7 SP:Iteration 28Q (30917.710000 sec): 3 clusters Score: Raw -590771.086269 + Penalty 4032.070798 = -586739.015471 nChanged 6 SP:Iteration 29Q (30917.870000 sec): 3 clusters Score: Raw -590772.821977 + Penalty 4032.070798 = -586740.751178 nChanged 5 SP:Iteration 30Q (30918.070000 sec): 3 clusters Score: Raw -590774.668314 + Penalty 4032.070798 = -586742.597516 nChanged 2 SP:Iteration 31Q (30918.330000 sec): 3 clusters Score: Raw -590775.054319 + Penalty 4032.070798 = -586742.983520 nChanged 1 SP:Iteration 32Q (30918.500000 sec): 3 clusters Score: Raw -590775.209204 + Penalty 4032.070798 = -586743.138406 nChanged 1 SP:Iteration 33Q (30918.710000 sec): 3 clusters Score: Raw -590775.353470 + Penalty 4032.070798 = -586743.282672 nChanged 0 SP:Iteration 34F (30918.910000 sec): 3 clusters Score: Raw -590775.353470 + Penalty 4032.070798 = -586743.282672 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30919.010000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30919.200000 sec): 3 clusters Score: Raw -292869.297629 + Penalty 3636.855126 = -289232.442503 nChanged 467 SP:Iteration 1F (30919.390000 sec): 3 clusters Score: Raw -293252.878826 + Penalty 3636.855126 = -289616.023700 nChanged 115 SP:Iteration 2F (30919.570000 sec): 3 clusters Score: Raw -293379.450253 + Penalty 3636.855126 = -289742.595127 nChanged 77 SP:Iteration 3F (30919.790000 sec): 3 clusters Score: Raw -293453.304542 + Penalty 3636.855126 = -289816.449415 nChanged 30 SP:Iteration 4Q (30919.950000 sec): 3 clusters Score: Raw -293485.538764 + Penalty 3636.855126 = -289848.683638 nChanged 36 SP:Iteration 5Q (30920.150000 sec): 3 clusters Score: Raw -293513.768041 + Penalty 3636.855126 = -289876.912915 nChanged 15 SP:Iteration 6Q (30920.370000 sec): 3 clusters Score: Raw -293525.759720 + Penalty 3636.855126 = -289888.904594 nChanged 8 SP:Iteration 7Q (30920.580000 sec): 3 clusters Score: Raw -293533.688842 + Penalty 3636.855126 = -289896.833716 nChanged 8 SP:Iteration 8Q (30920.790000 sec): 3 clusters Score: Raw -293539.686435 + Penalty 3636.855126 = -289902.831309 nChanged 4 SP:Iteration 9Q (30921.020000 sec): 3 clusters Score: Raw -293542.240433 + Penalty 3636.855126 = -289905.385307 nChanged 3 SP:Iteration 10Q (30921.220000 sec): 3 clusters Score: Raw -293544.349019 + Penalty 3636.855126 = -289907.493893 nChanged 0 SP:Iteration 11F (30921.430000 sec): 3 clusters Score: Raw -293544.349019 + Penalty 3636.855126 = -289907.493893 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30921.570000 sec): 2 clusters Score: Raw -61684.066002 + Penalty 1466.548745 = -60217.517256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30921.790000 sec): 3 clusters Score: Raw -61864.821842 + Penalty 2933.097491 = -58931.724352 nChanged 72 SP:Iteration 1F (30921.960000 sec): 3 clusters Score: Raw -62057.843547 + Penalty 2933.097491 = -59124.746056 nChanged 24 SP:Iteration 2F (30922.130000 sec): 3 clusters Score: Raw -62151.807019 + Penalty 2933.097491 = -59218.709528 nChanged 20 SP:Iteration 3F (30922.310000 sec): 3 clusters Score: Raw -62233.037561 + Penalty 2933.097491 = -59299.940070 nChanged 19 SP:Iteration 4F (30922.500000 sec): 3 clusters Score: Raw -62337.966686 + Penalty 2933.097491 = -59404.869195 nChanged 9 SP:Iteration 5Q (30922.680000 sec): 3 clusters Score: Raw -62399.739023 + Penalty 2933.097491 = -59466.641532 nChanged 10 SP:Iteration 6Q (30922.850000 sec): 3 clusters Score: Raw -62463.919340 + Penalty 2933.097491 = -59530.821850 nChanged 6 SP:Iteration 7Q (30923.010000 sec): 3 clusters Score: Raw -62486.360536 + Penalty 2933.097491 = -59553.263045 nChanged 2 SP:Iteration 8Q (30923.230000 sec): 3 clusters Score: Raw -62490.403911 + Penalty 2933.097491 = -59557.306420 nChanged 0 SP:Iteration 9F (30923.440000 sec): 3 clusters Score: Raw -62490.403911 + Penalty 2933.097491 = -59557.306420 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30923.550000 sec): 2 clusters Score: Raw -111808.086520 + Penalty 1625.021956 = -110183.064564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30923.710000 sec): 3 clusters Score: Raw -111731.489854 + Penalty 3250.043912 = -108481.445942 nChanged 177 SP:Iteration 1F (30923.880000 sec): 3 clusters Score: Raw -112010.048068 + Penalty 3250.043912 = -108760.004156 nChanged 60 SP:Iteration 2F (30924.010000 sec): 3 clusters Score: Raw -112182.419448 + Penalty 3250.043912 = -108932.375536 nChanged 49 SP:Iteration 3F (30924.100000 sec): 3 clusters Score: Raw -112380.260641 + Penalty 3250.043912 = -109130.216729 nChanged 37 SP:Iteration 4F (30924.290000 sec): 3 clusters Score: Raw -112543.037326 + Penalty 3250.043912 = -109292.993414 nChanged 34 SP:Iteration 5Q (30924.490000 sec): 3 clusters Score: Raw -112665.782589 + Penalty 3250.043912 = -109415.738677 nChanged 28 SP:Iteration 6Q (30924.700000 sec): 3 clusters Score: Raw -112789.352022 + Penalty 3250.043912 = -109539.308110 nChanged 32 SP:Iteration 7Q (30924.900000 sec): 3 clusters Score: Raw -112941.037611 + Penalty 3250.043912 = -109690.993699 nChanged 20 SP:Iteration 8Q (30925.010000 sec): 3 clusters Score: Raw -113000.957587 + Penalty 3250.043912 = -109750.913675 nChanged 12 SP:Iteration 9Q (30925.130000 sec): 3 clusters Score: Raw -113035.844992 + Penalty 3250.043912 = -109785.801080 nChanged 8 SP:Iteration 10Q (30925.240000 sec): 3 clusters Score: Raw -113061.526346 + Penalty 3250.043912 = -109811.482434 nChanged 3 SP:Iteration 11Q (30925.350000 sec): 3 clusters Score: Raw -113068.519981 + Penalty 3250.043912 = -109818.476069 nChanged 2 SP:Iteration 12Q (30925.460000 sec): 3 clusters Score: Raw -113074.167989 + Penalty 3250.043912 = -109824.124077 nChanged 1 SP:Iteration 13Q (30925.660000 sec): 3 clusters Score: Raw -113076.538582 + Penalty 3250.043912 = -109826.494670 nChanged 1 SP:Iteration 14Q (30925.770000 sec): 3 clusters Score: Raw -113078.991341 + Penalty 3250.043912 = -109828.947429 nChanged 1 SP:Iteration 15Q (30925.910000 sec): 3 clusters Score: Raw -113081.930072 + Penalty 3250.043912 = -109831.886160 nChanged 1 SP:Iteration 16Q (30926.110000 sec): 3 clusters Score: Raw -113083.760836 + Penalty 3250.043912 = -109833.716924 nChanged 0 SP:Iteration 17F (30926.270000 sec): 3 clusters Score: Raw -113083.787961 + Penalty 3250.043912 = -109833.744049 nChanged 1 SP:Iteration 18Q (30926.390000 sec): 3 clusters Score: Raw -113088.827748 + Penalty 3250.043912 = -109838.783836 nChanged 2 SP:Iteration 19Q (30926.530000 sec): 3 clusters Score: Raw -113093.983623 + Penalty 3250.043912 = -109843.939711 nChanged 2 SP:Iteration 20F (30926.690000 sec): 3 clusters Score: Raw -113096.894077 + Penalty 3250.043912 = -109846.850165 nChanged 1 SP:Iteration 21Q (30926.790000 sec): 3 clusters Score: Raw -113099.512122 + Penalty 3250.043912 = -109849.468210 nChanged 1 SP:Iteration 22Q (30926.910000 sec): 3 clusters Score: Raw -113102.698970 + Penalty 3250.043912 = -109852.655058 nChanged 1 SP:Iteration 23Q (30927.020000 sec): 3 clusters Score: Raw -113111.714771 + Penalty 3250.043912 = -109861.670859 nChanged 2 SP:Iteration 24Q (30927.210000 sec): 3 clusters Score: Raw -113122.275966 + Penalty 3250.043912 = -109872.232054 nChanged 2 SP:Iteration 25Q (30927.370000 sec): 3 clusters Score: Raw -113131.408003 + Penalty 3250.043912 = -109881.364091 nChanged 0 SP:Iteration 26F (30927.480000 sec): 3 clusters Score: Raw -113131.408003 + Penalty 3250.043912 = -109881.364091 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30927.550000 sec): 2 clusters Score: Raw -53071.280647 + Penalty 1503.241316 = -51568.039331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30927.750000 sec): 3 clusters Score: Raw -53124.575226 + Penalty 3006.482632 = -50118.092594 nChanged 90 SP:Iteration 1F (30927.980000 sec): 3 clusters Score: Raw -53400.820470 + Penalty 3006.482632 = -50394.337839 nChanged 34 SP:Iteration 2F (30928.150000 sec): 3 clusters Score: Raw -53559.213009 + Penalty 3006.482632 = -50552.730377 nChanged 30 SP:Iteration 3F (30928.350000 sec): 3 clusters Score: Raw -53794.272648 + Penalty 3006.482632 = -50787.790016 nChanged 18 SP:Iteration 4Q (30928.540000 sec): 3 clusters Score: Raw -53917.866080 + Penalty 3006.482632 = -50911.383448 nChanged 16 SP:Iteration 5Q (30928.710000 sec): 3 clusters Score: Raw -53985.535167 + Penalty 3006.482632 = -50979.052535 nChanged 8 SP:Iteration 6Q (30928.890000 sec): 3 clusters Score: Raw -54015.839754 + Penalty 3006.482632 = -51009.357123 nChanged 7 SP:Iteration 7Q (30929.040000 sec): 3 clusters Score: Raw -54041.480657 + Penalty 3006.482632 = -51034.998025 nChanged 5 SP:Iteration 8Q (30929.230000 sec): 3 clusters Score: Raw -54051.840244 + Penalty 3006.482632 = -51045.357612 nChanged 1 SP:Iteration 9Q (30929.400000 sec): 3 clusters Score: Raw -54054.991832 + Penalty 3006.482632 = -51048.509201 nChanged 0 SP:Iteration 10F (30929.590000 sec): 3 clusters Score: Raw -54054.991832 + Penalty 3006.482632 = -51048.509201 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30929.680000 sec): 2 clusters Score: Raw -83680.083132 + Penalty 1561.225968 = -82118.857163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30929.900000 sec): 3 clusters Score: Raw -83766.101618 + Penalty 3122.451937 = -80643.649681 nChanged 119 SP:Iteration 1F (30930.030000 sec): 3 clusters Score: Raw -84084.718312 + Penalty 3122.451937 = -80962.266376 nChanged 37 SP:Iteration 2F (30930.210000 sec): 3 clusters Score: Raw -84239.970991 + Penalty 3122.451937 = -81117.519054 nChanged 46 SP:Iteration 3F (30930.430000 sec): 3 clusters Score: Raw -84518.753866 + Penalty 3122.451937 = -81396.301929 nChanged 27 SP:Iteration 4Q (30930.600000 sec): 3 clusters Score: Raw -84660.466914 + Penalty 3122.451937 = -81538.014977 nChanged 13 SP:Iteration 5Q (30930.820000 sec): 3 clusters Score: Raw -84711.105429 + Penalty 3122.451937 = -81588.653492 nChanged 10 SP:Iteration 6Q (30931.010000 sec): 3 clusters Score: Raw -84732.780706 + Penalty 3122.451937 = -81610.328769 nChanged 5 SP:Iteration 7Q (30931.230000 sec): 3 clusters Score: Raw -84743.472429 + Penalty 3122.451937 = -81621.020493 nChanged 3 SP:Iteration 8Q (30931.390000 sec): 3 clusters Score: Raw -84755.105627 + Penalty 3122.451937 = -81632.653690 nChanged 3 SP:Iteration 9Q (30931.610000 sec): 3 clusters Score: Raw -84760.253806 + Penalty 3122.451937 = -81637.801869 nChanged 0 SP:Iteration 10F (30931.790000 sec): 3 clusters Score: Raw -84760.253806 + Penalty 3122.451937 = -81637.801869 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30931.930000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30932.100000 sec): 3 clusters Score: Raw -101998.353846 + Penalty 3151.767540 = -98846.586306 nChanged 117 SP:Iteration 1F (30932.280000 sec): 3 clusters Score: Raw -102187.050811 + Penalty 3151.767540 = -99035.283271 nChanged 24 SP:Iteration 2Q (30932.440000 sec): 3 clusters Score: Raw -102230.152686 + Penalty 3151.767540 = -99078.385146 nChanged 7 SP:Iteration 3Q (30932.670000 sec): 3 clusters Score: Raw -102239.283108 + Penalty 3151.767540 = -99087.515568 nChanged 5 SP:Iteration 4Q (30932.840000 sec): 3 clusters Score: Raw -102250.154890 + Penalty 3151.767540 = -99098.387350 nChanged 3 SP:Iteration 5Q (30933.010000 sec): 3 clusters Score: Raw -102255.295625 + Penalty 3151.767540 = -99103.528085 nChanged 3 SP:Iteration 6Q (30933.220000 sec): 3 clusters Score: Raw -102260.026120 + Penalty 3151.767540 = -99108.258580 nChanged 1 SP:Iteration 7Q (30933.400000 sec): 3 clusters Score: Raw -102261.116288 + Penalty 3151.767540 = -99109.348747 nChanged 0 SP:Iteration 8F (30933.590000 sec): 3 clusters Score: Raw -102261.116288 + Penalty 3151.767540 = -99109.348747 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30933.710000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30933.940000 sec): 3 clusters Score: Raw -99653.471914 + Penalty 3166.219291 = -96487.252623 nChanged 102 SP:Iteration 1F (30934.140000 sec): 3 clusters Score: Raw -99795.882691 + Penalty 3166.219291 = -96629.663400 nChanged 25 SP:Iteration 2Q (30934.330000 sec): 3 clusters Score: Raw -99848.232154 + Penalty 3166.219291 = -96682.012863 nChanged 12 SP:Iteration 3Q (30934.480000 sec): 3 clusters Score: Raw -99876.614886 + Penalty 3166.219291 = -96710.395595 nChanged 7 SP:Iteration 4Q (30934.610000 sec): 3 clusters Score: Raw -99885.810197 + Penalty 3166.219291 = -96719.590907 nChanged 4 SP:Iteration 5Q (30934.820000 sec): 3 clusters Score: Raw -99897.021912 + Penalty 3166.219291 = -96730.802621 nChanged 5 SP:Iteration 6Q (30934.970000 sec): 3 clusters Score: Raw -99904.350399 + Penalty 3166.219291 = -96738.131108 nChanged 2 SP:Iteration 7Q (30935.160000 sec): 3 clusters Score: Raw -99908.077864 + Penalty 3166.219291 = -96741.858573 nChanged 0 SP:Iteration 8F (30935.310000 sec): 3 clusters Score: Raw -99908.077864 + Penalty 3166.219291 = -96741.858573 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30935.420000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30935.610000 sec): 3 clusters Score: Raw -120002.912661 + Penalty 3267.424807 = -116735.487853 nChanged 171 SP:Iteration 1F (30935.800000 sec): 3 clusters Score: Raw -120268.598774 + Penalty 3267.424807 = -117001.173967 nChanged 51 SP:Iteration 2F (30935.950000 sec): 3 clusters Score: Raw -120387.731598 + Penalty 3267.424807 = -117120.306791 nChanged 36 SP:Iteration 3Q (30936.130000 sec): 3 clusters Score: Raw -120459.044688 + Penalty 3267.424807 = -117191.619881 nChanged 21 SP:Iteration 4Q (30936.330000 sec): 3 clusters Score: Raw -120486.049142 + Penalty 3267.424807 = -117218.624335 nChanged 12 SP:Iteration 5Q (30936.530000 sec): 3 clusters Score: Raw -120507.563923 + Penalty 3267.424807 = -117240.139116 nChanged 14 SP:Iteration 6Q (30936.720000 sec): 3 clusters Score: Raw -120536.494338 + Penalty 3267.424807 = -117269.069531 nChanged 10 SP:Iteration 7Q (30936.940000 sec): 3 clusters Score: Raw -120548.027037 + Penalty 3267.424807 = -117280.602230 nChanged 6 SP:Iteration 8Q (30937.100000 sec): 3 clusters Score: Raw -120559.084779 + Penalty 3267.424807 = -117291.659971 nChanged 6 SP:Iteration 9Q (30937.280000 sec): 3 clusters Score: Raw -120566.369591 + Penalty 3267.424807 = -117298.944784 nChanged 6 SP:Iteration 10Q (30937.460000 sec): 3 clusters Score: Raw -120573.800079 + Penalty 3267.424807 = -117306.375271 nChanged 4 SP:Iteration 11Q (30937.620000 sec): 3 clusters Score: Raw -120578.222211 + Penalty 3267.424807 = -117310.797404 nChanged 6 SP:Iteration 12Q (30937.830000 sec): 3 clusters Score: Raw -120586.336390 + Penalty 3267.424807 = -117318.911582 nChanged 4 SP:Iteration 13Q (30937.960000 sec): 3 clusters Score: Raw -120592.694874 + Penalty 3267.424807 = -117325.270067 nChanged 4 SP:Iteration 14Q (30938.180000 sec): 3 clusters Score: Raw -120598.479265 + Penalty 3267.424807 = -117331.054458 nChanged 3 SP:Iteration 15Q (30938.340000 sec): 3 clusters Score: Raw -120608.715152 + Penalty 3267.424807 = -117341.290345 nChanged 1 SP:Iteration 16Q (30938.540000 sec): 3 clusters Score: Raw -120609.926421 + Penalty 3267.424807 = -117342.501613 nChanged 1 SP:Iteration 17Q (30938.700000 sec): 3 clusters Score: Raw -120611.945062 + Penalty 3267.424807 = -117344.520255 nChanged 0 SP:Iteration 18F (30938.930000 sec): 3 clusters Score: Raw -120611.945062 + Penalty 3267.424807 = -117344.520255 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30939.000000 sec): 2 clusters Score: Raw -68453.597376 + Penalty 1561.225968 = -66892.371407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30939.220000 sec): 3 clusters Score: Raw -68556.853757 + Penalty 3122.451937 = -65434.401820 nChanged 131 SP:Iteration 1F (30939.360000 sec): 3 clusters Score: Raw -68908.394416 + Penalty 3122.451937 = -65785.942479 nChanged 53 SP:Iteration 2F (30939.530000 sec): 3 clusters Score: Raw -69055.002813 + Penalty 3122.451937 = -65932.550876 nChanged 27 SP:Iteration 3Q (30939.750000 sec): 3 clusters Score: Raw -69119.981041 + Penalty 3122.451937 = -65997.529104 nChanged 12 SP:Iteration 4Q (30939.880000 sec): 3 clusters Score: Raw -69170.786131 + Penalty 3122.451937 = -66048.334194 nChanged 8 SP:Iteration 5Q (30940.060000 sec): 3 clusters Score: Raw -69203.165221 + Penalty 3122.451937 = -66080.713284 nChanged 5 SP:Iteration 6Q (30940.300000 sec): 3 clusters Score: Raw -69232.332394 + Penalty 3122.451937 = -66109.880457 nChanged 6 SP:Iteration 7Q (30940.460000 sec): 3 clusters Score: Raw -69246.206354 + Penalty 3122.451937 = -66123.754417 nChanged 6 SP:Iteration 8Q (30940.670000 sec): 3 clusters Score: Raw -69257.184557 + Penalty 3122.451937 = -66134.732620 nChanged 2 SP:Iteration 9Q (30940.860000 sec): 3 clusters Score: Raw -69261.228151 + Penalty 3122.451937 = -66138.776215 nChanged 2 SP:Iteration 10Q (30941.030000 sec): 3 clusters Score: Raw -69278.433250 + Penalty 3122.451937 = -66155.981313 nChanged 4 SP:Iteration 11Q (30941.200000 sec): 3 clusters Score: Raw -69301.404489 + Penalty 3122.451937 = -66178.952552 nChanged 8 SP:Iteration 12Q (30941.400000 sec): 3 clusters Score: Raw -69358.186153 + Penalty 3122.451937 = -66235.734216 nChanged 9 SP:Iteration 13Q (30941.540000 sec): 3 clusters Score: Raw -69405.762665 + Penalty 3122.451937 = -66283.310728 nChanged 6 SP:Iteration 14Q (30941.780000 sec): 3 clusters Score: Raw -69453.614561 + Penalty 3122.451937 = -66331.162624 nChanged 5 SP:Iteration 15Q (30941.950000 sec): 3 clusters Score: Raw -69469.487128 + Penalty 3122.451937 = -66347.035191 nChanged 0 SP:Iteration 16F (30942.130000 sec): 3 clusters Score: Raw -69471.438068 + Penalty 3122.451937 = -66348.986131 nChanged 1 SP:Iteration 17Q (30942.340000 sec): 3 clusters Score: Raw -69484.034775 + Penalty 3122.451937 = -66361.582839 nChanged 2 SP:Iteration 18Q (30942.500000 sec): 3 clusters Score: Raw -69492.288104 + Penalty 3122.451937 = -66369.836167 nChanged 0 SP:Iteration 19F (30942.700000 sec): 3 clusters Score: Raw -69492.288104 + Penalty 3122.451937 = -66369.836167 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30942.810000 sec): 2 clusters Score: Raw -163234.280754 + Penalty 1696.720638 = -161537.560115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30943.000000 sec): 3 clusters Score: Raw -163062.800610 + Penalty 3393.441276 = -159669.359334 nChanged 232 SP:Iteration 1F (30943.210000 sec): 3 clusters Score: Raw -163447.356963 + Penalty 3393.441276 = -160053.915686 nChanged 87 SP:Iteration 2F (30943.400000 sec): 3 clusters Score: Raw -163799.517447 + Penalty 3393.441276 = -160406.076170 nChanged 75 SP:Iteration 3F (30943.660000 sec): 3 clusters Score: Raw -164056.606215 + Penalty 3393.441276 = -160663.164939 nChanged 80 SP:Iteration 4F (30943.850000 sec): 3 clusters Score: Raw -164300.283321 + Penalty 3393.441276 = -160906.842045 nChanged 70 SP:Iteration 5F (30944.020000 sec): 3 clusters Score: Raw -164541.324365 + Penalty 3393.441276 = -161147.883089 nChanged 48 SP:Iteration 6F (30944.260000 sec): 3 clusters Score: Raw -164684.033805 + Penalty 3393.441276 = -161290.592529 nChanged 19 SP:Iteration 7Q (30944.420000 sec): 3 clusters Score: Raw -164734.697838 + Penalty 3393.441276 = -161341.256561 nChanged 11 SP:Iteration 8Q (30944.650000 sec): 3 clusters Score: Raw -164754.707974 + Penalty 3393.441276 = -161361.266698 nChanged 6 SP:Iteration 9Q (30944.820000 sec): 3 clusters Score: Raw -164764.730929 + Penalty 3393.441276 = -161371.289653 nChanged 2 SP:Iteration 10Q (30945.000000 sec): 3 clusters Score: Raw -164767.770047 + Penalty 3393.441276 = -161374.328771 nChanged 0 SP:Iteration 11F (30945.160000 sec): 3 clusters Score: Raw -164767.770047 + Penalty 3393.441276 = -161374.328771 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30945.280000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30945.520000 sec): 3 clusters Score: Raw -27597.235638 + Penalty 2544.429763 = -25052.805876 nChanged 6 SP:Iteration 1Q (30945.740000 sec): 3 clusters Score: Raw -27628.059026 + Penalty 2544.429763 = -25083.629264 nChanged 2 SP:Iteration 2Q (30945.940000 sec): 3 clusters Score: Raw -27641.260411 + Penalty 2544.429763 = -25096.830648 nChanged 1 SP:Iteration 3Q (30946.160000 sec): 3 clusters Score: Raw -27644.469469 + Penalty 2544.429763 = -25100.039707 nChanged 1 SP:Iteration 4Q (30946.330000 sec): 3 clusters Score: Raw -27648.826851 + Penalty 2544.429763 = -25104.397088 nChanged 0 SP:Iteration 5F (30946.500000 sec): 3 clusters Score: Raw -27648.826851 + Penalty 2544.429763 = -25104.397088 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30946.600000 sec): 2 clusters Score: Raw -60572.872114 + Penalty 1469.877654 = -59102.994460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30946.820000 sec): 3 clusters Score: Raw -60684.980419 + Penalty 2939.755309 = -57745.225111 nChanged 58 SP:Iteration 1F (30947.030000 sec): 3 clusters Score: Raw -60823.831792 + Penalty 2939.755309 = -57884.076483 nChanged 10 SP:Iteration 2Q (30947.200000 sec): 3 clusters Score: Raw -60853.053234 + Penalty 2939.755309 = -57913.297925 nChanged 3 SP:Iteration 3Q (30947.440000 sec): 3 clusters Score: Raw -60866.111007 + Penalty 2939.755309 = -57926.355698 nChanged 2 SP:Iteration 4Q (30947.610000 sec): 3 clusters Score: Raw -60876.800893 + Penalty 2939.755309 = -57937.045585 nChanged 0 SP:Iteration 5F (30947.860000 sec): 3 clusters Score: Raw -60876.800893 + Penalty 2939.755309 = -57937.045585 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30947.920000 sec): 2 clusters Score: Raw -89446.924262 + Penalty 1550.472163 = -87896.452099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30948.140000 sec): 3 clusters Score: Raw -89443.555939 + Penalty 3100.944326 = -86342.611613 nChanged 94 SP:Iteration 1F (30948.330000 sec): 3 clusters Score: Raw -89603.247376 + Penalty 3100.944326 = -86502.303050 nChanged 14 SP:Iteration 2Q (30948.550000 sec): 3 clusters Score: Raw -89632.835349 + Penalty 3100.944326 = -86531.891023 nChanged 8 SP:Iteration 3Q (30948.700000 sec): 3 clusters Score: Raw -89655.006890 + Penalty 3100.944326 = -86554.062564 nChanged 5 SP:Iteration 4Q (30948.920000 sec): 3 clusters Score: Raw -89665.719075 + Penalty 3100.944326 = -86564.774749 nChanged 3 SP:Iteration 5Q (30949.080000 sec): 3 clusters Score: Raw -89670.962079 + Penalty 3100.944326 = -86570.017753 nChanged 2 SP:Iteration 6Q (30949.300000 sec): 3 clusters Score: Raw -89674.781767 + Penalty 3100.944326 = -86573.837441 nChanged 5 SP:Iteration 7Q (30949.450000 sec): 3 clusters Score: Raw -89685.672785 + Penalty 3100.944326 = -86584.728459 nChanged 0 SP:Iteration 8F (30949.600000 sec): 3 clusters Score: Raw -89685.672785 + Penalty 3100.944326 = -86584.728459 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30949.710000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30949.940000 sec): 3 clusters Score: Raw -12442.377160 + Penalty 2185.732747 = -10256.644413 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30950.660000 sec): 2 clusters Score: Raw -22860402.016862 + Penalty 2910.733524 = -22857491.283338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30951.520000 sec): 3 clusters Score: Raw -22779631.856141 + Penalty 5821.467049 = -22773810.389093 nChanged 59553 SP:Iteration 1F (30952.400000 sec): 3 clusters Score: Raw -22814048.024280 + Penalty 5821.467049 = -22808226.557232 nChanged 4140 SP:Iteration 2Q (30953.300000 sec): 3 clusters Score: Raw -22815248.327423 + Penalty 5821.467049 = -22809426.860374 nChanged 5069 SP:Iteration 3Q (30954.160000 sec): 3 clusters Score: Raw -22817210.958810 + Penalty 5821.467049 = -22811389.491761 nChanged 6847 SP:Iteration 4F (30954.980000 sec): 3 clusters Score: Raw -22820790.540043 + Penalty 5821.467049 = -22814969.072994 nChanged 9395 SP:Iteration 5F (30955.800000 sec): 3 clusters Score: Raw -22827478.114281 + Penalty 5821.467049 = -22821656.647232 nChanged 11892 SP:Iteration 6F (30956.690000 sec): 3 clusters Score: Raw -22838223.868234 + Penalty 5821.467049 = -22832402.401185 nChanged 11494 SP:Iteration 7F (30957.490000 sec): 3 clusters Score: Raw -22849958.989881 + Penalty 5821.467049 = -22844137.522832 nChanged 7196 SP:Iteration 8F (30958.360000 sec): 3 clusters Score: Raw -22857287.530867 + Penalty 5821.467049 = -22851466.063818 nChanged 2604 SP:Iteration 9Q (30959.110000 sec): 3 clusters Score: Raw -22859816.903492 + Penalty 5821.467049 = -22853995.436443 nChanged 566 SP:Iteration 10Q (30959.890000 sec): 3 clusters Score: Raw -22860434.274942 + Penalty 5821.467049 = -22854612.807893 nChanged 82 SP:Iteration 11Q (30960.610000 sec): 3 clusters Score: Raw -22860583.075973 + Penalty 5821.467049 = -22854761.608924 nChanged 26 SP:Iteration 12Q (30961.330000 sec): 3 clusters Score: Raw -22860632.696651 + Penalty 5821.467049 = -22854811.229602 nChanged 16 SP:Iteration 13Q (30962.050000 sec): 3 clusters Score: Raw -22860666.549001 + Penalty 5821.467049 = -22854845.081953 nChanged 8 SP:Iteration 14Q (30962.740000 sec): 3 clusters Score: Raw -22860681.164468 + Penalty 5821.467049 = -22854859.697419 nChanged 5 SP:Iteration 15Q (30963.430000 sec): 3 clusters Score: Raw -22860692.501797 + Penalty 5821.467049 = -22854871.034748 nChanged 1 SP:Iteration 16Q (30964.170000 sec): 3 clusters Score: Raw -22860696.474838 + Penalty 5821.467049 = -22854875.007789 nChanged 2 SP:Iteration 17Q (30964.900000 sec): 3 clusters Score: Raw -22860700.226594 + Penalty 5821.467049 = -22854878.759545 nChanged 0 SP:Iteration 18F (30965.710000 sec): 3 clusters Score: Raw -22860700.226594 + Penalty 5821.467049 = -22854878.759545 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 61 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30965.870000 sec): 2 clusters Score: Raw -13920.523708 + Penalty 1225.527321 = -12694.996387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30966.060000 sec): 3 clusters Score: Raw -14646.671739 + Penalty 2451.054642 = -12195.617098 nChanged 24 SP:Iteration 1F (30966.240000 sec): 3 clusters Score: Raw -14827.735399 + Penalty 2451.054642 = -12376.680758 nChanged 3 SP:Iteration 2Q (30966.390000 sec): 3 clusters Score: Raw -14859.138505 + Penalty 2451.054642 = -12408.083863 nChanged 0 SP:Iteration 3F (30966.610000 sec): 3 clusters Score: Raw -14859.138505 + Penalty 2451.054642 = -12408.083863 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30966.750000 sec): 2 clusters Score: Raw -264187.211501 + Penalty 1818.265312 = -262368.946189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30966.890000 sec): 3 clusters Score: Raw -263736.495990 + Penalty 3636.530625 = -260099.965365 nChanged 442 SP:Iteration 1F (30967.070000 sec): 3 clusters Score: Raw -264144.815463 + Penalty 3636.530625 = -260508.284838 nChanged 126 SP:Iteration 2F (30967.260000 sec): 3 clusters Score: Raw -264289.580306 + Penalty 3636.530625 = -260653.049681 nChanged 74 SP:Iteration 3Q (30967.430000 sec): 3 clusters Score: Raw -264368.422145 + Penalty 3636.530625 = -260731.891520 nChanged 49 SP:Iteration 4Q (30967.650000 sec): 3 clusters Score: Raw -264419.345295 + Penalty 3636.530625 = -260782.814670 nChanged 32 SP:Iteration 5Q (30967.800000 sec): 3 clusters Score: Raw -264449.733022 + Penalty 3636.530625 = -260813.202397 nChanged 26 SP:Iteration 6Q (30968.010000 sec): 3 clusters Score: Raw -264475.006846 + Penalty 3636.530625 = -260838.476221 nChanged 28 SP:Iteration 7Q (30968.210000 sec): 3 clusters Score: Raw -264504.531498 + Penalty 3636.530625 = -260868.000873 nChanged 26 SP:Iteration 8Q (30968.390000 sec): 3 clusters Score: Raw -264530.208610 + Penalty 3636.530625 = -260893.677985 nChanged 23 SP:Iteration 9Q (30968.600000 sec): 3 clusters Score: Raw -264555.771053 + Penalty 3636.530625 = -260919.240428 nChanged 22 SP:Iteration 10Q (30968.780000 sec): 3 clusters Score: Raw -264575.342139 + Penalty 3636.530625 = -260938.811514 nChanged 18 SP:Iteration 11Q (30968.960000 sec): 3 clusters Score: Raw -264593.023100 + Penalty 3636.530625 = -260956.492475 nChanged 15 SP:Iteration 12Q (30969.160000 sec): 3 clusters Score: Raw -264609.550269 + Penalty 3636.530625 = -260973.019644 nChanged 13 SP:Iteration 13Q (30969.370000 sec): 3 clusters Score: Raw -264622.588692 + Penalty 3636.530625 = -260986.058067 nChanged 10 SP:Iteration 14Q (30969.560000 sec): 3 clusters Score: Raw -264632.170580 + Penalty 3636.530625 = -260995.639955 nChanged 12 SP:Iteration 15Q (30969.730000 sec): 3 clusters Score: Raw -264643.304591 + Penalty 3636.530625 = -261006.773966 nChanged 10 SP:Iteration 16Q (30969.930000 sec): 3 clusters Score: Raw -264652.376610 + Penalty 3636.530625 = -261015.845985 nChanged 8 SP:Iteration 17Q (30970.110000 sec): 3 clusters Score: Raw -264657.839261 + Penalty 3636.530625 = -261021.308636 nChanged 8 SP:Iteration 18Q (30970.270000 sec): 3 clusters Score: Raw -264663.456463 + Penalty 3636.530625 = -261026.925838 nChanged 7 SP:Iteration 19Q (30970.480000 sec): 3 clusters Score: Raw -264669.420996 + Penalty 3636.530625 = -261032.890371 nChanged 3 SP:Iteration 20F (30970.660000 sec): 3 clusters Score: Raw -264672.572622 + Penalty 3636.530625 = -261036.041997 nChanged 6 SP:Iteration 21Q (30970.870000 sec): 3 clusters Score: Raw -264680.646456 + Penalty 3636.530625 = -261044.115831 nChanged 7 SP:Iteration 22Q (30971.060000 sec): 3 clusters Score: Raw -264686.496910 + Penalty 3636.530625 = -261049.966285 nChanged 6 SP:Iteration 23Q (30971.210000 sec): 3 clusters Score: Raw -264693.432438 + Penalty 3636.530625 = -261056.901813 nChanged 5 SP:Iteration 24Q (30971.420000 sec): 3 clusters Score: Raw -264697.682414 + Penalty 3636.530625 = -261061.151789 nChanged 3 SP:Iteration 25Q (30971.570000 sec): 3 clusters Score: Raw -264700.788699 + Penalty 3636.530625 = -261064.258074 nChanged 2 SP:Iteration 26Q (30971.770000 sec): 3 clusters Score: Raw -264703.184471 + Penalty 3636.530625 = -261066.653846 nChanged 2 SP:Iteration 27Q (30971.910000 sec): 3 clusters Score: Raw -264704.625553 + Penalty 3636.530625 = -261068.094928 nChanged 2 SP:Iteration 28Q (30972.080000 sec): 3 clusters Score: Raw -264706.551291 + Penalty 3636.530625 = -261070.020666 nChanged 3 SP:Iteration 29Q (30972.250000 sec): 3 clusters Score: Raw -264709.347646 + Penalty 3636.530625 = -261072.817021 nChanged 1 SP:Iteration 30Q (30972.440000 sec): 3 clusters Score: Raw -264710.898659 + Penalty 3636.530625 = -261074.368034 nChanged 2 SP:Iteration 31Q (30972.580000 sec): 3 clusters Score: Raw -264712.827882 + Penalty 3636.530625 = -261076.297257 nChanged 2 SP:Iteration 32Q (30972.770000 sec): 3 clusters Score: Raw -264714.248090 + Penalty 3636.530625 = -261077.717465 nChanged 0 SP:Iteration 33F (30972.920000 sec): 3 clusters Score: Raw -264714.248090 + Penalty 3636.530625 = -261077.717465 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30973.000000 sec): 2 clusters Score: Raw -186004.459146 + Penalty 1725.695202 = -184278.763945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30973.180000 sec): 3 clusters Score: Raw -185784.144394 + Penalty 3451.390403 = -182332.753991 nChanged 288 SP:Iteration 1F (30973.380000 sec): 3 clusters Score: Raw -186072.151669 + Penalty 3451.390403 = -182620.761265 nChanged 79 SP:Iteration 2F (30973.530000 sec): 3 clusters Score: Raw -186184.964371 + Penalty 3451.390403 = -182733.573968 nChanged 56 SP:Iteration 3F (30973.660000 sec): 3 clusters Score: Raw -186264.974018 + Penalty 3451.390403 = -182813.583615 nChanged 38 SP:Iteration 4Q (30973.860000 sec): 3 clusters Score: Raw -186336.357686 + Penalty 3451.390403 = -182884.967283 nChanged 44 SP:Iteration 5Q (30974.000000 sec): 3 clusters Score: Raw -186395.344168 + Penalty 3451.390403 = -182943.953765 nChanged 38 SP:Iteration 6Q (30974.190000 sec): 3 clusters Score: Raw -186455.202442 + Penalty 3451.390403 = -183003.812039 nChanged 25 SP:Iteration 7Q (30974.380000 sec): 3 clusters Score: Raw -186496.455279 + Penalty 3451.390403 = -183045.064876 nChanged 15 SP:Iteration 8Q (30974.540000 sec): 3 clusters Score: Raw -186519.898254 + Penalty 3451.390403 = -183068.507851 nChanged 14 SP:Iteration 9Q (30974.760000 sec): 3 clusters Score: Raw -186543.485452 + Penalty 3451.390403 = -183092.095049 nChanged 14 SP:Iteration 10Q (30974.920000 sec): 3 clusters Score: Raw -186575.429898 + Penalty 3451.390403 = -183124.039495 nChanged 15 SP:Iteration 11Q (30975.140000 sec): 3 clusters Score: Raw -186605.942650 + Penalty 3451.390403 = -183154.552247 nChanged 11 SP:Iteration 12Q (30975.320000 sec): 3 clusters Score: Raw -186622.544290 + Penalty 3451.390403 = -183171.153887 nChanged 8 SP:Iteration 13Q (30975.500000 sec): 3 clusters Score: Raw -186640.846606 + Penalty 3451.390403 = -183189.456203 nChanged 6 SP:Iteration 14Q (30975.650000 sec): 3 clusters Score: Raw -186648.109047 + Penalty 3451.390403 = -183196.718644 nChanged 3 SP:Iteration 15Q (30975.840000 sec): 3 clusters Score: Raw -186652.542417 + Penalty 3451.390403 = -183201.152014 nChanged 6 SP:Iteration 16Q (30976.020000 sec): 3 clusters Score: Raw -186660.046230 + Penalty 3451.390403 = -183208.655827 nChanged 5 SP:Iteration 17Q (30976.220000 sec): 3 clusters Score: Raw -186667.310114 + Penalty 3451.390403 = -183215.919711 nChanged 6 SP:Iteration 18Q (30976.380000 sec): 3 clusters Score: Raw -186674.502488 + Penalty 3451.390403 = -183223.112085 nChanged 4 SP:Iteration 19Q (30976.560000 sec): 3 clusters Score: Raw -186677.806858 + Penalty 3451.390403 = -183226.416455 nChanged 0 SP:Iteration 20F (30976.780000 sec): 3 clusters Score: Raw -186686.789410 + Penalty 3451.390403 = -183235.399007 nChanged 2 SP:Iteration 21Q (30976.940000 sec): 3 clusters Score: Raw -186706.335422 + Penalty 3451.390403 = -183254.945019 nChanged 9 SP:Iteration 22Q (30977.100000 sec): 3 clusters Score: Raw -186716.794324 + Penalty 3451.390403 = -183265.403921 nChanged 6 SP:Iteration 23Q (30977.310000 sec): 3 clusters Score: Raw -186727.688470 + Penalty 3451.390403 = -183276.298067 nChanged 12 SP:Iteration 24Q (30977.520000 sec): 3 clusters Score: Raw -186751.138781 + Penalty 3451.390403 = -183299.748378 nChanged 10 SP:Iteration 25Q (30977.670000 sec): 3 clusters Score: Raw -186763.602225 + Penalty 3451.390403 = -183312.211822 nChanged 4 SP:Iteration 26Q (30977.830000 sec): 3 clusters Score: Raw -186768.397510 + Penalty 3451.390403 = -183317.007107 nChanged 4 SP:Iteration 27Q (30978.020000 sec): 3 clusters Score: Raw -186777.551962 + Penalty 3451.390403 = -183326.161559 nChanged 6 SP:Iteration 28Q (30978.170000 sec): 3 clusters Score: Raw -186788.443544 + Penalty 3451.390403 = -183337.053141 nChanged 4 SP:Iteration 29Q (30978.400000 sec): 3 clusters Score: Raw -186794.087259 + Penalty 3451.390403 = -183342.696855 nChanged 4 SP:Iteration 30Q (30978.570000 sec): 3 clusters Score: Raw -186802.243970 + Penalty 3451.390403 = -183350.853567 nChanged 4 SP:Iteration 31Q (30978.800000 sec): 3 clusters Score: Raw -186806.498573 + Penalty 3451.390403 = -183355.108170 nChanged 1 SP:Iteration 32Q (30978.980000 sec): 3 clusters Score: Raw -186807.536062 + Penalty 3451.390403 = -183356.145659 nChanged 0 SP:Iteration 33F (30979.220000 sec): 3 clusters Score: Raw -186807.536062 + Penalty 3451.390403 = -183356.145659 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30979.320000 sec): 2 clusters Score: Raw -107783.995568 + Penalty 1613.434447 = -106170.561121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30979.460000 sec): 3 clusters Score: Raw -107744.179926 + Penalty 3226.868894 = -104517.311032 nChanged 159 SP:Iteration 1F (30979.680000 sec): 3 clusters Score: Raw -108040.429959 + Penalty 3226.868894 = -104813.561065 nChanged 54 SP:Iteration 2F (30979.820000 sec): 3 clusters Score: Raw -108268.212636 + Penalty 3226.868894 = -105041.343742 nChanged 49 SP:Iteration 3F (30980.020000 sec): 3 clusters Score: Raw -108472.175789 + Penalty 3226.868894 = -105245.306895 nChanged 42 SP:Iteration 4F (30980.210000 sec): 3 clusters Score: Raw -108649.883910 + Penalty 3226.868894 = -105423.015017 nChanged 32 SP:Iteration 5Q (30980.360000 sec): 3 clusters Score: Raw -108751.222513 + Penalty 3226.868894 = -105524.353619 nChanged 24 SP:Iteration 6Q (30980.530000 sec): 3 clusters Score: Raw -108827.677775 + Penalty 3226.868894 = -105600.808882 nChanged 15 SP:Iteration 7Q (30980.770000 sec): 3 clusters Score: Raw -108881.533560 + Penalty 3226.868894 = -105654.664666 nChanged 8 SP:Iteration 8Q (30980.950000 sec): 3 clusters Score: Raw -108899.317377 + Penalty 3226.868894 = -105672.448484 nChanged 4 SP:Iteration 9Q (30981.190000 sec): 3 clusters Score: Raw -108908.576672 + Penalty 3226.868894 = -105681.707779 nChanged 2 SP:Iteration 10Q (30981.360000 sec): 3 clusters Score: Raw -108912.314680 + Penalty 3226.868894 = -105685.445787 nChanged 0 SP:Iteration 11F (30981.530000 sec): 3 clusters Score: Raw -108912.314680 + Penalty 3226.868894 = -105685.445787 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30981.650000 sec): 2 clusters Score: Raw -42583.139646 + Penalty 1394.756342 = -41188.383305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30981.830000 sec): 3 clusters Score: Raw -42914.292241 + Penalty 2789.512683 = -40124.779558 nChanged 45 SP:Iteration 1F (30982.050000 sec): 3 clusters Score: Raw -43141.371206 + Penalty 2789.512683 = -40351.858523 nChanged 21 SP:Iteration 2F (30982.230000 sec): 3 clusters Score: Raw -43254.633903 + Penalty 2789.512683 = -40465.121219 nChanged 21 SP:Iteration 3F (30982.430000 sec): 3 clusters Score: Raw -43375.866662 + Penalty 2789.512683 = -40586.353979 nChanged 8 SP:Iteration 4Q (30982.610000 sec): 3 clusters Score: Raw -43429.378971 + Penalty 2789.512683 = -40639.866288 nChanged 3 SP:Iteration 5Q (30982.780000 sec): 3 clusters Score: Raw -43453.920702 + Penalty 2789.512683 = -40664.408019 nChanged 2 SP:Iteration 6Q (30982.990000 sec): 3 clusters Score: Raw -43468.932291 + Penalty 2789.512683 = -40679.419608 nChanged 1 SP:Iteration 7Q (30983.140000 sec): 3 clusters Score: Raw -43480.206306 + Penalty 2789.512683 = -40690.693623 nChanged 0 SP:Iteration 8F (30983.350000 sec): 3 clusters Score: Raw -43480.206306 + Penalty 2789.512683 = -40690.693623 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30983.430000 sec): 2 clusters Score: Raw -90506.385021 + Penalty 1547.104507 = -88959.280514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30983.610000 sec): 3 clusters Score: Raw -90548.673501 + Penalty 3094.209014 = -87454.464487 nChanged 87 SP:Iteration 1F (30983.810000 sec): 3 clusters Score: Raw -90716.082958 + Penalty 3094.209014 = -87621.873944 nChanged 25 SP:Iteration 2Q (30983.990000 sec): 3 clusters Score: Raw -90757.770999 + Penalty 3094.209014 = -87663.561985 nChanged 6 SP:Iteration 3Q (30984.170000 sec): 3 clusters Score: Raw -90765.051089 + Penalty 3094.209014 = -87670.842075 nChanged 6 SP:Iteration 4Q (30984.350000 sec): 3 clusters Score: Raw -90771.500463 + Penalty 3094.209014 = -87677.291449 nChanged 2 SP:Iteration 5Q (30984.540000 sec): 3 clusters Score: Raw -90774.259278 + Penalty 3094.209014 = -87680.050264 nChanged 5 SP:Iteration 6Q (30984.680000 sec): 3 clusters Score: Raw -90779.777511 + Penalty 3094.209014 = -87685.568497 nChanged 5 SP:Iteration 7Q (30984.890000 sec): 3 clusters Score: Raw -90786.184118 + Penalty 3094.209014 = -87691.975104 nChanged 5 SP:Iteration 8Q (30985.010000 sec): 3 clusters Score: Raw -90804.411706 + Penalty 3094.209014 = -87710.202692 nChanged 7 SP:Iteration 9Q (30985.220000 sec): 3 clusters Score: Raw -90813.595491 + Penalty 3094.209014 = -87719.386477 nChanged 8 SP:Iteration 10Q (30985.370000 sec): 3 clusters Score: Raw -90822.873215 + Penalty 3094.209014 = -87728.664201 nChanged 4 SP:Iteration 11Q (30985.570000 sec): 3 clusters Score: Raw -90829.660694 + Penalty 3094.209014 = -87735.451680 nChanged 3 SP:Iteration 12Q (30985.690000 sec): 3 clusters Score: Raw -90840.501004 + Penalty 3094.209014 = -87746.291990 nChanged 1 SP:Iteration 13Q (30985.930000 sec): 3 clusters Score: Raw -90842.034672 + Penalty 3094.209014 = -87747.825658 nChanged 1 SP:Iteration 14Q (30986.080000 sec): 3 clusters Score: Raw -90843.995264 + Penalty 3094.209014 = -87749.786250 nChanged 1 SP:Iteration 15Q (30986.300000 sec): 3 clusters Score: Raw -90844.426773 + Penalty 3094.209014 = -87750.217759 nChanged 0 SP:Iteration 16F (30986.480000 sec): 3 clusters Score: Raw -90844.426773 + Penalty 3094.209014 = -87750.217759 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30986.590000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30986.790000 sec): 3 clusters Score: Raw -234751.272676 + Penalty 3572.150493 = -231179.122182 nChanged 379 SP:Iteration 1F (30986.970000 sec): 3 clusters Score: Raw -235161.244982 + Penalty 3572.150493 = -231589.094489 nChanged 115 SP:Iteration 2F (30987.180000 sec): 3 clusters Score: Raw -235329.083228 + Penalty 3572.150493 = -231756.932734 nChanged 61 SP:Iteration 3Q (30987.370000 sec): 3 clusters Score: Raw -235414.613644 + Penalty 3572.150493 = -231842.463150 nChanged 48 SP:Iteration 4Q (30987.530000 sec): 3 clusters Score: Raw -235489.419708 + Penalty 3572.150493 = -231917.269214 nChanged 39 SP:Iteration 5Q (30987.720000 sec): 3 clusters Score: Raw -235557.678393 + Penalty 3572.150493 = -231985.527900 nChanged 35 SP:Iteration 6Q (30987.920000 sec): 3 clusters Score: Raw -235603.920689 + Penalty 3572.150493 = -232031.770196 nChanged 27 SP:Iteration 7Q (30988.080000 sec): 3 clusters Score: Raw -235651.688828 + Penalty 3572.150493 = -232079.538334 nChanged 30 SP:Iteration 8Q (30988.250000 sec): 3 clusters Score: Raw -235694.687251 + Penalty 3572.150493 = -232122.536757 nChanged 26 SP:Iteration 9Q (30988.490000 sec): 3 clusters Score: Raw -235731.754094 + Penalty 3572.150493 = -232159.603601 nChanged 22 SP:Iteration 10Q (30988.690000 sec): 3 clusters Score: Raw -235774.235707 + Penalty 3572.150493 = -232202.085213 nChanged 24 SP:Iteration 11Q (30988.840000 sec): 3 clusters Score: Raw -235817.773995 + Penalty 3572.150493 = -232245.623501 nChanged 24 SP:Iteration 12Q (30989.030000 sec): 3 clusters Score: Raw -235858.741096 + Penalty 3572.150493 = -232286.590603 nChanged 20 SP:Iteration 13Q (30989.230000 sec): 3 clusters Score: Raw -235886.279204 + Penalty 3572.150493 = -232314.128710 nChanged 17 SP:Iteration 14Q (30989.410000 sec): 3 clusters Score: Raw -235916.729221 + Penalty 3572.150493 = -232344.578727 nChanged 9 SP:Iteration 15Q (30989.550000 sec): 3 clusters Score: Raw -235925.888727 + Penalty 3572.150493 = -232353.738234 nChanged 4 SP:Iteration 16Q (30989.690000 sec): 3 clusters Score: Raw -235930.184232 + Penalty 3572.150493 = -232358.033738 nChanged 2 SP:Iteration 17Q (30989.850000 sec): 3 clusters Score: Raw -235931.768348 + Penalty 3572.150493 = -232359.617854 nChanged 3 SP:Iteration 18Q (30990.010000 sec): 3 clusters Score: Raw -235937.180608 + Penalty 3572.150493 = -232365.030114 nChanged 1 SP:Iteration 19Q (30990.190000 sec): 3 clusters Score: Raw -235937.513635 + Penalty 3572.150493 = -232365.363141 nChanged 1 SP:Iteration 20F (30990.370000 sec): 3 clusters Score: Raw -235940.904336 + Penalty 3572.150493 = -232368.753843 nChanged 5 SP:Iteration 21Q (30990.560000 sec): 3 clusters Score: Raw -235950.043537 + Penalty 3572.150493 = -232377.893044 nChanged 8 SP:Iteration 22Q (30990.750000 sec): 3 clusters Score: Raw -235956.553018 + Penalty 3572.150493 = -232384.402525 nChanged 4 SP:Iteration 23Q (30990.940000 sec): 3 clusters Score: Raw -235959.430149 + Penalty 3572.150493 = -232387.279656 nChanged 2 SP:Iteration 24Q (30991.150000 sec): 3 clusters Score: Raw -235963.625667 + Penalty 3572.150493 = -232391.475173 nChanged 2 SP:Iteration 25Q (30991.330000 sec): 3 clusters Score: Raw -235967.049890 + Penalty 3572.150493 = -232394.899396 nChanged 1 SP:Iteration 26Q (30991.530000 sec): 3 clusters Score: Raw -235967.712164 + Penalty 3572.150493 = -232395.561670 nChanged 0 SP:Iteration 27F (30991.700000 sec): 3 clusters Score: Raw -235967.712164 + Penalty 3572.150493 = -232395.561670 nChanged 0 Deleting Class 24 (94 points): Lose 1947.993064 but Gain 3578.798581 Iteration 259Q (31087.940000 sec): 65 clusters Score: Raw -340463323.057879 + Penalty 229043.109171 = -340234279.948708 nChanged 99 Deleting Class 16 (134 points): Lose 3470.503711 but Gain 3578.798581 Iteration 260F (31315.210000 sec): 64 clusters Score: Raw -340460300.770795 + Penalty 225464.310590 = -340234836.460205 nChanged 143 Iteration 261Q (31424.310000 sec): 64 clusters Score: Raw -340460966.961950 + Penalty 225464.310590 = -340235502.651360 nChanged 35 Iteration 262Q (31536.760000 sec): 64 clusters Score: Raw -340461091.785634 + Penalty 225464.310590 = -340235627.475044 nChanged 20 Iteration 263Q (31636.170000 sec): 64 clusters Score: Raw -340461135.163739 + Penalty 225464.310590 = -340235670.853149 nChanged 15 Iteration 264Q (31730.150000 sec): 64 clusters Score: Raw -340461151.679686 + Penalty 225464.310590 = -340235687.369096 nChanged 22 Iteration 265Q (31826.870000 sec): 64 clusters Score: Raw -340461163.878609 + Penalty 225464.310590 = -340235699.568019 nChanged 22 Iteration 266Q (31917.240000 sec): 64 clusters Score: Raw -340461170.048427 + Penalty 225464.310590 = -340235705.737837 nChanged 41 Iteration 267Q (32010.580000 sec): 64 clusters Score: Raw -340461177.239938 + Penalty 225464.310590 = -340235712.929348 nChanged 44 Iteration 268Q (32102.990000 sec): 64 clusters Score: Raw -340461184.263453 + Penalty 225464.310590 = -340235719.952863 nChanged 46 Iteration 269Q (32203.120000 sec): 64 clusters Score: Raw -340461186.747750 + Penalty 225464.310590 = -340235722.437160 nChanged 47 Iteration 270Q (32301.140000 sec): 64 clusters Score: Raw -340461189.051417 + Penalty 225464.310590 = -340235724.740827 nChanged 45 Iteration 271Q (32402.760000 sec): 64 clusters Score: Raw -340461190.212531 + Penalty 225464.310590 = -340235725.901941 nChanged 34 Iteration 272Q (32507.160000 sec): 64 clusters Score: Raw -340461190.599219 + Penalty 225464.310590 = -340235726.288629 nChanged 27 Iteration 273Q (32612.670000 sec): 64 clusters Score: Raw -340461190.991358 + Penalty 225464.310590 = -340235726.680768 nChanged 23 Iteration 274Q (32729.380000 sec): 64 clusters Score: Raw -340461191.303475 + Penalty 225464.310590 = -340235726.992885 nChanged 25 Iteration 275Q (32844.370000 sec): 64 clusters Score: Raw -340461191.678497 + Penalty 225464.310590 = -340235727.367907 nChanged 27 Iteration 276Q (32958.440000 sec): 64 clusters Score: Raw -340461191.905074 + Penalty 225464.310590 = -340235727.594484 nChanged 29 Iteration 277Q (33068.420000 sec): 64 clusters Score: Raw -340461192.208072 + Penalty 225464.310590 = -340235727.897482 nChanged 30 Iteration 278Q (33190.070000 sec): 64 clusters Score: Raw -340461192.569816 + Penalty 225464.310590 = -340235728.259226 nChanged 34 Iteration 279Q (33305.690000 sec): 64 clusters Score: Raw -340461193.011729 + Penalty 225464.310590 = -340235728.701139 nChanged 20 Iteration 280F (33532.570000 sec): 64 clusters Score: Raw -340461195.770031 + Penalty 225464.310590 = -340235731.459441 nChanged 19 Iteration 281Q (33641.790000 sec): 64 clusters Score: Raw -340461199.149054 + Penalty 225464.310590 = -340235734.838464 nChanged 20 Iteration 282Q (33739.150000 sec): 64 clusters Score: Raw -340461201.644872 + Penalty 225464.310590 = -340235737.334282 nChanged 27 Iteration 283Q (33837.910000 sec): 64 clusters Score: Raw -340461204.240385 + Penalty 225464.310590 = -340235739.929795 nChanged 27 Iteration 284Q (33942.810000 sec): 64 clusters Score: Raw -340461208.911052 + Penalty 225464.310590 = -340235744.600462 nChanged 24 Iteration 285Q (34041.820000 sec): 64 clusters Score: Raw -340461221.522047 + Penalty 225464.310590 = -340235757.211457 nChanged 27 Iteration 286Q (34139.820000 sec): 64 clusters Score: Raw -340461240.227199 + Penalty 225464.310590 = -340235775.916609 nChanged 46 Iteration 287Q (34242.140000 sec): 64 clusters Score: Raw -340461252.738793 + Penalty 225464.310590 = -340235788.428203 nChanged 35 Iteration 288Q (34345.960000 sec): 64 clusters Score: Raw -340461258.259473 + Penalty 225464.310590 = -340235793.948883 nChanged 31 Iteration 289Q (34449.250000 sec): 64 clusters Score: Raw -340461261.577755 + Penalty 225464.310590 = -340235797.267165 nChanged 39 Iteration 290Q (34545.870000 sec): 64 clusters Score: Raw -340461265.143335 + Penalty 225464.310590 = -340235800.832745 nChanged 27 Iteration 291Q (34640.210000 sec): 64 clusters Score: Raw -340461265.761354 + Penalty 225464.310590 = -340235801.450764 nChanged 24 Iteration 292Q (34741.830000 sec): 64 clusters Score: Raw -340461265.958824 + Penalty 225464.310590 = -340235801.648234 nChanged 23 Iteration 293Q (34851.280000 sec): 64 clusters Score: Raw -340461266.088248 + Penalty 225464.310590 = -340235801.777658 nChanged 20 Iteration 294Q (34957.160000 sec): 64 clusters Score: Raw -340461266.255002 + Penalty 225464.310590 = -340235801.944412 nChanged 26 Iteration 295Q (35061.410000 sec): 64 clusters Score: Raw -340461266.505211 + Penalty 225464.310590 = -340235802.194621 nChanged 28 Iteration 296Q (35159.560000 sec): 64 clusters Score: Raw -340461267.092176 + Penalty 225464.310590 = -340235802.781586 nChanged 23 Iteration 297Q (35263.210000 sec): 64 clusters Score: Raw -340461267.331337 + Penalty 225464.310590 = -340235803.020747 nChanged 32 Iteration 298Q (35364.820000 sec): 64 clusters Score: Raw -340461267.902097 + Penalty 225464.310590 = -340235803.591506 nChanged 24 Writing temp clu file Because OldScore, -340235803.020747, is greater than current (better) Score,-340235803.591506 Compute initial score before splitting: Score: Raw -340461267.902097 + Penalty 225464.310590 = -340235803.591506 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35367.240000 sec): 2 clusters Score: Raw -92680322.041087 + Penalty 3243.122428 = -92677078.918659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35370.040000 sec): 3 clusters Score: Raw -92360702.949880 + Penalty 6486.244856 = -92354216.705025 nChanged 233398 SP:Iteration 1F (35372.620000 sec): 3 clusters Score: Raw -92502342.145731 + Penalty 6486.244856 = -92495855.900876 nChanged 16745 SP:Iteration 2Q (35375.330000 sec): 3 clusters Score: Raw -92507211.917693 + Penalty 6486.244856 = -92500725.672837 nChanged 21282 SP:Iteration 3Q (35378.290000 sec): 3 clusters Score: Raw -92515416.482035 + Penalty 6486.244856 = -92508930.237180 nChanged 27204 SP:Iteration 4F (35381.160000 sec): 3 clusters Score: Raw -92529221.449357 + Penalty 6486.244856 = -92522735.204501 nChanged 33903 SP:Iteration 5F (35383.820000 sec): 3 clusters Score: Raw -92551501.293668 + Penalty 6486.244856 = -92545015.048813 nChanged 39651 SP:Iteration 6F (35386.590000 sec): 3 clusters Score: Raw -92584098.105869 + Penalty 6486.244856 = -92577611.861014 nChanged 40419 SP:Iteration 7F (35389.300000 sec): 3 clusters Score: Raw -92623278.121244 + Penalty 6486.244856 = -92616791.876389 nChanged 32034 SP:Iteration 8F (35391.930000 sec): 3 clusters Score: Raw -92656613.683587 + Penalty 6486.244856 = -92650127.438731 nChanged 16779 SP:Iteration 9Q (35394.730000 sec): 3 clusters Score: Raw -92673774.783881 + Penalty 6486.244856 = -92667288.539025 nChanged 5470 SP:Iteration 10Q (35397.170000 sec): 3 clusters Score: Raw -92679025.717545 + Penalty 6486.244856 = -92672539.472689 nChanged 1117 SP:Iteration 11Q (35399.400000 sec): 3 clusters Score: Raw -92680124.020473 + Penalty 6486.244856 = -92673637.775618 nChanged 234 SP:Iteration 12Q (35401.510000 sec): 3 clusters Score: Raw -92680407.106283 + Penalty 6486.244856 = -92673920.861427 nChanged 74 SP:Iteration 13Q (35403.220000 sec): 3 clusters Score: Raw -92680522.214567 + Penalty 6486.244856 = -92674035.969711 nChanged 36 SP:Iteration 14Q (35404.930000 sec): 3 clusters Score: Raw -92680576.916228 + Penalty 6486.244856 = -92674090.671373 nChanged 21 SP:Iteration 15Q (35407.230000 sec): 3 clusters Score: Raw -92680607.845598 + Penalty 6486.244856 = -92674121.600743 nChanged 15 SP:Iteration 16Q (35409.390000 sec): 3 clusters Score: Raw -92680634.984912 + Penalty 6486.244856 = -92674148.740056 nChanged 10 SP:Iteration 17Q (35411.550000 sec): 3 clusters Score: Raw -92680651.578815 + Penalty 6486.244856 = -92674165.333959 nChanged 4 SP:Iteration 18Q (35413.600000 sec): 3 clusters Score: Raw -92680658.463996 + Penalty 6486.244856 = -92674172.219140 nChanged 3 SP:Iteration 19Q (35415.620000 sec): 3 clusters Score: Raw -92680663.156442 + Penalty 6486.244856 = -92674176.911586 nChanged 1 SP:Iteration 20F (35418.200000 sec): 3 clusters Score: Raw -92680664.032726 + Penalty 6486.244856 = -92674177.787870 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35418.620000 sec): 2 clusters Score: Raw -3127372.658423 + Penalty 2414.575747 = -3124958.082675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35418.910000 sec): 3 clusters Score: Raw -3117827.627510 + Penalty 4829.151495 = -3112998.476016 nChanged 7257 SP:Iteration 1F (35419.170000 sec): 3 clusters Score: Raw -3121811.579271 + Penalty 4829.151495 = -3116982.427777 nChanged 1154 SP:Iteration 2F (35419.480000 sec): 3 clusters Score: Raw -3122382.915561 + Penalty 4829.151495 = -3117553.764066 nChanged 951 SP:Iteration 3F (35419.740000 sec): 3 clusters Score: Raw -3122881.125365 + Penalty 4829.151495 = -3118051.973871 nChanged 898 SP:Iteration 4F (35420.030000 sec): 3 clusters Score: Raw -3123419.227165 + Penalty 4829.151495 = -3118590.075671 nChanged 954 SP:Iteration 5F (35420.370000 sec): 3 clusters Score: Raw -3123989.495184 + Penalty 4829.151495 = -3119160.343689 nChanged 918 SP:Iteration 6F (35420.650000 sec): 3 clusters Score: Raw -3124552.477254 + Penalty 4829.151495 = -3119723.325759 nChanged 894 SP:Iteration 7F (35420.900000 sec): 3 clusters Score: Raw -3125091.911036 + Penalty 4829.151495 = -3120262.759541 nChanged 850 SP:Iteration 8F (35421.170000 sec): 3 clusters Score: Raw -3125576.261323 + Penalty 4829.151495 = -3120747.109828 nChanged 723 SP:Iteration 9Q (35421.480000 sec): 3 clusters Score: Raw -3125955.888243 + Penalty 4829.151495 = -3121126.736748 nChanged 653 SP:Iteration 10Q (35421.800000 sec): 3 clusters Score: Raw -3126258.610851 + Penalty 4829.151495 = -3121429.459356 nChanged 548 SP:Iteration 11Q (35422.080000 sec): 3 clusters Score: Raw -3126487.741238 + Penalty 4829.151495 = -3121658.589744 nChanged 474 SP:Iteration 12Q (35422.430000 sec): 3 clusters Score: Raw -3126677.587587 + Penalty 4829.151495 = -3121848.436092 nChanged 408 SP:Iteration 13Q (35422.760000 sec): 3 clusters Score: Raw -3126846.262409 + Penalty 4829.151495 = -3122017.110914 nChanged 378 SP:Iteration 14Q (35423.060000 sec): 3 clusters Score: Raw -3127010.817576 + Penalty 4829.151495 = -3122181.666081 nChanged 350 SP:Iteration 15Q (35423.320000 sec): 3 clusters Score: Raw -3127156.812171 + Penalty 4829.151495 = -3122327.660677 nChanged 320 SP:Iteration 16Q (35423.620000 sec): 3 clusters Score: Raw -3127289.825286 + Penalty 4829.151495 = -3122460.673791 nChanged 283 SP:Iteration 17Q (35423.960000 sec): 3 clusters Score: Raw -3127399.002797 + Penalty 4829.151495 = -3122569.851302 nChanged 248 SP:Iteration 18Q (35424.230000 sec): 3 clusters Score: Raw -3127498.768099 + Penalty 4829.151495 = -3122669.616604 nChanged 229 SP:Iteration 19Q (35424.500000 sec): 3 clusters Score: Raw -3127602.616666 + Penalty 4829.151495 = -3122773.465171 nChanged 209 SP:Iteration 20F (35424.800000 sec): 3 clusters Score: Raw -3127688.366113 + Penalty 4829.151495 = -3122859.214618 nChanged 174 SP:Iteration 21Q (35425.070000 sec): 3 clusters Score: Raw -3127768.054185 + Penalty 4829.151495 = -3122938.902690 nChanged 162 SP:Iteration 22Q (35425.380000 sec): 3 clusters Score: Raw -3127845.328536 + Penalty 4829.151495 = -3123016.177041 nChanged 149 SP:Iteration 23Q (35425.670000 sec): 3 clusters Score: Raw -3127918.486836 + Penalty 4829.151495 = -3123089.335341 nChanged 137 SP:Iteration 24Q (35425.960000 sec): 3 clusters Score: Raw -3127986.642378 + Penalty 4829.151495 = -3123157.490883 nChanged 144 SP:Iteration 25Q (35426.220000 sec): 3 clusters Score: Raw -3128067.108223 + Penalty 4829.151495 = -3123237.956728 nChanged 137 SP:Iteration 26Q (35426.500000 sec): 3 clusters Score: Raw -3128145.151816 + Penalty 4829.151495 = -3123316.000322 nChanged 121 SP:Iteration 27Q (35426.810000 sec): 3 clusters Score: Raw -3128200.364700 + Penalty 4829.151495 = -3123371.213205 nChanged 95 SP:Iteration 28Q (35427.100000 sec): 3 clusters Score: Raw -3128239.244115 + Penalty 4829.151495 = -3123410.092620 nChanged 70 SP:Iteration 29Q (35427.380000 sec): 3 clusters Score: Raw -3128268.838069 + Penalty 4829.151495 = -3123439.686574 nChanged 67 SP:Iteration 30Q (35427.650000 sec): 3 clusters Score: Raw -3128299.371256 + Penalty 4829.151495 = -3123470.219761 nChanged 67 SP:Iteration 31Q (35427.900000 sec): 3 clusters Score: Raw -3128332.299135 + Penalty 4829.151495 = -3123503.147641 nChanged 56 SP:Iteration 32Q (35428.180000 sec): 3 clusters Score: Raw -3128356.047020 + Penalty 4829.151495 = -3123526.895526 nChanged 45 SP:Iteration 33Q (35428.450000 sec): 3 clusters Score: Raw -3128376.869223 + Penalty 4829.151495 = -3123547.717729 nChanged 39 SP:Iteration 34Q (35428.700000 sec): 3 clusters Score: Raw -3128392.161093 + Penalty 4829.151495 = -3123563.009599 nChanged 32 SP:Iteration 35Q (35429.000000 sec): 3 clusters Score: Raw -3128403.341307 + Penalty 4829.151495 = -3123574.189812 nChanged 24 SP:Iteration 36Q (35429.300000 sec): 3 clusters Score: Raw -3128411.485755 + Penalty 4829.151495 = -3123582.334261 nChanged 17 SP:Iteration 37Q (35429.580000 sec): 3 clusters Score: Raw -3128416.478453 + Penalty 4829.151495 = -3123587.326958 nChanged 13 SP:Iteration 38Q (35429.890000 sec): 3 clusters Score: Raw -3128420.790015 + Penalty 4829.151495 = -3123591.638521 nChanged 12 SP:Iteration 39Q (35430.190000 sec): 3 clusters Score: Raw -3128425.837706 + Penalty 4829.151495 = -3123596.686211 nChanged 7 SP:Iteration 40F (35430.430000 sec): 3 clusters Score: Raw -3128427.551223 + Penalty 4829.151495 = -3123598.399728 nChanged 8 SP:Iteration 41Q (35430.760000 sec): 3 clusters Score: Raw -3128430.066843 + Penalty 4829.151495 = -3123600.915349 nChanged 11 SP:Iteration 42Q (35431.020000 sec): 3 clusters Score: Raw -3128433.352238 + Penalty 4829.151495 = -3123604.200743 nChanged 9 SP:Iteration 43Q (35431.260000 sec): 3 clusters Score: Raw -3128436.532987 + Penalty 4829.151495 = -3123607.381492 nChanged 7 SP:Iteration 44Q (35431.560000 sec): 3 clusters Score: Raw -3128439.492988 + Penalty 4829.151495 = -3123610.341494 nChanged 7 SP:Iteration 45Q (35431.780000 sec): 3 clusters Score: Raw -3128443.217683 + Penalty 4829.151495 = -3123614.066188 nChanged 10 SP:Iteration 46Q (35432.070000 sec): 3 clusters Score: Raw -3128447.204577 + Penalty 4829.151495 = -3123618.053082 nChanged 8 SP:Iteration 47Q (35432.300000 sec): 3 clusters Score: Raw -3128449.875459 + Penalty 4829.151495 = -3123620.723965 nChanged 6 SP:Iteration 48Q (35432.530000 sec): 3 clusters Score: Raw -3128452.230534 + Penalty 4829.151495 = -3123623.079039 nChanged 2 SP:Iteration 49Q (35432.830000 sec): 3 clusters Score: Raw -3128452.645632 + Penalty 4829.151495 = -3123623.494137 nChanged 1 SP:Iteration 50Q (35433.050000 sec): 3 clusters Score: Raw -3128453.053489 + Penalty 4829.151495 = -3123623.901995 nChanged 3 SP:Iteration 51Q (35433.320000 sec): 3 clusters Score: Raw -3128454.117952 + Penalty 4829.151495 = -3123624.966457 nChanged 7 SP:Iteration 52Q (35433.580000 sec): 3 clusters Score: Raw -3128456.960936 + Penalty 4829.151495 = -3123627.809441 nChanged 8 SP:Iteration 53Q (35433.850000 sec): 3 clusters Score: Raw -3128459.133562 + Penalty 4829.151495 = -3123629.982068 nChanged 7 SP:Iteration 54Q (35434.140000 sec): 3 clusters Score: Raw -3128460.298409 + Penalty 4829.151495 = -3123631.146914 nChanged 3 SP:Iteration 55Q (35434.380000 sec): 3 clusters Score: Raw -3128461.241935 + Penalty 4829.151495 = -3123632.090441 nChanged 2 SP:Iteration 56Q (35434.650000 sec): 3 clusters Score: Raw -3128462.313808 + Penalty 4829.151495 = -3123633.162314 nChanged 5 SP:Iteration 57Q (35434.900000 sec): 3 clusters Score: Raw -3128463.835760 + Penalty 4829.151495 = -3123634.684265 nChanged 0 SP:Iteration 58F (35435.200000 sec): 3 clusters Score: Raw -3128463.835760 + Penalty 4829.151495 = -3123634.684265 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35435.300000 sec): 2 clusters Score: Raw -85876.643374 + Penalty 1573.717817 = -84302.925557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35435.460000 sec): 3 clusters Score: Raw -85974.009480 + Penalty 3147.435635 = -82826.573845 nChanged 144 SP:Iteration 1F (35435.660000 sec): 3 clusters Score: Raw -86339.211273 + Penalty 3147.435635 = -83191.775638 nChanged 53 SP:Iteration 2F (35435.860000 sec): 3 clusters Score: Raw -86489.942421 + Penalty 3147.435635 = -83342.506786 nChanged 26 SP:Iteration 3Q (35436.050000 sec): 3 clusters Score: Raw -86540.993608 + Penalty 3147.435635 = -83393.557973 nChanged 12 SP:Iteration 4Q (35436.230000 sec): 3 clusters Score: Raw -86571.684111 + Penalty 3147.435635 = -83424.248476 nChanged 12 SP:Iteration 5Q (35436.460000 sec): 3 clusters Score: Raw -86608.892700 + Penalty 3147.435635 = -83461.457065 nChanged 8 SP:Iteration 6Q (35436.660000 sec): 3 clusters Score: Raw -86640.333698 + Penalty 3147.435635 = -83492.898064 nChanged 6 SP:Iteration 7Q (35436.850000 sec): 3 clusters Score: Raw -86659.898595 + Penalty 3147.435635 = -83512.462960 nChanged 7 SP:Iteration 8Q (35437.020000 sec): 3 clusters Score: Raw -86670.491489 + Penalty 3147.435635 = -83523.055854 nChanged 3 SP:Iteration 9Q (35437.220000 sec): 3 clusters Score: Raw -86678.580057 + Penalty 3147.435635 = -83531.144422 nChanged 1 SP:Iteration 10Q (35437.370000 sec): 3 clusters Score: Raw -86681.333586 + Penalty 3147.435635 = -83533.897951 nChanged 1 SP:Iteration 11Q (35437.610000 sec): 3 clusters Score: Raw -86682.867126 + Penalty 3147.435635 = -83535.431491 nChanged 2 SP:Iteration 12Q (35437.770000 sec): 3 clusters Score: Raw -86686.677373 + Penalty 3147.435635 = -83539.241738 nChanged 1 SP:Iteration 13Q (35437.920000 sec): 3 clusters Score: Raw -86688.287932 + Penalty 3147.435635 = -83540.852298 nChanged 0 SP:Iteration 14F (35438.110000 sec): 3 clusters Score: Raw -86688.287932 + Penalty 3147.435635 = -83540.852298 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35438.920000 sec): 2 clusters Score: Raw -24732642.420198 + Penalty 2928.919500 = -24729713.500698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35439.770000 sec): 3 clusters Score: Raw -24645659.754897 + Penalty 5857.839000 = -24639801.915897 nChanged 64023 SP:Iteration 1F (35440.680000 sec): 3 clusters Score: Raw -24682256.770054 + Penalty 5857.839000 = -24676398.931054 nChanged 4111 SP:Iteration 2Q (35441.630000 sec): 3 clusters Score: Raw -24683103.277646 + Penalty 5857.839000 = -24677245.438646 nChanged 4057 SP:Iteration 3Q (35442.620000 sec): 3 clusters Score: Raw -24683973.158537 + Penalty 5857.839000 = -24678115.319538 nChanged 3997 SP:Iteration 4Q (35443.570000 sec): 3 clusters Score: Raw -24684884.508504 + Penalty 5857.839000 = -24679026.669504 nChanged 4174 SP:Iteration 5Q (35444.510000 sec): 3 clusters Score: Raw -24685910.623228 + Penalty 5857.839000 = -24680052.784228 nChanged 4410 SP:Iteration 6Q (35445.470000 sec): 3 clusters Score: Raw -24687126.605987 + Penalty 5857.839000 = -24681268.766987 nChanged 4877 SP:Iteration 7Q (35446.390000 sec): 3 clusters Score: Raw -24688752.924363 + Penalty 5857.839000 = -24682895.085363 nChanged 5595 SP:Iteration 8Q (35447.270000 sec): 3 clusters Score: Raw -24691029.889969 + Penalty 5857.839000 = -24685172.050969 nChanged 6433 SP:Iteration 9Q (35448.140000 sec): 3 clusters Score: Raw -24694244.653031 + Penalty 5857.839000 = -24688386.814031 nChanged 7260 SP:Iteration 10F (35449.000000 sec): 3 clusters Score: Raw -24698735.474424 + Penalty 5857.839000 = -24692877.635424 nChanged 7732 SP:Iteration 11F (35449.820000 sec): 3 clusters Score: Raw -24704328.934848 + Penalty 5857.839000 = -24698471.095848 nChanged 7603 SP:Iteration 12F (35450.710000 sec): 3 clusters Score: Raw -24710253.679898 + Penalty 5857.839000 = -24704395.840898 nChanged 6541 SP:Iteration 13Q (35451.660000 sec): 3 clusters Score: Raw -24715220.204272 + Penalty 5857.839000 = -24709362.365272 nChanged 5136 SP:Iteration 14Q (35452.570000 sec): 3 clusters Score: Raw -24718877.877401 + Penalty 5857.839000 = -24713020.038401 nChanged 4131 SP:Iteration 15Q (35453.480000 sec): 3 clusters Score: Raw -24721615.794565 + Penalty 5857.839000 = -24715757.955565 nChanged 3378 SP:Iteration 16Q (35454.430000 sec): 3 clusters Score: Raw -24723844.352417 + Penalty 5857.839000 = -24717986.513418 nChanged 3042 SP:Iteration 17Q (35455.480000 sec): 3 clusters Score: Raw -24725868.970515 + Penalty 5857.839000 = -24720011.131516 nChanged 2630 SP:Iteration 18Q (35456.340000 sec): 3 clusters Score: Raw -24727653.409549 + Penalty 5857.839000 = -24721795.570549 nChanged 2166 SP:Iteration 19Q (35457.220000 sec): 3 clusters Score: Raw -24729189.876288 + Penalty 5857.839000 = -24723332.037289 nChanged 1747 SP:Iteration 20F (35458.280000 sec): 3 clusters Score: Raw -24730451.211544 + Penalty 5857.839000 = -24724593.372544 nChanged 1295 SP:Iteration 21Q (35459.120000 sec): 3 clusters Score: Raw -24731352.622141 + Penalty 5857.839000 = -24725494.783141 nChanged 832 SP:Iteration 22Q (35459.960000 sec): 3 clusters Score: Raw -24731896.416773 + Penalty 5857.839000 = -24726038.577774 nChanged 565 SP:Iteration 23Q (35460.730000 sec): 3 clusters Score: Raw -24732265.446635 + Penalty 5857.839000 = -24726407.607636 nChanged 366 SP:Iteration 24Q (35461.580000 sec): 3 clusters Score: Raw -24732498.136489 + Penalty 5857.839000 = -24726640.297489 nChanged 237 SP:Iteration 25Q (35462.440000 sec): 3 clusters Score: Raw -24732652.148213 + Penalty 5857.839000 = -24726794.309213 nChanged 157 SP:Iteration 26Q (35463.210000 sec): 3 clusters Score: Raw -24732756.854575 + Penalty 5857.839000 = -24726899.015575 nChanged 106 SP:Iteration 27Q (35464.040000 sec): 3 clusters Score: Raw -24732827.835334 + Penalty 5857.839000 = -24726969.996335 nChanged 64 SP:Iteration 28Q (35464.890000 sec): 3 clusters Score: Raw -24732874.564058 + Penalty 5857.839000 = -24727016.725058 nChanged 51 SP:Iteration 29Q (35465.700000 sec): 3 clusters Score: Raw -24732908.467256 + Penalty 5857.839000 = -24727050.628256 nChanged 34 SP:Iteration 30Q (35466.430000 sec): 3 clusters Score: Raw -24732933.573699 + Penalty 5857.839000 = -24727075.734699 nChanged 30 SP:Iteration 31Q (35467.190000 sec): 3 clusters Score: Raw -24732956.692005 + Penalty 5857.839000 = -24727098.853005 nChanged 29 SP:Iteration 32Q (35467.910000 sec): 3 clusters Score: Raw -24732976.933166 + Penalty 5857.839000 = -24727119.094166 nChanged 26 SP:Iteration 33Q (35468.770000 sec): 3 clusters Score: Raw -24732998.899428 + Penalty 5857.839000 = -24727141.060428 nChanged 14 SP:Iteration 34Q (35469.610000 sec): 3 clusters Score: Raw -24733009.109207 + Penalty 5857.839000 = -24727151.270207 nChanged 14 SP:Iteration 35Q (35470.430000 sec): 3 clusters Score: Raw -24733021.555423 + Penalty 5857.839000 = -24727163.716423 nChanged 17 SP:Iteration 36Q (35471.170000 sec): 3 clusters Score: Raw -24733036.016215 + Penalty 5857.839000 = -24727178.177215 nChanged 9 SP:Iteration 37Q (35471.950000 sec): 3 clusters Score: Raw -24733045.275582 + Penalty 5857.839000 = -24727187.436582 nChanged 5 SP:Iteration 38Q (35472.640000 sec): 3 clusters Score: Raw -24733050.390757 + Penalty 5857.839000 = -24727192.551757 nChanged 4 SP:Iteration 39Q (35473.420000 sec): 3 clusters Score: Raw -24733053.104831 + Penalty 5857.839000 = -24727195.265831 nChanged 2 SP:Iteration 40F (35474.290000 sec): 3 clusters Score: Raw -24733054.120818 + Penalty 5857.839000 = -24727196.281818 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35474.430000 sec): 2 clusters Score: Raw -567034.083430 + Penalty 2006.039460 = -565028.043970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35474.670000 sec): 3 clusters Score: Raw -565615.782274 + Penalty 4012.078919 = -561603.703354 nChanged 1146 SP:Iteration 1F (35474.880000 sec): 3 clusters Score: Raw -566344.219609 + Penalty 4012.078919 = -562332.140690 nChanged 291 SP:Iteration 2F (35475.090000 sec): 3 clusters Score: Raw -566628.892323 + Penalty 4012.078919 = -562616.813404 nChanged 230 SP:Iteration 3F (35475.270000 sec): 3 clusters Score: Raw -566858.550820 + Penalty 4012.078919 = -562846.471901 nChanged 180 SP:Iteration 4F (35475.470000 sec): 3 clusters Score: Raw -567041.536926 + Penalty 4012.078919 = -563029.458007 nChanged 165 SP:Iteration 5F (35475.680000 sec): 3 clusters Score: Raw -567170.457631 + Penalty 4012.078919 = -563158.378712 nChanged 114 SP:Iteration 6Q (35475.900000 sec): 3 clusters Score: Raw -567269.574604 + Penalty 4012.078919 = -563257.495684 nChanged 104 SP:Iteration 7Q (35476.100000 sec): 3 clusters Score: Raw -567359.160114 + Penalty 4012.078919 = -563347.081195 nChanged 88 SP:Iteration 8Q (35476.310000 sec): 3 clusters Score: Raw -567432.997555 + Penalty 4012.078919 = -563420.918636 nChanged 74 SP:Iteration 9Q (35476.500000 sec): 3 clusters Score: Raw -567491.845940 + Penalty 4012.078919 = -563479.767020 nChanged 64 SP:Iteration 10Q (35476.710000 sec): 3 clusters Score: Raw -567546.884225 + Penalty 4012.078919 = -563534.805305 nChanged 67 SP:Iteration 11Q (35476.920000 sec): 3 clusters Score: Raw -567597.452030 + Penalty 4012.078919 = -563585.373111 nChanged 62 SP:Iteration 12Q (35477.120000 sec): 3 clusters Score: Raw -567650.983143 + Penalty 4012.078919 = -563638.904224 nChanged 73 SP:Iteration 13Q (35477.290000 sec): 3 clusters Score: Raw -567703.998451 + Penalty 4012.078919 = -563691.919531 nChanged 65 SP:Iteration 14Q (35477.480000 sec): 3 clusters Score: Raw -567746.800830 + Penalty 4012.078919 = -563734.721911 nChanged 40 SP:Iteration 15Q (35477.690000 sec): 3 clusters Score: Raw -567778.505553 + Penalty 4012.078919 = -563766.426634 nChanged 35 SP:Iteration 16Q (35477.940000 sec): 3 clusters Score: Raw -567803.005824 + Penalty 4012.078919 = -563790.926905 nChanged 27 SP:Iteration 17Q (35478.220000 sec): 3 clusters Score: Raw -567817.228625 + Penalty 4012.078919 = -563805.149706 nChanged 21 SP:Iteration 18Q (35478.410000 sec): 3 clusters Score: Raw -567827.806289 + Penalty 4012.078919 = -563815.727369 nChanged 22 SP:Iteration 19Q (35478.570000 sec): 3 clusters Score: Raw -567841.900644 + Penalty 4012.078919 = -563829.821724 nChanged 14 SP:Iteration 20F (35478.820000 sec): 3 clusters Score: Raw -567854.893722 + Penalty 4012.078919 = -563842.814802 nChanged 12 SP:Iteration 21Q (35479.010000 sec): 3 clusters Score: Raw -567862.295469 + Penalty 4012.078919 = -563850.216550 nChanged 12 SP:Iteration 22Q (35479.220000 sec): 3 clusters Score: Raw -567867.100218 + Penalty 4012.078919 = -563855.021298 nChanged 13 SP:Iteration 23Q (35479.390000 sec): 3 clusters Score: Raw -567872.712373 + Penalty 4012.078919 = -563860.633454 nChanged 10 SP:Iteration 24Q (35479.600000 sec): 3 clusters Score: Raw -567879.264340 + Penalty 4012.078919 = -563867.185420 nChanged 11 SP:Iteration 25Q (35479.850000 sec): 3 clusters Score: Raw -567887.346018 + Penalty 4012.078919 = -563875.267098 nChanged 8 SP:Iteration 26Q (35480.040000 sec): 3 clusters Score: Raw -567891.775134 + Penalty 4012.078919 = -563879.696214 nChanged 8 SP:Iteration 27Q (35480.220000 sec): 3 clusters Score: Raw -567902.364026 + Penalty 4012.078919 = -563890.285107 nChanged 13 SP:Iteration 28Q (35480.390000 sec): 3 clusters Score: Raw -567910.919799 + Penalty 4012.078919 = -563898.840879 nChanged 7 SP:Iteration 29Q (35480.600000 sec): 3 clusters Score: Raw -567917.556249 + Penalty 4012.078919 = -563905.477329 nChanged 11 SP:Iteration 30Q (35480.810000 sec): 3 clusters Score: Raw -567927.376632 + Penalty 4012.078919 = -563915.297713 nChanged 13 SP:Iteration 31Q (35481.000000 sec): 3 clusters Score: Raw -567939.687869 + Penalty 4012.078919 = -563927.608950 nChanged 8 SP:Iteration 32Q (35481.220000 sec): 3 clusters Score: Raw -567943.088890 + Penalty 4012.078919 = -563931.009970 nChanged 3 SP:Iteration 33Q (35481.400000 sec): 3 clusters Score: Raw -567944.843679 + Penalty 4012.078919 = -563932.764759 nChanged 3 SP:Iteration 34Q (35481.630000 sec): 3 clusters Score: Raw -567946.127109 + Penalty 4012.078919 = -563934.048190 nChanged 3 SP:Iteration 35Q (35481.830000 sec): 3 clusters Score: Raw -567947.804433 + Penalty 4012.078919 = -563935.725514 nChanged 4 SP:Iteration 36Q (35482.010000 sec): 3 clusters Score: Raw -567949.901940 + Penalty 4012.078919 = -563937.823020 nChanged 6 SP:Iteration 37Q (35482.220000 sec): 3 clusters Score: Raw -567952.273057 + Penalty 4012.078919 = -563940.194138 nChanged 5 SP:Iteration 38Q (35482.420000 sec): 3 clusters Score: Raw -567953.478621 + Penalty 4012.078919 = -563941.399702 nChanged 1 SP:Iteration 39Q (35482.620000 sec): 3 clusters Score: Raw -567953.755549 + Penalty 4012.078919 = -563941.676629 nChanged 1 SP:Iteration 40F (35482.840000 sec): 3 clusters Score: Raw -567954.072127 + Penalty 4012.078919 = -563941.993208 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35482.910000 sec): 2 clusters Score: Raw -29233.062527 + Penalty 1405.273819 = -27827.788708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35483.130000 sec): 3 clusters Score: Raw -29592.706119 + Penalty 2810.547637 = -26782.158482 nChanged 61 SP:Iteration 1F (35483.260000 sec): 3 clusters Score: Raw -29860.532194 + Penalty 2810.547637 = -27049.984557 nChanged 13 SP:Iteration 2Q (35483.410000 sec): 3 clusters Score: Raw -29919.911070 + Penalty 2810.547637 = -27109.363433 nChanged 6 SP:Iteration 3Q (35483.600000 sec): 3 clusters Score: Raw -29952.772254 + Penalty 2810.547637 = -27142.224616 nChanged 5 SP:Iteration 4Q (35483.760000 sec): 3 clusters Score: Raw -29989.040558 + Penalty 2810.547637 = -27178.492921 nChanged 2 SP:Iteration 5Q (35483.920000 sec): 3 clusters Score: Raw -29992.735993 + Penalty 2810.547637 = -27182.188356 nChanged 0 SP:Iteration 6F (35484.080000 sec): 3 clusters Score: Raw -29992.735993 + Penalty 2810.547637 = -27182.188356 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35484.170000 sec): 2 clusters Score: Raw -214673.902731 + Penalty 1766.470931 = -212907.431800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35484.370000 sec): 3 clusters Score: Raw -214395.655873 + Penalty 3532.941863 = -210862.714011 nChanged 347 SP:Iteration 1F (35484.550000 sec): 3 clusters Score: Raw -214813.399423 + Penalty 3532.941863 = -211280.457560 nChanged 109 SP:Iteration 2F (35484.760000 sec): 3 clusters Score: Raw -215005.791030 + Penalty 3532.941863 = -211472.849167 nChanged 68 SP:Iteration 3F (35484.950000 sec): 3 clusters Score: Raw -215106.897183 + Penalty 3532.941863 = -211573.955320 nChanged 47 SP:Iteration 4Q (35485.140000 sec): 3 clusters Score: Raw -215186.376279 + Penalty 3532.941863 = -211653.434416 nChanged 30 SP:Iteration 5Q (35485.300000 sec): 3 clusters Score: Raw -215231.032181 + Penalty 3532.941863 = -211698.090318 nChanged 24 SP:Iteration 6Q (35485.480000 sec): 3 clusters Score: Raw -215264.492357 + Penalty 3532.941863 = -211731.550494 nChanged 17 SP:Iteration 7Q (35485.700000 sec): 3 clusters Score: Raw -215288.717672 + Penalty 3532.941863 = -211755.775810 nChanged 12 SP:Iteration 8Q (35485.890000 sec): 3 clusters Score: Raw -215311.125365 + Penalty 3532.941863 = -211778.183503 nChanged 13 SP:Iteration 9Q (35486.030000 sec): 3 clusters Score: Raw -215325.558322 + Penalty 3532.941863 = -211792.616459 nChanged 9 SP:Iteration 10Q (35486.160000 sec): 3 clusters Score: Raw -215336.480316 + Penalty 3532.941863 = -211803.538453 nChanged 11 SP:Iteration 11Q (35486.350000 sec): 3 clusters Score: Raw -215350.857684 + Penalty 3532.941863 = -211817.915821 nChanged 10 SP:Iteration 12Q (35486.520000 sec): 3 clusters Score: Raw -215366.012094 + Penalty 3532.941863 = -211833.070231 nChanged 12 SP:Iteration 13Q (35486.730000 sec): 3 clusters Score: Raw -215383.691286 + Penalty 3532.941863 = -211850.749423 nChanged 12 SP:Iteration 14Q (35486.880000 sec): 3 clusters Score: Raw -215399.889566 + Penalty 3532.941863 = -211866.947703 nChanged 7 SP:Iteration 15Q (35487.060000 sec): 3 clusters Score: Raw -215407.041289 + Penalty 3532.941863 = -211874.099427 nChanged 3 SP:Iteration 16Q (35487.260000 sec): 3 clusters Score: Raw -215409.940706 + Penalty 3532.941863 = -211876.998843 nChanged 1 SP:Iteration 17Q (35487.490000 sec): 3 clusters Score: Raw -215410.767303 + Penalty 3532.941863 = -211877.825441 nChanged 1 SP:Iteration 18Q (35487.640000 sec): 3 clusters Score: Raw -215411.595911 + Penalty 3532.941863 = -211878.654048 nChanged 1 SP:Iteration 19Q (35487.840000 sec): 3 clusters Score: Raw -215412.999859 + Penalty 3532.941863 = -211880.057996 nChanged 0 SP:Iteration 20F (35488.010000 sec): 3 clusters Score: Raw -215412.999859 + Penalty 3532.941863 = -211880.057996 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35488.360000 sec): 2 clusters Score: Raw -8783697.786888 + Penalty 2669.160070 = -8781028.626819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35488.820000 sec): 3 clusters Score: Raw -8754395.284859 + Penalty 5338.320139 = -8749056.964720 nChanged 21700 SP:Iteration 1F (35489.230000 sec): 3 clusters Score: Raw -8766579.655583 + Penalty 5338.320139 = -8761241.335444 nChanged 1945 SP:Iteration 2Q (35489.730000 sec): 3 clusters Score: Raw -8767159.356254 + Penalty 5338.320139 = -8761821.036115 nChanged 1804 SP:Iteration 3Q (35490.270000 sec): 3 clusters Score: Raw -8767718.985507 + Penalty 5338.320139 = -8762380.665368 nChanged 1790 SP:Iteration 4Q (35490.750000 sec): 3 clusters Score: Raw -8768411.309904 + Penalty 5338.320139 = -8763072.989765 nChanged 1970 SP:Iteration 5Q (35491.220000 sec): 3 clusters Score: Raw -8769295.020927 + Penalty 5338.320139 = -8763956.700788 nChanged 2101 SP:Iteration 6Q (35491.770000 sec): 3 clusters Score: Raw -8770307.087993 + Penalty 5338.320139 = -8764968.767854 nChanged 2232 SP:Iteration 7Q (35492.220000 sec): 3 clusters Score: Raw -8771493.320313 + Penalty 5338.320139 = -8766155.000174 nChanged 2360 SP:Iteration 8Q (35492.610000 sec): 3 clusters Score: Raw -8772770.879369 + Penalty 5338.320139 = -8767432.559230 nChanged 2332 SP:Iteration 9Q (35493.100000 sec): 3 clusters Score: Raw -8773978.199071 + Penalty 5338.320139 = -8768639.878932 nChanged 2212 SP:Iteration 10Q (35493.590000 sec): 3 clusters Score: Raw -8775086.932756 + Penalty 5338.320139 = -8769748.612617 nChanged 2108 SP:Iteration 11Q (35493.990000 sec): 3 clusters Score: Raw -8776127.039230 + Penalty 5338.320139 = -8770788.719091 nChanged 1978 SP:Iteration 12Q (35494.450000 sec): 3 clusters Score: Raw -8777093.862067 + Penalty 5338.320139 = -8771755.541928 nChanged 1791 SP:Iteration 13Q (35494.850000 sec): 3 clusters Score: Raw -8777922.243753 + Penalty 5338.320139 = -8772583.923614 nChanged 1665 SP:Iteration 14Q (35495.360000 sec): 3 clusters Score: Raw -8778669.723350 + Penalty 5338.320139 = -8773331.403211 nChanged 1520 SP:Iteration 15Q (35495.790000 sec): 3 clusters Score: Raw -8779357.449354 + Penalty 5338.320139 = -8774019.129215 nChanged 1339 SP:Iteration 16Q (35496.220000 sec): 3 clusters Score: Raw -8779817.293425 + Penalty 5338.320139 = -8774478.973286 nChanged 1035 SP:Iteration 17Q (35496.660000 sec): 3 clusters Score: Raw -8780102.847217 + Penalty 5338.320139 = -8774764.527078 nChanged 767 SP:Iteration 18Q (35497.120000 sec): 3 clusters Score: Raw -8780274.105238 + Penalty 5338.320139 = -8774935.785099 nChanged 615 SP:Iteration 19Q (35497.620000 sec): 3 clusters Score: Raw -8780396.414179 + Penalty 5338.320139 = -8775058.094040 nChanged 519 SP:Iteration 20F (35498.060000 sec): 3 clusters Score: Raw -8780494.891246 + Penalty 5338.320139 = -8775156.571106 nChanged 431 SP:Iteration 21Q (35498.540000 sec): 3 clusters Score: Raw -8780580.562196 + Penalty 5338.320139 = -8775242.242057 nChanged 434 SP:Iteration 22Q (35498.980000 sec): 3 clusters Score: Raw -8780674.643032 + Penalty 5338.320139 = -8775336.322893 nChanged 472 SP:Iteration 23Q (35499.380000 sec): 3 clusters Score: Raw -8780785.150375 + Penalty 5338.320139 = -8775446.830236 nChanged 490 SP:Iteration 24Q (35499.860000 sec): 3 clusters Score: Raw -8780919.454046 + Penalty 5338.320139 = -8775581.133907 nChanged 533 SP:Iteration 25Q (35500.320000 sec): 3 clusters Score: Raw -8781078.128076 + Penalty 5338.320139 = -8775739.807937 nChanged 581 SP:Iteration 26Q (35500.710000 sec): 3 clusters Score: Raw -8781259.567210 + Penalty 5338.320139 = -8775921.247071 nChanged 583 SP:Iteration 27Q (35501.140000 sec): 3 clusters Score: Raw -8781444.737257 + Penalty 5338.320139 = -8776106.417118 nChanged 593 SP:Iteration 28Q (35501.610000 sec): 3 clusters Score: Raw -8781629.781796 + Penalty 5338.320139 = -8776291.461657 nChanged 616 SP:Iteration 29Q (35502.000000 sec): 3 clusters Score: Raw -8781820.327895 + Penalty 5338.320139 = -8776482.007756 nChanged 589 SP:Iteration 30Q (35502.390000 sec): 3 clusters Score: Raw -8782007.044855 + Penalty 5338.320139 = -8776668.724716 nChanged 542 SP:Iteration 31Q (35502.860000 sec): 3 clusters Score: Raw -8782168.839374 + Penalty 5338.320139 = -8776830.519234 nChanged 546 SP:Iteration 32Q (35503.260000 sec): 3 clusters Score: Raw -8782327.681655 + Penalty 5338.320139 = -8776989.361516 nChanged 489 SP:Iteration 33Q (35503.660000 sec): 3 clusters Score: Raw -8782468.927790 + Penalty 5338.320139 = -8777130.607651 nChanged 433 SP:Iteration 34Q (35504.070000 sec): 3 clusters Score: Raw -8782591.527967 + Penalty 5338.320139 = -8777253.207828 nChanged 440 SP:Iteration 35Q (35504.510000 sec): 3 clusters Score: Raw -8782711.440762 + Penalty 5338.320139 = -8777373.120623 nChanged 382 SP:Iteration 36Q (35504.990000 sec): 3 clusters Score: Raw -8782818.431829 + Penalty 5338.320139 = -8777480.111690 nChanged 369 SP:Iteration 37Q (35505.430000 sec): 3 clusters Score: Raw -8782914.602723 + Penalty 5338.320139 = -8777576.282584 nChanged 328 SP:Iteration 38Q (35505.850000 sec): 3 clusters Score: Raw -8782988.832704 + Penalty 5338.320139 = -8777650.512565 nChanged 253 SP:Iteration 39Q (35506.300000 sec): 3 clusters Score: Raw -8783038.746595 + Penalty 5338.320139 = -8777700.426456 nChanged 231 SP:Iteration 40F (35506.770000 sec): 3 clusters Score: Raw -8783080.031368 + Penalty 5338.320139 = -8777741.711229 nChanged 215 SP:Iteration 41Q (35507.190000 sec): 3 clusters Score: Raw -8783117.866802 + Penalty 5338.320139 = -8777779.546663 nChanged 196 SP:Iteration 42Q (35507.590000 sec): 3 clusters Score: Raw -8783155.310525 + Penalty 5338.320139 = -8777816.990386 nChanged 189 SP:Iteration 43Q (35507.990000 sec): 3 clusters Score: Raw -8783191.489335 + Penalty 5338.320139 = -8777853.169196 nChanged 193 SP:Iteration 44Q (35508.410000 sec): 3 clusters Score: Raw -8783230.041921 + Penalty 5338.320139 = -8777891.721781 nChanged 184 SP:Iteration 45Q (35508.810000 sec): 3 clusters Score: Raw -8783262.201109 + Penalty 5338.320139 = -8777923.880969 nChanged 136 SP:Iteration 46Q (35509.240000 sec): 3 clusters Score: Raw -8783282.726879 + Penalty 5338.320139 = -8777944.406740 nChanged 131 SP:Iteration 47Q (35509.650000 sec): 3 clusters Score: Raw -8783305.756526 + Penalty 5338.320139 = -8777967.436387 nChanged 121 SP:Iteration 48Q (35510.130000 sec): 3 clusters Score: Raw -8783326.155198 + Penalty 5338.320139 = -8777987.835059 nChanged 115 SP:Iteration 49Q (35510.590000 sec): 3 clusters Score: Raw -8783345.173370 + Penalty 5338.320139 = -8778006.853231 nChanged 108 SP:Iteration 50Q (35510.990000 sec): 3 clusters Score: Raw -8783363.072340 + Penalty 5338.320139 = -8778024.752201 nChanged 96 SP:Iteration 51Q (35511.440000 sec): 3 clusters Score: Raw -8783376.131152 + Penalty 5338.320139 = -8778037.811013 nChanged 88 SP:Iteration 52Q (35511.880000 sec): 3 clusters Score: Raw -8783389.496630 + Penalty 5338.320139 = -8778051.176491 nChanged 95 SP:Iteration 53Q (35512.320000 sec): 3 clusters Score: Raw -8783406.175324 + Penalty 5338.320139 = -8778067.855185 nChanged 100 SP:Iteration 54Q (35512.760000 sec): 3 clusters Score: Raw -8783424.594348 + Penalty 5338.320139 = -8778086.274209 nChanged 100 SP:Iteration 55Q (35513.220000 sec): 3 clusters Score: Raw -8783440.549085 + Penalty 5338.320139 = -8778102.228946 nChanged 85 SP:Iteration 56Q (35513.680000 sec): 3 clusters Score: Raw -8783454.810111 + Penalty 5338.320139 = -8778116.489972 nChanged 88 SP:Iteration 57Q (35514.110000 sec): 3 clusters Score: Raw -8783469.527109 + Penalty 5338.320139 = -8778131.206969 nChanged 91 SP:Iteration 58Q (35514.520000 sec): 3 clusters Score: Raw -8783483.089558 + Penalty 5338.320139 = -8778144.769419 nChanged 79 SP:Iteration 59Q (35514.950000 sec): 3 clusters Score: Raw -8783494.026738 + Penalty 5338.320139 = -8778155.706599 nChanged 63 SP:Iteration 60F (35515.460000 sec): 3 clusters Score: Raw -8783503.065232 + Penalty 5338.320139 = -8778164.745092 nChanged 61 SP:Iteration 61Q (35515.860000 sec): 3 clusters Score: Raw -8783510.997662 + Penalty 5338.320139 = -8778172.677523 nChanged 51 SP:Iteration 62Q (35516.240000 sec): 3 clusters Score: Raw -8783517.955458 + Penalty 5338.320139 = -8778179.635318 nChanged 54 SP:Iteration 63Q (35516.640000 sec): 3 clusters Score: Raw -8783525.775023 + Penalty 5338.320139 = -8778187.454884 nChanged 64 SP:Iteration 64Q (35517.080000 sec): 3 clusters Score: Raw -8783536.780289 + Penalty 5338.320139 = -8778198.460150 nChanged 72 SP:Iteration 65Q (35517.530000 sec): 3 clusters Score: Raw -8783548.199582 + Penalty 5338.320139 = -8778209.879443 nChanged 73 SP:Iteration 66Q (35517.940000 sec): 3 clusters Score: Raw -8783559.322244 + Penalty 5338.320139 = -8778221.002105 nChanged 69 SP:Iteration 67Q (35518.400000 sec): 3 clusters Score: Raw -8783570.853878 + Penalty 5338.320139 = -8778232.533739 nChanged 70 SP:Iteration 68Q (35518.840000 sec): 3 clusters Score: Raw -8783581.581023 + Penalty 5338.320139 = -8778243.260884 nChanged 47 SP:Iteration 69Q (35519.230000 sec): 3 clusters Score: Raw -8783588.416284 + Penalty 5338.320139 = -8778250.096145 nChanged 52 SP:Iteration 70Q (35519.730000 sec): 3 clusters Score: Raw -8783595.569707 + Penalty 5338.320139 = -8778257.249567 nChanged 46 SP:Iteration 71Q (35520.190000 sec): 3 clusters Score: Raw -8783602.527448 + Penalty 5338.320139 = -8778264.207309 nChanged 34 SP:Iteration 72Q (35520.670000 sec): 3 clusters Score: Raw -8783608.861864 + Penalty 5338.320139 = -8778270.541725 nChanged 47 SP:Iteration 73Q (35521.110000 sec): 3 clusters Score: Raw -8783616.093587 + Penalty 5338.320139 = -8778277.773448 nChanged 53 SP:Iteration 74Q (35521.530000 sec): 3 clusters Score: Raw -8783626.094417 + Penalty 5338.320139 = -8778287.774278 nChanged 56 SP:Iteration 75Q (35521.940000 sec): 3 clusters Score: Raw -8783636.019939 + Penalty 5338.320139 = -8778297.699800 nChanged 65 SP:Iteration 76Q (35522.360000 sec): 3 clusters Score: Raw -8783645.876443 + Penalty 5338.320139 = -8778307.556303 nChanged 49 SP:Iteration 77Q (35522.810000 sec): 3 clusters Score: Raw -8783652.591334 + Penalty 5338.320139 = -8778314.271195 nChanged 42 SP:Iteration 78Q (35523.160000 sec): 3 clusters Score: Raw -8783658.507403 + Penalty 5338.320139 = -8778320.187264 nChanged 42 SP:Iteration 79Q (35523.530000 sec): 3 clusters Score: Raw -8783665.949288 + Penalty 5338.320139 = -8778327.629149 nChanged 43 SP:Iteration 80F (35523.960000 sec): 3 clusters Score: Raw -8783672.650273 + Penalty 5338.320139 = -8778334.330134 nChanged 39 SP:Iteration 81Q (35524.390000 sec): 3 clusters Score: Raw -8783679.236932 + Penalty 5338.320139 = -8778340.916793 nChanged 41 SP:Iteration 82Q (35524.810000 sec): 3 clusters Score: Raw -8783688.257114 + Penalty 5338.320139 = -8778349.936975 nChanged 53 SP:Iteration 83Q (35525.220000 sec): 3 clusters Score: Raw -8783698.687485 + Penalty 5338.320139 = -8778360.367346 nChanged 61 SP:Iteration 84Q (35525.580000 sec): 3 clusters Score: Raw -8783709.740304 + Penalty 5338.320139 = -8778371.420165 nChanged 57 SP:Iteration 85Q (35525.970000 sec): 3 clusters Score: Raw -8783719.758761 + Penalty 5338.320139 = -8778381.438621 nChanged 44 SP:Iteration 86Q (35526.320000 sec): 3 clusters Score: Raw -8783728.064260 + Penalty 5338.320139 = -8778389.744121 nChanged 43 SP:Iteration 87Q (35526.750000 sec): 3 clusters Score: Raw -8783734.936772 + Penalty 5338.320139 = -8778396.616633 nChanged 32 SP:Iteration 88Q (35527.140000 sec): 3 clusters Score: Raw -8783739.806339 + Penalty 5338.320139 = -8778401.486199 nChanged 33 SP:Iteration 89Q (35527.490000 sec): 3 clusters Score: Raw -8783744.129255 + Penalty 5338.320139 = -8778405.809116 nChanged 19 SP:Iteration 90Q (35527.920000 sec): 3 clusters Score: Raw -8783746.909513 + Penalty 5338.320139 = -8778408.589374 nChanged 19 SP:Iteration 91Q (35528.310000 sec): 3 clusters Score: Raw -8783749.184036 + Penalty 5338.320139 = -8778410.863896 nChanged 12 SP:Iteration 92Q (35528.760000 sec): 3 clusters Score: Raw -8783750.536712 + Penalty 5338.320139 = -8778412.216573 nChanged 10 SP:Iteration 93Q (35529.170000 sec): 3 clusters Score: Raw -8783751.615165 + Penalty 5338.320139 = -8778413.295026 nChanged 7 SP:Iteration 94Q (35529.540000 sec): 3 clusters Score: Raw -8783752.437146 + Penalty 5338.320139 = -8778414.117007 nChanged 13 SP:Iteration 95Q (35529.960000 sec): 3 clusters Score: Raw -8783754.369638 + Penalty 5338.320139 = -8778416.049499 nChanged 15 SP:Iteration 96Q (35530.380000 sec): 3 clusters Score: Raw -8783756.367356 + Penalty 5338.320139 = -8778418.047217 nChanged 18 SP:Iteration 97Q (35530.780000 sec): 3 clusters Score: Raw -8783758.206576 + Penalty 5338.320139 = -8778419.886437 nChanged 12 SP:Iteration 98Q (35531.240000 sec): 3 clusters Score: Raw -8783760.173811 + Penalty 5338.320139 = -8778421.853672 nChanged 18 SP:Iteration 99Q (35531.670000 sec): 3 clusters Score: Raw -8783763.725202 + Penalty 5338.320139 = -8778425.405062 nChanged 18 SP:Iteration 100F (35532.060000 sec): 3 clusters Score: Raw -8783766.763124 + Penalty 5338.320139 = -8778428.442984 nChanged 14 SP:Iteration 101Q (35532.430000 sec): 3 clusters Score: Raw -8783768.997658 + Penalty 5338.320139 = -8778430.677519 nChanged 17 SP:Iteration 102Q (35532.830000 sec): 3 clusters Score: Raw -8783771.586823 + Penalty 5338.320139 = -8778433.266684 nChanged 20 SP:Iteration 103Q (35533.230000 sec): 3 clusters Score: Raw -8783775.036187 + Penalty 5338.320139 = -8778436.716047 nChanged 29 SP:Iteration 104Q (35533.630000 sec): 3 clusters Score: Raw -8783779.670632 + Penalty 5338.320139 = -8778441.350492 nChanged 26 SP:Iteration 105Q (35534.010000 sec): 3 clusters Score: Raw -8783784.292654 + Penalty 5338.320139 = -8778445.972515 nChanged 27 SP:Iteration 106Q (35534.420000 sec): 3 clusters Score: Raw -8783788.983948 + Penalty 5338.320139 = -8778450.663809 nChanged 26 SP:Iteration 107Q (35534.840000 sec): 3 clusters Score: Raw -8783793.508419 + Penalty 5338.320139 = -8778455.188280 nChanged 32 SP:Iteration 108Q (35535.210000 sec): 3 clusters Score: Raw -8783799.165646 + Penalty 5338.320139 = -8778460.845507 nChanged 30 SP:Iteration 109Q (35535.590000 sec): 3 clusters Score: Raw -8783805.931239 + Penalty 5338.320139 = -8778467.611099 nChanged 42 SP:Iteration 110Q (35535.970000 sec): 3 clusters Score: Raw -8783815.440680 + Penalty 5338.320139 = -8778477.120541 nChanged 54 SP:Iteration 111Q (35536.310000 sec): 3 clusters Score: Raw -8783826.973703 + Penalty 5338.320139 = -8778488.653564 nChanged 53 SP:Iteration 112Q (35536.730000 sec): 3 clusters Score: Raw -8783838.111191 + Penalty 5338.320139 = -8778499.791052 nChanged 53 SP:Iteration 113Q (35537.090000 sec): 3 clusters Score: Raw -8783848.841190 + Penalty 5338.320139 = -8778510.521051 nChanged 50 SP:Iteration 114Q (35537.470000 sec): 3 clusters Score: Raw -8783857.950285 + Penalty 5338.320139 = -8778519.630146 nChanged 46 SP:Iteration 115Q (35537.850000 sec): 3 clusters Score: Raw -8783867.836551 + Penalty 5338.320139 = -8778529.516412 nChanged 40 SP:Iteration 116Q (35538.250000 sec): 3 clusters Score: Raw -8783877.934977 + Penalty 5338.320139 = -8778539.614838 nChanged 48 SP:Iteration 117Q (35538.630000 sec): 3 clusters Score: Raw -8783889.188562 + Penalty 5338.320139 = -8778550.868423 nChanged 46 SP:Iteration 118Q (35539.010000 sec): 3 clusters Score: Raw -8783897.923212 + Penalty 5338.320139 = -8778559.603073 nChanged 33 SP:Iteration 119Q (35539.360000 sec): 3 clusters Score: Raw -8783903.946195 + Penalty 5338.320139 = -8778565.626056 nChanged 18 SP:Iteration 120F (35539.790000 sec): 3 clusters Score: Raw -8783907.232992 + Penalty 5338.320139 = -8778568.912853 nChanged 23 SP:Iteration 121Q (35540.170000 sec): 3 clusters Score: Raw -8783911.671550 + Penalty 5338.320139 = -8778573.351410 nChanged 15 SP:Iteration 122Q (35540.530000 sec): 3 clusters Score: Raw -8783914.377007 + Penalty 5338.320139 = -8778576.056868 nChanged 16 SP:Iteration 123Q (35540.910000 sec): 3 clusters Score: Raw -8783917.617191 + Penalty 5338.320139 = -8778579.297052 nChanged 18 SP:Iteration 124Q (35541.250000 sec): 3 clusters Score: Raw -8783921.578609 + Penalty 5338.320139 = -8778583.258470 nChanged 17 SP:Iteration 125Q (35541.630000 sec): 3 clusters Score: Raw -8783924.330619 + Penalty 5338.320139 = -8778586.010480 nChanged 18 SP:Iteration 126Q (35541.970000 sec): 3 clusters Score: Raw -8783928.061707 + Penalty 5338.320139 = -8778589.741568 nChanged 20 SP:Iteration 127Q (35542.320000 sec): 3 clusters Score: Raw -8783931.578089 + Penalty 5338.320139 = -8778593.257950 nChanged 11 SP:Iteration 128Q (35542.690000 sec): 3 clusters Score: Raw -8783933.906144 + Penalty 5338.320139 = -8778595.586005 nChanged 12 SP:Iteration 129Q (35543.050000 sec): 3 clusters Score: Raw -8783936.149352 + Penalty 5338.320139 = -8778597.829213 nChanged 13 SP:Iteration 130Q (35543.430000 sec): 3 clusters Score: Raw -8783938.679638 + Penalty 5338.320139 = -8778600.359498 nChanged 7 SP:Iteration 131Q (35543.830000 sec): 3 clusters Score: Raw -8783940.087808 + Penalty 5338.320139 = -8778601.767669 nChanged 8 SP:Iteration 132Q (35544.190000 sec): 3 clusters Score: Raw -8783941.371477 + Penalty 5338.320139 = -8778603.051338 nChanged 7 SP:Iteration 133Q (35544.600000 sec): 3 clusters Score: Raw -8783942.367172 + Penalty 5338.320139 = -8778604.047033 nChanged 3 SP:Iteration 134Q (35545.020000 sec): 3 clusters Score: Raw -8783942.883039 + Penalty 5338.320139 = -8778604.562900 nChanged 1 SP:Iteration 135Q (35545.460000 sec): 3 clusters Score: Raw -8783942.990415 + Penalty 5338.320139 = -8778604.670276 nChanged 0 SP:Iteration 136F (35545.860000 sec): 3 clusters Score: Raw -8783942.990415 + Penalty 5338.320139 = -8778604.670276 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35546.000000 sec): 2 clusters Score: Raw -77145.655364 + Penalty 1530.581748 = -75615.073615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35546.200000 sec): 3 clusters Score: Raw -77176.638300 + Penalty 3061.163496 = -74115.474804 nChanged 89 SP:Iteration 1F (35546.400000 sec): 3 clusters Score: Raw -77345.212310 + Penalty 3061.163496 = -74284.048813 nChanged 23 SP:Iteration 2Q (35546.560000 sec): 3 clusters Score: Raw -77389.642312 + Penalty 3061.163496 = -74328.478816 nChanged 9 SP:Iteration 3Q (35546.710000 sec): 3 clusters Score: Raw -77405.680219 + Penalty 3061.163496 = -74344.516722 nChanged 5 SP:Iteration 4Q (35546.920000 sec): 3 clusters Score: Raw -77417.449938 + Penalty 3061.163496 = -74356.286442 nChanged 5 SP:Iteration 5Q (35547.080000 sec): 3 clusters Score: Raw -77429.015298 + Penalty 3061.163496 = -74367.851801 nChanged 2 SP:Iteration 6Q (35547.280000 sec): 3 clusters Score: Raw -77432.174055 + Penalty 3061.163496 = -74371.010559 nChanged 0 SP:Iteration 7F (35547.450000 sec): 3 clusters Score: Raw -77432.174055 + Penalty 3061.163496 = -74371.010559 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35547.560000 sec): 2 clusters Score: Raw -1530363.890857 + Penalty 2230.246727 = -1528133.644130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35547.810000 sec): 3 clusters Score: Raw -1526210.434866 + Penalty 4460.493455 = -1521749.941411 nChanged 3223 SP:Iteration 1F (35548.020000 sec): 3 clusters Score: Raw -1527952.789940 + Penalty 4460.493455 = -1523492.296485 nChanged 603 SP:Iteration 2F (35548.210000 sec): 3 clusters Score: Raw -1528285.787258 + Penalty 4460.493455 = -1523825.293803 nChanged 458 SP:Iteration 3F (35548.480000 sec): 3 clusters Score: Raw -1528548.119030 + Penalty 4460.493455 = -1524087.625575 nChanged 407 SP:Iteration 4F (35548.660000 sec): 3 clusters Score: Raw -1528816.557773 + Penalty 4460.493455 = -1524356.064318 nChanged 436 SP:Iteration 5F (35548.900000 sec): 3 clusters Score: Raw -1529150.129109 + Penalty 4460.493455 = -1524689.635654 nChanged 468 SP:Iteration 6F (35549.130000 sec): 3 clusters Score: Raw -1529513.260452 + Penalty 4460.493455 = -1525052.766997 nChanged 433 SP:Iteration 7F (35549.360000 sec): 3 clusters Score: Raw -1529862.227993 + Penalty 4460.493455 = -1525401.734538 nChanged 382 SP:Iteration 8Q (35549.620000 sec): 3 clusters Score: Raw -1530150.403970 + Penalty 4460.493455 = -1525689.910515 nChanged 282 SP:Iteration 9Q (35549.820000 sec): 3 clusters Score: Raw -1530361.338797 + Penalty 4460.493455 = -1525900.845342 nChanged 215 SP:Iteration 10Q (35550.090000 sec): 3 clusters Score: Raw -1530558.650245 + Penalty 4460.493455 = -1526098.156791 nChanged 165 SP:Iteration 11Q (35550.260000 sec): 3 clusters Score: Raw -1530687.909596 + Penalty 4460.493455 = -1526227.416141 nChanged 138 SP:Iteration 12Q (35550.490000 sec): 3 clusters Score: Raw -1530760.089276 + Penalty 4460.493455 = -1526299.595821 nChanged 93 SP:Iteration 13Q (35550.710000 sec): 3 clusters Score: Raw -1530802.837335 + Penalty 4460.493455 = -1526342.343880 nChanged 63 SP:Iteration 14Q (35550.940000 sec): 3 clusters Score: Raw -1530825.741636 + Penalty 4460.493455 = -1526365.248181 nChanged 38 SP:Iteration 15Q (35551.170000 sec): 3 clusters Score: Raw -1530838.427187 + Penalty 4460.493455 = -1526377.933732 nChanged 36 SP:Iteration 16Q (35551.390000 sec): 3 clusters Score: Raw -1530849.932340 + Penalty 4460.493455 = -1526389.438886 nChanged 25 SP:Iteration 17Q (35551.570000 sec): 3 clusters Score: Raw -1530859.032106 + Penalty 4460.493455 = -1526398.538651 nChanged 21 SP:Iteration 18Q (35551.770000 sec): 3 clusters Score: Raw -1530864.749959 + Penalty 4460.493455 = -1526404.256504 nChanged 17 SP:Iteration 19Q (35551.980000 sec): 3 clusters Score: Raw -1530870.709817 + Penalty 4460.493455 = -1526410.216363 nChanged 16 SP:Iteration 20F (35552.200000 sec): 3 clusters Score: Raw -1530874.917409 + Penalty 4460.493455 = -1526414.423954 nChanged 14 SP:Iteration 21Q (35552.410000 sec): 3 clusters Score: Raw -1530878.326940 + Penalty 4460.493455 = -1526417.833485 nChanged 9 SP:Iteration 22Q (35552.650000 sec): 3 clusters Score: Raw -1530880.822128 + Penalty 4460.493455 = -1526420.328673 nChanged 8 SP:Iteration 23Q (35552.870000 sec): 3 clusters Score: Raw -1530883.225050 + Penalty 4460.493455 = -1526422.731595 nChanged 4 SP:Iteration 24Q (35553.060000 sec): 3 clusters Score: Raw -1530885.028603 + Penalty 4460.493455 = -1526424.535148 nChanged 6 SP:Iteration 25Q (35553.320000 sec): 3 clusters Score: Raw -1530887.023458 + Penalty 4460.493455 = -1526426.530003 nChanged 8 SP:Iteration 26Q (35553.530000 sec): 3 clusters Score: Raw -1530889.486605 + Penalty 4460.493455 = -1526428.993150 nChanged 7 SP:Iteration 27Q (35553.760000 sec): 3 clusters Score: Raw -1530891.324263 + Penalty 4460.493455 = -1526430.830809 nChanged 6 SP:Iteration 28Q (35553.990000 sec): 3 clusters Score: Raw -1530894.044423 + Penalty 4460.493455 = -1526433.550968 nChanged 7 SP:Iteration 29Q (35554.180000 sec): 3 clusters Score: Raw -1530896.265258 + Penalty 4460.493455 = -1526435.771803 nChanged 6 SP:Iteration 30Q (35554.410000 sec): 3 clusters Score: Raw -1530897.724133 + Penalty 4460.493455 = -1526437.230678 nChanged 4 SP:Iteration 31Q (35554.600000 sec): 3 clusters Score: Raw -1530899.279797 + Penalty 4460.493455 = -1526438.786342 nChanged 5 SP:Iteration 32Q (35554.800000 sec): 3 clusters Score: Raw -1530901.307694 + Penalty 4460.493455 = -1526440.814240 nChanged 5 SP:Iteration 33Q (35555.060000 sec): 3 clusters Score: Raw -1530902.267962 + Penalty 4460.493455 = -1526441.774507 nChanged 2 SP:Iteration 34Q (35555.280000 sec): 3 clusters Score: Raw -1530902.589139 + Penalty 4460.493455 = -1526442.095685 nChanged 2 SP:Iteration 35Q (35555.520000 sec): 3 clusters Score: Raw -1530903.203289 + Penalty 4460.493455 = -1526442.709834 nChanged 0 SP:Iteration 36F (35555.760000 sec): 3 clusters Score: Raw -1530903.203289 + Penalty 4460.493455 = -1526442.709834 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35556.150000 sec): 2 clusters Score: Raw -12154399.802112 + Penalty 2757.932945 = -12151641.869167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35556.680000 sec): 3 clusters Score: Raw -12111835.933230 + Penalty 5515.865891 = -12106320.067340 nChanged 31540 SP:Iteration 1F (35557.250000 sec): 3 clusters Score: Raw -12129503.179662 + Penalty 5515.865891 = -12123987.313771 nChanged 2617 SP:Iteration 2Q (35557.860000 sec): 3 clusters Score: Raw -12130179.160687 + Penalty 5515.865891 = -12124663.294796 nChanged 2460 SP:Iteration 3Q (35558.460000 sec): 3 clusters Score: Raw -12130827.214219 + Penalty 5515.865891 = -12125311.348329 nChanged 2345 SP:Iteration 4Q (35558.990000 sec): 3 clusters Score: Raw -12131499.610276 + Penalty 5515.865891 = -12125983.744385 nChanged 2352 SP:Iteration 5Q (35559.600000 sec): 3 clusters Score: Raw -12132231.966389 + Penalty 5515.865891 = -12126716.100498 nChanged 2517 SP:Iteration 6Q (35560.140000 sec): 3 clusters Score: Raw -12133124.914001 + Penalty 5515.865891 = -12127609.048111 nChanged 2692 SP:Iteration 7Q (35560.690000 sec): 3 clusters Score: Raw -12134200.094483 + Penalty 5515.865891 = -12128684.228593 nChanged 2895 SP:Iteration 8Q (35561.270000 sec): 3 clusters Score: Raw -12135494.879433 + Penalty 5515.865891 = -12129979.013543 nChanged 3134 SP:Iteration 9Q (35561.850000 sec): 3 clusters Score: Raw -12137204.425396 + Penalty 5515.865891 = -12131688.559506 nChanged 3431 SP:Iteration 10F (35562.390000 sec): 3 clusters Score: Raw -12139237.699889 + Penalty 5515.865891 = -12133721.833999 nChanged 3314 SP:Iteration 11Q (35562.960000 sec): 3 clusters Score: Raw -12141122.466845 + Penalty 5515.865891 = -12135606.600955 nChanged 2852 SP:Iteration 12Q (35563.550000 sec): 3 clusters Score: Raw -12142403.435196 + Penalty 5515.865891 = -12136887.569306 nChanged 2115 SP:Iteration 13Q (35564.170000 sec): 3 clusters Score: Raw -12143063.055994 + Penalty 5515.865891 = -12137547.190103 nChanged 1419 SP:Iteration 14Q (35564.770000 sec): 3 clusters Score: Raw -12143375.013503 + Penalty 5515.865891 = -12137859.147612 nChanged 907 SP:Iteration 15Q (35565.350000 sec): 3 clusters Score: Raw -12143520.578123 + Penalty 5515.865891 = -12138004.712232 nChanged 663 SP:Iteration 16Q (35565.930000 sec): 3 clusters Score: Raw -12143621.837185 + Penalty 5515.865891 = -12138105.971295 nChanged 606 SP:Iteration 17Q (35566.500000 sec): 3 clusters Score: Raw -12143718.982847 + Penalty 5515.865891 = -12138203.116956 nChanged 559 SP:Iteration 18Q (35567.050000 sec): 3 clusters Score: Raw -12143800.394553 + Penalty 5515.865891 = -12138284.528663 nChanged 483 SP:Iteration 19Q (35567.590000 sec): 3 clusters Score: Raw -12143873.085406 + Penalty 5515.865891 = -12138357.219515 nChanged 498 SP:Iteration 20F (35568.120000 sec): 3 clusters Score: Raw -12143939.252064 + Penalty 5515.865891 = -12138423.386173 nChanged 436 SP:Iteration 21Q (35568.700000 sec): 3 clusters Score: Raw -12143992.018390 + Penalty 5515.865891 = -12138476.152500 nChanged 419 SP:Iteration 22Q (35569.200000 sec): 3 clusters Score: Raw -12144038.557188 + Penalty 5515.865891 = -12138522.691298 nChanged 355 SP:Iteration 23Q (35569.810000 sec): 3 clusters Score: Raw -12144074.261192 + Penalty 5515.865891 = -12138558.395302 nChanged 318 SP:Iteration 24Q (35570.350000 sec): 3 clusters Score: Raw -12144105.771108 + Penalty 5515.865891 = -12138589.905218 nChanged 303 SP:Iteration 25Q (35570.930000 sec): 3 clusters Score: Raw -12144135.454498 + Penalty 5515.865891 = -12138619.588607 nChanged 293 SP:Iteration 26Q (35571.470000 sec): 3 clusters Score: Raw -12144163.802093 + Penalty 5515.865891 = -12138647.936203 nChanged 312 SP:Iteration 27Q (35571.980000 sec): 3 clusters Score: Raw -12144193.047765 + Penalty 5515.865891 = -12138677.181875 nChanged 268 SP:Iteration 28Q (35572.430000 sec): 3 clusters Score: Raw -12144217.986228 + Penalty 5515.865891 = -12138702.120337 nChanged 275 SP:Iteration 29Q (35572.910000 sec): 3 clusters Score: Raw -12144241.330793 + Penalty 5515.865891 = -12138725.464902 nChanged 220 SP:Iteration 30Q (35573.440000 sec): 3 clusters Score: Raw -12144260.463928 + Penalty 5515.865891 = -12138744.598037 nChanged 248 SP:Iteration 31Q (35574.100000 sec): 3 clusters Score: Raw -12144283.807367 + Penalty 5515.865891 = -12138767.941477 nChanged 248 SP:Iteration 32Q (35574.700000 sec): 3 clusters Score: Raw -12144306.838138 + Penalty 5515.865891 = -12138790.972248 nChanged 249 SP:Iteration 33Q (35575.370000 sec): 3 clusters Score: Raw -12144328.559958 + Penalty 5515.865891 = -12138812.694067 nChanged 238 SP:Iteration 34Q (35575.870000 sec): 3 clusters Score: Raw -12144348.408946 + Penalty 5515.865891 = -12138832.543056 nChanged 234 SP:Iteration 35Q (35576.380000 sec): 3 clusters Score: Raw -12144366.615905 + Penalty 5515.865891 = -12138850.750015 nChanged 220 SP:Iteration 36Q (35576.950000 sec): 3 clusters Score: Raw -12144384.402471 + Penalty 5515.865891 = -12138868.536581 nChanged 240 SP:Iteration 37Q (35577.520000 sec): 3 clusters Score: Raw -12144403.925557 + Penalty 5515.865891 = -12138888.059667 nChanged 211 SP:Iteration 38Q (35578.050000 sec): 3 clusters Score: Raw -12144420.385570 + Penalty 5515.865891 = -12138904.519680 nChanged 223 SP:Iteration 39Q (35578.630000 sec): 3 clusters Score: Raw -12144439.096748 + Penalty 5515.865891 = -12138923.230857 nChanged 234 SP:Iteration 40F (35579.180000 sec): 3 clusters Score: Raw -12144458.692332 + Penalty 5515.865891 = -12138942.826442 nChanged 220 SP:Iteration 41Q (35579.770000 sec): 3 clusters Score: Raw -12144475.996945 + Penalty 5515.865891 = -12138960.131055 nChanged 233 SP:Iteration 42Q (35580.400000 sec): 3 clusters Score: Raw -12144494.910214 + Penalty 5515.865891 = -12138979.044324 nChanged 225 SP:Iteration 43Q (35580.950000 sec): 3 clusters Score: Raw -12144513.396000 + Penalty 5515.865891 = -12138997.530110 nChanged 220 SP:Iteration 44Q (35581.540000 sec): 3 clusters Score: Raw -12144530.662325 + Penalty 5515.865891 = -12139014.796435 nChanged 212 SP:Iteration 45Q (35582.120000 sec): 3 clusters Score: Raw -12144547.584898 + Penalty 5515.865891 = -12139031.719008 nChanged 218 SP:Iteration 46Q (35582.670000 sec): 3 clusters Score: Raw -12144564.267480 + Penalty 5515.865891 = -12139048.401589 nChanged 183 SP:Iteration 47Q (35583.250000 sec): 3 clusters Score: Raw -12144576.386871 + Penalty 5515.865891 = -12139060.520981 nChanged 159 SP:Iteration 48Q (35583.810000 sec): 3 clusters Score: Raw -12144586.892343 + Penalty 5515.865891 = -12139071.026453 nChanged 181 SP:Iteration 49Q (35584.370000 sec): 3 clusters Score: Raw -12144600.471157 + Penalty 5515.865891 = -12139084.605267 nChanged 184 SP:Iteration 50Q (35584.970000 sec): 3 clusters Score: Raw -12144611.569756 + Penalty 5515.865891 = -12139095.703866 nChanged 170 SP:Iteration 51Q (35585.510000 sec): 3 clusters Score: Raw -12144621.114681 + Penalty 5515.865891 = -12139105.248790 nChanged 134 SP:Iteration 52Q (35586.050000 sec): 3 clusters Score: Raw -12144628.403176 + Penalty 5515.865891 = -12139112.537286 nChanged 131 SP:Iteration 53Q (35586.610000 sec): 3 clusters Score: Raw -12144635.517519 + Penalty 5515.865891 = -12139119.651629 nChanged 115 SP:Iteration 54Q (35587.200000 sec): 3 clusters Score: Raw -12144641.958041 + Penalty 5515.865891 = -12139126.092150 nChanged 125 SP:Iteration 55Q (35587.770000 sec): 3 clusters Score: Raw -12144649.392997 + Penalty 5515.865891 = -12139133.527107 nChanged 131 SP:Iteration 56Q (35588.320000 sec): 3 clusters Score: Raw -12144658.028791 + Penalty 5515.865891 = -12139142.162901 nChanged 138 SP:Iteration 57Q (35588.850000 sec): 3 clusters Score: Raw -12144666.662757 + Penalty 5515.865891 = -12139150.796867 nChanged 140 SP:Iteration 58Q (35589.520000 sec): 3 clusters Score: Raw -12144674.726243 + Penalty 5515.865891 = -12139158.860352 nChanged 141 SP:Iteration 59Q (35590.090000 sec): 3 clusters Score: Raw -12144682.855371 + Penalty 5515.865891 = -12139166.989481 nChanged 156 SP:Iteration 60F (35590.610000 sec): 3 clusters Score: Raw -12144693.982245 + Penalty 5515.865891 = -12139178.116354 nChanged 181 SP:Iteration 61Q (35591.150000 sec): 3 clusters Score: Raw -12144707.200169 + Penalty 5515.865891 = -12139191.334279 nChanged 189 SP:Iteration 62Q (35591.680000 sec): 3 clusters Score: Raw -12144720.904874 + Penalty 5515.865891 = -12139205.038984 nChanged 164 SP:Iteration 63Q (35592.210000 sec): 3 clusters Score: Raw -12144732.054189 + Penalty 5515.865891 = -12139216.188298 nChanged 157 SP:Iteration 64Q (35592.740000 sec): 3 clusters Score: Raw -12144742.915795 + Penalty 5515.865891 = -12139227.049904 nChanged 175 SP:Iteration 65Q (35593.300000 sec): 3 clusters Score: Raw -12144754.977209 + Penalty 5515.865891 = -12139239.111319 nChanged 173 SP:Iteration 66Q (35593.890000 sec): 3 clusters Score: Raw -12144767.643710 + Penalty 5515.865891 = -12139251.777819 nChanged 168 SP:Iteration 67Q (35594.500000 sec): 3 clusters Score: Raw -12144779.222218 + Penalty 5515.865891 = -12139263.356327 nChanged 169 SP:Iteration 68Q (35595.150000 sec): 3 clusters Score: Raw -12144789.911420 + Penalty 5515.865891 = -12139274.045529 nChanged 169 SP:Iteration 69Q (35595.670000 sec): 3 clusters Score: Raw -12144801.158537 + Penalty 5515.865891 = -12139285.292646 nChanged 175 SP:Iteration 70Q (35596.230000 sec): 3 clusters Score: Raw -12144813.558524 + Penalty 5515.865891 = -12139297.692634 nChanged 182 SP:Iteration 71Q (35596.840000 sec): 3 clusters Score: Raw -12144827.115064 + Penalty 5515.865891 = -12139311.249174 nChanged 184 SP:Iteration 72Q (35597.470000 sec): 3 clusters Score: Raw -12144840.183563 + Penalty 5515.865891 = -12139324.317673 nChanged 199 SP:Iteration 73Q (35598.110000 sec): 3 clusters Score: Raw -12144856.281133 + Penalty 5515.865891 = -12139340.415243 nChanged 215 SP:Iteration 74Q (35598.710000 sec): 3 clusters Score: Raw -12144873.726518 + Penalty 5515.865891 = -12139357.860627 nChanged 210 SP:Iteration 75Q (35599.280000 sec): 3 clusters Score: Raw -12144891.307099 + Penalty 5515.865891 = -12139375.441209 nChanged 211 SP:Iteration 76Q (35599.860000 sec): 3 clusters Score: Raw -12144908.057176 + Penalty 5515.865891 = -12139392.191285 nChanged 221 SP:Iteration 77Q (35600.470000 sec): 3 clusters Score: Raw -12144925.706049 + Penalty 5515.865891 = -12139409.840158 nChanged 205 SP:Iteration 78Q (35601.060000 sec): 3 clusters Score: Raw -12144941.250478 + Penalty 5515.865891 = -12139425.384588 nChanged 206 SP:Iteration 79Q (35601.640000 sec): 3 clusters Score: Raw -12144957.614041 + Penalty 5515.865891 = -12139441.748151 nChanged 210 SP:Iteration 80F (35602.270000 sec): 3 clusters Score: Raw -12144974.685793 + Penalty 5515.865891 = -12139458.819903 nChanged 218 SP:Iteration 81Q (35602.890000 sec): 3 clusters Score: Raw -12144991.585042 + Penalty 5515.865891 = -12139475.719151 nChanged 226 SP:Iteration 82Q (35603.500000 sec): 3 clusters Score: Raw -12145011.924965 + Penalty 5515.865891 = -12139496.059075 nChanged 242 SP:Iteration 83Q (35604.100000 sec): 3 clusters Score: Raw -12145034.815237 + Penalty 5515.865891 = -12139518.949346 nChanged 257 SP:Iteration 84Q (35604.750000 sec): 3 clusters Score: Raw -12145060.447702 + Penalty 5515.865891 = -12139544.581811 nChanged 264 SP:Iteration 85Q (35605.320000 sec): 3 clusters Score: Raw -12145085.091068 + Penalty 5515.865891 = -12139569.225177 nChanged 295 SP:Iteration 86Q (35605.980000 sec): 3 clusters Score: Raw -12145114.195729 + Penalty 5515.865891 = -12139598.329839 nChanged 312 SP:Iteration 87Q (35606.560000 sec): 3 clusters Score: Raw -12145147.281453 + Penalty 5515.865891 = -12139631.415562 nChanged 335 SP:Iteration 88Q (35607.130000 sec): 3 clusters Score: Raw -12145185.270672 + Penalty 5515.865891 = -12139669.404782 nChanged 355 SP:Iteration 89Q (35607.690000 sec): 3 clusters Score: Raw -12145225.737917 + Penalty 5515.865891 = -12139709.872026 nChanged 369 SP:Iteration 90Q (35608.290000 sec): 3 clusters Score: Raw -12145269.086822 + Penalty 5515.865891 = -12139753.220931 nChanged 376 SP:Iteration 91Q (35608.830000 sec): 3 clusters Score: Raw -12145315.570489 + Penalty 5515.865891 = -12139799.704598 nChanged 424 SP:Iteration 92Q (35609.410000 sec): 3 clusters Score: Raw -12145372.561813 + Penalty 5515.865891 = -12139856.695922 nChanged 432 SP:Iteration 93Q (35610.060000 sec): 3 clusters Score: Raw -12145431.103338 + Penalty 5515.865891 = -12139915.237448 nChanged 475 SP:Iteration 94Q (35610.680000 sec): 3 clusters Score: Raw -12145501.370296 + Penalty 5515.865891 = -12139985.504406 nChanged 538 SP:Iteration 95Q (35611.240000 sec): 3 clusters Score: Raw -12145587.777206 + Penalty 5515.865891 = -12140071.911315 nChanged 581 SP:Iteration 96Q (35611.870000 sec): 3 clusters Score: Raw -12145688.296449 + Penalty 5515.865891 = -12140172.430559 nChanged 657 SP:Iteration 97Q (35612.540000 sec): 3 clusters Score: Raw -12145807.058573 + Penalty 5515.865891 = -12140291.192683 nChanged 682 SP:Iteration 98Q (35613.070000 sec): 3 clusters Score: Raw -12145937.820829 + Penalty 5515.865891 = -12140421.954938 nChanged 720 SP:Iteration 99Q (35613.600000 sec): 3 clusters Score: Raw -12146086.271696 + Penalty 5515.865891 = -12140570.405806 nChanged 750 SP:Iteration 100F (35614.180000 sec): 3 clusters Score: Raw -12146250.424618 + Penalty 5515.865891 = -12140734.558727 nChanged 793 SP:Iteration 101Q (35614.750000 sec): 3 clusters Score: Raw -12146436.600414 + Penalty 5515.865891 = -12140920.734523 nChanged 820 SP:Iteration 102Q (35615.300000 sec): 3 clusters Score: Raw -12146632.376055 + Penalty 5515.865891 = -12141116.510165 nChanged 863 SP:Iteration 103Q (35615.800000 sec): 3 clusters Score: Raw -12146849.117807 + Penalty 5515.865891 = -12141333.251917 nChanged 938 SP:Iteration 104Q (35616.360000 sec): 3 clusters Score: Raw -12147097.284826 + Penalty 5515.865891 = -12141581.418936 nChanged 979 SP:Iteration 105Q (35616.940000 sec): 3 clusters Score: Raw -12147367.246572 + Penalty 5515.865891 = -12141851.380682 nChanged 984 SP:Iteration 106Q (35617.560000 sec): 3 clusters Score: Raw -12147651.994537 + Penalty 5515.865891 = -12142136.128647 nChanged 1012 SP:Iteration 107Q (35618.150000 sec): 3 clusters Score: Raw -12147961.089626 + Penalty 5515.865891 = -12142445.223735 nChanged 1020 SP:Iteration 108Q (35618.770000 sec): 3 clusters Score: Raw -12148297.648687 + Penalty 5515.865891 = -12142781.782797 nChanged 1062 SP:Iteration 109Q (35619.280000 sec): 3 clusters Score: Raw -12148659.669847 + Penalty 5515.865891 = -12143143.803956 nChanged 1067 SP:Iteration 110Q (35619.920000 sec): 3 clusters Score: Raw -12149059.243829 + Penalty 5515.865891 = -12143543.377939 nChanged 1131 SP:Iteration 111Q (35620.440000 sec): 3 clusters Score: Raw -12149520.980753 + Penalty 5515.865891 = -12144005.114862 nChanged 1110 SP:Iteration 112Q (35621.020000 sec): 3 clusters Score: Raw -12149990.642710 + Penalty 5515.865891 = -12144474.776819 nChanged 1090 SP:Iteration 113Q (35621.580000 sec): 3 clusters Score: Raw -12150477.042429 + Penalty 5515.865891 = -12144961.176538 nChanged 1038 SP:Iteration 114Q (35622.160000 sec): 3 clusters Score: Raw -12150960.557309 + Penalty 5515.865891 = -12145444.691419 nChanged 975 SP:Iteration 115Q (35622.690000 sec): 3 clusters Score: Raw -12151438.682387 + Penalty 5515.865891 = -12145922.816496 nChanged 889 SP:Iteration 116Q (35623.260000 sec): 3 clusters Score: Raw -12151881.379195 + Penalty 5515.865891 = -12146365.513305 nChanged 855 SP:Iteration 117Q (35623.740000 sec): 3 clusters Score: Raw -12152311.877991 + Penalty 5515.865891 = -12146796.012101 nChanged 753 SP:Iteration 118Q (35624.310000 sec): 3 clusters Score: Raw -12152687.985404 + Penalty 5515.865891 = -12147172.119514 nChanged 675 SP:Iteration 119Q (35624.830000 sec): 3 clusters Score: Raw -12153013.770641 + Penalty 5515.865891 = -12147497.904751 nChanged 541 SP:Iteration 120F (35625.440000 sec): 3 clusters Score: Raw -12153309.135665 + Penalty 5515.865891 = -12147793.269775 nChanged 498 SP:Iteration 121Q (35625.960000 sec): 3 clusters Score: Raw -12153580.160793 + Penalty 5515.865891 = -12148064.294903 nChanged 423 SP:Iteration 122Q (35626.500000 sec): 3 clusters Score: Raw -12153813.046859 + Penalty 5515.865891 = -12148297.180968 nChanged 366 SP:Iteration 123Q (35627.010000 sec): 3 clusters Score: Raw -12154016.045048 + Penalty 5515.865891 = -12148500.179157 nChanged 314 SP:Iteration 124Q (35627.430000 sec): 3 clusters Score: Raw -12154176.844808 + Penalty 5515.865891 = -12148660.978918 nChanged 220 SP:Iteration 125Q (35627.900000 sec): 3 clusters Score: Raw -12154298.582560 + Penalty 5515.865891 = -12148782.716670 nChanged 185 SP:Iteration 126Q (35628.320000 sec): 3 clusters Score: Raw -12154405.226180 + Penalty 5515.865891 = -12148889.360289 nChanged 161 SP:Iteration 127Q (35628.790000 sec): 3 clusters Score: Raw -12154491.563280 + Penalty 5515.865891 = -12148975.697390 nChanged 121 SP:Iteration 128Q (35629.220000 sec): 3 clusters Score: Raw -12154556.335303 + Penalty 5515.865891 = -12149040.469412 nChanged 91 SP:Iteration 129Q (35629.680000 sec): 3 clusters Score: Raw -12154605.110062 + Penalty 5515.865891 = -12149089.244172 nChanged 63 SP:Iteration 130Q (35630.190000 sec): 3 clusters Score: Raw -12154633.964596 + Penalty 5515.865891 = -12149118.098705 nChanged 56 SP:Iteration 131Q (35630.650000 sec): 3 clusters Score: Raw -12154660.516458 + Penalty 5515.865891 = -12149144.650567 nChanged 37 SP:Iteration 132Q (35631.170000 sec): 3 clusters Score: Raw -12154676.683526 + Penalty 5515.865891 = -12149160.817636 nChanged 34 SP:Iteration 133Q (35631.690000 sec): 3 clusters Score: Raw -12154691.533984 + Penalty 5515.865891 = -12149175.668093 nChanged 37 SP:Iteration 134Q (35632.190000 sec): 3 clusters Score: Raw -12154708.802075 + Penalty 5515.865891 = -12149192.936185 nChanged 32 SP:Iteration 135Q (35632.830000 sec): 3 clusters Score: Raw -12154726.773551 + Penalty 5515.865891 = -12149210.907660 nChanged 24 SP:Iteration 136Q (35633.280000 sec): 3 clusters Score: Raw -12154738.733615 + Penalty 5515.865891 = -12149222.867724 nChanged 25 SP:Iteration 137Q (35633.810000 sec): 3 clusters Score: Raw -12154750.512826 + Penalty 5515.865891 = -12149234.646936 nChanged 17 SP:Iteration 138Q (35634.280000 sec): 3 clusters Score: Raw -12154759.757158 + Penalty 5515.865891 = -12149243.891268 nChanged 12 SP:Iteration 139Q (35634.840000 sec): 3 clusters Score: Raw -12154763.810784 + Penalty 5515.865891 = -12149247.944894 nChanged 4 SP:Iteration 140F (35635.340000 sec): 3 clusters Score: Raw -12154766.024799 + Penalty 5515.865891 = -12149250.158909 nChanged 5 SP:Iteration 141Q (35635.810000 sec): 3 clusters Score: Raw -12154767.939918 + Penalty 5515.865891 = -12149252.074027 nChanged 8 SP:Iteration 142Q (35636.260000 sec): 3 clusters Score: Raw -12154771.213290 + Penalty 5515.865891 = -12149255.347399 nChanged 3 SP:Iteration 143Q (35636.760000 sec): 3 clusters Score: Raw -12154773.632239 + Penalty 5515.865891 = -12149257.766348 nChanged 8 SP:Iteration 144Q (35637.230000 sec): 3 clusters Score: Raw -12154778.026587 + Penalty 5515.865891 = -12149262.160697 nChanged 11 SP:Iteration 145Q (35637.660000 sec): 3 clusters Score: Raw -12154782.257376 + Penalty 5515.865891 = -12149266.391485 nChanged 6 SP:Iteration 146Q (35638.140000 sec): 3 clusters Score: Raw -12154785.097158 + Penalty 5515.865891 = -12149269.231267 nChanged 6 SP:Iteration 147Q (35638.680000 sec): 3 clusters Score: Raw -12154788.097173 + Penalty 5515.865891 = -12149272.231283 nChanged 6 SP:Iteration 148Q (35639.170000 sec): 3 clusters Score: Raw -12154790.379255 + Penalty 5515.865891 = -12149274.513364 nChanged 9 SP:Iteration 149Q (35639.670000 sec): 3 clusters Score: Raw -12154795.593388 + Penalty 5515.865891 = -12149279.727497 nChanged 8 SP:Iteration 150Q (35640.150000 sec): 3 clusters Score: Raw -12154799.083619 + Penalty 5515.865891 = -12149283.217729 nChanged 10 SP:Iteration 151Q (35640.690000 sec): 3 clusters Score: Raw -12154804.219049 + Penalty 5515.865891 = -12149288.353158 nChanged 4 SP:Iteration 152Q (35641.220000 sec): 3 clusters Score: Raw -12154806.852930 + Penalty 5515.865891 = -12149290.987040 nChanged 5 SP:Iteration 153Q (35641.620000 sec): 3 clusters Score: Raw -12154809.214992 + Penalty 5515.865891 = -12149293.349102 nChanged 9 SP:Iteration 154Q (35642.100000 sec): 3 clusters Score: Raw -12154813.833312 + Penalty 5515.865891 = -12149297.967421 nChanged 10 SP:Iteration 155Q (35642.700000 sec): 3 clusters Score: Raw -12154818.625372 + Penalty 5515.865891 = -12149302.759482 nChanged 5 SP:Iteration 156Q (35643.290000 sec): 3 clusters Score: Raw -12154821.150573 + Penalty 5515.865891 = -12149305.284683 nChanged 8 SP:Iteration 157Q (35643.780000 sec): 3 clusters Score: Raw -12154825.924871 + Penalty 5515.865891 = -12149310.058980 nChanged 3 SP:Iteration 158Q (35644.300000 sec): 3 clusters Score: Raw -12154826.985469 + Penalty 5515.865891 = -12149311.119579 nChanged 3 SP:Iteration 159Q (35644.820000 sec): 3 clusters Score: Raw -12154828.348976 + Penalty 5515.865891 = -12149312.483085 nChanged 6 SP:Iteration 160F (35645.350000 sec): 3 clusters Score: Raw -12154830.809132 + Penalty 5515.865891 = -12149314.943241 nChanged 5 SP:Iteration 161Q (35645.830000 sec): 3 clusters Score: Raw -12154833.039601 + Penalty 5515.865891 = -12149317.173711 nChanged 7 SP:Iteration 162Q (35646.290000 sec): 3 clusters Score: Raw -12154836.857414 + Penalty 5515.865891 = -12149320.991523 nChanged 11 SP:Iteration 163Q (35646.760000 sec): 3 clusters Score: Raw -12154842.147284 + Penalty 5515.865891 = -12149326.281394 nChanged 3 SP:Iteration 164Q (35647.330000 sec): 3 clusters Score: Raw -12154843.483708 + Penalty 5515.865891 = -12149327.617817 nChanged 6 SP:Iteration 165Q (35647.820000 sec): 3 clusters Score: Raw -12154846.199377 + Penalty 5515.865891 = -12149330.333486 nChanged 6 SP:Iteration 166Q (35648.290000 sec): 3 clusters Score: Raw -12154848.220758 + Penalty 5515.865891 = -12149332.354868 nChanged 5 SP:Iteration 167Q (35648.800000 sec): 3 clusters Score: Raw -12154850.162334 + Penalty 5515.865891 = -12149334.296443 nChanged 3 SP:Iteration 168Q (35649.330000 sec): 3 clusters Score: Raw -12154851.752013 + Penalty 5515.865891 = -12149335.886122 nChanged 1 SP:Iteration 169Q (35649.870000 sec): 3 clusters Score: Raw -12154852.147980 + Penalty 5515.865891 = -12149336.282089 nChanged 2 SP:Iteration 170Q (35650.370000 sec): 3 clusters Score: Raw -12154853.140839 + Penalty 5515.865891 = -12149337.274949 nChanged 2 SP:Iteration 171Q (35650.900000 sec): 3 clusters Score: Raw -12154853.958417 + Penalty 5515.865891 = -12149338.092526 nChanged 2 SP:Iteration 172Q (35651.360000 sec): 3 clusters Score: Raw -12154855.136102 + Penalty 5515.865891 = -12149339.270211 nChanged 1 SP:Iteration 173Q (35651.870000 sec): 3 clusters Score: Raw -12154855.324650 + Penalty 5515.865891 = -12149339.458760 nChanged 0 SP:Iteration 174F (35652.450000 sec): 3 clusters Score: Raw -12154855.324650 + Penalty 5515.865891 = -12149339.458760 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35652.610000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35652.750000 sec): 3 clusters Score: Raw -121479.228998 + Penalty 3242.917353 = -118236.311646 nChanged 136 SP:Iteration 1F (35652.960000 sec): 3 clusters Score: Raw -121685.485765 + Penalty 3242.917353 = -118442.568412 nChanged 33 SP:Iteration 2Q (35653.130000 sec): 3 clusters Score: Raw -121739.700755 + Penalty 3242.917353 = -118496.783402 nChanged 18 SP:Iteration 3Q (35653.340000 sec): 3 clusters Score: Raw -121777.107081 + Penalty 3242.917353 = -118534.189728 nChanged 12 SP:Iteration 4Q (35653.530000 sec): 3 clusters Score: Raw -121808.136320 + Penalty 3242.917353 = -118565.218967 nChanged 6 SP:Iteration 5Q (35653.710000 sec): 3 clusters Score: Raw -121818.276401 + Penalty 3242.917353 = -118575.359048 nChanged 7 SP:Iteration 6Q (35653.890000 sec): 3 clusters Score: Raw -121828.271445 + Penalty 3242.917353 = -118585.354092 nChanged 2 SP:Iteration 7Q (35654.060000 sec): 3 clusters Score: Raw -121830.321254 + Penalty 3242.917353 = -118587.403902 nChanged 1 SP:Iteration 8Q (35654.270000 sec): 3 clusters Score: Raw -121830.946235 + Penalty 3242.917353 = -118588.028882 nChanged 0 SP:Iteration 9F (35654.420000 sec): 3 clusters Score: Raw -121830.946235 + Penalty 3242.917353 = -118588.028882 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35654.550000 sec): 2 clusters Score: Raw -414181.265789 + Penalty 1939.966293 = -412241.299496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35654.760000 sec): 3 clusters Score: Raw -413243.113698 + Penalty 3879.932586 = -409363.181112 nChanged 845 SP:Iteration 1F (35654.940000 sec): 3 clusters Score: Raw -413899.798075 + Penalty 3879.932586 = -410019.865489 nChanged 210 SP:Iteration 2F (35655.080000 sec): 3 clusters Score: Raw -414091.331272 + Penalty 3879.932586 = -410211.398686 nChanged 131 SP:Iteration 3F (35655.280000 sec): 3 clusters Score: Raw -414223.870487 + Penalty 3879.932586 = -410343.937901 nChanged 96 SP:Iteration 4Q (35655.410000 sec): 3 clusters Score: Raw -414335.354839 + Penalty 3879.932586 = -410455.422253 nChanged 92 SP:Iteration 5Q (35655.550000 sec): 3 clusters Score: Raw -414423.934272 + Penalty 3879.932586 = -410544.001687 nChanged 72 SP:Iteration 6Q (35655.740000 sec): 3 clusters Score: Raw -414508.925391 + Penalty 3879.932586 = -410628.992805 nChanged 87 SP:Iteration 7Q (35655.940000 sec): 3 clusters Score: Raw -414608.910089 + Penalty 3879.932586 = -410728.977503 nChanged 76 SP:Iteration 8Q (35656.110000 sec): 3 clusters Score: Raw -414700.954337 + Penalty 3879.932586 = -410821.021751 nChanged 83 SP:Iteration 9Q (35656.270000 sec): 3 clusters Score: Raw -414782.464388 + Penalty 3879.932586 = -410902.531802 nChanged 59 SP:Iteration 10Q (35656.460000 sec): 3 clusters Score: Raw -414833.714907 + Penalty 3879.932586 = -410953.782321 nChanged 54 SP:Iteration 11Q (35656.640000 sec): 3 clusters Score: Raw -414893.800089 + Penalty 3879.932586 = -411013.867503 nChanged 53 SP:Iteration 12Q (35656.860000 sec): 3 clusters Score: Raw -414950.062007 + Penalty 3879.932586 = -411070.129421 nChanged 54 SP:Iteration 13Q (35657.030000 sec): 3 clusters Score: Raw -414998.628931 + Penalty 3879.932586 = -411118.696345 nChanged 49 SP:Iteration 14Q (35657.240000 sec): 3 clusters Score: Raw -415045.154541 + Penalty 3879.932586 = -411165.221955 nChanged 44 SP:Iteration 15Q (35657.400000 sec): 3 clusters Score: Raw -415088.061508 + Penalty 3879.932586 = -411208.128922 nChanged 36 SP:Iteration 16Q (35657.610000 sec): 3 clusters Score: Raw -415121.893149 + Penalty 3879.932586 = -411241.960563 nChanged 28 SP:Iteration 17Q (35657.770000 sec): 3 clusters Score: Raw -415150.767047 + Penalty 3879.932586 = -411270.834461 nChanged 32 SP:Iteration 18Q (35658.000000 sec): 3 clusters Score: Raw -415174.503120 + Penalty 3879.932586 = -411294.570534 nChanged 21 SP:Iteration 19Q (35658.180000 sec): 3 clusters Score: Raw -415191.288877 + Penalty 3879.932586 = -411311.356292 nChanged 19 SP:Iteration 20F (35658.360000 sec): 3 clusters Score: Raw -415202.945685 + Penalty 3879.932586 = -411323.013099 nChanged 13 SP:Iteration 21Q (35658.540000 sec): 3 clusters Score: Raw -415214.479371 + Penalty 3879.932586 = -411334.546786 nChanged 13 SP:Iteration 22Q (35658.760000 sec): 3 clusters Score: Raw -415228.208486 + Penalty 3879.932586 = -411348.275900 nChanged 12 SP:Iteration 23Q (35658.940000 sec): 3 clusters Score: Raw -415242.198520 + Penalty 3879.932586 = -411362.265935 nChanged 14 SP:Iteration 24Q (35659.180000 sec): 3 clusters Score: Raw -415251.072242 + Penalty 3879.932586 = -411371.139657 nChanged 9 SP:Iteration 25Q (35659.370000 sec): 3 clusters Score: Raw -415258.936382 + Penalty 3879.932586 = -411379.003796 nChanged 12 SP:Iteration 26Q (35659.570000 sec): 3 clusters Score: Raw -415268.804997 + Penalty 3879.932586 = -411388.872411 nChanged 10 SP:Iteration 27Q (35659.760000 sec): 3 clusters Score: Raw -415274.183168 + Penalty 3879.932586 = -411394.250582 nChanged 7 SP:Iteration 28Q (35659.950000 sec): 3 clusters Score: Raw -415281.257698 + Penalty 3879.932586 = -411401.325112 nChanged 11 SP:Iteration 29Q (35660.130000 sec): 3 clusters Score: Raw -415289.284133 + Penalty 3879.932586 = -411409.351547 nChanged 7 SP:Iteration 30Q (35660.350000 sec): 3 clusters Score: Raw -415303.046666 + Penalty 3879.932586 = -411423.114080 nChanged 12 SP:Iteration 31Q (35660.560000 sec): 3 clusters Score: Raw -415324.724003 + Penalty 3879.932586 = -411444.791417 nChanged 14 SP:Iteration 32Q (35660.750000 sec): 3 clusters Score: Raw -415339.466063 + Penalty 3879.932586 = -411459.533477 nChanged 9 SP:Iteration 33Q (35660.920000 sec): 3 clusters Score: Raw -415350.307400 + Penalty 3879.932586 = -411470.374815 nChanged 13 SP:Iteration 34Q (35661.160000 sec): 3 clusters Score: Raw -415365.089423 + Penalty 3879.932586 = -411485.156837 nChanged 17 SP:Iteration 35Q (35661.350000 sec): 3 clusters Score: Raw -415380.101257 + Penalty 3879.932586 = -411500.168671 nChanged 12 SP:Iteration 36Q (35661.510000 sec): 3 clusters Score: Raw -415388.320728 + Penalty 3879.932586 = -411508.388142 nChanged 7 SP:Iteration 37Q (35661.690000 sec): 3 clusters Score: Raw -415392.769189 + Penalty 3879.932586 = -411512.836603 nChanged 6 SP:Iteration 38Q (35661.940000 sec): 3 clusters Score: Raw -415396.827907 + Penalty 3879.932586 = -411516.895321 nChanged 8 SP:Iteration 39Q (35662.130000 sec): 3 clusters Score: Raw -415402.886850 + Penalty 3879.932586 = -411522.954264 nChanged 5 SP:Iteration 40F (35662.340000 sec): 3 clusters Score: Raw -415405.793460 + Penalty 3879.932586 = -411525.860874 nChanged 4 SP:Iteration 41Q (35662.580000 sec): 3 clusters Score: Raw -415408.391586 + Penalty 3879.932586 = -411528.459000 nChanged 7 SP:Iteration 42Q (35662.780000 sec): 3 clusters Score: Raw -415413.171710 + Penalty 3879.932586 = -411533.239124 nChanged 4 SP:Iteration 43Q (35662.960000 sec): 3 clusters Score: Raw -415415.722826 + Penalty 3879.932586 = -411535.790240 nChanged 1 SP:Iteration 44Q (35663.180000 sec): 3 clusters Score: Raw -415416.110099 + Penalty 3879.932586 = -411536.177513 nChanged 2 SP:Iteration 45Q (35663.330000 sec): 3 clusters Score: Raw -415417.444794 + Penalty 3879.932586 = -411537.512208 nChanged 4 SP:Iteration 46Q (35663.540000 sec): 3 clusters Score: Raw -415420.243104 + Penalty 3879.932586 = -411540.310518 nChanged 6 SP:Iteration 47Q (35663.740000 sec): 3 clusters Score: Raw -415424.134524 + Penalty 3879.932586 = -411544.201938 nChanged 6 SP:Iteration 48Q (35663.900000 sec): 3 clusters Score: Raw -415428.466030 + Penalty 3879.932586 = -411548.533445 nChanged 3 SP:Iteration 49Q (35664.040000 sec): 3 clusters Score: Raw -415431.451309 + Penalty 3879.932586 = -411551.518723 nChanged 5 SP:Iteration 50Q (35664.220000 sec): 3 clusters Score: Raw -415434.291460 + Penalty 3879.932586 = -411554.358874 nChanged 2 SP:Iteration 51Q (35664.390000 sec): 3 clusters Score: Raw -415439.612363 + Penalty 3879.932586 = -411559.679777 nChanged 4 SP:Iteration 52Q (35664.570000 sec): 3 clusters Score: Raw -415443.449416 + Penalty 3879.932586 = -411563.516831 nChanged 5 SP:Iteration 53Q (35664.780000 sec): 3 clusters Score: Raw -415447.858996 + Penalty 3879.932586 = -411567.926410 nChanged 6 SP:Iteration 54Q (35664.960000 sec): 3 clusters Score: Raw -415454.505928 + Penalty 3879.932586 = -411574.573342 nChanged 5 SP:Iteration 55Q (35665.180000 sec): 3 clusters Score: Raw -415458.758314 + Penalty 3879.932586 = -411578.825728 nChanged 3 SP:Iteration 56Q (35665.330000 sec): 3 clusters Score: Raw -415462.429929 + Penalty 3879.932586 = -411582.497344 nChanged 7 SP:Iteration 57Q (35665.520000 sec): 3 clusters Score: Raw -415466.844049 + Penalty 3879.932586 = -411586.911463 nChanged 1 SP:Iteration 58Q (35665.750000 sec): 3 clusters Score: Raw -415467.550204 + Penalty 3879.932586 = -411587.617618 nChanged 3 SP:Iteration 59Q (35665.940000 sec): 3 clusters Score: Raw -415469.442451 + Penalty 3879.932586 = -411589.509865 nChanged 2 SP:Iteration 60F (35666.150000 sec): 3 clusters Score: Raw -415470.431223 + Penalty 3879.932586 = -411590.498637 nChanged 1 SP:Iteration 61Q (35666.360000 sec): 3 clusters Score: Raw -415472.017157 + Penalty 3879.932586 = -411592.084571 nChanged 1 SP:Iteration 62Q (35666.540000 sec): 3 clusters Score: Raw -415473.209645 + Penalty 3879.932586 = -411593.277059 nChanged 3 SP:Iteration 63Q (35666.670000 sec): 3 clusters Score: Raw -415474.659844 + Penalty 3879.932586 = -411594.727259 nChanged 2 SP:Iteration 64Q (35666.820000 sec): 3 clusters Score: Raw -415475.454137 + Penalty 3879.932586 = -411595.521551 nChanged 0 SP:Iteration 65F (35666.970000 sec): 3 clusters Score: Raw -415475.454137 + Penalty 3879.932586 = -411595.521551 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35667.110000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35667.280000 sec): 3 clusters Score: Raw -211341.800215 + Penalty 3489.056413 = -207852.743802 nChanged 307 SP:Iteration 1F (35667.430000 sec): 3 clusters Score: Raw -211645.286373 + Penalty 3489.056413 = -208156.229960 nChanged 69 SP:Iteration 2F (35667.580000 sec): 3 clusters Score: Raw -211733.665841 + Penalty 3489.056413 = -208244.609428 nChanged 38 SP:Iteration 3Q (35667.820000 sec): 3 clusters Score: Raw -211787.619263 + Penalty 3489.056413 = -208298.562849 nChanged 33 SP:Iteration 4Q (35667.960000 sec): 3 clusters Score: Raw -211833.805913 + Penalty 3489.056413 = -208344.749499 nChanged 26 SP:Iteration 5Q (35668.160000 sec): 3 clusters Score: Raw -211867.859163 + Penalty 3489.056413 = -208378.802750 nChanged 24 SP:Iteration 6Q (35668.360000 sec): 3 clusters Score: Raw -211897.862501 + Penalty 3489.056413 = -208408.806088 nChanged 18 SP:Iteration 7Q (35668.530000 sec): 3 clusters Score: Raw -211923.194416 + Penalty 3489.056413 = -208434.138003 nChanged 12 SP:Iteration 8Q (35668.700000 sec): 3 clusters Score: Raw -211932.490379 + Penalty 3489.056413 = -208443.433965 nChanged 3 SP:Iteration 9Q (35668.840000 sec): 3 clusters Score: Raw -211934.704695 + Penalty 3489.056413 = -208445.648282 nChanged 0 SP:Iteration 10F (35669.040000 sec): 3 clusters Score: Raw -211934.704695 + Penalty 3489.056413 = -208445.648282 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35669.170000 sec): 2 clusters Score: Raw -1057273.158877 + Penalty 2158.263750 = -1055114.895127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35669.400000 sec): 3 clusters Score: Raw -1054334.272293 + Penalty 4316.527500 = -1050017.744792 nChanged 2335 SP:Iteration 1F (35669.620000 sec): 3 clusters Score: Raw -1055694.605915 + Penalty 4316.527500 = -1051378.078415 nChanged 466 SP:Iteration 2F (35669.830000 sec): 3 clusters Score: Raw -1056047.562957 + Penalty 4316.527500 = -1051731.035457 nChanged 355 SP:Iteration 3F (35670.030000 sec): 3 clusters Score: Raw -1056328.975197 + Penalty 4316.527500 = -1052012.447697 nChanged 331 SP:Iteration 4F (35670.220000 sec): 3 clusters Score: Raw -1056587.837839 + Penalty 4316.527500 = -1052271.310339 nChanged 327 SP:Iteration 5F (35670.450000 sec): 3 clusters Score: Raw -1056862.035598 + Penalty 4316.527500 = -1052545.508098 nChanged 317 SP:Iteration 6F (35670.720000 sec): 3 clusters Score: Raw -1057114.910049 + Penalty 4316.527500 = -1052798.382549 nChanged 303 SP:Iteration 7F (35670.920000 sec): 3 clusters Score: Raw -1057344.880565 + Penalty 4316.527500 = -1053028.353065 nChanged 277 SP:Iteration 8Q (35671.140000 sec): 3 clusters Score: Raw -1057537.879303 + Penalty 4316.527500 = -1053221.351803 nChanged 239 SP:Iteration 9Q (35671.350000 sec): 3 clusters Score: Raw -1057700.744105 + Penalty 4316.527500 = -1053384.216605 nChanged 195 SP:Iteration 10Q (35671.600000 sec): 3 clusters Score: Raw -1057813.116691 + Penalty 4316.527500 = -1053496.589191 nChanged 137 SP:Iteration 11Q (35671.820000 sec): 3 clusters Score: Raw -1057877.284306 + Penalty 4316.527500 = -1053560.756805 nChanged 111 SP:Iteration 12Q (35672.010000 sec): 3 clusters Score: Raw -1057932.089299 + Penalty 4316.527500 = -1053615.561799 nChanged 96 SP:Iteration 13Q (35672.220000 sec): 3 clusters Score: Raw -1057978.156785 + Penalty 4316.527500 = -1053661.629285 nChanged 74 SP:Iteration 14Q (35672.440000 sec): 3 clusters Score: Raw -1058006.246434 + Penalty 4316.527500 = -1053689.718934 nChanged 53 SP:Iteration 15Q (35672.720000 sec): 3 clusters Score: Raw -1058023.777289 + Penalty 4316.527500 = -1053707.249789 nChanged 36 SP:Iteration 16Q (35672.930000 sec): 3 clusters Score: Raw -1058034.722437 + Penalty 4316.527500 = -1053718.194937 nChanged 31 SP:Iteration 17Q (35673.140000 sec): 3 clusters Score: Raw -1058042.874918 + Penalty 4316.527500 = -1053726.347418 nChanged 26 SP:Iteration 18Q (35673.350000 sec): 3 clusters Score: Raw -1058051.165604 + Penalty 4316.527500 = -1053734.638103 nChanged 28 SP:Iteration 19Q (35673.560000 sec): 3 clusters Score: Raw -1058060.526925 + Penalty 4316.527500 = -1053743.999424 nChanged 19 SP:Iteration 20F (35673.800000 sec): 3 clusters Score: Raw -1058066.484969 + Penalty 4316.527500 = -1053749.957469 nChanged 10 SP:Iteration 21Q (35674.020000 sec): 3 clusters Score: Raw -1058069.920209 + Penalty 4316.527500 = -1053753.392709 nChanged 19 SP:Iteration 22Q (35674.240000 sec): 3 clusters Score: Raw -1058077.468963 + Penalty 4316.527500 = -1053760.941463 nChanged 18 SP:Iteration 23Q (35674.430000 sec): 3 clusters Score: Raw -1058083.027489 + Penalty 4316.527500 = -1053766.499989 nChanged 20 SP:Iteration 24Q (35674.630000 sec): 3 clusters Score: Raw -1058089.005668 + Penalty 4316.527500 = -1053772.478168 nChanged 18 SP:Iteration 25Q (35674.820000 sec): 3 clusters Score: Raw -1058093.257140 + Penalty 4316.527500 = -1053776.729640 nChanged 13 SP:Iteration 26Q (35675.040000 sec): 3 clusters Score: Raw -1058096.829540 + Penalty 4316.527500 = -1053780.302040 nChanged 13 SP:Iteration 27Q (35675.260000 sec): 3 clusters Score: Raw -1058100.355593 + Penalty 4316.527500 = -1053783.828093 nChanged 17 SP:Iteration 28Q (35675.500000 sec): 3 clusters Score: Raw -1058104.537965 + Penalty 4316.527500 = -1053788.010465 nChanged 7 SP:Iteration 29Q (35675.730000 sec): 3 clusters Score: Raw -1058106.031907 + Penalty 4316.527500 = -1053789.504407 nChanged 9 SP:Iteration 30Q (35675.930000 sec): 3 clusters Score: Raw -1058107.919873 + Penalty 4316.527500 = -1053791.392373 nChanged 8 SP:Iteration 31Q (35676.150000 sec): 3 clusters Score: Raw -1058109.822117 + Penalty 4316.527500 = -1053793.294617 nChanged 8 SP:Iteration 32Q (35676.340000 sec): 3 clusters Score: Raw -1058111.330737 + Penalty 4316.527500 = -1053794.803237 nChanged 3 SP:Iteration 33Q (35676.550000 sec): 3 clusters Score: Raw -1058112.007146 + Penalty 4316.527500 = -1053795.479646 nChanged 1 SP:Iteration 34Q (35676.760000 sec): 3 clusters Score: Raw -1058112.224464 + Penalty 4316.527500 = -1053795.696964 nChanged 1 SP:Iteration 35Q (35677.010000 sec): 3 clusters Score: Raw -1058112.352091 + Penalty 4316.527500 = -1053795.824591 nChanged 0 SP:Iteration 36F (35677.260000 sec): 3 clusters Score: Raw -1058112.352091 + Penalty 4316.527500 = -1053795.824591 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35677.350000 sec): 2 clusters Score: Raw -34533.287787 + Penalty 1400.945611 = -33132.342176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35677.560000 sec): 3 clusters Score: Raw -34725.825034 + Penalty 2801.891222 = -31923.933812 nChanged 45 SP:Iteration 1F (35677.720000 sec): 3 clusters Score: Raw -34859.494216 + Penalty 2801.891222 = -32057.602994 nChanged 10 SP:Iteration 2Q (35677.870000 sec): 3 clusters Score: Raw -34895.243188 + Penalty 2801.891222 = -32093.351966 nChanged 4 SP:Iteration 3Q (35678.050000 sec): 3 clusters Score: Raw -34908.572398 + Penalty 2801.891222 = -32106.681176 nChanged 2 SP:Iteration 4Q (35678.200000 sec): 3 clusters Score: Raw -34917.914039 + Penalty 2801.891222 = -32116.022817 nChanged 3 SP:Iteration 5Q (35678.400000 sec): 3 clusters Score: Raw -34928.079404 + Penalty 2801.891222 = -32126.188181 nChanged 1 SP:Iteration 6Q (35678.590000 sec): 3 clusters Score: Raw -34937.027231 + Penalty 2801.891222 = -32135.136009 nChanged 0 SP:Iteration 7F (35678.750000 sec): 3 clusters Score: Raw -34937.027231 + Penalty 2801.891222 = -32135.136009 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35679.030000 sec): 2 clusters Score: Raw -5458668.226630 + Penalty 2542.957948 = -5456125.268682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35679.370000 sec): 3 clusters Score: Raw -5441575.344793 + Penalty 5085.915896 = -5436489.428897 nChanged 12835 SP:Iteration 1F (35679.670000 sec): 3 clusters Score: Raw -5448554.278530 + Penalty 5085.915896 = -5443468.362634 nChanged 1382 SP:Iteration 2Q (35680.030000 sec): 3 clusters Score: Raw -5449032.374271 + Penalty 5085.915896 = -5443946.458375 nChanged 1244 SP:Iteration 3Q (35680.400000 sec): 3 clusters Score: Raw -5449489.818689 + Penalty 5085.915896 = -5444403.902793 nChanged 1184 SP:Iteration 4Q (35680.770000 sec): 3 clusters Score: Raw -5449940.243261 + Penalty 5085.915896 = -5444854.327364 nChanged 1160 SP:Iteration 5Q (35681.130000 sec): 3 clusters Score: Raw -5450431.558743 + Penalty 5085.915896 = -5445345.642847 nChanged 1232 SP:Iteration 6Q (35681.410000 sec): 3 clusters Score: Raw -5451066.477664 + Penalty 5085.915896 = -5445980.561767 nChanged 1310 SP:Iteration 7Q (35681.760000 sec): 3 clusters Score: Raw -5451842.721938 + Penalty 5085.915896 = -5446756.806041 nChanged 1424 SP:Iteration 8F (35682.100000 sec): 3 clusters Score: Raw -5452751.128860 + Penalty 5085.915896 = -5447665.212964 nChanged 1498 SP:Iteration 9F (35682.440000 sec): 3 clusters Score: Raw -5453784.521005 + Penalty 5085.915896 = -5448698.605109 nChanged 1446 SP:Iteration 10F (35682.780000 sec): 3 clusters Score: Raw -5454841.625820 + Penalty 5085.915896 = -5449755.709924 nChanged 1314 SP:Iteration 11Q (35683.130000 sec): 3 clusters Score: Raw -5455868.862078 + Penalty 5085.915896 = -5450782.946181 nChanged 1068 SP:Iteration 12Q (35683.450000 sec): 3 clusters Score: Raw -5456719.466824 + Penalty 5085.915896 = -5451633.550928 nChanged 834 SP:Iteration 13Q (35683.770000 sec): 3 clusters Score: Raw -5457329.730113 + Penalty 5085.915896 = -5452243.814216 nChanged 636 SP:Iteration 14Q (35684.130000 sec): 3 clusters Score: Raw -5457785.221535 + Penalty 5085.915896 = -5452699.305638 nChanged 456 SP:Iteration 15Q (35684.450000 sec): 3 clusters Score: Raw -5458107.246042 + Penalty 5085.915896 = -5453021.330146 nChanged 355 SP:Iteration 16Q (35684.760000 sec): 3 clusters Score: Raw -5458360.677032 + Penalty 5085.915896 = -5453274.761136 nChanged 253 SP:Iteration 17Q (35685.120000 sec): 3 clusters Score: Raw -5458553.153564 + Penalty 5085.915896 = -5453467.237668 nChanged 170 SP:Iteration 18Q (35685.380000 sec): 3 clusters Score: Raw -5458684.138600 + Penalty 5085.915896 = -5453598.222704 nChanged 125 SP:Iteration 19Q (35685.660000 sec): 3 clusters Score: Raw -5458775.724151 + Penalty 5085.915896 = -5453689.808255 nChanged 83 SP:Iteration 20F (35685.980000 sec): 3 clusters Score: Raw -5458834.544965 + Penalty 5085.915896 = -5453748.629068 nChanged 59 SP:Iteration 21Q (35686.300000 sec): 3 clusters Score: Raw -5458871.706858 + Penalty 5085.915896 = -5453785.790962 nChanged 42 SP:Iteration 22Q (35686.600000 sec): 3 clusters Score: Raw -5458899.138640 + Penalty 5085.915896 = -5453813.222743 nChanged 29 SP:Iteration 23Q (35686.900000 sec): 3 clusters Score: Raw -5458919.910814 + Penalty 5085.915896 = -5453833.994917 nChanged 24 SP:Iteration 24Q (35687.180000 sec): 3 clusters Score: Raw -5458937.201589 + Penalty 5085.915896 = -5453851.285693 nChanged 27 SP:Iteration 25Q (35687.540000 sec): 3 clusters Score: Raw -5458959.691217 + Penalty 5085.915896 = -5453873.775321 nChanged 26 SP:Iteration 26Q (35687.840000 sec): 3 clusters Score: Raw -5458977.969363 + Penalty 5085.915896 = -5453892.053466 nChanged 22 SP:Iteration 27Q (35688.140000 sec): 3 clusters Score: Raw -5458991.946826 + Penalty 5085.915896 = -5453906.030929 nChanged 13 SP:Iteration 28Q (35688.420000 sec): 3 clusters Score: Raw -5459003.399115 + Penalty 5085.915896 = -5453917.483219 nChanged 7 SP:Iteration 29Q (35688.740000 sec): 3 clusters Score: Raw -5459010.975001 + Penalty 5085.915896 = -5453925.059105 nChanged 11 SP:Iteration 30Q (35688.990000 sec): 3 clusters Score: Raw -5459018.842709 + Penalty 5085.915896 = -5453932.926812 nChanged 7 SP:Iteration 31Q (35689.320000 sec): 3 clusters Score: Raw -5459024.140162 + Penalty 5085.915896 = -5453938.224266 nChanged 3 SP:Iteration 32Q (35689.580000 sec): 3 clusters Score: Raw -5459025.842637 + Penalty 5085.915896 = -5453939.926740 nChanged 0 SP:Iteration 33F (35689.910000 sec): 3 clusters Score: Raw -5459025.842637 + Penalty 5085.915896 = -5453939.926740 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35689.990000 sec): 2 clusters Score: Raw -72075.896745 + Penalty 1540.726312 = -70535.170433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35690.200000 sec): 3 clusters Score: Raw -72156.374133 + Penalty 3081.452623 = -69074.921509 nChanged 97 SP:Iteration 1F (35690.400000 sec): 3 clusters Score: Raw -72355.108962 + Penalty 3081.452623 = -69273.656339 nChanged 25 SP:Iteration 2F (35690.560000 sec): 3 clusters Score: Raw -72437.225305 + Penalty 3081.452623 = -69355.772681 nChanged 21 SP:Iteration 3Q (35690.750000 sec): 3 clusters Score: Raw -72485.779229 + Penalty 3081.452623 = -69404.326606 nChanged 18 SP:Iteration 4Q (35690.930000 sec): 3 clusters Score: Raw -72529.984010 + Penalty 3081.452623 = -69448.531386 nChanged 13 SP:Iteration 5Q (35691.100000 sec): 3 clusters Score: Raw -72557.218880 + Penalty 3081.452623 = -69475.766257 nChanged 9 SP:Iteration 6Q (35691.290000 sec): 3 clusters Score: Raw -72578.263961 + Penalty 3081.452623 = -69496.811338 nChanged 4 SP:Iteration 7Q (35691.460000 sec): 3 clusters Score: Raw -72590.384613 + Penalty 3081.452623 = -69508.931990 nChanged 3 SP:Iteration 8Q (35691.650000 sec): 3 clusters Score: Raw -72609.707067 + Penalty 3081.452623 = -69528.254443 nChanged 1 SP:Iteration 9Q (35691.830000 sec): 3 clusters Score: Raw -72610.793029 + Penalty 3081.452623 = -69529.340405 nChanged 0 SP:Iteration 10F (35692.010000 sec): 3 clusters Score: Raw -72610.793029 + Penalty 3081.452623 = -69529.340405 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35692.080000 sec): 2 clusters Score: Raw -38941.785729 + Penalty 1425.058391 = -37516.727338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35692.280000 sec): 3 clusters Score: Raw -39362.580711 + Penalty 2850.116783 = -36512.463928 nChanged 84 SP:Iteration 1F (35692.440000 sec): 3 clusters Score: Raw -39701.156397 + Penalty 2850.116783 = -36851.039614 nChanged 23 SP:Iteration 2F (35692.590000 sec): 3 clusters Score: Raw -39783.432081 + Penalty 2850.116783 = -36933.315299 nChanged 8 SP:Iteration 3Q (35692.770000 sec): 3 clusters Score: Raw -39834.829364 + Penalty 2850.116783 = -36984.712582 nChanged 5 SP:Iteration 4Q (35692.980000 sec): 3 clusters Score: Raw -39853.148051 + Penalty 2850.116783 = -37003.031269 nChanged 0 SP:Iteration 5F (35693.120000 sec): 3 clusters Score: Raw -39853.148051 + Penalty 2850.116783 = -37003.031269 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35696.360000 sec): 2 clusters Score: Raw -131292663.251936 + Penalty 3340.326956 = -131289322.924980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35700.120000 sec): 3 clusters Score: Raw -130816484.629156 + Penalty 6680.653912 = -130809803.975244 nChanged 346550 SP:Iteration 1F (35703.750000 sec): 3 clusters Score: Raw -131024780.201883 + Penalty 6680.653912 = -131018099.547972 nChanged 15466 SP:Iteration 2Q (35707.590000 sec): 3 clusters Score: Raw -131027394.804319 + Penalty 6680.653912 = -131020714.150407 nChanged 18556 SP:Iteration 3Q (35711.210000 sec): 3 clusters Score: Raw -131031436.899095 + Penalty 6680.653912 = -131024756.245183 nChanged 23295 SP:Iteration 4Q (35716.170000 sec): 3 clusters Score: Raw -131037944.225798 + Penalty 6680.653912 = -131031263.571886 nChanged 29051 SP:Iteration 5Q (35720.090000 sec): 3 clusters Score: Raw -131048009.546801 + Penalty 6680.653912 = -131041328.892889 nChanged 35121 SP:Iteration 6Q (35724.150000 sec): 3 clusters Score: Raw -131062672.610641 + Penalty 6680.653912 = -131055991.956729 nChanged 40679 SP:Iteration 7F (35727.860000 sec): 3 clusters Score: Raw -131082462.819372 + Penalty 6680.653912 = -131075782.165461 nChanged 44116 SP:Iteration 8F (35731.520000 sec): 3 clusters Score: Raw -131107224.342402 + Penalty 6680.653912 = -131100543.688490 nChanged 46081 SP:Iteration 9F (35735.200000 sec): 3 clusters Score: Raw -131136671.470126 + Penalty 6680.653912 = -131129990.816215 nChanged 46207 SP:Iteration 10F (35738.860000 sec): 3 clusters Score: Raw -131169738.989701 + Penalty 6680.653912 = -131163058.335789 nChanged 44223 SP:Iteration 11F (35742.610000 sec): 3 clusters Score: Raw -131204914.932822 + Penalty 6680.653912 = -131198234.278910 nChanged 39462 SP:Iteration 12F (35746.320000 sec): 3 clusters Score: Raw -131239847.096405 + Penalty 6680.653912 = -131233166.442494 nChanged 30368 SP:Iteration 13Q (35750.160000 sec): 3 clusters Score: Raw -131268873.966832 + Penalty 6680.653912 = -131262193.312921 nChanged 17048 SP:Iteration 14Q (35753.880000 sec): 3 clusters Score: Raw -131285140.771366 + Penalty 6680.653912 = -131278460.117454 nChanged 6319 SP:Iteration 15Q (35757.500000 sec): 3 clusters Score: Raw -131290891.174675 + Penalty 6680.653912 = -131284210.520764 nChanged 1583 SP:Iteration 16Q (35760.540000 sec): 3 clusters Score: Raw -131292317.012206 + Penalty 6680.653912 = -131285636.358294 nChanged 370 SP:Iteration 17Q (35763.560000 sec): 3 clusters Score: Raw -131292697.046044 + Penalty 6680.653912 = -131286016.392132 nChanged 101 SP:Iteration 18Q (35766.580000 sec): 3 clusters Score: Raw -131292827.080571 + Penalty 6680.653912 = -131286146.426659 nChanged 37 SP:Iteration 19Q (35769.630000 sec): 3 clusters Score: Raw -131292879.891281 + Penalty 6680.653912 = -131286199.237369 nChanged 24 SP:Iteration 20F (35773.210000 sec): 3 clusters Score: Raw -131292916.418162 + Penalty 6680.653912 = -131286235.764250 nChanged 12 SP:Iteration 21Q (35776.160000 sec): 3 clusters Score: Raw -131292935.649873 + Penalty 6680.653912 = -131286254.995961 nChanged 7 SP:Iteration 22Q (35779.120000 sec): 3 clusters Score: Raw -131292946.290016 + Penalty 6680.653912 = -131286265.636104 nChanged 7 SP:Iteration 23Q (35782.240000 sec): 3 clusters Score: Raw -131292957.853047 + Penalty 6680.653912 = -131286277.199135 nChanged 5 SP:Iteration 24Q (35785.360000 sec): 3 clusters Score: Raw -131292966.164952 + Penalty 6680.653912 = -131286285.511040 nChanged 6 SP:Iteration 25Q (35788.490000 sec): 3 clusters Score: Raw -131292974.396635 + Penalty 6680.653912 = -131286293.742723 nChanged 8 SP:Iteration 26Q (35791.270000 sec): 3 clusters Score: Raw -131292989.087369 + Penalty 6680.653912 = -131286308.433457 nChanged 4 SP:Iteration 27Q (35794.390000 sec): 3 clusters Score: Raw -131292995.965120 + Penalty 6680.653912 = -131286315.311208 nChanged 1 SP:Iteration 28Q (35797.440000 sec): 3 clusters Score: Raw -131292997.122190 + Penalty 6680.653912 = -131286316.468278 nChanged 3 SP:Iteration 29Q (35800.410000 sec): 3 clusters Score: Raw -131292999.125405 + Penalty 6680.653912 = -131286318.471493 nChanged 0 SP:Iteration 30F (35804.200000 sec): 3 clusters Score: Raw -131292999.125405 + Penalty 6680.653912 = -131286318.471493 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35804.730000 sec): 2 clusters Score: Raw -94933.050775 + Penalty 1570.212459 = -93362.838317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35804.910000 sec): 3 clusters Score: Raw -94963.788149 + Penalty 3140.424918 = -91823.363232 nChanged 116 SP:Iteration 1F (35805.110000 sec): 3 clusters Score: Raw -95300.008756 + Penalty 3140.424918 = -92159.583839 nChanged 42 SP:Iteration 2F (35805.310000 sec): 3 clusters Score: Raw -95479.125837 + Penalty 3140.424918 = -92338.700919 nChanged 26 SP:Iteration 3Q (35805.480000 sec): 3 clusters Score: Raw -95587.602511 + Penalty 3140.424918 = -92447.177593 nChanged 14 SP:Iteration 4Q (35805.670000 sec): 3 clusters Score: Raw -95658.324608 + Penalty 3140.424918 = -92517.899691 nChanged 19 SP:Iteration 5Q (35805.840000 sec): 3 clusters Score: Raw -95718.494127 + Penalty 3140.424918 = -92578.069210 nChanged 9 SP:Iteration 6Q (35806.070000 sec): 3 clusters Score: Raw -95752.082104 + Penalty 3140.424918 = -92611.657187 nChanged 8 SP:Iteration 7Q (35806.240000 sec): 3 clusters Score: Raw -95772.604767 + Penalty 3140.424918 = -92632.179849 nChanged 8 SP:Iteration 8Q (35806.400000 sec): 3 clusters Score: Raw -95797.210541 + Penalty 3140.424918 = -92656.785624 nChanged 7 SP:Iteration 9Q (35806.630000 sec): 3 clusters Score: Raw -95819.640908 + Penalty 3140.424918 = -92679.215990 nChanged 9 SP:Iteration 10Q (35806.840000 sec): 3 clusters Score: Raw -95845.744878 + Penalty 3140.424918 = -92705.319961 nChanged 6 SP:Iteration 11Q (35806.990000 sec): 3 clusters Score: Raw -95882.524635 + Penalty 3140.424918 = -92742.099717 nChanged 10 SP:Iteration 12Q (35807.240000 sec): 3 clusters Score: Raw -95956.036384 + Penalty 3140.424918 = -92815.611467 nChanged 7 SP:Iteration 13Q (35807.410000 sec): 3 clusters Score: Raw -96016.301513 + Penalty 3140.424918 = -92875.876596 nChanged 8 SP:Iteration 14Q (35807.600000 sec): 3 clusters Score: Raw -96081.361667 + Penalty 3140.424918 = -92940.936749 nChanged 11 SP:Iteration 15Q (35807.810000 sec): 3 clusters Score: Raw -96126.001075 + Penalty 3140.424918 = -92985.576157 nChanged 12 SP:Iteration 16Q (35808.030000 sec): 3 clusters Score: Raw -96173.747005 + Penalty 3140.424918 = -93033.322088 nChanged 11 SP:Iteration 17Q (35808.210000 sec): 3 clusters Score: Raw -96202.860453 + Penalty 3140.424918 = -93062.435536 nChanged 5 SP:Iteration 18Q (35808.380000 sec): 3 clusters Score: Raw -96221.840208 + Penalty 3140.424918 = -93081.415291 nChanged 6 SP:Iteration 19Q (35808.540000 sec): 3 clusters Score: Raw -96238.604702 + Penalty 3140.424918 = -93098.179784 nChanged 6 SP:Iteration 20F (35808.800000 sec): 3 clusters Score: Raw -96255.174528 + Penalty 3140.424918 = -93114.749610 nChanged 5 SP:Iteration 21Q (35808.990000 sec): 3 clusters Score: Raw -96273.333970 + Penalty 3140.424918 = -93132.909053 nChanged 4 SP:Iteration 22Q (35809.170000 sec): 3 clusters Score: Raw -96279.968693 + Penalty 3140.424918 = -93139.543775 nChanged 2 SP:Iteration 23Q (35809.370000 sec): 3 clusters Score: Raw -96284.240038 + Penalty 3140.424918 = -93143.815120 nChanged 1 SP:Iteration 24Q (35809.510000 sec): 3 clusters Score: Raw -96285.889547 + Penalty 3140.424918 = -93145.464629 nChanged 0 SP:Iteration 25F (35809.720000 sec): 3 clusters Score: Raw -96285.889547 + Penalty 3140.424918 = -93145.464629 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35809.780000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35809.940000 sec): 3 clusters Score: Raw -20052.404936 + Penalty 2414.297087 = -17638.107849 nChanged 5 SP:Iteration 1Q (35810.100000 sec): 3 clusters Score: Raw -20101.062321 + Penalty 2414.297087 = -17686.765234 nChanged 0 SP:Iteration 2F (35810.250000 sec): 3 clusters Score: Raw -20101.062321 + Penalty 2414.297087 = -17686.765234 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35810.450000 sec): 2 clusters Score: Raw -3319149.145285 + Penalty 2428.498461 = -3316720.646824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35810.690000 sec): 3 clusters Score: Raw -3308891.956676 + Penalty 4856.996922 = -3304034.959755 nChanged 7774 SP:Iteration 1F (35810.960000 sec): 3 clusters Score: Raw -3313321.755361 + Penalty 4856.996922 = -3308464.758439 nChanged 1181 SP:Iteration 2F (35811.220000 sec): 3 clusters Score: Raw -3314005.124601 + Penalty 4856.996922 = -3309148.127679 nChanged 1284 SP:Iteration 3F (35811.530000 sec): 3 clusters Score: Raw -3314889.396312 + Penalty 4856.996922 = -3310032.399391 nChanged 1304 SP:Iteration 4F (35811.740000 sec): 3 clusters Score: Raw -3315834.158247 + Penalty 4856.996922 = -3310977.161326 nChanged 1230 SP:Iteration 5F (35812.020000 sec): 3 clusters Score: Raw -3316717.615112 + Penalty 4856.996922 = -3311860.618190 nChanged 1060 SP:Iteration 6F (35812.260000 sec): 3 clusters Score: Raw -3317465.965711 + Penalty 4856.996922 = -3312608.968789 nChanged 873 SP:Iteration 7Q (35812.540000 sec): 3 clusters Score: Raw -3318070.863778 + Penalty 4856.996922 = -3313213.866856 nChanged 667 SP:Iteration 8Q (35812.860000 sec): 3 clusters Score: Raw -3318526.588885 + Penalty 4856.996922 = -3313669.591963 nChanged 503 SP:Iteration 9Q (35813.120000 sec): 3 clusters Score: Raw -3318905.304295 + Penalty 4856.996922 = -3314048.307373 nChanged 384 SP:Iteration 10Q (35813.420000 sec): 3 clusters Score: Raw -3319175.528078 + Penalty 4856.996922 = -3314318.531156 nChanged 285 SP:Iteration 11Q (35813.730000 sec): 3 clusters Score: Raw -3319347.437748 + Penalty 4856.996922 = -3314490.440826 nChanged 207 SP:Iteration 12Q (35813.990000 sec): 3 clusters Score: Raw -3319469.678041 + Penalty 4856.996922 = -3314612.681120 nChanged 140 SP:Iteration 13Q (35814.230000 sec): 3 clusters Score: Raw -3319544.292509 + Penalty 4856.996922 = -3314687.295588 nChanged 115 SP:Iteration 14Q (35814.490000 sec): 3 clusters Score: Raw -3319598.382685 + Penalty 4856.996922 = -3314741.385763 nChanged 101 SP:Iteration 15Q (35814.750000 sec): 3 clusters Score: Raw -3319643.461558 + Penalty 4856.996922 = -3314786.464636 nChanged 67 SP:Iteration 16Q (35815.020000 sec): 3 clusters Score: Raw -3319672.968540 + Penalty 4856.996922 = -3314815.971618 nChanged 54 SP:Iteration 17Q (35815.290000 sec): 3 clusters Score: Raw -3319694.074839 + Penalty 4856.996922 = -3314837.077918 nChanged 43 SP:Iteration 18Q (35815.550000 sec): 3 clusters Score: Raw -3319707.577399 + Penalty 4856.996922 = -3314850.580477 nChanged 28 SP:Iteration 19Q (35815.810000 sec): 3 clusters Score: Raw -3319716.082396 + Penalty 4856.996922 = -3314859.085475 nChanged 18 SP:Iteration 20F (35816.100000 sec): 3 clusters Score: Raw -3319720.663275 + Penalty 4856.996922 = -3314863.666354 nChanged 11 SP:Iteration 21Q (35816.380000 sec): 3 clusters Score: Raw -3319723.181351 + Penalty 4856.996922 = -3314866.184430 nChanged 10 SP:Iteration 22Q (35816.600000 sec): 3 clusters Score: Raw -3319725.418790 + Penalty 4856.996922 = -3314868.421869 nChanged 8 SP:Iteration 23Q (35816.860000 sec): 3 clusters Score: Raw -3319727.156442 + Penalty 4856.996922 = -3314870.159520 nChanged 2 SP:Iteration 24Q (35817.090000 sec): 3 clusters Score: Raw -3319727.661482 + Penalty 4856.996922 = -3314870.664560 nChanged 2 SP:Iteration 25Q (35817.360000 sec): 3 clusters Score: Raw -3319727.987742 + Penalty 4856.996922 = -3314870.990820 nChanged 2 SP:Iteration 26Q (35817.630000 sec): 3 clusters Score: Raw -3319728.253348 + Penalty 4856.996922 = -3314871.256426 nChanged 1 SP:Iteration 27Q (35817.880000 sec): 3 clusters Score: Raw -3319728.408001 + Penalty 4856.996922 = -3314871.411080 nChanged 2 SP:Iteration 28Q (35818.180000 sec): 3 clusters Score: Raw -3319728.688395 + Penalty 4856.996922 = -3314871.691474 nChanged 2 SP:Iteration 29Q (35818.430000 sec): 3 clusters Score: Raw -3319729.165384 + Penalty 4856.996922 = -3314872.168462 nChanged 1 SP:Iteration 30Q (35818.710000 sec): 3 clusters Score: Raw -3319729.222903 + Penalty 4856.996922 = -3314872.225982 nChanged 0 SP:Iteration 31F (35818.950000 sec): 3 clusters Score: Raw -3319729.222903 + Penalty 4856.996922 = -3314872.225982 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35819.070000 sec): 2 clusters Score: Raw -223178.015313 + Penalty 1759.986902 = -221418.028412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35819.230000 sec): 3 clusters Score: Raw -222871.013193 + Penalty 3519.973804 = -219351.039390 nChanged 314 SP:Iteration 1F (35819.440000 sec): 3 clusters Score: Raw -223208.789427 + Penalty 3519.973804 = -219688.815623 nChanged 92 SP:Iteration 2F (35819.620000 sec): 3 clusters Score: Raw -223326.429223 + Penalty 3519.973804 = -219806.455419 nChanged 46 SP:Iteration 3Q (35819.820000 sec): 3 clusters Score: Raw -223377.193657 + Penalty 3519.973804 = -219857.219853 nChanged 30 SP:Iteration 4Q (35820.050000 sec): 3 clusters Score: Raw -223419.795599 + Penalty 3519.973804 = -219899.821795 nChanged 26 SP:Iteration 5Q (35820.220000 sec): 3 clusters Score: Raw -223460.318831 + Penalty 3519.973804 = -219940.345027 nChanged 21 SP:Iteration 6Q (35820.450000 sec): 3 clusters Score: Raw -223488.351378 + Penalty 3519.973804 = -219968.377574 nChanged 14 SP:Iteration 7Q (35820.610000 sec): 3 clusters Score: Raw -223506.725047 + Penalty 3519.973804 = -219986.751243 nChanged 16 SP:Iteration 8Q (35820.850000 sec): 3 clusters Score: Raw -223524.988415 + Penalty 3519.973804 = -220005.014611 nChanged 13 SP:Iteration 9Q (35821.020000 sec): 3 clusters Score: Raw -223538.454728 + Penalty 3519.973804 = -220018.480924 nChanged 8 SP:Iteration 10Q (35821.200000 sec): 3 clusters Score: Raw -223546.976650 + Penalty 3519.973804 = -220027.002846 nChanged 6 SP:Iteration 11Q (35821.430000 sec): 3 clusters Score: Raw -223551.602031 + Penalty 3519.973804 = -220031.628227 nChanged 3 SP:Iteration 12Q (35821.640000 sec): 3 clusters Score: Raw -223554.461739 + Penalty 3519.973804 = -220034.487936 nChanged 3 SP:Iteration 13Q (35821.810000 sec): 3 clusters Score: Raw -223560.873242 + Penalty 3519.973804 = -220040.899439 nChanged 7 SP:Iteration 14Q (35822.010000 sec): 3 clusters Score: Raw -223569.109191 + Penalty 3519.973804 = -220049.135387 nChanged 9 SP:Iteration 15Q (35822.190000 sec): 3 clusters Score: Raw -223576.387322 + Penalty 3519.973804 = -220056.413518 nChanged 2 SP:Iteration 16Q (35822.380000 sec): 3 clusters Score: Raw -223580.028488 + Penalty 3519.973804 = -220060.054684 nChanged 4 SP:Iteration 17Q (35822.580000 sec): 3 clusters Score: Raw -223584.565510 + Penalty 3519.973804 = -220064.591706 nChanged 2 SP:Iteration 18Q (35822.770000 sec): 3 clusters Score: Raw -223588.318729 + Penalty 3519.973804 = -220068.344925 nChanged 5 SP:Iteration 19Q (35822.950000 sec): 3 clusters Score: Raw -223593.671802 + Penalty 3519.973804 = -220073.697998 nChanged 3 SP:Iteration 20F (35823.140000 sec): 3 clusters Score: Raw -223595.783376 + Penalty 3519.973804 = -220075.809572 nChanged 1 SP:Iteration 21Q (35823.310000 sec): 3 clusters Score: Raw -223597.220349 + Penalty 3519.973804 = -220077.246545 nChanged 2 SP:Iteration 22Q (35823.500000 sec): 3 clusters Score: Raw -223598.229637 + Penalty 3519.973804 = -220078.255834 nChanged 2 SP:Iteration 23Q (35823.660000 sec): 3 clusters Score: Raw -223601.738371 + Penalty 3519.973804 = -220081.764567 nChanged 2 SP:Iteration 24Q (35823.840000 sec): 3 clusters Score: Raw -223603.988782 + Penalty 3519.973804 = -220084.014978 nChanged 1 SP:Iteration 25Q (35824.070000 sec): 3 clusters Score: Raw -223605.933117 + Penalty 3519.973804 = -220085.959313 nChanged 0 SP:Iteration 26F (35824.240000 sec): 3 clusters Score: Raw -223605.933117 + Penalty 3519.973804 = -220085.959313 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35824.490000 sec): 2 clusters Score: Raw -4283977.642168 + Penalty 2506.141052 = -4281471.501116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35824.770000 sec): 3 clusters Score: Raw -4269584.331225 + Penalty 5012.282104 = -4264572.049121 nChanged 10991 SP:Iteration 1F (35825.090000 sec): 3 clusters Score: Raw -4275496.684785 + Penalty 5012.282104 = -4270484.402681 nChanged 1442 SP:Iteration 2F (35825.380000 sec): 3 clusters Score: Raw -4276212.936718 + Penalty 5012.282104 = -4271200.654614 nChanged 1429 SP:Iteration 3F (35825.640000 sec): 3 clusters Score: Raw -4276975.738343 + Penalty 5012.282104 = -4271963.456239 nChanged 1449 SP:Iteration 4F (35825.990000 sec): 3 clusters Score: Raw -4277842.120154 + Penalty 5012.282104 = -4272829.838050 nChanged 1492 SP:Iteration 5F (35826.260000 sec): 3 clusters Score: Raw -4278806.584795 + Penalty 5012.282104 = -4273794.302691 nChanged 1427 SP:Iteration 6F (35826.580000 sec): 3 clusters Score: Raw -4279669.698723 + Penalty 5012.282104 = -4274657.416619 nChanged 1277 SP:Iteration 7F (35826.980000 sec): 3 clusters Score: Raw -4280382.044056 + Penalty 5012.282104 = -4275369.761953 nChanged 1122 SP:Iteration 8Q (35827.280000 sec): 3 clusters Score: Raw -4280993.959932 + Penalty 5012.282104 = -4275981.677828 nChanged 1025 SP:Iteration 9Q (35827.660000 sec): 3 clusters Score: Raw -4281491.289940 + Penalty 5012.282104 = -4276479.007836 nChanged 845 SP:Iteration 10Q (35828.020000 sec): 3 clusters Score: Raw -4281871.015132 + Penalty 5012.282104 = -4276858.733028 nChanged 695 SP:Iteration 11Q (35828.330000 sec): 3 clusters Score: Raw -4282148.205054 + Penalty 5012.282104 = -4277135.922950 nChanged 616 SP:Iteration 12Q (35828.630000 sec): 3 clusters Score: Raw -4282378.935437 + Penalty 5012.282104 = -4277366.653333 nChanged 497 SP:Iteration 13Q (35828.940000 sec): 3 clusters Score: Raw -4282529.985463 + Penalty 5012.282104 = -4277517.703359 nChanged 418 SP:Iteration 14Q (35829.260000 sec): 3 clusters Score: Raw -4282629.262797 + Penalty 5012.282104 = -4277616.980693 nChanged 306 SP:Iteration 15Q (35829.560000 sec): 3 clusters Score: Raw -4282698.504812 + Penalty 5012.282104 = -4277686.222708 nChanged 276 SP:Iteration 16Q (35829.860000 sec): 3 clusters Score: Raw -4282755.435675 + Penalty 5012.282104 = -4277743.153572 nChanged 258 SP:Iteration 17Q (35830.240000 sec): 3 clusters Score: Raw -4282812.524036 + Penalty 5012.282104 = -4277800.241932 nChanged 271 SP:Iteration 18Q (35830.550000 sec): 3 clusters Score: Raw -4282865.325568 + Penalty 5012.282104 = -4277853.043464 nChanged 209 SP:Iteration 19Q (35830.890000 sec): 3 clusters Score: Raw -4282905.044683 + Penalty 5012.282104 = -4277892.762579 nChanged 205 SP:Iteration 20F (35831.160000 sec): 3 clusters Score: Raw -4282943.028436 + Penalty 5012.282104 = -4277930.746332 nChanged 198 SP:Iteration 21Q (35831.540000 sec): 3 clusters Score: Raw -4282978.869671 + Penalty 5012.282104 = -4277966.587567 nChanged 188 SP:Iteration 22Q (35831.890000 sec): 3 clusters Score: Raw -4283014.047873 + Penalty 5012.282104 = -4278001.765769 nChanged 176 SP:Iteration 23Q (35832.260000 sec): 3 clusters Score: Raw -4283042.304180 + Penalty 5012.282104 = -4278030.022077 nChanged 158 SP:Iteration 24Q (35832.600000 sec): 3 clusters Score: Raw -4283065.680218 + Penalty 5012.282104 = -4278053.398114 nChanged 129 SP:Iteration 25Q (35832.900000 sec): 3 clusters Score: Raw -4283084.399674 + Penalty 5012.282104 = -4278072.117570 nChanged 118 SP:Iteration 26Q (35833.280000 sec): 3 clusters Score: Raw -4283100.661921 + Penalty 5012.282104 = -4278088.379818 nChanged 116 SP:Iteration 27Q (35833.640000 sec): 3 clusters Score: Raw -4283115.175116 + Penalty 5012.282104 = -4278102.893012 nChanged 106 SP:Iteration 28Q (35833.920000 sec): 3 clusters Score: Raw -4283128.203928 + Penalty 5012.282104 = -4278115.921824 nChanged 94 SP:Iteration 29Q (35834.230000 sec): 3 clusters Score: Raw -4283137.524680 + Penalty 5012.282104 = -4278125.242576 nChanged 79 SP:Iteration 30Q (35834.530000 sec): 3 clusters Score: Raw -4283145.915650 + Penalty 5012.282104 = -4278133.633546 nChanged 72 SP:Iteration 31Q (35834.880000 sec): 3 clusters Score: Raw -4283153.039253 + Penalty 5012.282104 = -4278140.757149 nChanged 67 SP:Iteration 32Q (35835.170000 sec): 3 clusters Score: Raw -4283158.762186 + Penalty 5012.282104 = -4278146.480083 nChanged 51 SP:Iteration 33Q (35835.460000 sec): 3 clusters Score: Raw -4283162.648326 + Penalty 5012.282104 = -4278150.366222 nChanged 43 SP:Iteration 34Q (35835.760000 sec): 3 clusters Score: Raw -4283165.924367 + Penalty 5012.282104 = -4278153.642263 nChanged 40 SP:Iteration 35Q (35836.080000 sec): 3 clusters Score: Raw -4283168.965943 + Penalty 5012.282104 = -4278156.683839 nChanged 36 SP:Iteration 36Q (35836.390000 sec): 3 clusters Score: Raw -4283171.505569 + Penalty 5012.282104 = -4278159.223465 nChanged 30 SP:Iteration 37Q (35836.690000 sec): 3 clusters Score: Raw -4283173.678043 + Penalty 5012.282104 = -4278161.395939 nChanged 27 SP:Iteration 38Q (35837.060000 sec): 3 clusters Score: Raw -4283175.825897 + Penalty 5012.282104 = -4278163.543793 nChanged 28 SP:Iteration 39Q (35837.370000 sec): 3 clusters Score: Raw -4283177.656211 + Penalty 5012.282104 = -4278165.374107 nChanged 29 SP:Iteration 40F (35837.640000 sec): 3 clusters Score: Raw -4283179.705547 + Penalty 5012.282104 = -4278167.423444 nChanged 34 SP:Iteration 41Q (35838.000000 sec): 3 clusters Score: Raw -4283182.488002 + Penalty 5012.282104 = -4278170.205899 nChanged 32 SP:Iteration 42Q (35838.330000 sec): 3 clusters Score: Raw -4283184.366569 + Penalty 5012.282104 = -4278172.084465 nChanged 25 SP:Iteration 43Q (35838.650000 sec): 3 clusters Score: Raw -4283186.175617 + Penalty 5012.282104 = -4278173.893514 nChanged 20 SP:Iteration 44Q (35838.960000 sec): 3 clusters Score: Raw -4283187.512885 + Penalty 5012.282104 = -4278175.230781 nChanged 29 SP:Iteration 45Q (35839.270000 sec): 3 clusters Score: Raw -4283189.676150 + Penalty 5012.282104 = -4278177.394046 nChanged 25 SP:Iteration 46Q (35839.590000 sec): 3 clusters Score: Raw -4283191.424329 + Penalty 5012.282104 = -4278179.142225 nChanged 23 SP:Iteration 47Q (35839.920000 sec): 3 clusters Score: Raw -4283193.361158 + Penalty 5012.282104 = -4278181.079055 nChanged 25 SP:Iteration 48Q (35840.230000 sec): 3 clusters Score: Raw -4283195.086763 + Penalty 5012.282104 = -4278182.804659 nChanged 17 SP:Iteration 49Q (35840.510000 sec): 3 clusters Score: Raw -4283196.144643 + Penalty 5012.282104 = -4278183.862539 nChanged 11 SP:Iteration 50Q (35840.860000 sec): 3 clusters Score: Raw -4283196.793224 + Penalty 5012.282104 = -4278184.511120 nChanged 11 SP:Iteration 51Q (35841.170000 sec): 3 clusters Score: Raw -4283197.400103 + Penalty 5012.282104 = -4278185.117999 nChanged 14 SP:Iteration 52Q (35841.430000 sec): 3 clusters Score: Raw -4283198.374772 + Penalty 5012.282104 = -4278186.092669 nChanged 14 SP:Iteration 53Q (35841.680000 sec): 3 clusters Score: Raw -4283199.274481 + Penalty 5012.282104 = -4278186.992378 nChanged 11 SP:Iteration 54Q (35841.980000 sec): 3 clusters Score: Raw -4283199.904018 + Penalty 5012.282104 = -4278187.621914 nChanged 9 SP:Iteration 55Q (35842.250000 sec): 3 clusters Score: Raw -4283200.393373 + Penalty 5012.282104 = -4278188.111269 nChanged 6 SP:Iteration 56Q (35842.540000 sec): 3 clusters Score: Raw -4283200.783543 + Penalty 5012.282104 = -4278188.501439 nChanged 4 SP:Iteration 57Q (35842.850000 sec): 3 clusters Score: Raw -4283201.045494 + Penalty 5012.282104 = -4278188.763390 nChanged 8 SP:Iteration 58Q (35843.130000 sec): 3 clusters Score: Raw -4283201.426821 + Penalty 5012.282104 = -4278189.144717 nChanged 6 SP:Iteration 59Q (35843.490000 sec): 3 clusters Score: Raw -4283201.893193 + Penalty 5012.282104 = -4278189.611089 nChanged 5 SP:Iteration 60F (35843.790000 sec): 3 clusters Score: Raw -4283202.162469 + Penalty 5012.282104 = -4278189.880365 nChanged 7 SP:Iteration 61Q (35844.070000 sec): 3 clusters Score: Raw -4283202.459930 + Penalty 5012.282104 = -4278190.177827 nChanged 5 SP:Iteration 62Q (35844.390000 sec): 3 clusters Score: Raw -4283202.654696 + Penalty 5012.282104 = -4278190.372592 nChanged 3 SP:Iteration 63Q (35844.710000 sec): 3 clusters Score: Raw -4283202.814303 + Penalty 5012.282104 = -4278190.532199 nChanged 3 SP:Iteration 64Q (35845.060000 sec): 3 clusters Score: Raw -4283202.988560 + Penalty 5012.282104 = -4278190.706456 nChanged 1 SP:Iteration 65Q (35845.430000 sec): 3 clusters Score: Raw -4283203.022601 + Penalty 5012.282104 = -4278190.740497 nChanged 1 SP:Iteration 66Q (35845.760000 sec): 3 clusters Score: Raw -4283203.062256 + Penalty 5012.282104 = -4278190.780152 nChanged 0 SP:Iteration 67F (35846.090000 sec): 3 clusters Score: Raw -4283203.062256 + Penalty 5012.282104 = -4278190.780152 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35846.190000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35846.370000 sec): 3 clusters Score: Raw -93849.004151 + Penalty 3143.065563 = -90705.938588 nChanged 106 SP:Iteration 1F (35846.550000 sec): 3 clusters Score: Raw -94067.102735 + Penalty 3143.065563 = -90924.037172 nChanged 29 SP:Iteration 2F (35846.760000 sec): 3 clusters Score: Raw -94180.216313 + Penalty 3143.065563 = -91037.150751 nChanged 24 SP:Iteration 3Q (35846.930000 sec): 3 clusters Score: Raw -94278.397155 + Penalty 3143.065563 = -91135.331592 nChanged 14 SP:Iteration 4Q (35847.130000 sec): 3 clusters Score: Raw -94333.452774 + Penalty 3143.065563 = -91190.387211 nChanged 9 SP:Iteration 5Q (35847.290000 sec): 3 clusters Score: Raw -94369.162690 + Penalty 3143.065563 = -91226.097127 nChanged 13 SP:Iteration 6Q (35847.460000 sec): 3 clusters Score: Raw -94419.838215 + Penalty 3143.065563 = -91276.772652 nChanged 15 SP:Iteration 7Q (35847.630000 sec): 3 clusters Score: Raw -94470.114687 + Penalty 3143.065563 = -91327.049125 nChanged 13 SP:Iteration 8Q (35847.820000 sec): 3 clusters Score: Raw -94507.034049 + Penalty 3143.065563 = -91363.968486 nChanged 8 SP:Iteration 9Q (35848.070000 sec): 3 clusters Score: Raw -94532.990132 + Penalty 3143.065563 = -91389.924569 nChanged 4 SP:Iteration 10Q (35848.230000 sec): 3 clusters Score: Raw -94539.969349 + Penalty 3143.065563 = -91396.903786 nChanged 0 SP:Iteration 11F (35848.430000 sec): 3 clusters Score: Raw -94539.969349 + Penalty 3143.065563 = -91396.903786 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35848.640000 sec): 2 clusters Score: Raw -4389328.121892 + Penalty 2514.352997 = -4386813.768895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35848.970000 sec): 3 clusters Score: Raw -4374365.141916 + Penalty 5028.705994 = -4369336.435922 nChanged 11258 SP:Iteration 1F (35849.270000 sec): 3 clusters Score: Raw -4380501.043155 + Penalty 5028.705994 = -4375472.337161 nChanged 1445 SP:Iteration 2F (35849.570000 sec): 3 clusters Score: Raw -4381127.137918 + Penalty 5028.705994 = -4376098.431925 nChanged 1351 SP:Iteration 3F (35849.890000 sec): 3 clusters Score: Raw -4381764.446443 + Penalty 5028.705994 = -4376735.740449 nChanged 1339 SP:Iteration 4F (35850.220000 sec): 3 clusters Score: Raw -4382485.674056 + Penalty 5028.705994 = -4377456.968062 nChanged 1410 SP:Iteration 5F (35850.550000 sec): 3 clusters Score: Raw -4383328.184128 + Penalty 5028.705994 = -4378299.478135 nChanged 1547 SP:Iteration 6F (35850.860000 sec): 3 clusters Score: Raw -4384344.064941 + Penalty 5028.705994 = -4379315.358948 nChanged 1549 SP:Iteration 7F (35851.190000 sec): 3 clusters Score: Raw -4385504.032256 + Penalty 5028.705994 = -4380475.326262 nChanged 1478 SP:Iteration 8F (35851.470000 sec): 3 clusters Score: Raw -4386704.093224 + Penalty 5028.705994 = -4381675.387231 nChanged 1214 SP:Iteration 9Q (35851.820000 sec): 3 clusters Score: Raw -4387749.494277 + Penalty 5028.705994 = -4382720.788283 nChanged 931 SP:Iteration 10Q (35852.150000 sec): 3 clusters Score: Raw -4388562.384686 + Penalty 5028.705994 = -4383533.678693 nChanged 605 SP:Iteration 11Q (35852.450000 sec): 3 clusters Score: Raw -4389095.684480 + Penalty 5028.705994 = -4384066.978486 nChanged 361 SP:Iteration 12Q (35852.760000 sec): 3 clusters Score: Raw -4389390.607053 + Penalty 5028.705994 = -4384361.901060 nChanged 243 SP:Iteration 13Q (35853.050000 sec): 3 clusters Score: Raw -4389559.430381 + Penalty 5028.705994 = -4384530.724388 nChanged 142 SP:Iteration 14Q (35853.310000 sec): 3 clusters Score: Raw -4389655.520799 + Penalty 5028.705994 = -4384626.814805 nChanged 126 SP:Iteration 15Q (35853.630000 sec): 3 clusters Score: Raw -4389734.288142 + Penalty 5028.705994 = -4384705.582149 nChanged 102 SP:Iteration 16Q (35853.920000 sec): 3 clusters Score: Raw -4389786.954684 + Penalty 5028.705994 = -4384758.248690 nChanged 61 SP:Iteration 17Q (35854.210000 sec): 3 clusters Score: Raw -4389815.578424 + Penalty 5028.705994 = -4384786.872430 nChanged 41 SP:Iteration 18Q (35854.570000 sec): 3 clusters Score: Raw -4389833.517021 + Penalty 5028.705994 = -4384804.811027 nChanged 30 SP:Iteration 19Q (35854.860000 sec): 3 clusters Score: Raw -4389848.385375 + Penalty 5028.705994 = -4384819.679381 nChanged 24 SP:Iteration 20F (35855.140000 sec): 3 clusters Score: Raw -4389860.925360 + Penalty 5028.705994 = -4384832.219366 nChanged 25 SP:Iteration 21Q (35855.450000 sec): 3 clusters Score: Raw -4389873.735815 + Penalty 5028.705994 = -4384845.029822 nChanged 23 SP:Iteration 22Q (35855.760000 sec): 3 clusters Score: Raw -4389885.094079 + Penalty 5028.705994 = -4384856.388086 nChanged 16 SP:Iteration 23Q (35856.030000 sec): 3 clusters Score: Raw -4389891.960159 + Penalty 5028.705994 = -4384863.254165 nChanged 15 SP:Iteration 24Q (35856.290000 sec): 3 clusters Score: Raw -4389899.259665 + Penalty 5028.705994 = -4384870.553672 nChanged 10 SP:Iteration 25Q (35856.590000 sec): 3 clusters Score: Raw -4389905.033165 + Penalty 5028.705994 = -4384876.327171 nChanged 11 SP:Iteration 26Q (35856.890000 sec): 3 clusters Score: Raw -4389907.731740 + Penalty 5028.705994 = -4384879.025747 nChanged 7 SP:Iteration 27Q (35857.150000 sec): 3 clusters Score: Raw -4389910.260365 + Penalty 5028.705994 = -4384881.554372 nChanged 6 SP:Iteration 28Q (35857.440000 sec): 3 clusters Score: Raw -4389912.596132 + Penalty 5028.705994 = -4384883.890139 nChanged 4 SP:Iteration 29Q (35857.780000 sec): 3 clusters Score: Raw -4389914.842886 + Penalty 5028.705994 = -4384886.136893 nChanged 7 SP:Iteration 30Q (35858.050000 sec): 3 clusters Score: Raw -4389917.517343 + Penalty 5028.705994 = -4384888.811350 nChanged 2 SP:Iteration 31Q (35858.330000 sec): 3 clusters Score: Raw -4389918.729913 + Penalty 5028.705994 = -4384890.023919 nChanged 6 SP:Iteration 32Q (35858.630000 sec): 3 clusters Score: Raw -4389921.275510 + Penalty 5028.705994 = -4384892.569517 nChanged 3 SP:Iteration 33Q (35858.920000 sec): 3 clusters Score: Raw -4389922.765363 + Penalty 5028.705994 = -4384894.059370 nChanged 0 SP:Iteration 34F (35859.240000 sec): 3 clusters Score: Raw -4389922.765363 + Penalty 5028.705994 = -4384894.059370 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35859.350000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35859.530000 sec): 3 clusters Score: Raw -96492.065069 + Penalty 3126.099012 = -93365.966057 nChanged 114 SP:Iteration 1F (35859.750000 sec): 3 clusters Score: Raw -96686.536265 + Penalty 3126.099012 = -93560.437253 nChanged 30 SP:Iteration 2F (35859.900000 sec): 3 clusters Score: Raw -96748.989613 + Penalty 3126.099012 = -93622.890601 nChanged 15 SP:Iteration 3Q (35860.060000 sec): 3 clusters Score: Raw -96781.190421 + Penalty 3126.099012 = -93655.091409 nChanged 10 SP:Iteration 4Q (35860.250000 sec): 3 clusters Score: Raw -96807.621076 + Penalty 3126.099012 = -93681.522064 nChanged 13 SP:Iteration 5Q (35860.420000 sec): 3 clusters Score: Raw -96828.827308 + Penalty 3126.099012 = -93702.728296 nChanged 9 SP:Iteration 6Q (35860.580000 sec): 3 clusters Score: Raw -96844.235167 + Penalty 3126.099012 = -93718.136155 nChanged 1 SP:Iteration 7Q (35860.760000 sec): 3 clusters Score: Raw -96844.921380 + Penalty 3126.099012 = -93718.822368 nChanged 0 SP:Iteration 8F (35860.950000 sec): 3 clusters Score: Raw -96844.921380 + Penalty 3126.099012 = -93718.822368 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35861.090000 sec): 2 clusters Score: Raw -2971756.963924 + Penalty 2406.546457 = -2969350.417468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35861.380000 sec): 3 clusters Score: Raw -2962445.457748 + Penalty 4813.092913 = -2957632.364834 nChanged 7092 SP:Iteration 1F (35861.630000 sec): 3 clusters Score: Raw -2966362.011015 + Penalty 4813.092913 = -2961548.918102 nChanged 987 SP:Iteration 2F (35861.860000 sec): 3 clusters Score: Raw -2966796.702546 + Penalty 4813.092913 = -2961983.609633 nChanged 848 SP:Iteration 3F (35862.110000 sec): 3 clusters Score: Raw -2967211.715614 + Penalty 4813.092913 = -2962398.622701 nChanged 785 SP:Iteration 4Q (35862.350000 sec): 3 clusters Score: Raw -2967646.550442 + Penalty 4813.092913 = -2962833.457529 nChanged 853 SP:Iteration 5F (35862.590000 sec): 3 clusters Score: Raw -2968201.044012 + Penalty 4813.092913 = -2963387.951099 nChanged 946 SP:Iteration 6F (35862.880000 sec): 3 clusters Score: Raw -2968880.155229 + Penalty 4813.092913 = -2964067.062315 nChanged 972 SP:Iteration 7F (35863.150000 sec): 3 clusters Score: Raw -2969609.643432 + Penalty 4813.092913 = -2964796.550519 nChanged 926 SP:Iteration 8F (35863.380000 sec): 3 clusters Score: Raw -2970251.596229 + Penalty 4813.092913 = -2965438.503316 nChanged 846 SP:Iteration 9F (35863.640000 sec): 3 clusters Score: Raw -2970750.863240 + Penalty 4813.092913 = -2965937.770327 nChanged 687 SP:Iteration 10Q (35863.900000 sec): 3 clusters Score: Raw -2971094.594050 + Penalty 4813.092913 = -2966281.501137 nChanged 530 SP:Iteration 11Q (35864.200000 sec): 3 clusters Score: Raw -2971322.593908 + Penalty 4813.092913 = -2966509.500994 nChanged 419 SP:Iteration 12Q (35864.460000 sec): 3 clusters Score: Raw -2971481.962117 + Penalty 4813.092913 = -2966668.869204 nChanged 348 SP:Iteration 13Q (35864.720000 sec): 3 clusters Score: Raw -2971595.563243 + Penalty 4813.092913 = -2966782.470330 nChanged 276 SP:Iteration 14Q (35865.040000 sec): 3 clusters Score: Raw -2971672.171792 + Penalty 4813.092913 = -2966859.078878 nChanged 202 SP:Iteration 15Q (35865.320000 sec): 3 clusters Score: Raw -2971720.012069 + Penalty 4813.092913 = -2966906.919156 nChanged 167 SP:Iteration 16Q (35865.550000 sec): 3 clusters Score: Raw -2971756.302042 + Penalty 4813.092913 = -2966943.209129 nChanged 154 SP:Iteration 17Q (35865.790000 sec): 3 clusters Score: Raw -2971792.521122 + Penalty 4813.092913 = -2966979.428209 nChanged 138 SP:Iteration 18Q (35866.030000 sec): 3 clusters Score: Raw -2971819.917670 + Penalty 4813.092913 = -2967006.824757 nChanged 121 SP:Iteration 19Q (35866.280000 sec): 3 clusters Score: Raw -2971842.827855 + Penalty 4813.092913 = -2967029.734942 nChanged 119 SP:Iteration 20F (35866.530000 sec): 3 clusters Score: Raw -2971866.558252 + Penalty 4813.092913 = -2967053.465339 nChanged 121 SP:Iteration 21Q (35866.790000 sec): 3 clusters Score: Raw -2971889.520573 + Penalty 4813.092913 = -2967076.427660 nChanged 110 SP:Iteration 22Q (35867.030000 sec): 3 clusters Score: Raw -2971910.796117 + Penalty 4813.092913 = -2967097.703203 nChanged 110 SP:Iteration 23Q (35867.270000 sec): 3 clusters Score: Raw -2971933.408392 + Penalty 4813.092913 = -2967120.315479 nChanged 115 SP:Iteration 24Q (35867.530000 sec): 3 clusters Score: Raw -2971956.343248 + Penalty 4813.092913 = -2967143.250335 nChanged 103 SP:Iteration 25Q (35867.770000 sec): 3 clusters Score: Raw -2971975.183076 + Penalty 4813.092913 = -2967162.090162 nChanged 101 SP:Iteration 26Q (35868.090000 sec): 3 clusters Score: Raw -2971994.534811 + Penalty 4813.092913 = -2967181.441897 nChanged 107 SP:Iteration 27Q (35868.350000 sec): 3 clusters Score: Raw -2972016.440072 + Penalty 4813.092913 = -2967203.347159 nChanged 113 SP:Iteration 28Q (35868.640000 sec): 3 clusters Score: Raw -2972040.367487 + Penalty 4813.092913 = -2967227.274574 nChanged 116 SP:Iteration 29Q (35868.870000 sec): 3 clusters Score: Raw -2972067.681338 + Penalty 4813.092913 = -2967254.588425 nChanged 124 SP:Iteration 30Q (35869.170000 sec): 3 clusters Score: Raw -2972094.769766 + Penalty 4813.092913 = -2967281.676853 nChanged 119 SP:Iteration 31Q (35869.420000 sec): 3 clusters Score: Raw -2972121.285945 + Penalty 4813.092913 = -2967308.193032 nChanged 99 SP:Iteration 32Q (35869.720000 sec): 3 clusters Score: Raw -2972143.643723 + Penalty 4813.092913 = -2967330.550809 nChanged 100 SP:Iteration 33Q (35869.930000 sec): 3 clusters Score: Raw -2972167.264530 + Penalty 4813.092913 = -2967354.171617 nChanged 86 SP:Iteration 34Q (35870.190000 sec): 3 clusters Score: Raw -2972183.741663 + Penalty 4813.092913 = -2967370.648750 nChanged 71 SP:Iteration 35Q (35870.450000 sec): 3 clusters Score: Raw -2972196.976042 + Penalty 4813.092913 = -2967383.883129 nChanged 70 SP:Iteration 36Q (35870.730000 sec): 3 clusters Score: Raw -2972208.911526 + Penalty 4813.092913 = -2967395.818612 nChanged 62 SP:Iteration 37Q (35871.010000 sec): 3 clusters Score: Raw -2972219.712831 + Penalty 4813.092913 = -2967406.619918 nChanged 55 SP:Iteration 38Q (35871.280000 sec): 3 clusters Score: Raw -2972228.189694 + Penalty 4813.092913 = -2967415.096781 nChanged 53 SP:Iteration 39Q (35871.560000 sec): 3 clusters Score: Raw -2972237.740363 + Penalty 4813.092913 = -2967424.647450 nChanged 60 SP:Iteration 40F (35871.850000 sec): 3 clusters Score: Raw -2972247.404903 + Penalty 4813.092913 = -2967434.311990 nChanged 60 SP:Iteration 41Q (35872.100000 sec): 3 clusters Score: Raw -2972256.993935 + Penalty 4813.092913 = -2967443.901022 nChanged 53 SP:Iteration 42Q (35872.400000 sec): 3 clusters Score: Raw -2972265.693537 + Penalty 4813.092913 = -2967452.600624 nChanged 41 SP:Iteration 43Q (35872.640000 sec): 3 clusters Score: Raw -2972272.951056 + Penalty 4813.092913 = -2967459.858142 nChanged 47 SP:Iteration 44Q (35872.920000 sec): 3 clusters Score: Raw -2972280.257612 + Penalty 4813.092913 = -2967467.164699 nChanged 52 SP:Iteration 45Q (35873.200000 sec): 3 clusters Score: Raw -2972287.803732 + Penalty 4813.092913 = -2967474.710819 nChanged 42 SP:Iteration 46Q (35873.490000 sec): 3 clusters Score: Raw -2972294.376351 + Penalty 4813.092913 = -2967481.283438 nChanged 49 SP:Iteration 47Q (35873.740000 sec): 3 clusters Score: Raw -2972303.933491 + Penalty 4813.092913 = -2967490.840577 nChanged 52 SP:Iteration 48Q (35874.000000 sec): 3 clusters Score: Raw -2972313.806099 + Penalty 4813.092913 = -2967500.713185 nChanged 54 SP:Iteration 49Q (35874.290000 sec): 3 clusters Score: Raw -2972325.598122 + Penalty 4813.092913 = -2967512.505208 nChanged 64 SP:Iteration 50Q (35874.540000 sec): 3 clusters Score: Raw -2972338.667593 + Penalty 4813.092913 = -2967525.574680 nChanged 56 SP:Iteration 51Q (35874.780000 sec): 3 clusters Score: Raw -2972353.625461 + Penalty 4813.092913 = -2967540.532548 nChanged 69 SP:Iteration 52Q (35875.070000 sec): 3 clusters Score: Raw -2972367.426391 + Penalty 4813.092913 = -2967554.333478 nChanged 57 SP:Iteration 53Q (35875.330000 sec): 3 clusters Score: Raw -2972379.474386 + Penalty 4813.092913 = -2967566.381473 nChanged 56 SP:Iteration 54Q (35875.600000 sec): 3 clusters Score: Raw -2972391.765645 + Penalty 4813.092913 = -2967578.672732 nChanged 56 SP:Iteration 55Q (35875.960000 sec): 3 clusters Score: Raw -2972404.057820 + Penalty 4813.092913 = -2967590.964907 nChanged 41 SP:Iteration 56Q (35876.200000 sec): 3 clusters Score: Raw -2972411.687938 + Penalty 4813.092913 = -2967598.595025 nChanged 41 SP:Iteration 57Q (35876.500000 sec): 3 clusters Score: Raw -2972418.577207 + Penalty 4813.092913 = -2967605.484294 nChanged 38 SP:Iteration 58Q (35876.740000 sec): 3 clusters Score: Raw -2972425.322176 + Penalty 4813.092913 = -2967612.229262 nChanged 35 SP:Iteration 59Q (35877.020000 sec): 3 clusters Score: Raw -2972432.951546 + Penalty 4813.092913 = -2967619.858632 nChanged 33 SP:Iteration 60F (35877.330000 sec): 3 clusters Score: Raw -2972438.877495 + Penalty 4813.092913 = -2967625.784582 nChanged 37 SP:Iteration 61Q (35877.550000 sec): 3 clusters Score: Raw -2972444.323757 + Penalty 4813.092913 = -2967631.230844 nChanged 34 SP:Iteration 62Q (35877.800000 sec): 3 clusters Score: Raw -2972449.957798 + Penalty 4813.092913 = -2967636.864885 nChanged 24 SP:Iteration 63Q (35878.020000 sec): 3 clusters Score: Raw -2972454.015855 + Penalty 4813.092913 = -2967640.922942 nChanged 27 SP:Iteration 64Q (35878.310000 sec): 3 clusters Score: Raw -2972458.504509 + Penalty 4813.092913 = -2967645.411596 nChanged 29 SP:Iteration 65Q (35878.530000 sec): 3 clusters Score: Raw -2972463.549998 + Penalty 4813.092913 = -2967650.457084 nChanged 36 SP:Iteration 66Q (35878.770000 sec): 3 clusters Score: Raw -2972470.656615 + Penalty 4813.092913 = -2967657.563701 nChanged 32 SP:Iteration 67Q (35879.050000 sec): 3 clusters Score: Raw -2972475.947017 + Penalty 4813.092913 = -2967662.854103 nChanged 28 SP:Iteration 68Q (35879.300000 sec): 3 clusters Score: Raw -2972481.922052 + Penalty 4813.092913 = -2967668.829139 nChanged 21 SP:Iteration 69Q (35879.570000 sec): 3 clusters Score: Raw -2972485.665213 + Penalty 4813.092913 = -2967672.572300 nChanged 23 SP:Iteration 70Q (35879.830000 sec): 3 clusters Score: Raw -2972488.852622 + Penalty 4813.092913 = -2967675.759709 nChanged 11 SP:Iteration 71Q (35880.140000 sec): 3 clusters Score: Raw -2972490.681268 + Penalty 4813.092913 = -2967677.588354 nChanged 21 SP:Iteration 72Q (35880.410000 sec): 3 clusters Score: Raw -2972494.264475 + Penalty 4813.092913 = -2967681.171562 nChanged 26 SP:Iteration 73Q (35880.610000 sec): 3 clusters Score: Raw -2972499.212727 + Penalty 4813.092913 = -2967686.119814 nChanged 20 SP:Iteration 74Q (35880.880000 sec): 3 clusters Score: Raw -2972502.679646 + Penalty 4813.092913 = -2967689.586733 nChanged 22 SP:Iteration 75Q (35881.160000 sec): 3 clusters Score: Raw -2972506.420151 + Penalty 4813.092913 = -2967693.327238 nChanged 25 SP:Iteration 76Q (35881.410000 sec): 3 clusters Score: Raw -2972510.858464 + Penalty 4813.092913 = -2967697.765551 nChanged 24 SP:Iteration 77Q (35881.720000 sec): 3 clusters Score: Raw -2972514.423815 + Penalty 4813.092913 = -2967701.330902 nChanged 18 SP:Iteration 78Q (35882.010000 sec): 3 clusters Score: Raw -2972518.193101 + Penalty 4813.092913 = -2967705.100188 nChanged 17 SP:Iteration 79Q (35882.270000 sec): 3 clusters Score: Raw -2972521.317949 + Penalty 4813.092913 = -2967708.225036 nChanged 13 SP:Iteration 80F (35882.590000 sec): 3 clusters Score: Raw -2972522.968472 + Penalty 4813.092913 = -2967709.875558 nChanged 13 SP:Iteration 81Q (35882.830000 sec): 3 clusters Score: Raw -2972525.053034 + Penalty 4813.092913 = -2967711.960120 nChanged 12 SP:Iteration 82Q (35883.090000 sec): 3 clusters Score: Raw -2972526.813549 + Penalty 4813.092913 = -2967713.720636 nChanged 10 SP:Iteration 83Q (35883.370000 sec): 3 clusters Score: Raw -2972528.030302 + Penalty 4813.092913 = -2967714.937389 nChanged 8 SP:Iteration 84Q (35883.640000 sec): 3 clusters Score: Raw -2972529.207046 + Penalty 4813.092913 = -2967716.114132 nChanged 10 SP:Iteration 85Q (35883.900000 sec): 3 clusters Score: Raw -2972530.440300 + Penalty 4813.092913 = -2967717.347387 nChanged 4 SP:Iteration 86Q (35884.140000 sec): 3 clusters Score: Raw -2972530.722529 + Penalty 4813.092913 = -2967717.629616 nChanged 3 SP:Iteration 87Q (35884.410000 sec): 3 clusters Score: Raw -2972531.082606 + Penalty 4813.092913 = -2967717.989692 nChanged 4 SP:Iteration 88Q (35884.680000 sec): 3 clusters Score: Raw -2972531.607147 + Penalty 4813.092913 = -2967718.514234 nChanged 3 SP:Iteration 89Q (35884.970000 sec): 3 clusters Score: Raw -2972532.057647 + Penalty 4813.092913 = -2967718.964734 nChanged 5 SP:Iteration 90Q (35885.290000 sec): 3 clusters Score: Raw -2972532.697523 + Penalty 4813.092913 = -2967719.604610 nChanged 7 SP:Iteration 91Q (35885.530000 sec): 3 clusters Score: Raw -2972533.830345 + Penalty 4813.092913 = -2967720.737431 nChanged 5 SP:Iteration 92Q (35885.750000 sec): 3 clusters Score: Raw -2972534.349709 + Penalty 4813.092913 = -2967721.256795 nChanged 3 SP:Iteration 93Q (35886.050000 sec): 3 clusters Score: Raw -2972534.682884 + Penalty 4813.092913 = -2967721.589971 nChanged 2 SP:Iteration 94Q (35886.270000 sec): 3 clusters Score: Raw -2972534.997127 + Penalty 4813.092913 = -2967721.904214 nChanged 5 SP:Iteration 95Q (35886.600000 sec): 3 clusters Score: Raw -2972535.458207 + Penalty 4813.092913 = -2967722.365293 nChanged 4 SP:Iteration 96Q (35886.840000 sec): 3 clusters Score: Raw -2972535.877723 + Penalty 4813.092913 = -2967722.784810 nChanged 5 SP:Iteration 97Q (35887.100000 sec): 3 clusters Score: Raw -2972536.443878 + Penalty 4813.092913 = -2967723.350965 nChanged 5 SP:Iteration 98Q (35887.320000 sec): 3 clusters Score: Raw -2972536.839791 + Penalty 4813.092913 = -2967723.746878 nChanged 3 SP:Iteration 99Q (35887.610000 sec): 3 clusters Score: Raw -2972537.069789 + Penalty 4813.092913 = -2967723.976875 nChanged 2 SP:Iteration 100F (35887.910000 sec): 3 clusters Score: Raw -2972537.423854 + Penalty 4813.092913 = -2967724.330941 nChanged 2 SP:Iteration 101Q (35888.160000 sec): 3 clusters Score: Raw -2972537.624894 + Penalty 4813.092913 = -2967724.531981 nChanged 1 SP:Iteration 102Q (35888.460000 sec): 3 clusters Score: Raw -2972537.729344 + Penalty 4813.092913 = -2967724.636431 nChanged 0 SP:Iteration 103F (35888.750000 sec): 3 clusters Score: Raw -2972537.729344 + Penalty 4813.092913 = -2967724.636431 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35888.840000 sec): 2 clusters Score: Raw -24826.752647 + Penalty 1347.563057 = -23479.189591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35888.980000 sec): 3 clusters Score: Raw -25071.902624 + Penalty 2695.126114 = -22376.776510 nChanged 29 SP:Iteration 1F (35889.180000 sec): 3 clusters Score: Raw -25187.779486 + Penalty 2695.126114 = -22492.653372 nChanged 7 SP:Iteration 2Q (35889.360000 sec): 3 clusters Score: Raw -25217.877284 + Penalty 2695.126114 = -22522.751171 nChanged 6 SP:Iteration 3Q (35889.550000 sec): 3 clusters Score: Raw -25249.170207 + Penalty 2695.126114 = -22554.044093 nChanged 2 SP:Iteration 4Q (35889.730000 sec): 3 clusters Score: Raw -25252.765208 + Penalty 2695.126114 = -22557.639094 nChanged 0 SP:Iteration 5F (35889.950000 sec): 3 clusters Score: Raw -25252.765208 + Penalty 2695.126114 = -22557.639094 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (2001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35890.010000 sec): 2 clusters Score: Raw -338087.268615 + Penalty 1885.147779 = -336202.120836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35890.210000 sec): 3 clusters Score: Raw -337403.470335 + Penalty 3770.295558 = -333633.174777 nChanged 610 SP:Iteration 1F (35890.440000 sec): 3 clusters Score: Raw -338017.400883 + Penalty 3770.295558 = -334247.105325 nChanged 203 SP:Iteration 2F (35890.610000 sec): 3 clusters Score: Raw -338403.947952 + Penalty 3770.295558 = -334633.652394 nChanged 145 SP:Iteration 3F (35890.750000 sec): 3 clusters Score: Raw -338683.356669 + Penalty 3770.295558 = -334913.061111 nChanged 146 SP:Iteration 4F (35890.980000 sec): 3 clusters Score: Raw -338873.708244 + Penalty 3770.295558 = -335103.412686 nChanged 110 SP:Iteration 5F (35891.190000 sec): 3 clusters Score: Raw -339015.720168 + Penalty 3770.295558 = -335245.424610 nChanged 84 SP:Iteration 6Q (35891.410000 sec): 3 clusters Score: Raw -339113.199930 + Penalty 3770.295558 = -335342.904372 nChanged 75 SP:Iteration 7Q (35891.570000 sec): 3 clusters Score: Raw -339202.909962 + Penalty 3770.295558 = -335432.614404 nChanged 49 SP:Iteration 8Q (35891.790000 sec): 3 clusters Score: Raw -339256.458551 + Penalty 3770.295558 = -335486.162993 nChanged 30 SP:Iteration 9Q (35892.000000 sec): 3 clusters Score: Raw -339280.660118 + Penalty 3770.295558 = -335510.364560 nChanged 14 SP:Iteration 10Q (35892.150000 sec): 3 clusters Score: Raw -339294.011463 + Penalty 3770.295558 = -335523.715906 nChanged 17 SP:Iteration 11Q (35892.330000 sec): 3 clusters Score: Raw -339305.774061 + Penalty 3770.295558 = -335535.478503 nChanged 11 SP:Iteration 12Q (35892.530000 sec): 3 clusters Score: Raw -339313.200042 + Penalty 3770.295558 = -335542.904484 nChanged 8 SP:Iteration 13Q (35892.710000 sec): 3 clusters Score: Raw -339318.150437 + Penalty 3770.295558 = -335547.854879 nChanged 12 SP:Iteration 14Q (35892.870000 sec): 3 clusters Score: Raw -339325.966438 + Penalty 3770.295558 = -335555.670880 nChanged 10 SP:Iteration 15Q (35893.010000 sec): 3 clusters Score: Raw -339331.301215 + Penalty 3770.295558 = -335561.005657 nChanged 4 SP:Iteration 16Q (35893.160000 sec): 3 clusters Score: Raw -339332.722919 + Penalty 3770.295558 = -335562.427361 nChanged 3 SP:Iteration 17Q (35893.370000 sec): 3 clusters Score: Raw -339334.348204 + Penalty 3770.295558 = -335564.052646 nChanged 5 SP:Iteration 18Q (35893.570000 sec): 3 clusters Score: Raw -339337.941650 + Penalty 3770.295558 = -335567.646093 nChanged 4 SP:Iteration 19Q (35893.700000 sec): 3 clusters Score: Raw -339340.859376 + Penalty 3770.295558 = -335570.563818 nChanged 4 SP:Iteration 20F (35893.820000 sec): 3 clusters Score: Raw -339343.196088 + Penalty 3770.295558 = -335572.900530 nChanged 5 SP:Iteration 21Q (35893.950000 sec): 3 clusters Score: Raw -339345.891829 + Penalty 3770.295558 = -335575.596271 nChanged 4 SP:Iteration 22Q (35894.080000 sec): 3 clusters Score: Raw -339348.533988 + Penalty 3770.295558 = -335578.238430 nChanged 3 SP:Iteration 23Q (35894.250000 sec): 3 clusters Score: Raw -339350.543215 + Penalty 3770.295558 = -335580.247657 nChanged 3 SP:Iteration 24Q (35894.410000 sec): 3 clusters Score: Raw -339352.303694 + Penalty 3770.295558 = -335582.008136 nChanged 2 SP:Iteration 25Q (35894.580000 sec): 3 clusters Score: Raw -339354.014883 + Penalty 3770.295558 = -335583.719325 nChanged 1 SP:Iteration 26Q (35894.680000 sec): 3 clusters Score: Raw -339354.450244 + Penalty 3770.295558 = -335584.154686 nChanged 1 SP:Iteration 27Q (35894.790000 sec): 3 clusters Score: Raw -339355.063544 + Penalty 3770.295558 = -335584.767986 nChanged 4 SP:Iteration 28Q (35894.910000 sec): 3 clusters Score: Raw -339356.671967 + Penalty 3770.295558 = -335586.376409 nChanged 2 SP:Iteration 29Q (35895.060000 sec): 3 clusters Score: Raw -339357.764853 + Penalty 3770.295558 = -335587.469295 nChanged 4 SP:Iteration 30Q (35895.240000 sec): 3 clusters Score: Raw -339363.448113 + Penalty 3770.295558 = -335593.152555 nChanged 6 SP:Iteration 31Q (35895.400000 sec): 3 clusters Score: Raw -339369.626094 + Penalty 3770.295558 = -335599.330536 nChanged 2 SP:Iteration 32Q (35895.550000 sec): 3 clusters Score: Raw -339370.632036 + Penalty 3770.295558 = -335600.336478 nChanged 2 SP:Iteration 33Q (35895.690000 sec): 3 clusters Score: Raw -339372.715081 + Penalty 3770.295558 = -335602.419523 nChanged 3 SP:Iteration 34Q (35895.820000 sec): 3 clusters Score: Raw -339374.103554 + Penalty 3770.295558 = -335603.807996 nChanged 2 SP:Iteration 35Q (35895.990000 sec): 3 clusters Score: Raw -339375.176756 + Penalty 3770.295558 = -335604.881198 nChanged 2 SP:Iteration 36Q (35896.150000 sec): 3 clusters Score: Raw -339376.554605 + Penalty 3770.295558 = -335606.259047 nChanged 1 SP:Iteration 37Q (35896.360000 sec): 3 clusters Score: Raw -339376.987298 + Penalty 3770.295558 = -335606.691740 nChanged 0 SP:Iteration 38F (35896.540000 sec): 3 clusters Score: Raw -339376.987298 + Penalty 3770.295558 = -335606.691740 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35897.020000 sec): 2 clusters Score: Raw -17303615.363542 + Penalty 2840.661164 = -17300774.702378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35897.670000 sec): 3 clusters Score: Raw -17243382.594341 + Penalty 5681.322327 = -17237701.272014 nChanged 44508 SP:Iteration 1F (35898.300000 sec): 3 clusters Score: Raw -17269242.725842 + Penalty 5681.322327 = -17263561.403515 nChanged 3991 SP:Iteration 2Q (35898.940000 sec): 3 clusters Score: Raw -17270632.309527 + Penalty 5681.322327 = -17264950.987200 nChanged 4380 SP:Iteration 3Q (35899.630000 sec): 3 clusters Score: Raw -17272430.864714 + Penalty 5681.322327 = -17266749.542387 nChanged 4881 SP:Iteration 4F (35900.310000 sec): 3 clusters Score: Raw -17274705.090950 + Penalty 5681.322327 = -17269023.768623 nChanged 5150 SP:Iteration 5F (35901.010000 sec): 3 clusters Score: Raw -17277172.712679 + Penalty 5681.322327 = -17271491.390352 nChanged 5210 SP:Iteration 6F (35901.690000 sec): 3 clusters Score: Raw -17279703.212202 + Penalty 5681.322327 = -17274021.889875 nChanged 4867 SP:Iteration 7F (35902.350000 sec): 3 clusters Score: Raw -17282102.749220 + Penalty 5681.322327 = -17276421.426892 nChanged 4615 SP:Iteration 8Q (35903.100000 sec): 3 clusters Score: Raw -17284546.723283 + Penalty 5681.322327 = -17278865.400956 nChanged 4136 SP:Iteration 9Q (35903.830000 sec): 3 clusters Score: Raw -17286927.595600 + Penalty 5681.322327 = -17281246.273273 nChanged 3683 SP:Iteration 10Q (35904.500000 sec): 3 clusters Score: Raw -17289279.935783 + Penalty 5681.322327 = -17283598.613456 nChanged 3248 SP:Iteration 11Q (35905.150000 sec): 3 clusters Score: Raw -17291435.628544 + Penalty 5681.322327 = -17285754.306217 nChanged 2821 SP:Iteration 12Q (35905.790000 sec): 3 clusters Score: Raw -17293036.429259 + Penalty 5681.322327 = -17287355.106932 nChanged 2138 SP:Iteration 13Q (35906.450000 sec): 3 clusters Score: Raw -17294101.043370 + Penalty 5681.322327 = -17288419.721043 nChanged 1772 SP:Iteration 14Q (35907.070000 sec): 3 clusters Score: Raw -17294907.816398 + Penalty 5681.322327 = -17289226.494071 nChanged 1666 SP:Iteration 15Q (35907.720000 sec): 3 clusters Score: Raw -17295625.854804 + Penalty 5681.322327 = -17289944.532476 nChanged 1597 SP:Iteration 16Q (35908.350000 sec): 3 clusters Score: Raw -17296343.370001 + Penalty 5681.322327 = -17290662.047674 nChanged 1628 SP:Iteration 17Q (35908.990000 sec): 3 clusters Score: Raw -17297091.334863 + Penalty 5681.322327 = -17291410.012536 nChanged 1550 SP:Iteration 18Q (35909.610000 sec): 3 clusters Score: Raw -17297790.558464 + Penalty 5681.322327 = -17292109.236136 nChanged 1507 SP:Iteration 19Q (35910.200000 sec): 3 clusters Score: Raw -17298490.575387 + Penalty 5681.322327 = -17292809.253060 nChanged 1514 SP:Iteration 20F (35910.870000 sec): 3 clusters Score: Raw -17299218.256829 + Penalty 5681.322327 = -17293536.934501 nChanged 1436 SP:Iteration 21Q (35911.530000 sec): 3 clusters Score: Raw -17299906.416188 + Penalty 5681.322327 = -17294225.093861 nChanged 1314 SP:Iteration 22Q (35912.210000 sec): 3 clusters Score: Raw -17300573.595262 + Penalty 5681.322327 = -17294892.272935 nChanged 1270 SP:Iteration 23Q (35912.790000 sec): 3 clusters Score: Raw -17301266.540074 + Penalty 5681.322327 = -17295585.217747 nChanged 1114 SP:Iteration 24Q (35913.410000 sec): 3 clusters Score: Raw -17301860.779530 + Penalty 5681.322327 = -17296179.457202 nChanged 986 SP:Iteration 25Q (35913.970000 sec): 3 clusters Score: Raw -17302374.955388 + Penalty 5681.322327 = -17296693.633061 nChanged 772 SP:Iteration 26Q (35914.590000 sec): 3 clusters Score: Raw -17302785.359691 + Penalty 5681.322327 = -17297104.037364 nChanged 660 SP:Iteration 27Q (35915.210000 sec): 3 clusters Score: Raw -17303139.177890 + Penalty 5681.322327 = -17297457.855563 nChanged 528 SP:Iteration 28Q (35915.820000 sec): 3 clusters Score: Raw -17303422.677312 + Penalty 5681.322327 = -17297741.354985 nChanged 428 SP:Iteration 29Q (35916.410000 sec): 3 clusters Score: Raw -17303644.724154 + Penalty 5681.322327 = -17297963.401827 nChanged 326 SP:Iteration 30Q (35917.000000 sec): 3 clusters Score: Raw -17303818.833410 + Penalty 5681.322327 = -17298137.511083 nChanged 254 SP:Iteration 31Q (35917.570000 sec): 3 clusters Score: Raw -17303946.096298 + Penalty 5681.322327 = -17298264.773971 nChanged 182 SP:Iteration 32Q (35918.190000 sec): 3 clusters Score: Raw -17304033.338910 + Penalty 5681.322327 = -17298352.016583 nChanged 149 SP:Iteration 33Q (35918.700000 sec): 3 clusters Score: Raw -17304094.735675 + Penalty 5681.322327 = -17298413.413348 nChanged 96 SP:Iteration 34Q (35919.290000 sec): 3 clusters Score: Raw -17304136.781772 + Penalty 5681.322327 = -17298455.459445 nChanged 98 SP:Iteration 35Q (35919.940000 sec): 3 clusters Score: Raw -17304182.084998 + Penalty 5681.322327 = -17298500.762671 nChanged 86 SP:Iteration 36Q (35920.570000 sec): 3 clusters Score: Raw -17304215.784769 + Penalty 5681.322327 = -17298534.462442 nChanged 70 SP:Iteration 37Q (35921.250000 sec): 3 clusters Score: Raw -17304241.387211 + Penalty 5681.322327 = -17298560.064884 nChanged 66 SP:Iteration 38Q (35921.880000 sec): 3 clusters Score: Raw -17304265.338466 + Penalty 5681.322327 = -17298584.016139 nChanged 45 SP:Iteration 39Q (35922.450000 sec): 3 clusters Score: Raw -17304282.365409 + Penalty 5681.322327 = -17298601.043081 nChanged 39 SP:Iteration 40F (35923.150000 sec): 3 clusters Score: Raw -17304295.214109 + Penalty 5681.322327 = -17298613.891782 nChanged 32 SP:Iteration 41Q (35923.750000 sec): 3 clusters Score: Raw -17304307.751114 + Penalty 5681.322327 = -17298626.428787 nChanged 24 SP:Iteration 42Q (35924.370000 sec): 3 clusters Score: Raw -17304316.161174 + Penalty 5681.322327 = -17298634.838847 nChanged 25 SP:Iteration 43Q (35924.950000 sec): 3 clusters Score: Raw -17304325.714037 + Penalty 5681.322327 = -17298644.391710 nChanged 24 SP:Iteration 44Q (35925.560000 sec): 3 clusters Score: Raw -17304333.603631 + Penalty 5681.322327 = -17298652.281304 nChanged 17 SP:Iteration 45Q (35926.140000 sec): 3 clusters Score: Raw -17304339.063478 + Penalty 5681.322327 = -17298657.741151 nChanged 10 SP:Iteration 46Q (35926.690000 sec): 3 clusters Score: Raw -17304342.980861 + Penalty 5681.322327 = -17298661.658534 nChanged 9 SP:Iteration 47Q (35927.270000 sec): 3 clusters Score: Raw -17304346.835521 + Penalty 5681.322327 = -17298665.513194 nChanged 8 SP:Iteration 48Q (35927.880000 sec): 3 clusters Score: Raw -17304350.038257 + Penalty 5681.322327 = -17298668.715930 nChanged 13 SP:Iteration 49Q (35928.530000 sec): 3 clusters Score: Raw -17304353.177849 + Penalty 5681.322327 = -17298671.855522 nChanged 5 SP:Iteration 50Q (35929.200000 sec): 3 clusters Score: Raw -17304355.708617 + Penalty 5681.322327 = -17298674.386289 nChanged 8 SP:Iteration 51Q (35929.820000 sec): 3 clusters Score: Raw -17304358.019322 + Penalty 5681.322327 = -17298676.696995 nChanged 6 SP:Iteration 52Q (35930.470000 sec): 3 clusters Score: Raw -17304359.573195 + Penalty 5681.322327 = -17298678.250868 nChanged 5 SP:Iteration 53Q (35931.080000 sec): 3 clusters Score: Raw -17304360.524397 + Penalty 5681.322327 = -17298679.202070 nChanged 4 SP:Iteration 54Q (35931.620000 sec): 3 clusters Score: Raw -17304361.744388 + Penalty 5681.322327 = -17298680.422060 nChanged 5 SP:Iteration 55Q (35932.240000 sec): 3 clusters Score: Raw -17304362.965884 + Penalty 5681.322327 = -17298681.643556 nChanged 6 SP:Iteration 56Q (35932.800000 sec): 3 clusters Score: Raw -17304365.332053 + Penalty 5681.322327 = -17298684.009726 nChanged 6 SP:Iteration 57Q (35933.420000 sec): 3 clusters Score: Raw -17304367.572945 + Penalty 5681.322327 = -17298686.250618 nChanged 8 SP:Iteration 58Q (35934.010000 sec): 3 clusters Score: Raw -17304370.826277 + Penalty 5681.322327 = -17298689.503949 nChanged 6 SP:Iteration 59Q (35934.640000 sec): 3 clusters Score: Raw -17304373.324442 + Penalty 5681.322327 = -17298692.002114 nChanged 7 SP:Iteration 60F (35935.290000 sec): 3 clusters Score: Raw -17304375.720532 + Penalty 5681.322327 = -17298694.398205 nChanged 3 SP:Iteration 61Q (35935.900000 sec): 3 clusters Score: Raw -17304376.807813 + Penalty 5681.322327 = -17298695.485486 nChanged 2 SP:Iteration 62Q (35936.490000 sec): 3 clusters Score: Raw -17304377.508281 + Penalty 5681.322327 = -17298696.185954 nChanged 2 SP:Iteration 63Q (35937.120000 sec): 3 clusters Score: Raw -17304378.219951 + Penalty 5681.322327 = -17298696.897624 nChanged 1 SP:Iteration 64Q (35937.800000 sec): 3 clusters Score: Raw -17304378.413860 + Penalty 5681.322327 = -17298697.091533 nChanged 0 SP:Iteration 65F (35938.510000 sec): 3 clusters Score: Raw -17304378.413860 + Penalty 5681.322327 = -17298697.091533 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35938.620000 sec): 2 clusters Score: Raw -64337.069337 + Penalty 1516.193181 = -62820.876156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35938.810000 sec): 3 clusters Score: Raw -64437.372839 + Penalty 3032.386361 = -61404.986478 nChanged 86 SP:Iteration 1F (35939.020000 sec): 3 clusters Score: Raw -64667.330606 + Penalty 3032.386361 = -61634.944245 nChanged 31 SP:Iteration 2F (35939.190000 sec): 3 clusters Score: Raw -64784.808868 + Penalty 3032.386361 = -61752.422507 nChanged 15 SP:Iteration 3Q (35939.430000 sec): 3 clusters Score: Raw -64917.160286 + Penalty 3032.386361 = -61884.773925 nChanged 18 SP:Iteration 4Q (35939.590000 sec): 3 clusters Score: Raw -65094.990715 + Penalty 3032.386361 = -62062.604354 nChanged 22 SP:Iteration 5Q (35939.790000 sec): 3 clusters Score: Raw -65183.786710 + Penalty 3032.386361 = -62151.400349 nChanged 20 SP:Iteration 6Q (35939.950000 sec): 3 clusters Score: Raw -65273.513616 + Penalty 3032.386361 = -62241.127255 nChanged 18 SP:Iteration 7Q (35940.120000 sec): 3 clusters Score: Raw -65345.437230 + Penalty 3032.386361 = -62313.050869 nChanged 13 SP:Iteration 8Q (35940.330000 sec): 3 clusters Score: Raw -65400.728035 + Penalty 3032.386361 = -62368.341673 nChanged 7 SP:Iteration 9Q (35940.520000 sec): 3 clusters Score: Raw -65441.221727 + Penalty 3032.386361 = -62408.835366 nChanged 6 SP:Iteration 10Q (35940.730000 sec): 3 clusters Score: Raw -65457.997958 + Penalty 3032.386361 = -62425.611597 nChanged 1 SP:Iteration 11Q (35940.890000 sec): 3 clusters Score: Raw -65460.296636 + Penalty 3032.386361 = -62427.910275 nChanged 1 SP:Iteration 12Q (35941.130000 sec): 3 clusters Score: Raw -65461.588131 + Penalty 3032.386361 = -62429.201770 nChanged 0 SP:Iteration 13F (35941.320000 sec): 3 clusters Score: Raw -65461.588131 + Penalty 3032.386361 = -62429.201770 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35941.430000 sec): 2 clusters Score: Raw -702577.536402 + Penalty 2049.050634 = -700528.485769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35941.680000 sec): 3 clusters Score: Raw -700853.061095 + Penalty 4098.101267 = -696754.959828 nChanged 1421 SP:Iteration 1F (35941.900000 sec): 3 clusters Score: Raw -701756.454160 + Penalty 4098.101267 = -697658.352893 nChanged 336 SP:Iteration 2F (35942.080000 sec): 3 clusters Score: Raw -702038.341112 + Penalty 4098.101267 = -697940.239845 nChanged 243 SP:Iteration 3F (35942.280000 sec): 3 clusters Score: Raw -702279.871568 + Penalty 4098.101267 = -698181.770301 nChanged 226 SP:Iteration 4F (35942.480000 sec): 3 clusters Score: Raw -702548.967050 + Penalty 4098.101267 = -698450.865783 nChanged 223 SP:Iteration 5F (35942.770000 sec): 3 clusters Score: Raw -702782.874490 + Penalty 4098.101267 = -698684.773223 nChanged 196 SP:Iteration 6F (35942.940000 sec): 3 clusters Score: Raw -702966.843250 + Penalty 4098.101267 = -698868.741983 nChanged 180 SP:Iteration 7Q (35943.150000 sec): 3 clusters Score: Raw -703125.160019 + Penalty 4098.101267 = -699027.058752 nChanged 132 SP:Iteration 8Q (35943.380000 sec): 3 clusters Score: Raw -703225.520377 + Penalty 4098.101267 = -699127.419109 nChanged 104 SP:Iteration 9Q (35943.560000 sec): 3 clusters Score: Raw -703295.643315 + Penalty 4098.101267 = -699197.542047 nChanged 79 SP:Iteration 10Q (35943.770000 sec): 3 clusters Score: Raw -703348.613429 + Penalty 4098.101267 = -699250.512162 nChanged 59 SP:Iteration 11Q (35943.980000 sec): 3 clusters Score: Raw -703382.984306 + Penalty 4098.101267 = -699284.883039 nChanged 50 SP:Iteration 12Q (35944.170000 sec): 3 clusters Score: Raw -703407.996039 + Penalty 4098.101267 = -699309.894772 nChanged 39 SP:Iteration 13Q (35944.370000 sec): 3 clusters Score: Raw -703431.829886 + Penalty 4098.101267 = -699333.728619 nChanged 38 SP:Iteration 14Q (35944.580000 sec): 3 clusters Score: Raw -703453.752582 + Penalty 4098.101267 = -699355.651315 nChanged 30 SP:Iteration 15Q (35944.820000 sec): 3 clusters Score: Raw -703469.176612 + Penalty 4098.101267 = -699371.075344 nChanged 25 SP:Iteration 16Q (35945.040000 sec): 3 clusters Score: Raw -703481.417107 + Penalty 4098.101267 = -699383.315840 nChanged 14 SP:Iteration 17Q (35945.230000 sec): 3 clusters Score: Raw -703486.466908 + Penalty 4098.101267 = -699388.365641 nChanged 11 SP:Iteration 18Q (35945.380000 sec): 3 clusters Score: Raw -703491.615402 + Penalty 4098.101267 = -699393.514135 nChanged 7 SP:Iteration 19Q (35945.580000 sec): 3 clusters Score: Raw -703493.913143 + Penalty 4098.101267 = -699395.811876 nChanged 3 SP:Iteration 20F (35945.750000 sec): 3 clusters Score: Raw -703494.341109 + Penalty 4098.101267 = -699396.239842 nChanged 2 SP:Iteration 21Q (35945.930000 sec): 3 clusters Score: Raw -703495.045643 + Penalty 4098.101267 = -699396.944376 nChanged 3 SP:Iteration 22Q (35946.120000 sec): 3 clusters Score: Raw -703495.540148 + Penalty 4098.101267 = -699397.438881 nChanged 1 SP:Iteration 23Q (35946.360000 sec): 3 clusters Score: Raw -703495.907182 + Penalty 4098.101267 = -699397.805915 nChanged 1 SP:Iteration 24Q (35946.480000 sec): 3 clusters Score: Raw -703496.136268 + Penalty 4098.101267 = -699398.035001 nChanged 2 SP:Iteration 25Q (35946.660000 sec): 3 clusters Score: Raw -703496.841169 + Penalty 4098.101267 = -699398.739902 nChanged 3 SP:Iteration 26Q (35946.870000 sec): 3 clusters Score: Raw -703497.991040 + Penalty 4098.101267 = -699399.889773 nChanged 2 SP:Iteration 27Q (35947.090000 sec): 3 clusters Score: Raw -703499.201505 + Penalty 4098.101267 = -699401.100238 nChanged 2 SP:Iteration 28Q (35947.300000 sec): 3 clusters Score: Raw -703499.787910 + Penalty 4098.101267 = -699401.686643 nChanged 0 SP:Iteration 29F (35947.480000 sec): 3 clusters Score: Raw -703499.787910 + Penalty 4098.101267 = -699401.686643 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35947.590000 sec): 2 clusters Score: Raw -152655.966501 + Penalty 1694.324484 = -150961.642017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35947.780000 sec): 3 clusters Score: Raw -152502.267257 + Penalty 3388.648969 = -149113.618289 nChanged 253 SP:Iteration 1F (35947.980000 sec): 3 clusters Score: Raw -153028.103314 + Penalty 3388.648969 = -149639.454346 nChanged 106 SP:Iteration 2F (35948.160000 sec): 3 clusters Score: Raw -153322.817932 + Penalty 3388.648969 = -149934.168964 nChanged 73 SP:Iteration 3F (35948.310000 sec): 3 clusters Score: Raw -153567.332431 + Penalty 3388.648969 = -150178.683462 nChanged 49 SP:Iteration 4F (35948.550000 sec): 3 clusters Score: Raw -153695.752019 + Penalty 3388.648969 = -150307.103051 nChanged 26 SP:Iteration 5Q (35948.680000 sec): 3 clusters Score: Raw -153743.849890 + Penalty 3388.648969 = -150355.200922 nChanged 10 SP:Iteration 6Q (35948.890000 sec): 3 clusters Score: Raw -153772.818853 + Penalty 3388.648969 = -150384.169885 nChanged 3 SP:Iteration 7Q (35949.060000 sec): 3 clusters Score: Raw -153778.662467 + Penalty 3388.648969 = -150390.013499 nChanged 3 SP:Iteration 8Q (35949.220000 sec): 3 clusters Score: Raw -153789.708621 + Penalty 3388.648969 = -150401.059653 nChanged 2 SP:Iteration 9Q (35949.420000 sec): 3 clusters Score: Raw -153792.979362 + Penalty 3388.648969 = -150404.330394 nChanged 0 SP:Iteration 10F (35949.590000 sec): 3 clusters Score: Raw -153792.979362 + Penalty 3388.648969 = -150404.330394 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35949.710000 sec): 2 clusters Score: Raw -23426.327862 + Penalty 1385.637667 = -22040.690195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35949.850000 sec): 3 clusters Score: Raw -23714.833019 + Penalty 2771.275335 = -20943.557684 nChanged 56 SP:Iteration 1F (35950.030000 sec): 3 clusters Score: Raw -23942.562742 + Penalty 2771.275335 = -21171.287407 nChanged 18 SP:Iteration 2F (35950.240000 sec): 3 clusters Score: Raw -24068.027022 + Penalty 2771.275335 = -21296.751688 nChanged 12 SP:Iteration 3Q (35950.400000 sec): 3 clusters Score: Raw -24127.645575 + Penalty 2771.275335 = -21356.370240 nChanged 5 SP:Iteration 4Q (35950.570000 sec): 3 clusters Score: Raw -24144.096470 + Penalty 2771.275335 = -21372.821135 nChanged 4 SP:Iteration 5Q (35950.720000 sec): 3 clusters Score: Raw -24159.272403 + Penalty 2771.275335 = -21387.997068 nChanged 4 SP:Iteration 6Q (35950.900000 sec): 3 clusters Score: Raw -24177.889212 + Penalty 2771.275335 = -21406.613877 nChanged 1 SP:Iteration 7Q (35951.020000 sec): 3 clusters Score: Raw -24181.877710 + Penalty 2771.275335 = -21410.602375 nChanged 1 SP:Iteration 8Q (35951.190000 sec): 3 clusters Score: Raw -24184.027107 + Penalty 2771.275335 = -21412.751773 nChanged 0 SP:Iteration 9F (35951.360000 sec): 3 clusters Score: Raw -24184.027107 + Penalty 2771.275335 = -21412.751773 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35951.420000 sec): 2 clusters Score: Raw -47655.060579 + Penalty 1420.258241 = -46234.802338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35951.620000 sec): 3 clusters Score: Raw -47819.815573 + Penalty 2840.516483 = -44979.299090 nChanged 50 SP:Iteration 1F (35951.800000 sec): 3 clusters Score: Raw -48020.690661 + Penalty 2840.516483 = -45180.174179 nChanged 13 SP:Iteration 2Q (35952.010000 sec): 3 clusters Score: Raw -48077.941726 + Penalty 2840.516483 = -45237.425243 nChanged 7 SP:Iteration 3Q (35952.200000 sec): 3 clusters Score: Raw -48091.454951 + Penalty 2840.516483 = -45250.938468 nChanged 3 SP:Iteration 4Q (35952.400000 sec): 3 clusters Score: Raw -48096.285209 + Penalty 2840.516483 = -45255.768726 nChanged 3 SP:Iteration 5Q (35952.580000 sec): 3 clusters Score: Raw -48104.068863 + Penalty 2840.516483 = -45263.552380 nChanged 3 SP:Iteration 6Q (35952.820000 sec): 3 clusters Score: Raw -48113.214360 + Penalty 2840.516483 = -45272.697877 nChanged 2 SP:Iteration 7Q (35953.000000 sec): 3 clusters Score: Raw -48116.209051 + Penalty 2840.516483 = -45275.692568 nChanged 2 SP:Iteration 8Q (35953.160000 sec): 3 clusters Score: Raw -48129.687028 + Penalty 2840.516483 = -45289.170545 nChanged 1 SP:Iteration 9Q (35953.350000 sec): 3 clusters Score: Raw -48131.642976 + Penalty 2840.516483 = -45291.126493 nChanged 0 SP:Iteration 10F (35953.520000 sec): 3 clusters Score: Raw -48131.642976 + Penalty 2840.516483 = -45291.126493 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35953.620000 sec): 2 clusters Score: Raw -37236.288426 + Penalty 1358.162961 = -35878.125466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35953.850000 sec): 3 clusters Score: Raw -37461.378659 + Penalty 2716.325922 = -34745.052737 nChanged 30 SP:Iteration 1F (35954.000000 sec): 3 clusters Score: Raw -37550.189136 + Penalty 2716.325922 = -34833.863215 nChanged 10 SP:Iteration 2Q (35954.190000 sec): 3 clusters Score: Raw -37584.000772 + Penalty 2716.325922 = -34867.674851 nChanged 5 SP:Iteration 3Q (35954.410000 sec): 3 clusters Score: Raw -37612.829830 + Penalty 2716.325922 = -34896.503908 nChanged 2 SP:Iteration 4Q (35954.560000 sec): 3 clusters Score: Raw -37619.561063 + Penalty 2716.325922 = -34903.235142 nChanged 1 SP:Iteration 5Q (35954.750000 sec): 3 clusters Score: Raw -37623.641836 + Penalty 2716.325922 = -34907.315914 nChanged 2 SP:Iteration 6Q (35954.930000 sec): 3 clusters Score: Raw -37637.105853 + Penalty 2716.325922 = -34920.779932 nChanged 1 SP:Iteration 7Q (35955.130000 sec): 3 clusters Score: Raw -37638.712401 + Penalty 2716.325922 = -34922.386479 nChanged 2 SP:Iteration 8Q (35955.320000 sec): 3 clusters Score: Raw -37649.404859 + Penalty 2716.325922 = -34933.078937 nChanged 0 SP:Iteration 9F (35955.490000 sec): 3 clusters Score: Raw -37649.404859 + Penalty 2716.325922 = -34933.078937 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35955.660000 sec): 2 clusters Score: Raw -1310096.410359 + Penalty 2205.640074 = -1307890.770285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35955.850000 sec): 3 clusters Score: Raw -1306320.252751 + Penalty 4411.280149 = -1301908.972602 nChanged 2886 SP:Iteration 1F (35956.030000 sec): 3 clusters Score: Raw -1307927.292736 + Penalty 4411.280149 = -1303516.012588 nChanged 542 SP:Iteration 2F (35956.250000 sec): 3 clusters Score: Raw -1308267.243775 + Penalty 4411.280149 = -1303855.963626 nChanged 438 SP:Iteration 3F (35956.430000 sec): 3 clusters Score: Raw -1308557.924094 + Penalty 4411.280149 = -1304146.643945 nChanged 340 SP:Iteration 4Q (35956.640000 sec): 3 clusters Score: Raw -1308776.816290 + Penalty 4411.280149 = -1304365.536141 nChanged 336 SP:Iteration 5Q (35956.880000 sec): 3 clusters Score: Raw -1308990.818753 + Penalty 4411.280149 = -1304579.538604 nChanged 346 SP:Iteration 6Q (35957.100000 sec): 3 clusters Score: Raw -1309234.107644 + Penalty 4411.280149 = -1304822.827495 nChanged 304 SP:Iteration 7Q (35957.300000 sec): 3 clusters Score: Raw -1309419.389941 + Penalty 4411.280149 = -1305008.109792 nChanged 246 SP:Iteration 8Q (35957.510000 sec): 3 clusters Score: Raw -1309551.549293 + Penalty 4411.280149 = -1305140.269144 nChanged 218 SP:Iteration 9Q (35957.710000 sec): 3 clusters Score: Raw -1309661.761256 + Penalty 4411.280149 = -1305250.481107 nChanged 194 SP:Iteration 10Q (35957.930000 sec): 3 clusters Score: Raw -1309753.787156 + Penalty 4411.280149 = -1305342.507007 nChanged 165 SP:Iteration 11Q (35958.150000 sec): 3 clusters Score: Raw -1309820.599469 + Penalty 4411.280149 = -1305409.319320 nChanged 133 SP:Iteration 12Q (35958.370000 sec): 3 clusters Score: Raw -1309873.899729 + Penalty 4411.280149 = -1305462.619580 nChanged 137 SP:Iteration 13Q (35958.570000 sec): 3 clusters Score: Raw -1309922.154736 + Penalty 4411.280149 = -1305510.874587 nChanged 108 SP:Iteration 14Q (35958.770000 sec): 3 clusters Score: Raw -1309958.869512 + Penalty 4411.280149 = -1305547.589363 nChanged 94 SP:Iteration 15Q (35958.980000 sec): 3 clusters Score: Raw -1309989.046245 + Penalty 4411.280149 = -1305577.766096 nChanged 74 SP:Iteration 16Q (35959.230000 sec): 3 clusters Score: Raw -1310009.040169 + Penalty 4411.280149 = -1305597.760020 nChanged 63 SP:Iteration 17Q (35959.430000 sec): 3 clusters Score: Raw -1310028.809311 + Penalty 4411.280149 = -1305617.529162 nChanged 55 SP:Iteration 18Q (35959.660000 sec): 3 clusters Score: Raw -1310044.148884 + Penalty 4411.280149 = -1305632.868735 nChanged 50 SP:Iteration 19Q (35959.910000 sec): 3 clusters Score: Raw -1310058.658884 + Penalty 4411.280149 = -1305647.378735 nChanged 44 SP:Iteration 20F (35960.130000 sec): 3 clusters Score: Raw -1310070.705163 + Penalty 4411.280149 = -1305659.425014 nChanged 50 SP:Iteration 21Q (35960.340000 sec): 3 clusters Score: Raw -1310082.325908 + Penalty 4411.280149 = -1305671.045760 nChanged 41 SP:Iteration 22Q (35960.530000 sec): 3 clusters Score: Raw -1310093.786743 + Penalty 4411.280149 = -1305682.506594 nChanged 32 SP:Iteration 23Q (35960.740000 sec): 3 clusters Score: Raw -1310102.287839 + Penalty 4411.280149 = -1305691.007690 nChanged 33 SP:Iteration 24Q (35960.980000 sec): 3 clusters Score: Raw -1310110.806565 + Penalty 4411.280149 = -1305699.526416 nChanged 26 SP:Iteration 25Q (35961.200000 sec): 3 clusters Score: Raw -1310115.250580 + Penalty 4411.280149 = -1305703.970431 nChanged 19 SP:Iteration 26Q (35961.420000 sec): 3 clusters Score: Raw -1310119.769109 + Penalty 4411.280149 = -1305708.488960 nChanged 20 SP:Iteration 27Q (35961.630000 sec): 3 clusters Score: Raw -1310124.576732 + Penalty 4411.280149 = -1305713.296583 nChanged 17 SP:Iteration 28Q (35961.840000 sec): 3 clusters Score: Raw -1310128.954833 + Penalty 4411.280149 = -1305717.674684 nChanged 17 SP:Iteration 29Q (35962.050000 sec): 3 clusters Score: Raw -1310132.920494 + Penalty 4411.280149 = -1305721.640345 nChanged 14 SP:Iteration 30Q (35962.310000 sec): 3 clusters Score: Raw -1310135.532419 + Penalty 4411.280149 = -1305724.252270 nChanged 14 SP:Iteration 31Q (35962.480000 sec): 3 clusters Score: Raw -1310139.090555 + Penalty 4411.280149 = -1305727.810406 nChanged 10 SP:Iteration 32Q (35962.700000 sec): 3 clusters Score: Raw -1310141.141228 + Penalty 4411.280149 = -1305729.861079 nChanged 11 SP:Iteration 33Q (35962.900000 sec): 3 clusters Score: Raw -1310142.639287 + Penalty 4411.280149 = -1305731.359138 nChanged 7 SP:Iteration 34Q (35963.140000 sec): 3 clusters Score: Raw -1310144.568826 + Penalty 4411.280149 = -1305733.288677 nChanged 8 SP:Iteration 35Q (35963.390000 sec): 3 clusters Score: Raw -1310145.483642 + Penalty 4411.280149 = -1305734.203493 nChanged 6 SP:Iteration 36Q (35963.620000 sec): 3 clusters Score: Raw -1310146.386048 + Penalty 4411.280149 = -1305735.105899 nChanged 5 SP:Iteration 37Q (35963.840000 sec): 3 clusters Score: Raw -1310147.055299 + Penalty 4411.280149 = -1305735.775150 nChanged 2 SP:Iteration 38Q (35964.080000 sec): 3 clusters Score: Raw -1310147.593839 + Penalty 4411.280149 = -1305736.313691 nChanged 4 SP:Iteration 39Q (35964.280000 sec): 3 clusters Score: Raw -1310148.303544 + Penalty 4411.280149 = -1305737.023395 nChanged 5 SP:Iteration 40F (35964.520000 sec): 3 clusters Score: Raw -1310149.186292 + Penalty 4411.280149 = -1305737.906143 nChanged 8 SP:Iteration 41Q (35964.710000 sec): 3 clusters Score: Raw -1310151.391994 + Penalty 4411.280149 = -1305740.111845 nChanged 10 SP:Iteration 42Q (35964.900000 sec): 3 clusters Score: Raw -1310153.267185 + Penalty 4411.280149 = -1305741.987036 nChanged 9 SP:Iteration 43Q (35965.150000 sec): 3 clusters Score: Raw -1310154.557076 + Penalty 4411.280149 = -1305743.276927 nChanged 6 SP:Iteration 44Q (35965.310000 sec): 3 clusters Score: Raw -1310156.080541 + Penalty 4411.280149 = -1305744.800392 nChanged 8 SP:Iteration 45Q (35965.510000 sec): 3 clusters Score: Raw -1310157.821442 + Penalty 4411.280149 = -1305746.541294 nChanged 8 SP:Iteration 46Q (35965.710000 sec): 3 clusters Score: Raw -1310158.990220 + Penalty 4411.280149 = -1305747.710072 nChanged 11 SP:Iteration 47Q (35965.920000 sec): 3 clusters Score: Raw -1310161.015300 + Penalty 4411.280149 = -1305749.735151 nChanged 7 SP:Iteration 48Q (35966.130000 sec): 3 clusters Score: Raw -1310162.214097 + Penalty 4411.280149 = -1305750.933948 nChanged 6 SP:Iteration 49Q (35966.370000 sec): 3 clusters Score: Raw -1310163.561749 + Penalty 4411.280149 = -1305752.281600 nChanged 9 SP:Iteration 50Q (35966.560000 sec): 3 clusters Score: Raw -1310165.631718 + Penalty 4411.280149 = -1305754.351569 nChanged 6 SP:Iteration 51Q (35966.790000 sec): 3 clusters Score: Raw -1310166.455259 + Penalty 4411.280149 = -1305755.175110 nChanged 5 SP:Iteration 52Q (35967.010000 sec): 3 clusters Score: Raw -1310167.153498 + Penalty 4411.280149 = -1305755.873349 nChanged 2 SP:Iteration 53Q (35967.170000 sec): 3 clusters Score: Raw -1310167.873223 + Penalty 4411.280149 = -1305756.593074 nChanged 2 SP:Iteration 54Q (35967.400000 sec): 3 clusters Score: Raw -1310168.240111 + Penalty 4411.280149 = -1305756.959962 nChanged 0 SP:Iteration 55F (35967.610000 sec): 3 clusters Score: Raw -1310168.240111 + Penalty 4411.280149 = -1305756.959962 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35967.720000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35967.920000 sec): 3 clusters Score: Raw -197971.993524 + Penalty 3463.959823 = -194508.033702 nChanged 285 SP:Iteration 1F (35968.100000 sec): 3 clusters Score: Raw -198319.358715 + Penalty 3463.959823 = -194855.398892 nChanged 73 SP:Iteration 2F (35968.290000 sec): 3 clusters Score: Raw -198459.206494 + Penalty 3463.959823 = -194995.246671 nChanged 58 SP:Iteration 3F (35968.480000 sec): 3 clusters Score: Raw -198595.791978 + Penalty 3463.959823 = -195131.832155 nChanged 42 SP:Iteration 4Q (35968.620000 sec): 3 clusters Score: Raw -198681.157393 + Penalty 3463.959823 = -195217.197570 nChanged 37 SP:Iteration 5Q (35968.810000 sec): 3 clusters Score: Raw -198743.898827 + Penalty 3463.959823 = -195279.939004 nChanged 33 SP:Iteration 6Q (35968.970000 sec): 3 clusters Score: Raw -198804.663558 + Penalty 3463.959823 = -195340.703735 nChanged 33 SP:Iteration 7Q (35969.130000 sec): 3 clusters Score: Raw -198885.300690 + Penalty 3463.959823 = -195421.340868 nChanged 35 SP:Iteration 8Q (35969.310000 sec): 3 clusters Score: Raw -198973.216388 + Penalty 3463.959823 = -195509.256565 nChanged 31 SP:Iteration 9Q (35969.470000 sec): 3 clusters Score: Raw -199063.719541 + Penalty 3463.959823 = -195599.759718 nChanged 32 SP:Iteration 10Q (35969.660000 sec): 3 clusters Score: Raw -199164.913864 + Penalty 3463.959823 = -195700.954041 nChanged 32 SP:Iteration 11Q (35969.870000 sec): 3 clusters Score: Raw -199241.677317 + Penalty 3463.959823 = -195777.717494 nChanged 23 SP:Iteration 12Q (35970.000000 sec): 3 clusters Score: Raw -199304.594117 + Penalty 3463.959823 = -195840.634294 nChanged 21 SP:Iteration 13Q (35970.170000 sec): 3 clusters Score: Raw -199369.022537 + Penalty 3463.959823 = -195905.062714 nChanged 15 SP:Iteration 14Q (35970.360000 sec): 3 clusters Score: Raw -199404.735127 + Penalty 3463.959823 = -195940.775304 nChanged 15 SP:Iteration 15Q (35970.530000 sec): 3 clusters Score: Raw -199434.443247 + Penalty 3463.959823 = -195970.483424 nChanged 19 SP:Iteration 16Q (35970.740000 sec): 3 clusters Score: Raw -199465.331851 + Penalty 3463.959823 = -196001.372028 nChanged 12 SP:Iteration 17Q (35970.890000 sec): 3 clusters Score: Raw -199483.819990 + Penalty 3463.959823 = -196019.860167 nChanged 10 SP:Iteration 18Q (35971.070000 sec): 3 clusters Score: Raw -199503.539286 + Penalty 3463.959823 = -196039.579464 nChanged 6 SP:Iteration 19Q (35971.260000 sec): 3 clusters Score: Raw -199512.751463 + Penalty 3463.959823 = -196048.791640 nChanged 4 SP:Iteration 20F (35971.410000 sec): 3 clusters Score: Raw -199520.699976 + Penalty 3463.959823 = -196056.740153 nChanged 1 SP:Iteration 21Q (35971.600000 sec): 3 clusters Score: Raw -199522.514893 + Penalty 3463.959823 = -196058.555070 nChanged 2 SP:Iteration 22Q (35971.780000 sec): 3 clusters Score: Raw -199524.086653 + Penalty 3463.959823 = -196060.126830 nChanged 1 SP:Iteration 23Q (35971.980000 sec): 3 clusters Score: Raw -199524.879858 + Penalty 3463.959823 = -196060.920035 nChanged 1 SP:Iteration 24Q (35972.210000 sec): 3 clusters Score: Raw -199525.645227 + Penalty 3463.959823 = -196061.685404 nChanged 0 SP:Iteration 25F (35972.390000 sec): 3 clusters Score: Raw -199525.645227 + Penalty 3463.959823 = -196061.685404 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35972.500000 sec): 2 clusters Score: Raw -589531.855939 + Penalty 2016.108502 = -587515.747437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35972.720000 sec): 3 clusters Score: Raw -588058.862614 + Penalty 4032.217003 = -584026.645611 nChanged 1282 SP:Iteration 1F (35972.900000 sec): 3 clusters Score: Raw -589055.477591 + Penalty 4032.217003 = -585023.260588 nChanged 330 SP:Iteration 2F (35973.120000 sec): 3 clusters Score: Raw -589406.837550 + Penalty 4032.217003 = -585374.620547 nChanged 243 SP:Iteration 3F (35973.310000 sec): 3 clusters Score: Raw -589652.851616 + Penalty 4032.217003 = -585620.634613 nChanged 171 SP:Iteration 4F (35973.480000 sec): 3 clusters Score: Raw -589822.278561 + Penalty 4032.217003 = -585790.061557 nChanged 134 SP:Iteration 5Q (35973.680000 sec): 3 clusters Score: Raw -589965.445413 + Penalty 4032.217003 = -585933.228409 nChanged 120 SP:Iteration 6Q (35973.900000 sec): 3 clusters Score: Raw -590109.766830 + Penalty 4032.217003 = -586077.549827 nChanged 136 SP:Iteration 7Q (35974.110000 sec): 3 clusters Score: Raw -590274.691045 + Penalty 4032.217003 = -586242.474042 nChanged 144 SP:Iteration 8Q (35974.320000 sec): 3 clusters Score: Raw -590427.477444 + Penalty 4032.217003 = -586395.260441 nChanged 132 SP:Iteration 9Q (35974.480000 sec): 3 clusters Score: Raw -590546.018954 + Penalty 4032.217003 = -586513.801950 nChanged 97 SP:Iteration 10Q (35974.650000 sec): 3 clusters Score: Raw -590632.860270 + Penalty 4032.217003 = -586600.643266 nChanged 81 SP:Iteration 11Q (35974.850000 sec): 3 clusters Score: Raw -590701.392563 + Penalty 4032.217003 = -586669.175560 nChanged 70 SP:Iteration 12Q (35975.000000 sec): 3 clusters Score: Raw -590753.494630 + Penalty 4032.217003 = -586721.277627 nChanged 54 SP:Iteration 13Q (35975.210000 sec): 3 clusters Score: Raw -590798.706378 + Penalty 4032.217003 = -586766.489374 nChanged 56 SP:Iteration 14Q (35975.410000 sec): 3 clusters Score: Raw -590844.952699 + Penalty 4032.217003 = -586812.735695 nChanged 56 SP:Iteration 15Q (35975.580000 sec): 3 clusters Score: Raw -590891.174913 + Penalty 4032.217003 = -586858.957909 nChanged 49 SP:Iteration 16Q (35975.780000 sec): 3 clusters Score: Raw -590943.990185 + Penalty 4032.217003 = -586911.773181 nChanged 48 SP:Iteration 17Q (35975.980000 sec): 3 clusters Score: Raw -590983.725458 + Penalty 4032.217003 = -586951.508454 nChanged 45 SP:Iteration 18Q (35976.160000 sec): 3 clusters Score: Raw -591016.928174 + Penalty 4032.217003 = -586984.711171 nChanged 40 SP:Iteration 19Q (35976.380000 sec): 3 clusters Score: Raw -591044.972931 + Penalty 4032.217003 = -587012.755928 nChanged 30 SP:Iteration 20F (35976.530000 sec): 3 clusters Score: Raw -591068.586801 + Penalty 4032.217003 = -587036.369798 nChanged 22 SP:Iteration 21Q (35976.730000 sec): 3 clusters Score: Raw -591079.739317 + Penalty 4032.217003 = -587047.522314 nChanged 18 SP:Iteration 22Q (35976.890000 sec): 3 clusters Score: Raw -591090.884838 + Penalty 4032.217003 = -587058.667834 nChanged 15 SP:Iteration 23Q (35977.090000 sec): 3 clusters Score: Raw -591102.641220 + Penalty 4032.217003 = -587070.424217 nChanged 15 SP:Iteration 24Q (35977.290000 sec): 3 clusters Score: Raw -591116.508758 + Penalty 4032.217003 = -587084.291755 nChanged 13 SP:Iteration 25Q (35977.460000 sec): 3 clusters Score: Raw -591129.728239 + Penalty 4032.217003 = -587097.511236 nChanged 20 SP:Iteration 26Q (35977.660000 sec): 3 clusters Score: Raw -591147.479291 + Penalty 4032.217003 = -587115.262288 nChanged 23 SP:Iteration 27Q (35977.870000 sec): 3 clusters Score: Raw -591159.015200 + Penalty 4032.217003 = -587126.798196 nChanged 18 SP:Iteration 28Q (35978.050000 sec): 3 clusters Score: Raw -591169.766376 + Penalty 4032.217003 = -587137.549372 nChanged 13 SP:Iteration 29Q (35978.240000 sec): 3 clusters Score: Raw -591175.369796 + Penalty 4032.217003 = -587143.152793 nChanged 10 SP:Iteration 30Q (35978.360000 sec): 3 clusters Score: Raw -591179.559800 + Penalty 4032.217003 = -587147.342797 nChanged 5 SP:Iteration 31Q (35978.540000 sec): 3 clusters Score: Raw -591182.018155 + Penalty 4032.217003 = -587149.801152 nChanged 7 SP:Iteration 32Q (35978.750000 sec): 3 clusters Score: Raw -591186.734087 + Penalty 4032.217003 = -587154.517084 nChanged 9 SP:Iteration 33Q (35978.930000 sec): 3 clusters Score: Raw -591194.482158 + Penalty 4032.217003 = -587162.265154 nChanged 15 SP:Iteration 34Q (35979.040000 sec): 3 clusters Score: Raw -591202.771184 + Penalty 4032.217003 = -587170.554181 nChanged 14 SP:Iteration 35Q (35979.240000 sec): 3 clusters Score: Raw -591208.126656 + Penalty 4032.217003 = -587175.909653 nChanged 12 SP:Iteration 36Q (35979.420000 sec): 3 clusters Score: Raw -591213.844334 + Penalty 4032.217003 = -587181.627331 nChanged 12 SP:Iteration 37Q (35979.570000 sec): 3 clusters Score: Raw -591218.701769 + Penalty 4032.217003 = -587186.484766 nChanged 8 SP:Iteration 38Q (35979.730000 sec): 3 clusters Score: Raw -591222.906680 + Penalty 4032.217003 = -587190.689677 nChanged 5 SP:Iteration 39Q (35979.920000 sec): 3 clusters Score: Raw -591225.725234 + Penalty 4032.217003 = -587193.508230 nChanged 6 SP:Iteration 40F (35980.100000 sec): 3 clusters Score: Raw -591228.174511 + Penalty 4032.217003 = -587195.957508 nChanged 2 SP:Iteration 41Q (35980.240000 sec): 3 clusters Score: Raw -591228.689218 + Penalty 4032.217003 = -587196.472215 nChanged 2 SP:Iteration 42Q (35980.440000 sec): 3 clusters Score: Raw -591230.073702 + Penalty 4032.217003 = -587197.856699 nChanged 1 SP:Iteration 43Q (35980.600000 sec): 3 clusters Score: Raw -591230.225528 + Penalty 4032.217003 = -587198.008525 nChanged 1 SP:Iteration 44Q (35980.780000 sec): 3 clusters Score: Raw -591230.385298 + Penalty 4032.217003 = -587198.168295 nChanged 0 SP:Iteration 45F (35980.960000 sec): 3 clusters Score: Raw -591230.385298 + Penalty 4032.217003 = -587198.168295 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35981.070000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35981.260000 sec): 3 clusters Score: Raw -292865.720069 + Penalty 3636.855126 = -289228.864942 nChanged 462 SP:Iteration 1F (35981.420000 sec): 3 clusters Score: Raw -293255.247731 + Penalty 3636.855126 = -289618.392605 nChanged 102 SP:Iteration 2F (35981.610000 sec): 3 clusters Score: Raw -293364.641486 + Penalty 3636.855126 = -289727.786360 nChanged 51 SP:Iteration 3Q (35981.730000 sec): 3 clusters Score: Raw -293413.010792 + Penalty 3636.855126 = -289776.155666 nChanged 22 SP:Iteration 4Q (35981.950000 sec): 3 clusters Score: Raw -293432.891120 + Penalty 3636.855126 = -289796.035994 nChanged 16 SP:Iteration 5Q (35982.090000 sec): 3 clusters Score: Raw -293445.662461 + Penalty 3636.855126 = -289808.807335 nChanged 11 SP:Iteration 6Q (35982.330000 sec): 3 clusters Score: Raw -293452.331143 + Penalty 3636.855126 = -289815.476017 nChanged 7 SP:Iteration 7Q (35982.460000 sec): 3 clusters Score: Raw -293457.372724 + Penalty 3636.855126 = -289820.517598 nChanged 5 SP:Iteration 8Q (35982.650000 sec): 3 clusters Score: Raw -293460.353967 + Penalty 3636.855126 = -289823.498841 nChanged 8 SP:Iteration 9Q (35982.830000 sec): 3 clusters Score: Raw -293468.206968 + Penalty 3636.855126 = -289831.351842 nChanged 8 SP:Iteration 10Q (35983.010000 sec): 3 clusters Score: Raw -293475.046862 + Penalty 3636.855126 = -289838.191736 nChanged 7 SP:Iteration 11Q (35983.280000 sec): 3 clusters Score: Raw -293481.411431 + Penalty 3636.855126 = -289844.556305 nChanged 7 SP:Iteration 12Q (35983.480000 sec): 3 clusters Score: Raw -293486.672259 + Penalty 3636.855126 = -289849.817133 nChanged 6 SP:Iteration 13Q (35983.650000 sec): 3 clusters Score: Raw -293492.825435 + Penalty 3636.855126 = -289855.970309 nChanged 5 SP:Iteration 14Q (35983.850000 sec): 3 clusters Score: Raw -293497.204983 + Penalty 3636.855126 = -289860.349857 nChanged 10 SP:Iteration 15Q (35984.020000 sec): 3 clusters Score: Raw -293506.322086 + Penalty 3636.855126 = -289869.466960 nChanged 8 SP:Iteration 16Q (35984.250000 sec): 3 clusters Score: Raw -293515.631908 + Penalty 3636.855126 = -289878.776782 nChanged 7 SP:Iteration 17Q (35984.410000 sec): 3 clusters Score: Raw -293523.015201 + Penalty 3636.855126 = -289886.160075 nChanged 4 SP:Iteration 18Q (35984.600000 sec): 3 clusters Score: Raw -293526.641702 + Penalty 3636.855126 = -289889.786576 nChanged 2 SP:Iteration 19Q (35984.820000 sec): 3 clusters Score: Raw -293528.633362 + Penalty 3636.855126 = -289891.778236 nChanged 1 SP:Iteration 20F (35985.060000 sec): 3 clusters Score: Raw -293529.193853 + Penalty 3636.855126 = -289892.338727 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35985.130000 sec): 2 clusters Score: Raw -64064.905629 + Penalty 1478.329324 = -62586.576305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35985.320000 sec): 3 clusters Score: Raw -64283.435780 + Penalty 2956.658648 = -61326.777132 nChanged 84 SP:Iteration 1F (35985.490000 sec): 3 clusters Score: Raw -64649.062740 + Penalty 2956.658648 = -61692.404092 nChanged 39 SP:Iteration 2F (35985.660000 sec): 3 clusters Score: Raw -64969.599413 + Penalty 2956.658648 = -62012.940765 nChanged 20 SP:Iteration 3F (35985.840000 sec): 3 clusters Score: Raw -65066.068803 + Penalty 2956.658648 = -62109.410155 nChanged 9 SP:Iteration 4Q (35986.030000 sec): 3 clusters Score: Raw -65103.986116 + Penalty 2956.658648 = -62147.327467 nChanged 3 SP:Iteration 5Q (35986.160000 sec): 3 clusters Score: Raw -65112.308541 + Penalty 2956.658648 = -62155.649893 nChanged 1 SP:Iteration 6Q (35986.340000 sec): 3 clusters Score: Raw -65114.764414 + Penalty 2956.658648 = -62158.105765 nChanged 1 SP:Iteration 7Q (35986.510000 sec): 3 clusters Score: Raw -65116.307545 + Penalty 2956.658648 = -62159.648896 nChanged 0 SP:Iteration 8F (35986.690000 sec): 3 clusters Score: Raw -65116.307545 + Penalty 2956.658648 = -62159.648896 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35986.820000 sec): 2 clusters Score: Raw -112292.847709 + Penalty 1626.081032 = -110666.766677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35987.010000 sec): 3 clusters Score: Raw -112262.164877 + Penalty 3252.162065 = -109010.002812 nChanged 173 SP:Iteration 1F (35987.210000 sec): 3 clusters Score: Raw -112653.803005 + Penalty 3252.162065 = -109401.640941 nChanged 68 SP:Iteration 2F (35987.390000 sec): 3 clusters Score: Raw -112909.679482 + Penalty 3252.162065 = -109657.517418 nChanged 58 SP:Iteration 3F (35987.570000 sec): 3 clusters Score: Raw -113120.548534 + Penalty 3252.162065 = -109868.386469 nChanged 44 SP:Iteration 4F (35987.760000 sec): 3 clusters Score: Raw -113301.693783 + Penalty 3252.162065 = -110049.531718 nChanged 30 SP:Iteration 5Q (35987.960000 sec): 3 clusters Score: Raw -113402.728924 + Penalty 3252.162065 = -110150.566859 nChanged 23 SP:Iteration 6Q (35988.160000 sec): 3 clusters Score: Raw -113533.437179 + Penalty 3252.162065 = -110281.275114 nChanged 23 SP:Iteration 7Q (35988.340000 sec): 3 clusters Score: Raw -113657.257542 + Penalty 3252.162065 = -110405.095477 nChanged 20 SP:Iteration 8Q (35988.540000 sec): 3 clusters Score: Raw -113756.581733 + Penalty 3252.162065 = -110504.419668 nChanged 11 SP:Iteration 9Q (35988.740000 sec): 3 clusters Score: Raw -113791.932549 + Penalty 3252.162065 = -110539.770484 nChanged 4 SP:Iteration 10Q (35988.920000 sec): 3 clusters Score: Raw -113806.467675 + Penalty 3252.162065 = -110554.305610 nChanged 4 SP:Iteration 11Q (35989.110000 sec): 3 clusters Score: Raw -113814.556247 + Penalty 3252.162065 = -110562.394183 nChanged 1 SP:Iteration 12Q (35989.300000 sec): 3 clusters Score: Raw -113815.592799 + Penalty 3252.162065 = -110563.430734 nChanged 1 SP:Iteration 13Q (35989.490000 sec): 3 clusters Score: Raw -113818.165675 + Penalty 3252.162065 = -110566.003610 nChanged 0 SP:Iteration 14F (35989.680000 sec): 3 clusters Score: Raw -113818.165675 + Penalty 3252.162065 = -110566.003610 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35989.780000 sec): 2 clusters Score: Raw -52944.682567 + Penalty 1502.662553 = -51442.020014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35989.950000 sec): 3 clusters Score: Raw -53081.715401 + Penalty 3005.325105 = -50076.390296 nChanged 88 SP:Iteration 1F (35990.130000 sec): 3 clusters Score: Raw -53289.278814 + Penalty 3005.325105 = -50283.953709 nChanged 22 SP:Iteration 2F (35990.310000 sec): 3 clusters Score: Raw -53358.998888 + Penalty 3005.325105 = -50353.673783 nChanged 10 SP:Iteration 3Q (35990.520000 sec): 3 clusters Score: Raw -53395.597070 + Penalty 3005.325105 = -50390.271965 nChanged 10 SP:Iteration 4Q (35990.680000 sec): 3 clusters Score: Raw -53455.749242 + Penalty 3005.325105 = -50450.424137 nChanged 6 SP:Iteration 5Q (35990.860000 sec): 3 clusters Score: Raw -53490.183635 + Penalty 3005.325105 = -50484.858530 nChanged 8 SP:Iteration 6Q (35991.060000 sec): 3 clusters Score: Raw -53519.336606 + Penalty 3005.325105 = -50514.011501 nChanged 8 SP:Iteration 7Q (35991.210000 sec): 3 clusters Score: Raw -53557.375395 + Penalty 3005.325105 = -50552.050290 nChanged 2 SP:Iteration 8Q (35991.410000 sec): 3 clusters Score: Raw -53565.041166 + Penalty 3005.325105 = -50559.716061 nChanged 3 SP:Iteration 9Q (35991.590000 sec): 3 clusters Score: Raw -53575.331154 + Penalty 3005.325105 = -50570.006049 nChanged 3 SP:Iteration 10Q (35991.770000 sec): 3 clusters Score: Raw -53586.967097 + Penalty 3005.325105 = -50581.641992 nChanged 3 SP:Iteration 11Q (35991.960000 sec): 3 clusters Score: Raw -53597.528542 + Penalty 3005.325105 = -50592.203437 nChanged 3 SP:Iteration 12Q (35992.160000 sec): 3 clusters Score: Raw -53605.450043 + Penalty 3005.325105 = -50600.124938 nChanged 2 SP:Iteration 13Q (35992.320000 sec): 3 clusters Score: Raw -53611.227746 + Penalty 3005.325105 = -50605.902641 nChanged 1 SP:Iteration 14Q (35992.540000 sec): 3 clusters Score: Raw -53611.890951 + Penalty 3005.325105 = -50606.565846 nChanged 0 SP:Iteration 15F (35992.680000 sec): 3 clusters Score: Raw -53611.890951 + Penalty 3005.325105 = -50606.565846 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35992.800000 sec): 2 clusters Score: Raw -83680.083132 + Penalty 1561.225968 = -82118.857163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35992.970000 sec): 3 clusters Score: Raw -83770.984905 + Penalty 3122.451937 = -80648.532968 nChanged 135 SP:Iteration 1F (35993.210000 sec): 3 clusters Score: Raw -84333.806523 + Penalty 3122.451937 = -81211.354587 nChanged 63 SP:Iteration 2F (35993.370000 sec): 3 clusters Score: Raw -84575.292987 + Penalty 3122.451937 = -81452.841050 nChanged 38 SP:Iteration 3F (35993.560000 sec): 3 clusters Score: Raw -84789.698757 + Penalty 3122.451937 = -81667.246820 nChanged 19 SP:Iteration 4Q (35993.770000 sec): 3 clusters Score: Raw -85017.886458 + Penalty 3122.451937 = -81895.434522 nChanged 12 SP:Iteration 5Q (35993.910000 sec): 3 clusters Score: Raw -85109.031905 + Penalty 3122.451937 = -81986.579968 nChanged 5 SP:Iteration 6Q (35994.140000 sec): 3 clusters Score: Raw -85142.339714 + Penalty 3122.451937 = -82019.887778 nChanged 1 SP:Iteration 7Q (35994.340000 sec): 3 clusters Score: Raw -85146.816287 + Penalty 3122.451937 = -82024.364351 nChanged 1 SP:Iteration 8Q (35994.520000 sec): 3 clusters Score: Raw -85148.891399 + Penalty 3122.451937 = -82026.439462 nChanged 0 SP:Iteration 9F (35994.680000 sec): 3 clusters Score: Raw -85148.891399 + Penalty 3122.451937 = -82026.439462 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35994.790000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35994.970000 sec): 3 clusters Score: Raw -101990.945475 + Penalty 3151.767540 = -98839.177935 nChanged 102 SP:Iteration 1F (35995.140000 sec): 3 clusters Score: Raw -102152.953268 + Penalty 3151.767540 = -99001.185727 nChanged 28 SP:Iteration 2Q (35995.320000 sec): 3 clusters Score: Raw -102191.314655 + Penalty 3151.767540 = -99039.547115 nChanged 7 SP:Iteration 3Q (35995.490000 sec): 3 clusters Score: Raw -102208.519425 + Penalty 3151.767540 = -99056.751884 nChanged 7 SP:Iteration 4Q (35995.670000 sec): 3 clusters Score: Raw -102219.761945 + Penalty 3151.767540 = -99067.994405 nChanged 5 SP:Iteration 5Q (35995.840000 sec): 3 clusters Score: Raw -102232.003098 + Penalty 3151.767540 = -99080.235558 nChanged 2 SP:Iteration 6Q (35996.010000 sec): 3 clusters Score: Raw -102238.027704 + Penalty 3151.767540 = -99086.260164 nChanged 1 SP:Iteration 7Q (35996.190000 sec): 3 clusters Score: Raw -102241.247303 + Penalty 3151.767540 = -99089.479763 nChanged 1 SP:Iteration 8Q (35996.330000 sec): 3 clusters Score: Raw -102244.121895 + Penalty 3151.767540 = -99092.354355 nChanged 1 SP:Iteration 9Q (35996.500000 sec): 3 clusters Score: Raw -102247.107976 + Penalty 3151.767540 = -99095.340436 nChanged 0 SP:Iteration 10F (35996.710000 sec): 3 clusters Score: Raw -102247.107976 + Penalty 3151.767540 = -99095.340436 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35996.820000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35996.990000 sec): 3 clusters Score: Raw -99636.168372 + Penalty 3166.219291 = -96469.949081 nChanged 119 SP:Iteration 1F (35997.220000 sec): 3 clusters Score: Raw -99835.432811 + Penalty 3166.219291 = -96669.213521 nChanged 18 SP:Iteration 2Q (35997.370000 sec): 3 clusters Score: Raw -99878.055577 + Penalty 3166.219291 = -96711.836287 nChanged 15 SP:Iteration 3Q (35997.590000 sec): 3 clusters Score: Raw -99914.942226 + Penalty 3166.219291 = -96748.722935 nChanged 11 SP:Iteration 4Q (35997.780000 sec): 3 clusters Score: Raw -99940.568442 + Penalty 3166.219291 = -96774.349151 nChanged 5 SP:Iteration 5Q (35997.960000 sec): 3 clusters Score: Raw -99950.422542 + Penalty 3166.219291 = -96784.203251 nChanged 1 SP:Iteration 6Q (35998.160000 sec): 3 clusters Score: Raw -99951.591528 + Penalty 3166.219291 = -96785.372237 nChanged 2 SP:Iteration 7Q (35998.350000 sec): 3 clusters Score: Raw -99955.362138 + Penalty 3166.219291 = -96789.142847 nChanged 3 SP:Iteration 8Q (35998.550000 sec): 3 clusters Score: Raw -99961.842265 + Penalty 3166.219291 = -96795.622974 nChanged 2 SP:Iteration 9Q (35998.770000 sec): 3 clusters Score: Raw -99967.410050 + Penalty 3166.219291 = -96801.190760 nChanged 1 SP:Iteration 10Q (35998.980000 sec): 3 clusters Score: Raw -99970.363447 + Penalty 3166.219291 = -96804.144156 nChanged 0 SP:Iteration 11F (35999.170000 sec): 3 clusters Score: Raw -99970.363447 + Penalty 3166.219291 = -96804.144156 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35999.270000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35999.450000 sec): 3 clusters Score: Raw -120029.394482 + Penalty 3267.424807 = -116761.969675 nChanged 176 SP:Iteration 1F (35999.650000 sec): 3 clusters Score: Raw -120254.738015 + Penalty 3267.424807 = -116987.313208 nChanged 41 SP:Iteration 2F (35999.800000 sec): 3 clusters Score: Raw -120327.539232 + Penalty 3267.424807 = -117060.114424 nChanged 25 SP:Iteration 3Q (35999.990000 sec): 3 clusters Score: Raw -120376.437851 + Penalty 3267.424807 = -117109.013043 nChanged 24 SP:Iteration 4Q (36000.210000 sec): 3 clusters Score: Raw -120417.553912 + Penalty 3267.424807 = -117150.129104 nChanged 14 SP:Iteration 5Q (36000.360000 sec): 3 clusters Score: Raw -120448.868729 + Penalty 3267.424807 = -117181.443921 nChanged 23 SP:Iteration 6Q (36000.550000 sec): 3 clusters Score: Raw -120491.299885 + Penalty 3267.424807 = -117223.875078 nChanged 17 SP:Iteration 7Q (36000.750000 sec): 3 clusters Score: Raw -120515.017923 + Penalty 3267.424807 = -117247.593116 nChanged 16 SP:Iteration 8Q (36000.940000 sec): 3 clusters Score: Raw -120570.378819 + Penalty 3267.424807 = -117302.954011 nChanged 23 SP:Iteration 9Q (36001.120000 sec): 3 clusters Score: Raw -120645.575728 + Penalty 3267.424807 = -117378.150921 nChanged 15 SP:Iteration 10Q (36001.260000 sec): 3 clusters Score: Raw -120681.436820 + Penalty 3267.424807 = -117414.012012 nChanged 10 SP:Iteration 11Q (36001.490000 sec): 3 clusters Score: Raw -120705.651104 + Penalty 3267.424807 = -117438.226297 nChanged 5 SP:Iteration 12Q (36001.710000 sec): 3 clusters Score: Raw -120717.551894 + Penalty 3267.424807 = -117450.127086 nChanged 4 SP:Iteration 13Q (36001.920000 sec): 3 clusters Score: Raw -120725.344371 + Penalty 3267.424807 = -117457.919564 nChanged 2 SP:Iteration 14Q (36002.110000 sec): 3 clusters Score: Raw -120730.403586 + Penalty 3267.424807 = -117462.978779 nChanged 1 SP:Iteration 15Q (36002.300000 sec): 3 clusters Score: Raw -120734.938463 + Penalty 3267.424807 = -117467.513656 nChanged 3 SP:Iteration 16Q (36002.480000 sec): 3 clusters Score: Raw -120743.193276 + Penalty 3267.424807 = -117475.768469 nChanged 1 SP:Iteration 17Q (36002.680000 sec): 3 clusters Score: Raw -120744.572068 + Penalty 3267.424807 = -117477.147261 nChanged 0 SP:Iteration 18F (36002.870000 sec): 3 clusters Score: Raw -120744.572068 + Penalty 3267.424807 = -117477.147261 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36002.980000 sec): 2 clusters Score: Raw -78521.310993 + Penalty 1594.970108 = -76926.340885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36003.200000 sec): 3 clusters Score: Raw -78584.274848 + Penalty 3189.940217 = -75394.334631 nChanged 155 SP:Iteration 1F (36003.320000 sec): 3 clusters Score: Raw -79018.633073 + Penalty 3189.940217 = -75828.692856 nChanged 73 SP:Iteration 2F (36003.510000 sec): 3 clusters Score: Raw -79295.418472 + Penalty 3189.940217 = -76105.478256 nChanged 40 SP:Iteration 3F (36003.690000 sec): 3 clusters Score: Raw -79426.953769 + Penalty 3189.940217 = -76237.013553 nChanged 26 SP:Iteration 4Q (36003.880000 sec): 3 clusters Score: Raw -79547.117198 + Penalty 3189.940217 = -76357.176982 nChanged 18 SP:Iteration 5Q (36004.070000 sec): 3 clusters Score: Raw -79627.075040 + Penalty 3189.940217 = -76437.134824 nChanged 16 SP:Iteration 6Q (36004.240000 sec): 3 clusters Score: Raw -79699.232796 + Penalty 3189.940217 = -76509.292579 nChanged 10 SP:Iteration 7Q (36004.410000 sec): 3 clusters Score: Raw -79750.830095 + Penalty 3189.940217 = -76560.889878 nChanged 8 SP:Iteration 8Q (36004.580000 sec): 3 clusters Score: Raw -79780.359736 + Penalty 3189.940217 = -76590.419519 nChanged 8 SP:Iteration 9Q (36004.740000 sec): 3 clusters Score: Raw -79807.212669 + Penalty 3189.940217 = -76617.272452 nChanged 6 SP:Iteration 10Q (36004.910000 sec): 3 clusters Score: Raw -79826.833708 + Penalty 3189.940217 = -76636.893491 nChanged 6 SP:Iteration 11Q (36005.080000 sec): 3 clusters Score: Raw -79864.688995 + Penalty 3189.940217 = -76674.748778 nChanged 2 SP:Iteration 12Q (36005.260000 sec): 3 clusters Score: Raw -79875.652517 + Penalty 3189.940217 = -76685.712301 nChanged 0 SP:Iteration 13F (36005.460000 sec): 3 clusters Score: Raw -79876.592553 + Penalty 3189.940217 = -76686.652336 nChanged 1 SP:Iteration 14Q (36005.640000 sec): 3 clusters Score: Raw -79882.716976 + Penalty 3189.940217 = -76692.776760 nChanged 2 SP:Iteration 15Q (36005.800000 sec): 3 clusters Score: Raw -79890.096151 + Penalty 3189.940217 = -76700.155934 nChanged 1 SP:Iteration 16Q (36005.970000 sec): 3 clusters Score: Raw -79891.929126 + Penalty 3189.940217 = -76701.988910 nChanged 0 SP:Iteration 17F (36006.130000 sec): 3 clusters Score: Raw -79891.929126 + Penalty 3189.940217 = -76701.988910 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36006.230000 sec): 2 clusters Score: Raw -163062.980957 + Penalty 1696.455539 = -161366.525418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36006.430000 sec): 3 clusters Score: Raw -162898.660078 + Penalty 3392.911079 = -159505.749000 nChanged 243 SP:Iteration 1F (36006.600000 sec): 3 clusters Score: Raw -163222.377068 + Penalty 3392.911079 = -159829.465990 nChanged 66 SP:Iteration 2F (36006.750000 sec): 3 clusters Score: Raw -163453.737533 + Penalty 3392.911079 = -160060.826455 nChanged 48 SP:Iteration 3F (36006.940000 sec): 3 clusters Score: Raw -163666.086987 + Penalty 3392.911079 = -160273.175909 nChanged 33 SP:Iteration 4Q (36007.120000 sec): 3 clusters Score: Raw -163733.757097 + Penalty 3392.911079 = -160340.846019 nChanged 20 SP:Iteration 5Q (36007.300000 sec): 3 clusters Score: Raw -163796.891217 + Penalty 3392.911079 = -160403.980139 nChanged 20 SP:Iteration 6Q (36007.460000 sec): 3 clusters Score: Raw -163917.629768 + Penalty 3392.911079 = -160524.718689 nChanged 19 SP:Iteration 7Q (36007.640000 sec): 3 clusters Score: Raw -163991.399944 + Penalty 3392.911079 = -160598.488865 nChanged 30 SP:Iteration 8Q (36007.820000 sec): 3 clusters Score: Raw -164066.632095 + Penalty 3392.911079 = -160673.721016 nChanged 22 SP:Iteration 9Q (36008.030000 sec): 3 clusters Score: Raw -164136.246781 + Penalty 3392.911079 = -160743.335702 nChanged 27 SP:Iteration 10Q (36008.140000 sec): 3 clusters Score: Raw -164195.832988 + Penalty 3392.911079 = -160802.921909 nChanged 21 SP:Iteration 11Q (36008.290000 sec): 3 clusters Score: Raw -164229.625377 + Penalty 3392.911079 = -160836.714299 nChanged 13 SP:Iteration 12Q (36008.510000 sec): 3 clusters Score: Raw -164254.495264 + Penalty 3392.911079 = -160861.584186 nChanged 13 SP:Iteration 13Q (36008.640000 sec): 3 clusters Score: Raw -164271.507629 + Penalty 3392.911079 = -160878.596550 nChanged 8 SP:Iteration 14Q (36008.840000 sec): 3 clusters Score: Raw -164281.991636 + Penalty 3392.911079 = -160889.080558 nChanged 5 SP:Iteration 15Q (36009.050000 sec): 3 clusters Score: Raw -164287.658870 + Penalty 3392.911079 = -160894.747791 nChanged 9 SP:Iteration 16Q (36009.230000 sec): 3 clusters Score: Raw -164300.339176 + Penalty 3392.911079 = -160907.428098 nChanged 5 SP:Iteration 17Q (36009.420000 sec): 3 clusters Score: Raw -164307.151422 + Penalty 3392.911079 = -160914.240343 nChanged 3 SP:Iteration 18Q (36009.640000 sec): 3 clusters Score: Raw -164310.488025 + Penalty 3392.911079 = -160917.576947 nChanged 2 SP:Iteration 19Q (36009.790000 sec): 3 clusters Score: Raw -164312.343920 + Penalty 3392.911079 = -160919.432842 nChanged 2 SP:Iteration 20F (36009.980000 sec): 3 clusters Score: Raw -164314.294208 + Penalty 3392.911079 = -160921.383129 nChanged 1 SP:Iteration 21Q (36010.180000 sec): 3 clusters Score: Raw -164316.233817 + Penalty 3392.911079 = -160923.322739 nChanged 0 SP:Iteration 22F (36010.330000 sec): 3 clusters Score: Raw -164316.233817 + Penalty 3392.911079 = -160923.322739 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36010.410000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36010.560000 sec): 3 clusters Score: Raw -27586.435320 + Penalty 2544.429763 = -25042.005557 nChanged 12 SP:Iteration 1F (36010.760000 sec): 3 clusters Score: Raw -27689.832769 + Penalty 2544.429763 = -25145.403006 nChanged 2 SP:Iteration 2Q (36010.940000 sec): 3 clusters Score: Raw -27699.367513 + Penalty 2544.429763 = -25154.937750 nChanged 0 SP:Iteration 3F (36011.130000 sec): 3 clusters Score: Raw -27699.367513 + Penalty 2544.429763 = -25154.937750 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36011.220000 sec): 2 clusters Score: Raw -59617.071442 + Penalty 1465.877568 = -58151.193874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36011.360000 sec): 3 clusters Score: Raw -59730.094045 + Penalty 2931.755135 = -56798.338909 nChanged 53 SP:Iteration 1F (36011.500000 sec): 3 clusters Score: Raw -59900.199875 + Penalty 2931.755135 = -56968.444739 nChanged 18 SP:Iteration 2Q (36011.640000 sec): 3 clusters Score: Raw -59981.229281 + Penalty 2931.755135 = -57049.474145 nChanged 7 SP:Iteration 3Q (36011.800000 sec): 3 clusters Score: Raw -60020.811253 + Penalty 2931.755135 = -57089.056118 nChanged 9 SP:Iteration 4Q (36012.020000 sec): 3 clusters Score: Raw -60060.815742 + Penalty 2931.755135 = -57129.060607 nChanged 5 SP:Iteration 5Q (36012.130000 sec): 3 clusters Score: Raw -60076.868990 + Penalty 2931.755135 = -57145.113854 nChanged 5 SP:Iteration 6Q (36012.300000 sec): 3 clusters Score: Raw -60096.488738 + Penalty 2931.755135 = -57164.733603 nChanged 3 SP:Iteration 7Q (36012.470000 sec): 3 clusters Score: Raw -60109.238017 + Penalty 2931.755135 = -57177.482881 nChanged 1 SP:Iteration 8Q (36012.670000 sec): 3 clusters Score: Raw -60114.701938 + Penalty 2931.755135 = -57182.946803 nChanged 1 SP:Iteration 9Q (36012.830000 sec): 3 clusters Score: Raw -60117.791466 + Penalty 2931.755135 = -57186.036331 nChanged 0 SP:Iteration 10F (36012.970000 sec): 3 clusters Score: Raw -60117.791466 + Penalty 2931.755135 = -57186.036331 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36013.070000 sec): 2 clusters Score: Raw -89296.435677 + Penalty 1549.993860 = -87746.441817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36013.280000 sec): 3 clusters Score: Raw -89314.946652 + Penalty 3099.987720 = -86214.958932 nChanged 104 SP:Iteration 1F (36013.440000 sec): 3 clusters Score: Raw -89499.853851 + Penalty 3099.987720 = -86399.866131 nChanged 15 SP:Iteration 2Q (36013.600000 sec): 3 clusters Score: Raw -89528.389353 + Penalty 3099.987720 = -86428.401633 nChanged 9 SP:Iteration 3Q (36013.820000 sec): 3 clusters Score: Raw -89549.560104 + Penalty 3099.987720 = -86449.572384 nChanged 3 SP:Iteration 4Q (36014.000000 sec): 3 clusters Score: Raw -89557.286613 + Penalty 3099.987720 = -86457.298893 nChanged 2 SP:Iteration 5Q (36014.180000 sec): 3 clusters Score: Raw -89564.045705 + Penalty 3099.987720 = -86464.057985 nChanged 0 SP:Iteration 6F (36014.360000 sec): 3 clusters Score: Raw -89564.045705 + Penalty 3099.987720 = -86464.057985 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36014.460000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36014.670000 sec): 3 clusters Score: Raw -12434.793120 + Penalty 2185.732747 = -10249.060373 nChanged 1 SP:Iteration 1Q (36014.840000 sec): 3 clusters Score: Raw -12445.065421 + Penalty 2185.732747 = -10259.332674 nChanged 0 SP:Iteration 2F (36014.990000 sec): 3 clusters Score: Raw -12445.065421 + Penalty 2185.732747 = -10259.332674 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36015.750000 sec): 2 clusters Score: Raw -22889872.505331 + Penalty 2911.050521 = -22886961.454810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36016.630000 sec): 3 clusters Score: Raw -22809253.319481 + Penalty 5822.101041 = -22803431.218440 nChanged 59396 SP:Iteration 1F (36017.480000 sec): 3 clusters Score: Raw -22843681.349063 + Penalty 5822.101041 = -22837859.248021 nChanged 4636 SP:Iteration 2Q (36018.400000 sec): 3 clusters Score: Raw -22845179.931171 + Penalty 5822.101041 = -22839357.830130 nChanged 5521 SP:Iteration 3Q (36019.300000 sec): 3 clusters Score: Raw -22847631.509754 + Penalty 5822.101041 = -22841809.408712 nChanged 7217 SP:Iteration 4F (36020.160000 sec): 3 clusters Score: Raw -22851858.394236 + Penalty 5822.101041 = -22846036.293194 nChanged 9055 SP:Iteration 5F (36021.010000 sec): 3 clusters Score: Raw -22858556.098034 + Penalty 5822.101041 = -22852733.996993 nChanged 10464 SP:Iteration 6F (36021.840000 sec): 3 clusters Score: Raw -22867878.500520 + Penalty 5822.101041 = -22862056.399478 nChanged 9995 SP:Iteration 7F (36022.600000 sec): 3 clusters Score: Raw -22877576.358270 + Penalty 5822.101041 = -22871754.257229 nChanged 7114 SP:Iteration 8F (36023.460000 sec): 3 clusters Score: Raw -22884574.024488 + Penalty 5822.101041 = -22878751.923447 nChanged 3792 SP:Iteration 9Q (36024.320000 sec): 3 clusters Score: Raw -22888188.256539 + Penalty 5822.101041 = -22882366.155497 nChanged 1399 SP:Iteration 10Q (36025.040000 sec): 3 clusters Score: Raw -22889446.423050 + Penalty 5822.101041 = -22883624.322008 nChanged 457 SP:Iteration 11Q (36025.760000 sec): 3 clusters Score: Raw -22889876.606246 + Penalty 5822.101041 = -22884054.505204 nChanged 142 SP:Iteration 12Q (36026.550000 sec): 3 clusters Score: Raw -22890036.884411 + Penalty 5822.101041 = -22884214.783369 nChanged 56 SP:Iteration 13Q (36027.390000 sec): 3 clusters Score: Raw -22890105.738676 + Penalty 5822.101041 = -22884283.637635 nChanged 29 SP:Iteration 14Q (36028.160000 sec): 3 clusters Score: Raw -22890140.198725 + Penalty 5822.101041 = -22884318.097684 nChanged 22 SP:Iteration 15Q (36028.910000 sec): 3 clusters Score: Raw -22890166.108580 + Penalty 5822.101041 = -22884344.007539 nChanged 13 SP:Iteration 16Q (36029.750000 sec): 3 clusters Score: Raw -22890184.536333 + Penalty 5822.101041 = -22884362.435292 nChanged 10 SP:Iteration 17Q (36030.490000 sec): 3 clusters Score: Raw -22890195.958189 + Penalty 5822.101041 = -22884373.857148 nChanged 10 SP:Iteration 18Q (36031.180000 sec): 3 clusters Score: Raw -22890204.409474 + Penalty 5822.101041 = -22884382.308433 nChanged 4 SP:Iteration 19Q (36031.930000 sec): 3 clusters Score: Raw -22890207.510896 + Penalty 5822.101041 = -22884385.409855 nChanged 3 SP:Iteration 20F (36032.740000 sec): 3 clusters Score: Raw -22890213.765038 + Penalty 5822.101041 = -22884391.663996 nChanged 4 SP:Iteration 21Q (36033.540000 sec): 3 clusters Score: Raw -22890221.354670 + Penalty 5822.101041 = -22884399.253629 nChanged 5 SP:Iteration 22Q (36034.310000 sec): 3 clusters Score: Raw -22890225.047321 + Penalty 5822.101041 = -22884402.946279 nChanged 1 SP:Iteration 23Q (36035.060000 sec): 3 clusters Score: Raw -22890226.891348 + Penalty 5822.101041 = -22884404.790307 nChanged 1 SP:Iteration 24Q (36035.870000 sec): 3 clusters Score: Raw -22890229.043772 + Penalty 5822.101041 = -22884406.942730 nChanged 1 SP:Iteration 25Q (36036.660000 sec): 3 clusters Score: Raw -22890231.442883 + Penalty 5822.101041 = -22884409.341841 nChanged 2 SP:Iteration 26Q (36037.490000 sec): 3 clusters Score: Raw -22890233.555595 + Penalty 5822.101041 = -22884411.454554 nChanged 1 SP:Iteration 27Q (36038.330000 sec): 3 clusters Score: Raw -22890234.136877 + Penalty 5822.101041 = -22884412.035836 nChanged 0 SP:Iteration 28F (36039.210000 sec): 3 clusters Score: Raw -22890234.136877 + Penalty 5822.101041 = -22884412.035836 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 61 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36039.350000 sec): 2 clusters Score: Raw -21156.265681 + Penalty 1320.106475 = -19836.159206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36039.550000 sec): 3 clusters Score: Raw -21980.104186 + Penalty 2640.212950 = -19339.891236 nChanged 53 SP:Iteration 1F (36039.740000 sec): 3 clusters Score: Raw -22316.858906 + Penalty 2640.212950 = -19676.645957 nChanged 15 SP:Iteration 2F (36039.930000 sec): 3 clusters Score: Raw -22576.299542 + Penalty 2640.212950 = -19936.086592 nChanged 8 SP:Iteration 3Q (36040.120000 sec): 3 clusters Score: Raw -22675.847660 + Penalty 2640.212950 = -20035.634710 nChanged 1 SP:Iteration 4Q (36040.270000 sec): 3 clusters Score: Raw -22683.665354 + Penalty 2640.212950 = -20043.452404 nChanged 1 SP:Iteration 5Q (36040.470000 sec): 3 clusters Score: Raw -22694.970813 + Penalty 2640.212950 = -20054.757864 nChanged 0 SP:Iteration 6F (36040.740000 sec): 3 clusters Score: Raw -22694.970813 + Penalty 2640.212950 = -20054.757864 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36040.850000 sec): 2 clusters Score: Raw -264012.079441 + Penalty 1818.102956 = -262193.976485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36041.050000 sec): 3 clusters Score: Raw -263556.040232 + Penalty 3636.205911 = -259919.834321 nChanged 449 SP:Iteration 1F (36041.270000 sec): 3 clusters Score: Raw -263973.897915 + Penalty 3636.205911 = -260337.692004 nChanged 127 SP:Iteration 2F (36041.420000 sec): 3 clusters Score: Raw -264130.401458 + Penalty 3636.205911 = -260494.195546 nChanged 80 SP:Iteration 3F (36041.560000 sec): 3 clusters Score: Raw -264233.500335 + Penalty 3636.205911 = -260597.294423 nChanged 57 SP:Iteration 4Q (36041.730000 sec): 3 clusters Score: Raw -264292.501013 + Penalty 3636.205911 = -260656.295102 nChanged 30 SP:Iteration 5Q (36041.930000 sec): 3 clusters Score: Raw -264318.940894 + Penalty 3636.205911 = -260682.734982 nChanged 21 SP:Iteration 6Q (36042.090000 sec): 3 clusters Score: Raw -264337.199574 + Penalty 3636.205911 = -260700.993663 nChanged 7 SP:Iteration 7Q (36042.300000 sec): 3 clusters Score: Raw -264340.797398 + Penalty 3636.205911 = -260704.591486 nChanged 4 SP:Iteration 8Q (36042.450000 sec): 3 clusters Score: Raw -264343.630785 + Penalty 3636.205911 = -260707.424874 nChanged 5 SP:Iteration 9Q (36042.660000 sec): 3 clusters Score: Raw -264348.452268 + Penalty 3636.205911 = -260712.246356 nChanged 5 SP:Iteration 10Q (36042.850000 sec): 3 clusters Score: Raw -264355.199156 + Penalty 3636.205911 = -260718.993244 nChanged 9 SP:Iteration 11Q (36043.050000 sec): 3 clusters Score: Raw -264363.990676 + Penalty 3636.205911 = -260727.784765 nChanged 8 SP:Iteration 12Q (36043.250000 sec): 3 clusters Score: Raw -264370.323554 + Penalty 3636.205911 = -260734.117642 nChanged 8 SP:Iteration 13Q (36043.380000 sec): 3 clusters Score: Raw -264377.607672 + Penalty 3636.205911 = -260741.401761 nChanged 12 SP:Iteration 14Q (36043.570000 sec): 3 clusters Score: Raw -264390.035055 + Penalty 3636.205911 = -260753.829144 nChanged 11 SP:Iteration 15Q (36043.790000 sec): 3 clusters Score: Raw -264403.058038 + Penalty 3636.205911 = -260766.852127 nChanged 14 SP:Iteration 16Q (36043.970000 sec): 3 clusters Score: Raw -264414.072463 + Penalty 3636.205911 = -260777.866551 nChanged 14 SP:Iteration 17Q (36044.180000 sec): 3 clusters Score: Raw -264431.280214 + Penalty 3636.205911 = -260795.074303 nChanged 17 SP:Iteration 18Q (36044.360000 sec): 3 clusters Score: Raw -264466.592613 + Penalty 3636.205911 = -260830.386702 nChanged 24 SP:Iteration 19Q (36044.520000 sec): 3 clusters Score: Raw -264489.485833 + Penalty 3636.205911 = -260853.279922 nChanged 22 SP:Iteration 20F (36044.730000 sec): 3 clusters Score: Raw -264515.658386 + Penalty 3636.205911 = -260879.452475 nChanged 16 SP:Iteration 21Q (36044.910000 sec): 3 clusters Score: Raw -264527.810084 + Penalty 3636.205911 = -260891.604173 nChanged 14 SP:Iteration 22Q (36045.110000 sec): 3 clusters Score: Raw -264539.206588 + Penalty 3636.205911 = -260903.000677 nChanged 13 SP:Iteration 23Q (36045.290000 sec): 3 clusters Score: Raw -264549.435212 + Penalty 3636.205911 = -260913.229301 nChanged 13 SP:Iteration 24Q (36045.470000 sec): 3 clusters Score: Raw -264562.524369 + Penalty 3636.205911 = -260926.318457 nChanged 13 SP:Iteration 25Q (36045.650000 sec): 3 clusters Score: Raw -264575.930630 + Penalty 3636.205911 = -260939.724719 nChanged 13 SP:Iteration 26Q (36045.830000 sec): 3 clusters Score: Raw -264589.148475 + Penalty 3636.205911 = -260952.942564 nChanged 11 SP:Iteration 27Q (36046.050000 sec): 3 clusters Score: Raw -264599.775445 + Penalty 3636.205911 = -260963.569534 nChanged 6 SP:Iteration 28Q (36046.240000 sec): 3 clusters Score: Raw -264604.292158 + Penalty 3636.205911 = -260968.086246 nChanged 3 SP:Iteration 29Q (36046.460000 sec): 3 clusters Score: Raw -264606.322515 + Penalty 3636.205911 = -260970.116603 nChanged 1 SP:Iteration 30Q (36046.690000 sec): 3 clusters Score: Raw -264606.891855 + Penalty 3636.205911 = -260970.685944 nChanged 2 SP:Iteration 31Q (36046.850000 sec): 3 clusters Score: Raw -264609.269544 + Penalty 3636.205911 = -260973.063633 nChanged 0 SP:Iteration 32F (36047.030000 sec): 3 clusters Score: Raw -264609.269544 + Penalty 3636.205911 = -260973.063633 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36047.120000 sec): 2 clusters Score: Raw -185831.310871 + Penalty 1725.459348 = -184105.851523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36047.300000 sec): 3 clusters Score: Raw -185561.195816 + Penalty 3450.918696 = -182110.277120 nChanged 291 SP:Iteration 1F (36047.480000 sec): 3 clusters Score: Raw -185888.943228 + Penalty 3450.918696 = -182438.024532 nChanged 85 SP:Iteration 2F (36047.650000 sec): 3 clusters Score: Raw -186021.492395 + Penalty 3450.918696 = -182570.573699 nChanged 48 SP:Iteration 3Q (36047.810000 sec): 3 clusters Score: Raw -186148.600952 + Penalty 3450.918696 = -182697.682257 nChanged 37 SP:Iteration 4Q (36047.980000 sec): 3 clusters Score: Raw -186241.797368 + Penalty 3450.918696 = -182790.878672 nChanged 35 SP:Iteration 5Q (36048.170000 sec): 3 clusters Score: Raw -186312.893053 + Penalty 3450.918696 = -182861.974357 nChanged 25 SP:Iteration 6Q (36048.360000 sec): 3 clusters Score: Raw -186370.169377 + Penalty 3450.918696 = -182919.250681 nChanged 34 SP:Iteration 7Q (36048.500000 sec): 3 clusters Score: Raw -186425.628798 + Penalty 3450.918696 = -182974.710102 nChanged 20 SP:Iteration 8Q (36048.640000 sec): 3 clusters Score: Raw -186452.251385 + Penalty 3450.918696 = -183001.332689 nChanged 14 SP:Iteration 9Q (36048.840000 sec): 3 clusters Score: Raw -186466.472826 + Penalty 3450.918696 = -183015.554130 nChanged 8 SP:Iteration 10Q (36048.960000 sec): 3 clusters Score: Raw -186478.968267 + Penalty 3450.918696 = -183028.049571 nChanged 13 SP:Iteration 11Q (36049.150000 sec): 3 clusters Score: Raw -186498.833611 + Penalty 3450.918696 = -183047.914915 nChanged 8 SP:Iteration 12Q (36049.360000 sec): 3 clusters Score: Raw -186508.771310 + Penalty 3450.918696 = -183057.852614 nChanged 9 SP:Iteration 13Q (36049.530000 sec): 3 clusters Score: Raw -186525.515284 + Penalty 3450.918696 = -183074.596588 nChanged 10 SP:Iteration 14Q (36049.700000 sec): 3 clusters Score: Raw -186540.379752 + Penalty 3450.918696 = -183089.461056 nChanged 11 SP:Iteration 15Q (36049.850000 sec): 3 clusters Score: Raw -186553.417133 + Penalty 3450.918696 = -183102.498437 nChanged 12 SP:Iteration 16Q (36050.070000 sec): 3 clusters Score: Raw -186570.101150 + Penalty 3450.918696 = -183119.182454 nChanged 7 SP:Iteration 17Q (36050.250000 sec): 3 clusters Score: Raw -186590.523857 + Penalty 3450.918696 = -183139.605161 nChanged 11 SP:Iteration 18Q (36050.370000 sec): 3 clusters Score: Raw -186607.395777 + Penalty 3450.918696 = -183156.477081 nChanged 6 SP:Iteration 19Q (36050.610000 sec): 3 clusters Score: Raw -186618.500937 + Penalty 3450.918696 = -183167.582241 nChanged 7 SP:Iteration 20F (36050.780000 sec): 3 clusters Score: Raw -186632.000771 + Penalty 3450.918696 = -183181.082075 nChanged 10 SP:Iteration 21Q (36050.990000 sec): 3 clusters Score: Raw -186653.350207 + Penalty 3450.918696 = -183202.431511 nChanged 11 SP:Iteration 22Q (36051.170000 sec): 3 clusters Score: Raw -186671.830323 + Penalty 3450.918696 = -183220.911627 nChanged 6 SP:Iteration 23Q (36051.320000 sec): 3 clusters Score: Raw -186678.176159 + Penalty 3450.918696 = -183227.257463 nChanged 2 SP:Iteration 24Q (36051.490000 sec): 3 clusters Score: Raw -186680.042703 + Penalty 3450.918696 = -183229.124007 nChanged 2 SP:Iteration 25Q (36051.660000 sec): 3 clusters Score: Raw -186682.761466 + Penalty 3450.918696 = -183231.842770 nChanged 5 SP:Iteration 26Q (36051.880000 sec): 3 clusters Score: Raw -186690.463266 + Penalty 3450.918696 = -183239.544570 nChanged 7 SP:Iteration 27Q (36052.070000 sec): 3 clusters Score: Raw -186700.783601 + Penalty 3450.918696 = -183249.864905 nChanged 8 SP:Iteration 28Q (36052.240000 sec): 3 clusters Score: Raw -186708.925432 + Penalty 3450.918696 = -183258.006736 nChanged 7 SP:Iteration 29Q (36052.400000 sec): 3 clusters Score: Raw -186716.938120 + Penalty 3450.918696 = -183266.019424 nChanged 4 SP:Iteration 30Q (36052.610000 sec): 3 clusters Score: Raw -186721.817287 + Penalty 3450.918696 = -183270.898591 nChanged 5 SP:Iteration 31Q (36052.740000 sec): 3 clusters Score: Raw -186728.356115 + Penalty 3450.918696 = -183277.437420 nChanged 3 SP:Iteration 32Q (36052.930000 sec): 3 clusters Score: Raw -186730.324445 + Penalty 3450.918696 = -183279.405749 nChanged 1 SP:Iteration 33Q (36053.090000 sec): 3 clusters Score: Raw -186731.205804 + Penalty 3450.918696 = -183280.287108 nChanged 0 SP:Iteration 34F (36053.260000 sec): 3 clusters Score: Raw -186731.205804 + Penalty 3450.918696 = -183280.287108 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36053.370000 sec): 2 clusters Score: Raw -115224.494139 + Penalty 1630.964453 = -113593.529686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36053.620000 sec): 3 clusters Score: Raw -115213.432825 + Penalty 3261.928906 = -111951.503919 nChanged 192 SP:Iteration 1F (36053.770000 sec): 3 clusters Score: Raw -115780.654537 + Penalty 3261.928906 = -112518.725631 nChanged 82 SP:Iteration 2F (36054.030000 sec): 3 clusters Score: Raw -116172.656906 + Penalty 3261.928906 = -112910.728000 nChanged 58 SP:Iteration 3F (36054.200000 sec): 3 clusters Score: Raw -116438.745496 + Penalty 3261.928906 = -113176.816590 nChanged 39 SP:Iteration 4F (36054.380000 sec): 3 clusters Score: Raw -116574.408320 + Penalty 3261.928906 = -113312.479414 nChanged 19 SP:Iteration 5Q (36054.550000 sec): 3 clusters Score: Raw -116668.981559 + Penalty 3261.928906 = -113407.052653 nChanged 13 SP:Iteration 6Q (36054.720000 sec): 3 clusters Score: Raw -116730.774317 + Penalty 3261.928906 = -113468.845411 nChanged 7 SP:Iteration 7Q (36054.910000 sec): 3 clusters Score: Raw -116760.044728 + Penalty 3261.928906 = -113498.115821 nChanged 8 SP:Iteration 8Q (36055.090000 sec): 3 clusters Score: Raw -116777.295583 + Penalty 3261.928906 = -113515.366676 nChanged 2 SP:Iteration 9Q (36055.260000 sec): 3 clusters Score: Raw -116784.188420 + Penalty 3261.928906 = -113522.259513 nChanged 3 SP:Iteration 10Q (36055.490000 sec): 3 clusters Score: Raw -116795.901219 + Penalty 3261.928906 = -113533.972313 nChanged 1 SP:Iteration 11Q (36055.660000 sec): 3 clusters Score: Raw -116798.303498 + Penalty 3261.928906 = -113536.374592 nChanged 0 SP:Iteration 12F (36055.880000 sec): 3 clusters Score: Raw -116798.303498 + Penalty 3261.928906 = -113536.374592 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36055.950000 sec): 2 clusters Score: Raw -42583.139646 + Penalty 1394.756342 = -41188.383305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36056.160000 sec): 3 clusters Score: Raw -42864.901064 + Penalty 2789.512683 = -40075.388381 nChanged 58 SP:Iteration 1F (36056.370000 sec): 3 clusters Score: Raw -43114.169959 + Penalty 2789.512683 = -40324.657276 nChanged 26 SP:Iteration 2F (36056.550000 sec): 3 clusters Score: Raw -43393.075948 + Penalty 2789.512683 = -40603.563265 nChanged 14 SP:Iteration 3F (36056.780000 sec): 3 clusters Score: Raw -43552.997533 + Penalty 2789.512683 = -40763.484849 nChanged 8 SP:Iteration 4Q (36056.920000 sec): 3 clusters Score: Raw -43696.724433 + Penalty 2789.512683 = -40907.211749 nChanged 6 SP:Iteration 5Q (36057.130000 sec): 3 clusters Score: Raw -43732.017417 + Penalty 2789.512683 = -40942.504734 nChanged 3 SP:Iteration 6Q (36057.350000 sec): 3 clusters Score: Raw -43754.823198 + Penalty 2789.512683 = -40965.310515 nChanged 2 SP:Iteration 7Q (36057.460000 sec): 3 clusters Score: Raw -43764.229985 + Penalty 2789.512683 = -40974.717302 nChanged 3 SP:Iteration 8Q (36057.620000 sec): 3 clusters Score: Raw -43786.825799 + Penalty 2789.512683 = -40997.313116 nChanged 2 SP:Iteration 9Q (36057.830000 sec): 3 clusters Score: Raw -43823.925764 + Penalty 2789.512683 = -41034.413081 nChanged 2 SP:Iteration 10Q (36058.010000 sec): 3 clusters Score: Raw -43926.091841 + Penalty 2789.512683 = -41136.579158 nChanged 1 SP:Iteration 11Q (36058.170000 sec): 3 clusters Score: Raw -43936.687709 + Penalty 2789.512683 = -41147.175026 nChanged 1 SP:Iteration 12Q (36058.340000 sec): 3 clusters Score: Raw -43940.108884 + Penalty 2789.512683 = -41150.596201 nChanged 0 SP:Iteration 13F (36058.510000 sec): 3 clusters Score: Raw -43940.108884 + Penalty 2789.512683 = -41150.596201 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36058.640000 sec): 2 clusters Score: Raw -90819.833801 + Penalty 1548.071370 = -89271.762431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36058.830000 sec): 3 clusters Score: Raw -90917.044123 + Penalty 3096.142740 = -87820.901383 nChanged 111 SP:Iteration 1F (36059.010000 sec): 3 clusters Score: Raw -91085.541082 + Penalty 3096.142740 = -87989.398343 nChanged 25 SP:Iteration 2Q (36059.170000 sec): 3 clusters Score: Raw -91127.976249 + Penalty 3096.142740 = -88031.833510 nChanged 12 SP:Iteration 3Q (36059.330000 sec): 3 clusters Score: Raw -91160.124504 + Penalty 3096.142740 = -88063.981764 nChanged 8 SP:Iteration 4Q (36059.530000 sec): 3 clusters Score: Raw -91183.075081 + Penalty 3096.142740 = -88086.932341 nChanged 7 SP:Iteration 5Q (36059.690000 sec): 3 clusters Score: Raw -91196.984064 + Penalty 3096.142740 = -88100.841324 nChanged 3 SP:Iteration 6Q (36059.910000 sec): 3 clusters Score: Raw -91201.195792 + Penalty 3096.142740 = -88105.053053 nChanged 3 SP:Iteration 7Q (36060.060000 sec): 3 clusters Score: Raw -91207.847837 + Penalty 3096.142740 = -88111.705098 nChanged 1 SP:Iteration 8Q (36060.250000 sec): 3 clusters Score: Raw -91208.263255 + Penalty 3096.142740 = -88112.120516 nChanged 0 SP:Iteration 9F (36060.410000 sec): 3 clusters Score: Raw -91208.263255 + Penalty 3096.142740 = -88112.120516 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36060.510000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36060.750000 sec): 3 clusters Score: Raw -234715.920354 + Penalty 3572.150493 = -231143.769861 nChanged 402 SP:Iteration 1F (36060.950000 sec): 3 clusters Score: Raw -235089.926052 + Penalty 3572.150493 = -231517.775558 nChanged 100 SP:Iteration 2F (36061.130000 sec): 3 clusters Score: Raw -235196.996572 + Penalty 3572.150493 = -231624.846079 nChanged 56 SP:Iteration 3Q (36061.310000 sec): 3 clusters Score: Raw -235255.558383 + Penalty 3572.150493 = -231683.407889 nChanged 28 SP:Iteration 4Q (36061.490000 sec): 3 clusters Score: Raw -235283.441206 + Penalty 3572.150493 = -231711.290713 nChanged 26 SP:Iteration 5Q (36061.650000 sec): 3 clusters Score: Raw -235309.132388 + Penalty 3572.150493 = -231736.981895 nChanged 18 SP:Iteration 6Q (36061.870000 sec): 3 clusters Score: Raw -235322.011463 + Penalty 3572.150493 = -231749.860970 nChanged 18 SP:Iteration 7Q (36062.080000 sec): 3 clusters Score: Raw -235344.116175 + Penalty 3572.150493 = -231771.965681 nChanged 14 SP:Iteration 8Q (36062.260000 sec): 3 clusters Score: Raw -235363.577534 + Penalty 3572.150493 = -231791.427040 nChanged 15 SP:Iteration 9Q (36062.510000 sec): 3 clusters Score: Raw -235378.938103 + Penalty 3572.150493 = -231806.787610 nChanged 16 SP:Iteration 10Q (36062.700000 sec): 3 clusters Score: Raw -235395.005813 + Penalty 3572.150493 = -231822.855319 nChanged 10 SP:Iteration 11Q (36062.890000 sec): 3 clusters Score: Raw -235403.766676 + Penalty 3572.150493 = -231831.616183 nChanged 11 SP:Iteration 12Q (36063.070000 sec): 3 clusters Score: Raw -235413.783469 + Penalty 3572.150493 = -231841.632976 nChanged 10 SP:Iteration 13Q (36063.270000 sec): 3 clusters Score: Raw -235422.547151 + Penalty 3572.150493 = -231850.396658 nChanged 16 SP:Iteration 14Q (36063.430000 sec): 3 clusters Score: Raw -235456.120285 + Penalty 3572.150493 = -231883.969792 nChanged 25 SP:Iteration 15Q (36063.600000 sec): 3 clusters Score: Raw -235484.837647 + Penalty 3572.150493 = -231912.687154 nChanged 18 SP:Iteration 16Q (36063.830000 sec): 3 clusters Score: Raw -235509.955008 + Penalty 3572.150493 = -231937.804514 nChanged 15 SP:Iteration 17Q (36063.990000 sec): 3 clusters Score: Raw -235530.924636 + Penalty 3572.150493 = -231958.774142 nChanged 17 SP:Iteration 18Q (36064.170000 sec): 3 clusters Score: Raw -235550.196403 + Penalty 3572.150493 = -231978.045909 nChanged 15 SP:Iteration 19Q (36064.340000 sec): 3 clusters Score: Raw -235575.672028 + Penalty 3572.150493 = -232003.521534 nChanged 22 SP:Iteration 20F (36064.510000 sec): 3 clusters Score: Raw -235602.711608 + Penalty 3572.150493 = -232030.561114 nChanged 12 SP:Iteration 21Q (36064.690000 sec): 3 clusters Score: Raw -235613.358994 + Penalty 3572.150493 = -232041.208501 nChanged 5 SP:Iteration 22Q (36064.850000 sec): 3 clusters Score: Raw -235617.600933 + Penalty 3572.150493 = -232045.450439 nChanged 5 SP:Iteration 23Q (36065.030000 sec): 3 clusters Score: Raw -235620.639117 + Penalty 3572.150493 = -232048.488623 nChanged 4 SP:Iteration 24Q (36065.190000 sec): 3 clusters Score: Raw -235624.019721 + Penalty 3572.150493 = -232051.869227 nChanged 7 SP:Iteration 25Q (36065.390000 sec): 3 clusters Score: Raw -235631.065428 + Penalty 3572.150493 = -232058.914934 nChanged 7 SP:Iteration 26Q (36065.550000 sec): 3 clusters Score: Raw -235636.987878 + Penalty 3572.150493 = -232064.837385 nChanged 7 SP:Iteration 27Q (36065.710000 sec): 3 clusters Score: Raw -235641.749899 + Penalty 3572.150493 = -232069.599406 nChanged 3 SP:Iteration 28Q (36065.870000 sec): 3 clusters Score: Raw -235643.486309 + Penalty 3572.150493 = -232071.335816 nChanged 1 SP:Iteration 29Q (36066.040000 sec): 3 clusters Score: Raw -235643.920224 + Penalty 3572.150493 = -232071.769730 nChanged 1 SP:Iteration 30Q (36066.290000 sec): 3 clusters Score: Raw -235645.043737 + Penalty 3572.150493 = -232072.893243 nChanged 2 SP:Iteration 31Q (36066.460000 sec): 3 clusters Score: Raw -235647.086633 + Penalty 3572.150493 = -232074.936140 nChanged 1 SP:Iteration 32Q (36066.610000 sec): 3 clusters Score: Raw -235648.949997 + Penalty 3572.150493 = -232076.799503 nChanged 1 SP:Iteration 33Q (36066.810000 sec): 3 clusters Score: Raw -235651.622178 + Penalty 3572.150493 = -232079.471684 nChanged 1 SP:Iteration 34Q (36067.050000 sec): 3 clusters Score: Raw -235652.866173 + Penalty 3572.150493 = -232080.715680 nChanged 2 SP:Iteration 35Q (36067.210000 sec): 3 clusters Score: Raw -235654.392201 + Penalty 3572.150493 = -232082.241708 nChanged 1 SP:Iteration 36Q (36067.430000 sec): 3 clusters Score: Raw -235655.167498 + Penalty 3572.150493 = -232083.017004 nChanged 0 SP:Iteration 37F (36067.620000 sec): 3 clusters Score: Raw -235655.167498 + Penalty 3572.150493 = -232083.017004 nChanged 0 Deleting Class 61 (53 points): Lose 3065.220384 but Gain 3578.798581 Iteration 299Q (36176.760000 sec): 64 clusters Score: Raw -340459769.658917 + Penalty 225464.310590 = -340234305.348327 nChanged 73 Iteration 300F (36397.460000 sec): 64 clusters Score: Raw -340461018.529729 + Penalty 225464.310590 = -340235554.219139 nChanged 53 Iteration 301Q (36498.160000 sec): 64 clusters Score: Raw -340461450.722212 + Penalty 225464.310590 = -340235986.411622 nChanged 29 Iteration 302Q (36595.620000 sec): 64 clusters Score: Raw -340461505.635338 + Penalty 225464.310590 = -340236041.324748 nChanged 34 Iteration 303Q (36698.760000 sec): 64 clusters Score: Raw -340461528.832063 + Penalty 225464.310590 = -340236064.521473 nChanged 28 Iteration 304Q (36798.440000 sec): 64 clusters Score: Raw -340461543.378403 + Penalty 225464.310590 = -340236079.067813 nChanged 28 Iteration 305Q (36896.470000 sec): 64 clusters Score: Raw -340461551.619740 + Penalty 225464.310590 = -340236087.309150 nChanged 25 Iteration 306Q (36992.980000 sec): 64 clusters Score: Raw -340461553.913274 + Penalty 225464.310590 = -340236089.602684 nChanged 22 Iteration 307Q (37099.960000 sec): 64 clusters Score: Raw -340461555.174759 + Penalty 225464.310590 = -340236090.864169 nChanged 26 Iteration 308Q (37218.360000 sec): 64 clusters Score: Raw -340461556.414901 + Penalty 225464.310590 = -340236092.104311 nChanged 18 Iteration 309Q (37344.680000 sec): 64 clusters Score: Raw -340461556.624892 + Penalty 225464.310590 = -340236092.314302 nChanged 12 Iteration 310Q (37460.660000 sec): 64 clusters Score: Raw -340461556.715065 + Penalty 225464.310590 = -340236092.404475 nChanged 10 Iteration 311Q (37584.820000 sec): 64 clusters Score: Raw -340461556.757928 + Penalty 225464.310590 = -340236092.447338 nChanged 5 Iteration 312Q (37709.050000 sec): 64 clusters Score: Raw -340461556.791574 + Penalty 225464.310590 = -340236092.480984 nChanged 7 Iteration 313Q (37813.070000 sec): 64 clusters Score: Raw -340461556.832768 + Penalty 225464.310590 = -340236092.522178 nChanged 7 Iteration 314Q (37912.240000 sec): 64 clusters Score: Raw -340461556.865070 + Penalty 225464.310590 = -340236092.554480 nChanged 6 Iteration 315Q (38010.140000 sec): 64 clusters Score: Raw -340461556.882660 + Penalty 225464.310590 = -340236092.572070 nChanged 2 Iteration 316Q (38109.600000 sec): 64 clusters Score: Raw -340461556.885982 + Penalty 225464.310590 = -340236092.575392 nChanged 0 Iteration 317F (38338.120000 sec): 64 clusters Score: Raw -340461563.147290 + Penalty 225464.310590 = -340236098.836700 nChanged 2 Iteration 318Q (38442.880000 sec): 64 clusters Score: Raw -340461589.763957 + Penalty 225464.310590 = -340236125.453367 nChanged 0 Iteration 319F (38658.860000 sec): 64 clusters Score: Raw -340461589.763957 + Penalty 225464.310590 = -340236125.453367 nChanged 0 Compute initial score before splitting: Score: Raw -340461589.763957 + Penalty 225464.310590 = -340236125.453367 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38661.040000 sec): 2 clusters Score: Raw -92673210.488909 + Penalty 3243.102706 = -92669967.386202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38663.490000 sec): 3 clusters Score: Raw -92353797.685000 + Penalty 6486.205413 = -92347311.479587 nChanged 232856 SP:Iteration 1F (38666.050000 sec): 3 clusters Score: Raw -92494009.872569 + Penalty 6486.205413 = -92487523.667156 nChanged 11594 SP:Iteration 2Q (38668.690000 sec): 3 clusters Score: Raw -92496148.197488 + Penalty 6486.205413 = -92489661.992075 nChanged 12797 SP:Iteration 3Q (38671.330000 sec): 3 clusters Score: Raw -92498878.429004 + Penalty 6486.205413 = -92492392.223591 nChanged 14851 SP:Iteration 4Q (38673.970000 sec): 3 clusters Score: Raw -92502692.889528 + Penalty 6486.205413 = -92496206.684115 nChanged 17872 SP:Iteration 5Q (38676.560000 sec): 3 clusters Score: Raw -92508532.083393 + Penalty 6486.205413 = -92502045.877981 nChanged 21943 SP:Iteration 6Q (38679.380000 sec): 3 clusters Score: Raw -92517489.133856 + Penalty 6486.205413 = -92511002.928443 nChanged 27066 SP:Iteration 7F (38682.600000 sec): 3 clusters Score: Raw -92531480.762901 + Penalty 6486.205413 = -92524994.557488 nChanged 32415 SP:Iteration 8F (38685.100000 sec): 3 clusters Score: Raw -92552292.719706 + Penalty 6486.205413 = -92545806.514293 nChanged 37122 SP:Iteration 9F (38687.730000 sec): 3 clusters Score: Raw -92581284.290766 + Penalty 6486.205413 = -92574798.085354 nChanged 37738 SP:Iteration 10F (38690.360000 sec): 3 clusters Score: Raw -92615945.090824 + Penalty 6486.205413 = -92609458.885411 nChanged 30903 SP:Iteration 11F (38692.920000 sec): 3 clusters Score: Raw -92646891.626129 + Penalty 6486.205413 = -92640405.420716 nChanged 17892 SP:Iteration 12Q (38695.550000 sec): 3 clusters Score: Raw -92664813.578793 + Penalty 6486.205413 = -92658327.373380 nChanged 6741 SP:Iteration 13Q (38698.110000 sec): 3 clusters Score: Raw -92671240.115952 + Penalty 6486.205413 = -92664753.910539 nChanged 1745 SP:Iteration 14Q (38700.390000 sec): 3 clusters Score: Raw -92672848.217257 + Penalty 6486.205413 = -92666362.011844 nChanged 385 SP:Iteration 15Q (38702.500000 sec): 3 clusters Score: Raw -92673259.210353 + Penalty 6486.205413 = -92666773.004940 nChanged 112 SP:Iteration 16Q (38704.560000 sec): 3 clusters Score: Raw -92673403.826104 + Penalty 6486.205413 = -92666917.620691 nChanged 53 SP:Iteration 17Q (38706.940000 sec): 3 clusters Score: Raw -92673475.051028 + Penalty 6486.205413 = -92666988.845616 nChanged 25 SP:Iteration 18Q (38709.320000 sec): 3 clusters Score: Raw -92673512.489814 + Penalty 6486.205413 = -92667026.284401 nChanged 12 SP:Iteration 19Q (38711.490000 sec): 3 clusters Score: Raw -92673529.916693 + Penalty 6486.205413 = -92667043.711280 nChanged 6 SP:Iteration 20F (38714.060000 sec): 3 clusters Score: Raw -92673536.120645 + Penalty 6486.205413 = -92667049.915232 nChanged 3 SP:Iteration 21Q (38716.170000 sec): 3 clusters Score: Raw -92673540.149001 + Penalty 6486.205413 = -92667053.943588 nChanged 3 SP:Iteration 22Q (38718.410000 sec): 3 clusters Score: Raw -92673543.309002 + Penalty 6486.205413 = -92667057.103589 nChanged 0 SP:Iteration 23F (38720.990000 sec): 3 clusters Score: Raw -92673543.309002 + Penalty 6486.205413 = -92667057.103589 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38721.390000 sec): 2 clusters Score: Raw -3127372.658423 + Penalty 2414.575747 = -3124958.082675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38721.700000 sec): 3 clusters Score: Raw -3117849.559472 + Penalty 4829.151495 = -3113020.407977 nChanged 7241 SP:Iteration 1F (38721.960000 sec): 3 clusters Score: Raw -3122041.871116 + Penalty 4829.151495 = -3117212.719621 nChanged 1205 SP:Iteration 2F (38722.250000 sec): 3 clusters Score: Raw -3122883.453980 + Penalty 4829.151495 = -3118054.302485 nChanged 1270 SP:Iteration 3F (38722.570000 sec): 3 clusters Score: Raw -3123893.212083 + Penalty 4829.151495 = -3119064.060588 nChanged 1298 SP:Iteration 4F (38722.830000 sec): 3 clusters Score: Raw -3124922.029349 + Penalty 4829.151495 = -3120092.877855 nChanged 1149 SP:Iteration 5F (38723.070000 sec): 3 clusters Score: Raw -3125714.315053 + Penalty 4829.151495 = -3120885.163558 nChanged 934 SP:Iteration 6F (38723.370000 sec): 3 clusters Score: Raw -3126249.276300 + Penalty 4829.151495 = -3121420.124806 nChanged 682 SP:Iteration 7Q (38723.650000 sec): 3 clusters Score: Raw -3126561.047515 + Penalty 4829.151495 = -3121731.896020 nChanged 521 SP:Iteration 8Q (38723.950000 sec): 3 clusters Score: Raw -3126772.954181 + Penalty 4829.151495 = -3121943.802687 nChanged 364 SP:Iteration 9Q (38724.230000 sec): 3 clusters Score: Raw -3126892.790012 + Penalty 4829.151495 = -3122063.638518 nChanged 292 SP:Iteration 10Q (38724.530000 sec): 3 clusters Score: Raw -3126992.364670 + Penalty 4829.151495 = -3122163.213175 nChanged 261 SP:Iteration 11Q (38724.820000 sec): 3 clusters Score: Raw -3127084.947976 + Penalty 4829.151495 = -3122255.796482 nChanged 255 SP:Iteration 12Q (38725.090000 sec): 3 clusters Score: Raw -3127177.262539 + Penalty 4829.151495 = -3122348.111044 nChanged 246 SP:Iteration 13Q (38725.390000 sec): 3 clusters Score: Raw -3127266.900356 + Penalty 4829.151495 = -3122437.748861 nChanged 233 SP:Iteration 14Q (38725.690000 sec): 3 clusters Score: Raw -3127346.293764 + Penalty 4829.151495 = -3122517.142269 nChanged 196 SP:Iteration 15Q (38725.980000 sec): 3 clusters Score: Raw -3127410.762288 + Penalty 4829.151495 = -3122581.610794 nChanged 210 SP:Iteration 16Q (38726.290000 sec): 3 clusters Score: Raw -3127482.305470 + Penalty 4829.151495 = -3122653.153975 nChanged 192 SP:Iteration 17Q (38726.600000 sec): 3 clusters Score: Raw -3127547.449810 + Penalty 4829.151495 = -3122718.298315 nChanged 191 SP:Iteration 18Q (38726.920000 sec): 3 clusters Score: Raw -3127611.225162 + Penalty 4829.151495 = -3122782.073667 nChanged 169 SP:Iteration 19Q (38727.190000 sec): 3 clusters Score: Raw -3127676.775586 + Penalty 4829.151495 = -3122847.624092 nChanged 166 SP:Iteration 20F (38727.470000 sec): 3 clusters Score: Raw -3127745.215002 + Penalty 4829.151495 = -3122916.063507 nChanged 145 SP:Iteration 21Q (38727.750000 sec): 3 clusters Score: Raw -3127809.375760 + Penalty 4829.151495 = -3122980.224266 nChanged 131 SP:Iteration 22Q (38728.010000 sec): 3 clusters Score: Raw -3127866.280406 + Penalty 4829.151495 = -3123037.128911 nChanged 125 SP:Iteration 23Q (38728.280000 sec): 3 clusters Score: Raw -3127918.711325 + Penalty 4829.151495 = -3123089.559830 nChanged 120 SP:Iteration 24Q (38728.600000 sec): 3 clusters Score: Raw -3127978.115149 + Penalty 4829.151495 = -3123148.963654 nChanged 107 SP:Iteration 25Q (38728.970000 sec): 3 clusters Score: Raw -3128025.003665 + Penalty 4829.151495 = -3123195.852170 nChanged 98 SP:Iteration 26Q (38729.260000 sec): 3 clusters Score: Raw -3128069.509908 + Penalty 4829.151495 = -3123240.358413 nChanged 84 SP:Iteration 27Q (38729.570000 sec): 3 clusters Score: Raw -3128110.423362 + Penalty 4829.151495 = -3123281.271867 nChanged 88 SP:Iteration 28Q (38729.830000 sec): 3 clusters Score: Raw -3128154.424596 + Penalty 4829.151495 = -3123325.273102 nChanged 88 SP:Iteration 29Q (38730.130000 sec): 3 clusters Score: Raw -3128205.006909 + Penalty 4829.151495 = -3123375.855414 nChanged 69 SP:Iteration 30Q (38730.370000 sec): 3 clusters Score: Raw -3128238.115173 + Penalty 4829.151495 = -3123408.963678 nChanged 68 SP:Iteration 31Q (38730.660000 sec): 3 clusters Score: Raw -3128273.655770 + Penalty 4829.151495 = -3123444.504276 nChanged 52 SP:Iteration 32Q (38730.950000 sec): 3 clusters Score: Raw -3128301.392040 + Penalty 4829.151495 = -3123472.240545 nChanged 40 SP:Iteration 33Q (38731.200000 sec): 3 clusters Score: Raw -3128318.617136 + Penalty 4829.151495 = -3123489.465641 nChanged 37 SP:Iteration 34Q (38731.490000 sec): 3 clusters Score: Raw -3128336.724211 + Penalty 4829.151495 = -3123507.572716 nChanged 27 SP:Iteration 35Q (38731.740000 sec): 3 clusters Score: Raw -3128351.207192 + Penalty 4829.151495 = -3123522.055697 nChanged 29 SP:Iteration 36Q (38732.020000 sec): 3 clusters Score: Raw -3128364.131410 + Penalty 4829.151495 = -3123534.979916 nChanged 32 SP:Iteration 37Q (38732.290000 sec): 3 clusters Score: Raw -3128377.859736 + Penalty 4829.151495 = -3123548.708241 nChanged 25 SP:Iteration 38Q (38732.550000 sec): 3 clusters Score: Raw -3128395.002080 + Penalty 4829.151495 = -3123565.850585 nChanged 23 SP:Iteration 39Q (38732.870000 sec): 3 clusters Score: Raw -3128404.938510 + Penalty 4829.151495 = -3123575.787015 nChanged 10 SP:Iteration 40F (38733.130000 sec): 3 clusters Score: Raw -3128407.226075 + Penalty 4829.151495 = -3123578.074580 nChanged 5 SP:Iteration 41Q (38733.470000 sec): 3 clusters Score: Raw -3128408.996912 + Penalty 4829.151495 = -3123579.845417 nChanged 6 SP:Iteration 42Q (38733.770000 sec): 3 clusters Score: Raw -3128410.942830 + Penalty 4829.151495 = -3123581.791335 nChanged 8 SP:Iteration 43Q (38734.010000 sec): 3 clusters Score: Raw -3128413.744609 + Penalty 4829.151495 = -3123584.593114 nChanged 7 SP:Iteration 44Q (38734.330000 sec): 3 clusters Score: Raw -3128415.349350 + Penalty 4829.151495 = -3123586.197855 nChanged 5 SP:Iteration 45Q (38734.610000 sec): 3 clusters Score: Raw -3128416.847806 + Penalty 4829.151495 = -3123587.696311 nChanged 2 SP:Iteration 46Q (38734.930000 sec): 3 clusters Score: Raw -3128417.299410 + Penalty 4829.151495 = -3123588.147916 nChanged 1 SP:Iteration 47Q (38735.230000 sec): 3 clusters Score: Raw -3128417.506960 + Penalty 4829.151495 = -3123588.355465 nChanged 1 SP:Iteration 48Q (38735.490000 sec): 3 clusters Score: Raw -3128417.651035 + Penalty 4829.151495 = -3123588.499541 nChanged 1 SP:Iteration 49Q (38735.770000 sec): 3 clusters Score: Raw -3128417.807942 + Penalty 4829.151495 = -3123588.656448 nChanged 0 SP:Iteration 50F (38736.040000 sec): 3 clusters Score: Raw -3128417.807942 + Penalty 4829.151495 = -3123588.656448 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38736.150000 sec): 2 clusters Score: Raw -85663.431239 + Penalty 1573.282348 = -84090.148891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38736.320000 sec): 3 clusters Score: Raw -85797.290914 + Penalty 3146.564695 = -82650.726219 nChanged 142 SP:Iteration 1F (38736.490000 sec): 3 clusters Score: Raw -86128.414743 + Penalty 3146.564695 = -82981.850047 nChanged 58 SP:Iteration 2F (38736.670000 sec): 3 clusters Score: Raw -86297.331386 + Penalty 3146.564695 = -83150.766691 nChanged 41 SP:Iteration 3F (38736.880000 sec): 3 clusters Score: Raw -86419.650383 + Penalty 3146.564695 = -83273.085688 nChanged 23 SP:Iteration 4Q (38737.030000 sec): 3 clusters Score: Raw -86483.328212 + Penalty 3146.564695 = -83336.763517 nChanged 12 SP:Iteration 5Q (38737.190000 sec): 3 clusters Score: Raw -86510.925496 + Penalty 3146.564695 = -83364.360800 nChanged 10 SP:Iteration 6Q (38737.410000 sec): 3 clusters Score: Raw -86533.264040 + Penalty 3146.564695 = -83386.699345 nChanged 5 SP:Iteration 7Q (38737.570000 sec): 3 clusters Score: Raw -86542.760633 + Penalty 3146.564695 = -83396.195938 nChanged 2 SP:Iteration 8Q (38737.740000 sec): 3 clusters Score: Raw -86549.565461 + Penalty 3146.564695 = -83403.000766 nChanged 2 SP:Iteration 9Q (38737.900000 sec): 3 clusters Score: Raw -86556.849241 + Penalty 3146.564695 = -83410.284546 nChanged 2 SP:Iteration 10Q (38738.070000 sec): 3 clusters Score: Raw -86565.717126 + Penalty 3146.564695 = -83419.152431 nChanged 1 SP:Iteration 11Q (38738.300000 sec): 3 clusters Score: Raw -86567.177121 + Penalty 3146.564695 = -83420.612426 nChanged 0 SP:Iteration 12F (38738.450000 sec): 3 clusters Score: Raw -86567.177121 + Penalty 3146.564695 = -83420.612426 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38739.170000 sec): 2 clusters Score: Raw -24734566.963687 + Penalty 2928.939765 = -24731638.023922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38740.060000 sec): 3 clusters Score: Raw -24647220.119502 + Penalty 5857.879529 = -24641362.239973 nChanged 64078 SP:Iteration 1F (38740.920000 sec): 3 clusters Score: Raw -24684481.808679 + Penalty 5857.879529 = -24678623.929149 nChanged 3901 SP:Iteration 2Q (38741.810000 sec): 3 clusters Score: Raw -24685244.318012 + Penalty 5857.879529 = -24679386.438483 nChanged 3731 SP:Iteration 3Q (38742.680000 sec): 3 clusters Score: Raw -24685983.414953 + Penalty 5857.879529 = -24680125.535424 nChanged 3677 SP:Iteration 4Q (38743.610000 sec): 3 clusters Score: Raw -24686732.608873 + Penalty 5857.879529 = -24680874.729344 nChanged 3752 SP:Iteration 5Q (38744.490000 sec): 3 clusters Score: Raw -24687549.342544 + Penalty 5857.879529 = -24681691.463015 nChanged 4006 SP:Iteration 6Q (38745.380000 sec): 3 clusters Score: Raw -24688554.910815 + Penalty 5857.879529 = -24682697.031286 nChanged 4440 SP:Iteration 7Q (38746.230000 sec): 3 clusters Score: Raw -24689858.044777 + Penalty 5857.879529 = -24684000.165248 nChanged 4976 SP:Iteration 8Q (38747.140000 sec): 3 clusters Score: Raw -24691614.017554 + Penalty 5857.879529 = -24685756.138024 nChanged 5704 SP:Iteration 9Q (38748.110000 sec): 3 clusters Score: Raw -24694224.422203 + Penalty 5857.879529 = -24688366.542674 nChanged 6563 SP:Iteration 10Q (38749.190000 sec): 3 clusters Score: Raw -24698134.536494 + Penalty 5857.879529 = -24692276.656964 nChanged 7421 SP:Iteration 11F (38750.060000 sec): 3 clusters Score: Raw -24703579.227352 + Penalty 5857.879529 = -24697721.347823 nChanged 7535 SP:Iteration 12F (38750.970000 sec): 3 clusters Score: Raw -24709277.236543 + Penalty 5857.879529 = -24703419.357014 nChanged 6563 SP:Iteration 13Q (38751.940000 sec): 3 clusters Score: Raw -24713349.970059 + Penalty 5857.879529 = -24707492.090529 nChanged 4749 SP:Iteration 14Q (38752.880000 sec): 3 clusters Score: Raw -24715385.526670 + Penalty 5857.879529 = -24709527.647141 nChanged 3210 SP:Iteration 15Q (38753.840000 sec): 3 clusters Score: Raw -24716493.113516 + Penalty 5857.879529 = -24710635.233987 nChanged 2578 SP:Iteration 16Q (38754.810000 sec): 3 clusters Score: Raw -24717392.426953 + Penalty 5857.879529 = -24711534.547424 nChanged 2534 SP:Iteration 17Q (38755.710000 sec): 3 clusters Score: Raw -24718323.445864 + Penalty 5857.879529 = -24712465.566335 nChanged 2627 SP:Iteration 18Q (38756.570000 sec): 3 clusters Score: Raw -24719333.793471 + Penalty 5857.879529 = -24713475.913942 nChanged 2680 SP:Iteration 19Q (38757.460000 sec): 3 clusters Score: Raw -24720403.965544 + Penalty 5857.879529 = -24714546.086014 nChanged 2669 SP:Iteration 20F (38758.410000 sec): 3 clusters Score: Raw -24721560.006119 + Penalty 5857.879529 = -24715702.126590 nChanged 2673 SP:Iteration 21Q (38759.290000 sec): 3 clusters Score: Raw -24722841.976089 + Penalty 5857.879529 = -24716984.096560 nChanged 2665 SP:Iteration 22Q (38760.160000 sec): 3 clusters Score: Raw -24724205.659329 + Penalty 5857.879529 = -24718347.779800 nChanged 2617 SP:Iteration 23Q (38761.030000 sec): 3 clusters Score: Raw -24725618.115178 + Penalty 5857.879529 = -24719760.235649 nChanged 2441 SP:Iteration 24Q (38761.910000 sec): 3 clusters Score: Raw -24726997.752845 + Penalty 5857.879529 = -24721139.873316 nChanged 2126 SP:Iteration 25Q (38762.810000 sec): 3 clusters Score: Raw -24728250.214440 + Penalty 5857.879529 = -24722392.334911 nChanged 1961 SP:Iteration 26Q (38763.610000 sec): 3 clusters Score: Raw -24729460.678476 + Penalty 5857.879529 = -24723602.798947 nChanged 1733 SP:Iteration 27Q (38764.420000 sec): 3 clusters Score: Raw -24730562.739402 + Penalty 5857.879529 = -24724704.859873 nChanged 1452 SP:Iteration 28Q (38765.170000 sec): 3 clusters Score: Raw -24731483.409152 + Penalty 5857.879529 = -24725625.529623 nChanged 1157 SP:Iteration 29Q (38765.870000 sec): 3 clusters Score: Raw -24732190.552027 + Penalty 5857.879529 = -24726332.672498 nChanged 995 SP:Iteration 30Q (38766.610000 sec): 3 clusters Score: Raw -24732800.041321 + Penalty 5857.879529 = -24726942.161791 nChanged 791 SP:Iteration 31Q (38767.360000 sec): 3 clusters Score: Raw -24733266.747105 + Penalty 5857.879529 = -24727408.867576 nChanged 640 SP:Iteration 32Q (38768.120000 sec): 3 clusters Score: Raw -24733640.614726 + Penalty 5857.879529 = -24727782.735197 nChanged 511 SP:Iteration 33Q (38768.910000 sec): 3 clusters Score: Raw -24733924.959727 + Penalty 5857.879529 = -24728067.080197 nChanged 387 SP:Iteration 34Q (38769.730000 sec): 3 clusters Score: Raw -24734140.828012 + Penalty 5857.879529 = -24728282.948483 nChanged 295 SP:Iteration 35Q (38770.510000 sec): 3 clusters Score: Raw -24734311.191436 + Penalty 5857.879529 = -24728453.311907 nChanged 228 SP:Iteration 36Q (38771.290000 sec): 3 clusters Score: Raw -24734443.569027 + Penalty 5857.879529 = -24728585.689498 nChanged 196 SP:Iteration 37Q (38772.000000 sec): 3 clusters Score: Raw -24734558.581574 + Penalty 5857.879529 = -24728700.702045 nChanged 135 SP:Iteration 38Q (38772.760000 sec): 3 clusters Score: Raw -24734631.484980 + Penalty 5857.879529 = -24728773.605450 nChanged 97 SP:Iteration 39Q (38773.570000 sec): 3 clusters Score: Raw -24734683.325050 + Penalty 5857.879529 = -24728825.445521 nChanged 70 SP:Iteration 40F (38774.480000 sec): 3 clusters Score: Raw -24734727.133532 + Penalty 5857.879529 = -24728869.254003 nChanged 60 SP:Iteration 41Q (38775.270000 sec): 3 clusters Score: Raw -24734765.466632 + Penalty 5857.879529 = -24728907.587102 nChanged 46 SP:Iteration 42Q (38776.080000 sec): 3 clusters Score: Raw -24734798.915091 + Penalty 5857.879529 = -24728941.035562 nChanged 41 SP:Iteration 43Q (38776.930000 sec): 3 clusters Score: Raw -24734822.283209 + Penalty 5857.879529 = -24728964.403680 nChanged 33 SP:Iteration 44Q (38777.740000 sec): 3 clusters Score: Raw -24734843.214914 + Penalty 5857.879529 = -24728985.335384 nChanged 34 SP:Iteration 45Q (38778.510000 sec): 3 clusters Score: Raw -24734871.907684 + Penalty 5857.879529 = -24729014.028155 nChanged 35 SP:Iteration 46Q (38779.310000 sec): 3 clusters Score: Raw -24734897.713411 + Penalty 5857.879529 = -24729039.833881 nChanged 23 SP:Iteration 47Q (38780.170000 sec): 3 clusters Score: Raw -24734916.928836 + Penalty 5857.879529 = -24729059.049307 nChanged 18 SP:Iteration 48Q (38780.960000 sec): 3 clusters Score: Raw -24734928.834667 + Penalty 5857.879529 = -24729070.955137 nChanged 13 SP:Iteration 49Q (38781.780000 sec): 3 clusters Score: Raw -24734938.354032 + Penalty 5857.879529 = -24729080.474503 nChanged 10 SP:Iteration 50Q (38782.590000 sec): 3 clusters Score: Raw -24734945.045151 + Penalty 5857.879529 = -24729087.165622 nChanged 11 SP:Iteration 51Q (38783.360000 sec): 3 clusters Score: Raw -24734953.333252 + Penalty 5857.879529 = -24729095.453723 nChanged 7 SP:Iteration 52Q (38784.150000 sec): 3 clusters Score: Raw -24734957.483488 + Penalty 5857.879529 = -24729099.603959 nChanged 7 SP:Iteration 53Q (38784.920000 sec): 3 clusters Score: Raw -24734961.385289 + Penalty 5857.879529 = -24729103.505760 nChanged 4 SP:Iteration 54Q (38785.670000 sec): 3 clusters Score: Raw -24734964.103493 + Penalty 5857.879529 = -24729106.223964 nChanged 3 SP:Iteration 55Q (38786.490000 sec): 3 clusters Score: Raw -24734966.821842 + Penalty 5857.879529 = -24729108.942313 nChanged 6 SP:Iteration 56Q (38787.300000 sec): 3 clusters Score: Raw -24734971.463643 + Penalty 5857.879529 = -24729113.584114 nChanged 6 SP:Iteration 57Q (38788.110000 sec): 3 clusters Score: Raw -24734976.068397 + Penalty 5857.879529 = -24729118.188867 nChanged 9 SP:Iteration 58Q (38788.970000 sec): 3 clusters Score: Raw -24734982.798125 + Penalty 5857.879529 = -24729124.918596 nChanged 7 SP:Iteration 59Q (38789.830000 sec): 3 clusters Score: Raw -24734986.556010 + Penalty 5857.879529 = -24729128.676481 nChanged 6 SP:Iteration 60F (38790.750000 sec): 3 clusters Score: Raw -24734988.979456 + Penalty 5857.879529 = -24729131.099926 nChanged 4 SP:Iteration 61Q (38791.510000 sec): 3 clusters Score: Raw -24734991.421321 + Penalty 5857.879529 = -24729133.541792 nChanged 2 SP:Iteration 62Q (38792.280000 sec): 3 clusters Score: Raw -24734992.858219 + Penalty 5857.879529 = -24729134.978690 nChanged 0 SP:Iteration 63F (38793.210000 sec): 3 clusters Score: Raw -24734992.858219 + Penalty 5857.879529 = -24729134.978690 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38793.350000 sec): 2 clusters Score: Raw -567034.083430 + Penalty 2006.039460 = -565028.043970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38793.580000 sec): 3 clusters Score: Raw -565623.012362 + Penalty 4012.078919 = -561610.933443 nChanged 1180 SP:Iteration 1F (38793.790000 sec): 3 clusters Score: Raw -566400.276843 + Penalty 4012.078919 = -562388.197924 nChanged 292 SP:Iteration 2F (38793.970000 sec): 3 clusters Score: Raw -566651.295986 + Penalty 4012.078919 = -562639.217067 nChanged 197 SP:Iteration 3F (38794.190000 sec): 3 clusters Score: Raw -566869.072476 + Penalty 4012.078919 = -562856.993556 nChanged 159 SP:Iteration 4Q (38794.390000 sec): 3 clusters Score: Raw -567055.865683 + Penalty 4012.078919 = -563043.786764 nChanged 133 SP:Iteration 5Q (38794.590000 sec): 3 clusters Score: Raw -567178.885741 + Penalty 4012.078919 = -563166.806822 nChanged 117 SP:Iteration 6Q (38794.790000 sec): 3 clusters Score: Raw -567309.641765 + Penalty 4012.078919 = -563297.562846 nChanged 121 SP:Iteration 7Q (38794.970000 sec): 3 clusters Score: Raw -567471.796973 + Penalty 4012.078919 = -563459.718053 nChanged 137 SP:Iteration 8Q (38795.210000 sec): 3 clusters Score: Raw -567646.494306 + Penalty 4012.078919 = -563634.415386 nChanged 124 SP:Iteration 9Q (38795.500000 sec): 3 clusters Score: Raw -567812.594856 + Penalty 4012.078919 = -563800.515937 nChanged 105 SP:Iteration 10Q (38795.750000 sec): 3 clusters Score: Raw -567975.245053 + Penalty 4012.078919 = -563963.166133 nChanged 106 SP:Iteration 11Q (38795.990000 sec): 3 clusters Score: Raw -568083.371333 + Penalty 4012.078919 = -564071.292414 nChanged 76 SP:Iteration 12Q (38796.250000 sec): 3 clusters Score: Raw -568156.932905 + Penalty 4012.078919 = -564144.853986 nChanged 70 SP:Iteration 13Q (38796.430000 sec): 3 clusters Score: Raw -568224.931226 + Penalty 4012.078919 = -564212.852307 nChanged 63 SP:Iteration 14Q (38796.620000 sec): 3 clusters Score: Raw -568285.302267 + Penalty 4012.078919 = -564273.223347 nChanged 62 SP:Iteration 15Q (38796.850000 sec): 3 clusters Score: Raw -568338.410129 + Penalty 4012.078919 = -564326.331209 nChanged 41 SP:Iteration 16Q (38797.010000 sec): 3 clusters Score: Raw -568366.909497 + Penalty 4012.078919 = -564354.830577 nChanged 36 SP:Iteration 17Q (38797.200000 sec): 3 clusters Score: Raw -568389.566212 + Penalty 4012.078919 = -564377.487293 nChanged 21 SP:Iteration 18Q (38797.390000 sec): 3 clusters Score: Raw -568402.230094 + Penalty 4012.078919 = -564390.151174 nChanged 14 SP:Iteration 19Q (38797.600000 sec): 3 clusters Score: Raw -568409.570206 + Penalty 4012.078919 = -564397.491286 nChanged 11 SP:Iteration 20F (38797.750000 sec): 3 clusters Score: Raw -568414.935937 + Penalty 4012.078919 = -564402.857018 nChanged 8 SP:Iteration 21Q (38797.950000 sec): 3 clusters Score: Raw -568418.920860 + Penalty 4012.078919 = -564406.841941 nChanged 9 SP:Iteration 22Q (38798.130000 sec): 3 clusters Score: Raw -568423.877154 + Penalty 4012.078919 = -564411.798235 nChanged 6 SP:Iteration 23Q (38798.320000 sec): 3 clusters Score: Raw -568426.388486 + Penalty 4012.078919 = -564414.309567 nChanged 5 SP:Iteration 24Q (38798.530000 sec): 3 clusters Score: Raw -568429.510107 + Penalty 4012.078919 = -564417.431188 nChanged 6 SP:Iteration 25Q (38798.760000 sec): 3 clusters Score: Raw -568432.463811 + Penalty 4012.078919 = -564420.384891 nChanged 3 SP:Iteration 26Q (38798.950000 sec): 3 clusters Score: Raw -568433.617763 + Penalty 4012.078919 = -564421.538843 nChanged 3 SP:Iteration 27Q (38799.130000 sec): 3 clusters Score: Raw -568435.218902 + Penalty 4012.078919 = -564423.139982 nChanged 2 SP:Iteration 28Q (38799.320000 sec): 3 clusters Score: Raw -568436.665239 + Penalty 4012.078919 = -564424.586320 nChanged 4 SP:Iteration 29Q (38799.500000 sec): 3 clusters Score: Raw -568438.635376 + Penalty 4012.078919 = -564426.556456 nChanged 5 SP:Iteration 30Q (38799.700000 sec): 3 clusters Score: Raw -568440.821326 + Penalty 4012.078919 = -564428.742407 nChanged 6 SP:Iteration 31Q (38799.880000 sec): 3 clusters Score: Raw -568443.479289 + Penalty 4012.078919 = -564431.400369 nChanged 7 SP:Iteration 32Q (38800.090000 sec): 3 clusters Score: Raw -568446.000545 + Penalty 4012.078919 = -564433.921626 nChanged 8 SP:Iteration 33Q (38800.270000 sec): 3 clusters Score: Raw -568449.801020 + Penalty 4012.078919 = -564437.722101 nChanged 5 SP:Iteration 34Q (38800.490000 sec): 3 clusters Score: Raw -568452.722640 + Penalty 4012.078919 = -564440.643721 nChanged 4 SP:Iteration 35Q (38800.730000 sec): 3 clusters Score: Raw -568454.957762 + Penalty 4012.078919 = -564442.878843 nChanged 1 SP:Iteration 36Q (38800.930000 sec): 3 clusters Score: Raw -568455.487173 + Penalty 4012.078919 = -564443.408253 nChanged 3 SP:Iteration 37Q (38801.070000 sec): 3 clusters Score: Raw -568456.985503 + Penalty 4012.078919 = -564444.906584 nChanged 2 SP:Iteration 38Q (38801.290000 sec): 3 clusters Score: Raw -568458.473784 + Penalty 4012.078919 = -564446.394864 nChanged 2 SP:Iteration 39Q (38801.470000 sec): 3 clusters Score: Raw -568459.508539 + Penalty 4012.078919 = -564447.429619 nChanged 6 SP:Iteration 40F (38801.700000 sec): 3 clusters Score: Raw -568462.916859 + Penalty 4012.078919 = -564450.837940 nChanged 5 SP:Iteration 41Q (38801.860000 sec): 3 clusters Score: Raw -568466.105504 + Penalty 4012.078919 = -564454.026585 nChanged 8 SP:Iteration 42Q (38802.090000 sec): 3 clusters Score: Raw -568470.060682 + Penalty 4012.078919 = -564457.981762 nChanged 3 SP:Iteration 43Q (38802.300000 sec): 3 clusters Score: Raw -568471.456229 + Penalty 4012.078919 = -564459.377310 nChanged 2 SP:Iteration 44Q (38802.470000 sec): 3 clusters Score: Raw -568472.314798 + Penalty 4012.078919 = -564460.235879 nChanged 2 SP:Iteration 45Q (38802.630000 sec): 3 clusters Score: Raw -568473.276841 + Penalty 4012.078919 = -564461.197922 nChanged 2 SP:Iteration 46Q (38802.780000 sec): 3 clusters Score: Raw -568473.882271 + Penalty 4012.078919 = -564461.803351 nChanged 1 SP:Iteration 47Q (38802.970000 sec): 3 clusters Score: Raw -568474.167186 + Penalty 4012.078919 = -564462.088267 nChanged 0 SP:Iteration 48F (38803.160000 sec): 3 clusters Score: Raw -568474.167186 + Penalty 4012.078919 = -564462.088267 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38803.260000 sec): 2 clusters Score: Raw -29863.293254 + Penalty 1412.045570 = -28451.247684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38803.540000 sec): 3 clusters Score: Raw -30139.791250 + Penalty 2824.091141 = -27315.700109 nChanged 59 SP:Iteration 1F (38803.710000 sec): 3 clusters Score: Raw -30337.976844 + Penalty 2824.091141 = -27513.885704 nChanged 20 SP:Iteration 2F (38803.890000 sec): 3 clusters Score: Raw -30463.155858 + Penalty 2824.091141 = -27639.064717 nChanged 10 SP:Iteration 3Q (38804.140000 sec): 3 clusters Score: Raw -30535.878227 + Penalty 2824.091141 = -27711.787087 nChanged 12 SP:Iteration 4Q (38804.360000 sec): 3 clusters Score: Raw -30611.150679 + Penalty 2824.091141 = -27787.059538 nChanged 7 SP:Iteration 5Q (38804.580000 sec): 3 clusters Score: Raw -30664.276526 + Penalty 2824.091141 = -27840.185385 nChanged 5 SP:Iteration 6Q (38804.780000 sec): 3 clusters Score: Raw -30697.222038 + Penalty 2824.091141 = -27873.130897 nChanged 2 SP:Iteration 7Q (38804.990000 sec): 3 clusters Score: Raw -30708.034142 + Penalty 2824.091141 = -27883.943001 nChanged 0 SP:Iteration 8F (38805.160000 sec): 3 clusters Score: Raw -30708.034142 + Penalty 2824.091141 = -27883.943001 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38805.300000 sec): 2 clusters Score: Raw -214673.902731 + Penalty 1766.470931 = -212907.431800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38805.480000 sec): 3 clusters Score: Raw -214331.987436 + Penalty 3532.941863 = -210799.045574 nChanged 349 SP:Iteration 1F (38805.650000 sec): 3 clusters Score: Raw -214700.426427 + Penalty 3532.941863 = -211167.484564 nChanged 100 SP:Iteration 2F (38805.870000 sec): 3 clusters Score: Raw -214830.710761 + Penalty 3532.941863 = -211297.768898 nChanged 48 SP:Iteration 3Q (38806.040000 sec): 3 clusters Score: Raw -214911.692653 + Penalty 3532.941863 = -211378.750791 nChanged 45 SP:Iteration 4Q (38806.280000 sec): 3 clusters Score: Raw -214959.415750 + Penalty 3532.941863 = -211426.473887 nChanged 33 SP:Iteration 5Q (38806.490000 sec): 3 clusters Score: Raw -215001.968356 + Penalty 3532.941863 = -211469.026493 nChanged 37 SP:Iteration 6Q (38806.700000 sec): 3 clusters Score: Raw -215066.097838 + Penalty 3532.941863 = -211533.155976 nChanged 45 SP:Iteration 7Q (38806.880000 sec): 3 clusters Score: Raw -215132.348713 + Penalty 3532.941863 = -211599.406850 nChanged 32 SP:Iteration 8Q (38807.070000 sec): 3 clusters Score: Raw -215185.458436 + Penalty 3532.941863 = -211652.516574 nChanged 25 SP:Iteration 9Q (38807.260000 sec): 3 clusters Score: Raw -215222.196189 + Penalty 3532.941863 = -211689.254326 nChanged 24 SP:Iteration 10Q (38807.440000 sec): 3 clusters Score: Raw -215250.688878 + Penalty 3532.941863 = -211717.747016 nChanged 19 SP:Iteration 11Q (38807.560000 sec): 3 clusters Score: Raw -215270.881372 + Penalty 3532.941863 = -211737.939509 nChanged 18 SP:Iteration 12Q (38807.660000 sec): 3 clusters Score: Raw -215296.121040 + Penalty 3532.941863 = -211763.179177 nChanged 10 SP:Iteration 13Q (38807.820000 sec): 3 clusters Score: Raw -215308.048637 + Penalty 3532.941863 = -211775.106775 nChanged 6 SP:Iteration 14Q (38808.010000 sec): 3 clusters Score: Raw -215315.950006 + Penalty 3532.941863 = -211783.008143 nChanged 9 SP:Iteration 15Q (38808.200000 sec): 3 clusters Score: Raw -215325.160155 + Penalty 3532.941863 = -211792.218292 nChanged 3 SP:Iteration 16Q (38808.380000 sec): 3 clusters Score: Raw -215332.446570 + Penalty 3532.941863 = -211799.504707 nChanged 6 SP:Iteration 17Q (38808.560000 sec): 3 clusters Score: Raw -215341.372901 + Penalty 3532.941863 = -211808.431038 nChanged 5 SP:Iteration 18Q (38808.720000 sec): 3 clusters Score: Raw -215349.521599 + Penalty 3532.941863 = -211816.579737 nChanged 3 SP:Iteration 19Q (38808.880000 sec): 3 clusters Score: Raw -215353.706355 + Penalty 3532.941863 = -211820.764492 nChanged 3 SP:Iteration 20F (38809.070000 sec): 3 clusters Score: Raw -215356.076096 + Penalty 3532.941863 = -211823.134233 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38809.350000 sec): 2 clusters Score: Raw -8783705.426289 + Penalty 2669.160070 = -8781036.266219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38809.800000 sec): 3 clusters Score: Raw -8754540.598633 + Penalty 5338.320139 = -8749202.278494 nChanged 21840 SP:Iteration 1F (38810.180000 sec): 3 clusters Score: Raw -8766517.146437 + Penalty 5338.320139 = -8761178.826298 nChanged 2289 SP:Iteration 2Q (38810.630000 sec): 3 clusters Score: Raw -8767390.013757 + Penalty 5338.320139 = -8762051.693618 nChanged 2637 SP:Iteration 3F (38811.140000 sec): 3 clusters Score: Raw -8768707.348369 + Penalty 5338.320139 = -8763369.028229 nChanged 3183 SP:Iteration 4F (38811.520000 sec): 3 clusters Score: Raw -8770701.879638 + Penalty 5338.320139 = -8765363.559499 nChanged 3748 SP:Iteration 5F (38811.920000 sec): 3 clusters Score: Raw -8773731.664492 + Penalty 5338.320139 = -8768393.344353 nChanged 4032 SP:Iteration 6F (38812.350000 sec): 3 clusters Score: Raw -8777614.252190 + Penalty 5338.320139 = -8772275.932051 nChanged 3307 SP:Iteration 7F (38812.760000 sec): 3 clusters Score: Raw -8780978.935969 + Penalty 5338.320139 = -8775640.615830 nChanged 1848 SP:Iteration 8Q (38813.150000 sec): 3 clusters Score: Raw -8782737.496001 + Penalty 5338.320139 = -8777399.175862 nChanged 722 SP:Iteration 9Q (38813.620000 sec): 3 clusters Score: Raw -8783428.761323 + Penalty 5338.320139 = -8778090.441184 nChanged 283 SP:Iteration 10Q (38814.000000 sec): 3 clusters Score: Raw -8783737.225759 + Penalty 5338.320139 = -8778398.905620 nChanged 107 SP:Iteration 11Q (38814.380000 sec): 3 clusters Score: Raw -8783880.213580 + Penalty 5338.320139 = -8778541.893440 nChanged 51 SP:Iteration 12Q (38814.750000 sec): 3 clusters Score: Raw -8783943.316950 + Penalty 5338.320139 = -8778604.996811 nChanged 26 SP:Iteration 13Q (38815.140000 sec): 3 clusters Score: Raw -8783981.901827 + Penalty 5338.320139 = -8778643.581688 nChanged 16 SP:Iteration 14Q (38815.560000 sec): 3 clusters Score: Raw -8784010.411247 + Penalty 5338.320139 = -8778672.091108 nChanged 18 SP:Iteration 15Q (38815.880000 sec): 3 clusters Score: Raw -8784036.036373 + Penalty 5338.320139 = -8778697.716234 nChanged 10 SP:Iteration 16Q (38816.270000 sec): 3 clusters Score: Raw -8784051.665169 + Penalty 5338.320139 = -8778713.345030 nChanged 6 SP:Iteration 17Q (38816.610000 sec): 3 clusters Score: Raw -8784062.029309 + Penalty 5338.320139 = -8778723.709169 nChanged 7 SP:Iteration 18Q (38816.990000 sec): 3 clusters Score: Raw -8784072.447289 + Penalty 5338.320139 = -8778734.127150 nChanged 6 SP:Iteration 19Q (38817.360000 sec): 3 clusters Score: Raw -8784081.349040 + Penalty 5338.320139 = -8778743.028901 nChanged 5 SP:Iteration 20F (38817.800000 sec): 3 clusters Score: Raw -8784089.239556 + Penalty 5338.320139 = -8778750.919417 nChanged 6 SP:Iteration 21Q (38818.190000 sec): 3 clusters Score: Raw -8784097.272896 + Penalty 5338.320139 = -8778758.952757 nChanged 1 SP:Iteration 22Q (38818.560000 sec): 3 clusters Score: Raw -8784098.211675 + Penalty 5338.320139 = -8778759.891536 nChanged 1 SP:Iteration 23Q (38818.960000 sec): 3 clusters Score: Raw -8784099.822517 + Penalty 5338.320139 = -8778761.502378 nChanged 0 SP:Iteration 24F (38819.420000 sec): 3 clusters Score: Raw -8784099.822517 + Penalty 5338.320139 = -8778761.502378 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38819.540000 sec): 2 clusters Score: Raw -77145.655364 + Penalty 1530.581748 = -75615.073615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38819.770000 sec): 3 clusters Score: Raw -77217.292245 + Penalty 3061.163496 = -74156.128749 nChanged 90 SP:Iteration 1F (38819.950000 sec): 3 clusters Score: Raw -77403.127617 + Penalty 3061.163496 = -74341.964121 nChanged 25 SP:Iteration 2F (38820.190000 sec): 3 clusters Score: Raw -77455.921674 + Penalty 3061.163496 = -74394.758178 nChanged 8 SP:Iteration 3Q (38820.380000 sec): 3 clusters Score: Raw -77481.216626 + Penalty 3061.163496 = -74420.053130 nChanged 8 SP:Iteration 4Q (38820.550000 sec): 3 clusters Score: Raw -77494.969447 + Penalty 3061.163496 = -74433.805950 nChanged 2 SP:Iteration 5Q (38820.720000 sec): 3 clusters Score: Raw -77502.964150 + Penalty 3061.163496 = -74441.800654 nChanged 4 SP:Iteration 6Q (38820.880000 sec): 3 clusters Score: Raw -77514.745984 + Penalty 3061.163496 = -74453.582487 nChanged 4 SP:Iteration 7Q (38821.040000 sec): 3 clusters Score: Raw -77528.950261 + Penalty 3061.163496 = -74467.786765 nChanged 3 SP:Iteration 8Q (38821.200000 sec): 3 clusters Score: Raw -77542.153873 + Penalty 3061.163496 = -74480.990377 nChanged 3 SP:Iteration 9Q (38821.380000 sec): 3 clusters Score: Raw -77546.747766 + Penalty 3061.163496 = -74485.584270 nChanged 1 SP:Iteration 10Q (38821.530000 sec): 3 clusters Score: Raw -77547.811082 + Penalty 3061.163496 = -74486.647586 nChanged 0 SP:Iteration 11F (38821.680000 sec): 3 clusters Score: Raw -77547.811082 + Penalty 3061.163496 = -74486.647586 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38821.870000 sec): 2 clusters Score: Raw -1530363.890857 + Penalty 2230.246727 = -1528133.644130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38822.100000 sec): 3 clusters Score: Raw -1526119.566153 + Penalty 4460.493455 = -1521659.072698 nChanged 3215 SP:Iteration 1F (38822.320000 sec): 3 clusters Score: Raw -1527889.448643 + Penalty 4460.493455 = -1523428.955189 nChanged 563 SP:Iteration 2F (38822.560000 sec): 3 clusters Score: Raw -1528195.857869 + Penalty 4460.493455 = -1523735.364414 nChanged 450 SP:Iteration 3F (38822.820000 sec): 3 clusters Score: Raw -1528490.722582 + Penalty 4460.493455 = -1524030.229127 nChanged 426 SP:Iteration 4F (38823.040000 sec): 3 clusters Score: Raw -1528806.914419 + Penalty 4460.493455 = -1524346.420964 nChanged 458 SP:Iteration 5F (38823.290000 sec): 3 clusters Score: Raw -1529194.693395 + Penalty 4460.493455 = -1524734.199940 nChanged 501 SP:Iteration 6F (38823.530000 sec): 3 clusters Score: Raw -1529656.190587 + Penalty 4460.493455 = -1525195.697132 nChanged 553 SP:Iteration 7F (38823.700000 sec): 3 clusters Score: Raw -1530329.393784 + Penalty 4460.493455 = -1525868.900330 nChanged 593 SP:Iteration 8F (38823.940000 sec): 3 clusters Score: Raw -1531032.061774 + Penalty 4460.493455 = -1526571.568319 nChanged 472 SP:Iteration 9F (38824.170000 sec): 3 clusters Score: Raw -1531516.141423 + Penalty 4460.493455 = -1527055.647969 nChanged 314 SP:Iteration 10Q (38824.430000 sec): 3 clusters Score: Raw -1531795.023332 + Penalty 4460.493455 = -1527334.529877 nChanged 230 SP:Iteration 11Q (38824.730000 sec): 3 clusters Score: Raw -1531946.543626 + Penalty 4460.493455 = -1527486.050171 nChanged 135 SP:Iteration 12Q (38824.970000 sec): 3 clusters Score: Raw -1532000.880206 + Penalty 4460.493455 = -1527540.386751 nChanged 100 SP:Iteration 13Q (38825.220000 sec): 3 clusters Score: Raw -1532039.238776 + Penalty 4460.493455 = -1527578.745321 nChanged 63 SP:Iteration 14Q (38825.500000 sec): 3 clusters Score: Raw -1532058.824996 + Penalty 4460.493455 = -1527598.331541 nChanged 47 SP:Iteration 15Q (38825.720000 sec): 3 clusters Score: Raw -1532072.965621 + Penalty 4460.493455 = -1527612.472166 nChanged 41 SP:Iteration 16Q (38825.910000 sec): 3 clusters Score: Raw -1532087.083691 + Penalty 4460.493455 = -1527626.590236 nChanged 32 SP:Iteration 17Q (38826.120000 sec): 3 clusters Score: Raw -1532094.732873 + Penalty 4460.493455 = -1527634.239418 nChanged 21 SP:Iteration 18Q (38826.360000 sec): 3 clusters Score: Raw -1532099.431938 + Penalty 4460.493455 = -1527638.938483 nChanged 18 SP:Iteration 19Q (38826.580000 sec): 3 clusters Score: Raw -1532103.232515 + Penalty 4460.493455 = -1527642.739060 nChanged 13 SP:Iteration 20F (38826.790000 sec): 3 clusters Score: Raw -1532105.445068 + Penalty 4460.493455 = -1527644.951614 nChanged 8 SP:Iteration 21Q (38827.040000 sec): 3 clusters Score: Raw -1532106.949263 + Penalty 4460.493455 = -1527646.455808 nChanged 9 SP:Iteration 22Q (38827.280000 sec): 3 clusters Score: Raw -1532108.443980 + Penalty 4460.493455 = -1527647.950525 nChanged 6 SP:Iteration 23Q (38827.500000 sec): 3 clusters Score: Raw -1532109.290696 + Penalty 4460.493455 = -1527648.797241 nChanged 2 SP:Iteration 24Q (38827.770000 sec): 3 clusters Score: Raw -1532109.546696 + Penalty 4460.493455 = -1527649.053241 nChanged 4 SP:Iteration 25Q (38827.980000 sec): 3 clusters Score: Raw -1532110.297696 + Penalty 4460.493455 = -1527649.804241 nChanged 2 SP:Iteration 26Q (38828.230000 sec): 3 clusters Score: Raw -1532110.823146 + Penalty 4460.493455 = -1527650.329691 nChanged 4 SP:Iteration 27Q (38828.460000 sec): 3 clusters Score: Raw -1532111.555830 + Penalty 4460.493455 = -1527651.062375 nChanged 5 SP:Iteration 28Q (38828.670000 sec): 3 clusters Score: Raw -1532112.054470 + Penalty 4460.493455 = -1527651.561015 nChanged 2 SP:Iteration 29Q (38828.920000 sec): 3 clusters Score: Raw -1532112.380512 + Penalty 4460.493455 = -1527651.887057 nChanged 0 SP:Iteration 30F (38829.150000 sec): 3 clusters Score: Raw -1532112.380512 + Penalty 4460.493455 = -1527651.887057 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38829.590000 sec): 2 clusters Score: Raw -12157495.873908 + Penalty 2757.999016 = -12154737.874892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38830.180000 sec): 3 clusters Score: Raw -12114868.483710 + Penalty 5515.998032 = -12109352.485678 nChanged 31719 SP:Iteration 1F (38830.710000 sec): 3 clusters Score: Raw -12132723.917962 + Penalty 5515.998032 = -12127207.919930 nChanged 2278 SP:Iteration 2Q (38831.290000 sec): 3 clusters Score: Raw -12133265.245885 + Penalty 5515.998032 = -12127749.247853 nChanged 2163 SP:Iteration 3Q (38831.920000 sec): 3 clusters Score: Raw -12133790.566978 + Penalty 5515.998032 = -12128274.568946 nChanged 2147 SP:Iteration 4Q (38832.500000 sec): 3 clusters Score: Raw -12134334.130460 + Penalty 5515.998032 = -12128818.132429 nChanged 2161 SP:Iteration 5Q (38833.040000 sec): 3 clusters Score: Raw -12134946.770046 + Penalty 5515.998032 = -12129430.772014 nChanged 2291 SP:Iteration 6Q (38833.690000 sec): 3 clusters Score: Raw -12135632.689469 + Penalty 5515.998032 = -12130116.691437 nChanged 2395 SP:Iteration 7Q (38834.280000 sec): 3 clusters Score: Raw -12136444.898344 + Penalty 5515.998032 = -12130928.900312 nChanged 2600 SP:Iteration 8Q (38834.830000 sec): 3 clusters Score: Raw -12137448.684454 + Penalty 5515.998032 = -12131932.686422 nChanged 2887 SP:Iteration 9Q (38835.410000 sec): 3 clusters Score: Raw -12138751.425414 + Penalty 5515.998032 = -12133235.427383 nChanged 3180 SP:Iteration 10Q (38835.960000 sec): 3 clusters Score: Raw -12140454.699544 + Penalty 5515.998032 = -12134938.701512 nChanged 3432 SP:Iteration 11F (38836.510000 sec): 3 clusters Score: Raw -12142589.939631 + Penalty 5515.998032 = -12137073.941600 nChanged 3415 SP:Iteration 12F (38837.020000 sec): 3 clusters Score: Raw -12144873.172533 + Penalty 5515.998032 = -12139357.174501 nChanged 3262 SP:Iteration 13Q (38837.580000 sec): 3 clusters Score: Raw -12147059.607523 + Penalty 5515.998032 = -12141543.609492 nChanged 2924 SP:Iteration 14Q (38838.140000 sec): 3 clusters Score: Raw -12149088.052322 + Penalty 5515.998032 = -12143572.054290 nChanged 2602 SP:Iteration 15Q (38838.690000 sec): 3 clusters Score: Raw -12150773.469789 + Penalty 5515.998032 = -12145257.471757 nChanged 2254 SP:Iteration 16Q (38839.220000 sec): 3 clusters Score: Raw -12152215.094920 + Penalty 5515.998032 = -12146699.096888 nChanged 2040 SP:Iteration 17Q (38839.840000 sec): 3 clusters Score: Raw -12153511.233126 + Penalty 5515.998032 = -12147995.235094 nChanged 1810 SP:Iteration 18Q (38840.410000 sec): 3 clusters Score: Raw -12154632.107736 + Penalty 5515.998032 = -12149116.109704 nChanged 1534 SP:Iteration 19Q (38840.950000 sec): 3 clusters Score: Raw -12155559.003257 + Penalty 5515.998032 = -12150043.005225 nChanged 1265 SP:Iteration 20F (38841.500000 sec): 3 clusters Score: Raw -12156302.346367 + Penalty 5515.998032 = -12150786.348335 nChanged 938 SP:Iteration 21Q (38842.040000 sec): 3 clusters Score: Raw -12156839.580610 + Penalty 5515.998032 = -12151323.582578 nChanged 698 SP:Iteration 22Q (38842.580000 sec): 3 clusters Score: Raw -12157209.418617 + Penalty 5515.998032 = -12151693.420585 nChanged 508 SP:Iteration 23Q (38843.110000 sec): 3 clusters Score: Raw -12157465.322800 + Penalty 5515.998032 = -12151949.324768 nChanged 339 SP:Iteration 24Q (38843.590000 sec): 3 clusters Score: Raw -12157627.898870 + Penalty 5515.998032 = -12152111.900838 nChanged 254 SP:Iteration 25Q (38844.100000 sec): 3 clusters Score: Raw -12157752.457497 + Penalty 5515.998032 = -12152236.459465 nChanged 178 SP:Iteration 26Q (38844.650000 sec): 3 clusters Score: Raw -12157834.647506 + Penalty 5515.998032 = -12152318.649474 nChanged 124 SP:Iteration 27Q (38845.200000 sec): 3 clusters Score: Raw -12157883.194992 + Penalty 5515.998032 = -12152367.196960 nChanged 99 SP:Iteration 28Q (38845.670000 sec): 3 clusters Score: Raw -12157924.351035 + Penalty 5515.998032 = -12152408.353004 nChanged 75 SP:Iteration 29Q (38846.180000 sec): 3 clusters Score: Raw -12157954.248748 + Penalty 5515.998032 = -12152438.250716 nChanged 61 SP:Iteration 30Q (38846.680000 sec): 3 clusters Score: Raw -12157980.824967 + Penalty 5515.998032 = -12152464.826935 nChanged 55 SP:Iteration 31Q (38847.210000 sec): 3 clusters Score: Raw -12158000.980104 + Penalty 5515.998032 = -12152484.982073 nChanged 37 SP:Iteration 32Q (38847.730000 sec): 3 clusters Score: Raw -12158016.474197 + Penalty 5515.998032 = -12152500.476165 nChanged 35 SP:Iteration 33Q (38848.280000 sec): 3 clusters Score: Raw -12158029.383708 + Penalty 5515.998032 = -12152513.385677 nChanged 21 SP:Iteration 34Q (38848.830000 sec): 3 clusters Score: Raw -12158038.284582 + Penalty 5515.998032 = -12152522.286550 nChanged 29 SP:Iteration 35Q (38849.330000 sec): 3 clusters Score: Raw -12158049.230884 + Penalty 5515.998032 = -12152533.232852 nChanged 33 SP:Iteration 36Q (38849.850000 sec): 3 clusters Score: Raw -12158061.347197 + Penalty 5515.998032 = -12152545.349165 nChanged 25 SP:Iteration 37Q (38850.290000 sec): 3 clusters Score: Raw -12158072.109809 + Penalty 5515.998032 = -12152556.111777 nChanged 28 SP:Iteration 38Q (38850.810000 sec): 3 clusters Score: Raw -12158086.475123 + Penalty 5515.998032 = -12152570.477091 nChanged 22 SP:Iteration 39Q (38851.290000 sec): 3 clusters Score: Raw -12158097.544850 + Penalty 5515.998032 = -12152581.546818 nChanged 18 SP:Iteration 40F (38851.830000 sec): 3 clusters Score: Raw -12158104.950187 + Penalty 5515.998032 = -12152588.952155 nChanged 19 SP:Iteration 41Q (38852.370000 sec): 3 clusters Score: Raw -12158112.512760 + Penalty 5515.998032 = -12152596.514728 nChanged 16 SP:Iteration 42Q (38852.850000 sec): 3 clusters Score: Raw -12158118.038247 + Penalty 5515.998032 = -12152602.040215 nChanged 13 SP:Iteration 43Q (38853.370000 sec): 3 clusters Score: Raw -12158122.687753 + Penalty 5515.998032 = -12152606.689721 nChanged 13 SP:Iteration 44Q (38853.880000 sec): 3 clusters Score: Raw -12158126.835097 + Penalty 5515.998032 = -12152610.837065 nChanged 10 SP:Iteration 45Q (38854.380000 sec): 3 clusters Score: Raw -12158131.133285 + Penalty 5515.998032 = -12152615.135253 nChanged 6 SP:Iteration 46Q (38854.930000 sec): 3 clusters Score: Raw -12158133.623190 + Penalty 5515.998032 = -12152617.625158 nChanged 4 SP:Iteration 47Q (38855.440000 sec): 3 clusters Score: Raw -12158134.772624 + Penalty 5515.998032 = -12152618.774592 nChanged 2 SP:Iteration 48Q (38855.940000 sec): 3 clusters Score: Raw -12158135.581598 + Penalty 5515.998032 = -12152619.583566 nChanged 4 SP:Iteration 49Q (38856.420000 sec): 3 clusters Score: Raw -12158137.405824 + Penalty 5515.998032 = -12152621.407792 nChanged 5 SP:Iteration 50Q (38856.910000 sec): 3 clusters Score: Raw -12158139.929740 + Penalty 5515.998032 = -12152623.931708 nChanged 3 SP:Iteration 51Q (38857.440000 sec): 3 clusters Score: Raw -12158140.673003 + Penalty 5515.998032 = -12152624.674971 nChanged 1 SP:Iteration 52Q (38857.970000 sec): 3 clusters Score: Raw -12158141.055758 + Penalty 5515.998032 = -12152625.057726 nChanged 2 SP:Iteration 53Q (38858.470000 sec): 3 clusters Score: Raw -12158141.668993 + Penalty 5515.998032 = -12152625.670961 nChanged 3 SP:Iteration 54Q (38858.940000 sec): 3 clusters Score: Raw -12158142.620681 + Penalty 5515.998032 = -12152626.622649 nChanged 0 SP:Iteration 55F (38859.500000 sec): 3 clusters Score: Raw -12158142.620681 + Penalty 5515.998032 = -12152626.622649 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38859.640000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38859.780000 sec): 3 clusters Score: Raw -121523.364959 + Penalty 3242.917353 = -118280.447606 nChanged 128 SP:Iteration 1F (38860.000000 sec): 3 clusters Score: Raw -121744.171734 + Penalty 3242.917353 = -118501.254381 nChanged 40 SP:Iteration 2F (38860.210000 sec): 3 clusters Score: Raw -121815.877937 + Penalty 3242.917353 = -118572.960584 nChanged 12 SP:Iteration 3Q (38860.410000 sec): 3 clusters Score: Raw -121831.972449 + Penalty 3242.917353 = -118589.055097 nChanged 9 SP:Iteration 4Q (38860.590000 sec): 3 clusters Score: Raw -121846.305859 + Penalty 3242.917353 = -118603.388507 nChanged 4 SP:Iteration 5Q (38860.810000 sec): 3 clusters Score: Raw -121856.118449 + Penalty 3242.917353 = -118613.201097 nChanged 5 SP:Iteration 6Q (38861.040000 sec): 3 clusters Score: Raw -121861.155342 + Penalty 3242.917353 = -118618.237989 nChanged 2 SP:Iteration 7Q (38861.200000 sec): 3 clusters Score: Raw -121864.790537 + Penalty 3242.917353 = -118621.873185 nChanged 1 SP:Iteration 8Q (38861.310000 sec): 3 clusters Score: Raw -121867.121373 + Penalty 3242.917353 = -118624.204020 nChanged 0 SP:Iteration 9F (38861.530000 sec): 3 clusters Score: Raw -121867.121373 + Penalty 3242.917353 = -118624.204020 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38861.630000 sec): 2 clusters Score: Raw -413130.088361 + Penalty 1939.369421 = -411190.718939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38861.760000 sec): 3 clusters Score: Raw -412188.763642 + Penalty 3878.738843 = -408310.024799 nChanged 859 SP:Iteration 1F (38861.960000 sec): 3 clusters Score: Raw -412920.392838 + Penalty 3878.738843 = -409041.653995 nChanged 236 SP:Iteration 2F (38862.160000 sec): 3 clusters Score: Raw -413198.235705 + Penalty 3878.738843 = -409319.496862 nChanged 165 SP:Iteration 3F (38862.390000 sec): 3 clusters Score: Raw -413382.467665 + Penalty 3878.738843 = -409503.728823 nChanged 126 SP:Iteration 4F (38862.600000 sec): 3 clusters Score: Raw -413519.244478 + Penalty 3878.738843 = -409640.505635 nChanged 105 SP:Iteration 5Q (38862.780000 sec): 3 clusters Score: Raw -413668.118762 + Penalty 3878.738843 = -409789.379920 nChanged 110 SP:Iteration 6Q (38862.980000 sec): 3 clusters Score: Raw -413828.196172 + Penalty 3878.738843 = -409949.457329 nChanged 98 SP:Iteration 7Q (38863.130000 sec): 3 clusters Score: Raw -413984.796564 + Penalty 3878.738843 = -410106.057721 nChanged 87 SP:Iteration 8Q (38863.330000 sec): 3 clusters Score: Raw -414113.986324 + Penalty 3878.738843 = -410235.247481 nChanged 89 SP:Iteration 9Q (38863.480000 sec): 3 clusters Score: Raw -414232.957466 + Penalty 3878.738843 = -410354.218624 nChanged 92 SP:Iteration 10Q (38863.640000 sec): 3 clusters Score: Raw -414355.138252 + Penalty 3878.738843 = -410476.399409 nChanged 59 SP:Iteration 11Q (38863.820000 sec): 3 clusters Score: Raw -414413.218082 + Penalty 3878.738843 = -410534.479239 nChanged 40 SP:Iteration 12Q (38864.040000 sec): 3 clusters Score: Raw -414453.346563 + Penalty 3878.738843 = -410574.607720 nChanged 33 SP:Iteration 13Q (38864.290000 sec): 3 clusters Score: Raw -414480.612633 + Penalty 3878.738843 = -410601.873790 nChanged 27 SP:Iteration 14Q (38864.430000 sec): 3 clusters Score: Raw -414502.721223 + Penalty 3878.738843 = -410623.982380 nChanged 10 SP:Iteration 15Q (38864.620000 sec): 3 clusters Score: Raw -414511.181321 + Penalty 3878.738843 = -410632.442478 nChanged 10 SP:Iteration 16Q (38864.780000 sec): 3 clusters Score: Raw -414518.710574 + Penalty 3878.738843 = -410639.971731 nChanged 10 SP:Iteration 17Q (38864.980000 sec): 3 clusters Score: Raw -414523.798975 + Penalty 3878.738843 = -410645.060132 nChanged 12 SP:Iteration 18Q (38865.180000 sec): 3 clusters Score: Raw -414530.207899 + Penalty 3878.738843 = -410651.469057 nChanged 6 SP:Iteration 19Q (38865.340000 sec): 3 clusters Score: Raw -414534.237757 + Penalty 3878.738843 = -410655.498914 nChanged 2 SP:Iteration 20F (38865.520000 sec): 3 clusters Score: Raw -414535.735332 + Penalty 3878.738843 = -410656.996489 nChanged 4 SP:Iteration 21Q (38865.700000 sec): 3 clusters Score: Raw -414540.148268 + Penalty 3878.738843 = -410661.409426 nChanged 9 SP:Iteration 22Q (38865.900000 sec): 3 clusters Score: Raw -414545.334677 + Penalty 3878.738843 = -410666.595834 nChanged 4 SP:Iteration 23Q (38866.080000 sec): 3 clusters Score: Raw -414547.566047 + Penalty 3878.738843 = -410668.827204 nChanged 3 SP:Iteration 24Q (38866.290000 sec): 3 clusters Score: Raw -414548.732694 + Penalty 3878.738843 = -410669.993851 nChanged 3 SP:Iteration 25Q (38866.480000 sec): 3 clusters Score: Raw -414550.295427 + Penalty 3878.738843 = -410671.556585 nChanged 3 SP:Iteration 26Q (38866.660000 sec): 3 clusters Score: Raw -414551.521063 + Penalty 3878.738843 = -410672.782220 nChanged 4 SP:Iteration 27Q (38866.860000 sec): 3 clusters Score: Raw -414553.646567 + Penalty 3878.738843 = -410674.907724 nChanged 1 SP:Iteration 28Q (38867.100000 sec): 3 clusters Score: Raw -414554.093240 + Penalty 3878.738843 = -410675.354397 nChanged 2 SP:Iteration 29Q (38867.300000 sec): 3 clusters Score: Raw -414554.839087 + Penalty 3878.738843 = -410676.100245 nChanged 1 SP:Iteration 30Q (38867.480000 sec): 3 clusters Score: Raw -414555.554983 + Penalty 3878.738843 = -410676.816140 nChanged 1 SP:Iteration 31Q (38867.660000 sec): 3 clusters Score: Raw -414556.058035 + Penalty 3878.738843 = -410677.319193 nChanged 1 SP:Iteration 32Q (38867.880000 sec): 3 clusters Score: Raw -414556.839862 + Penalty 3878.738843 = -410678.101019 nChanged 2 SP:Iteration 33Q (38868.060000 sec): 3 clusters Score: Raw -414557.902469 + Penalty 3878.738843 = -410679.163626 nChanged 1 SP:Iteration 34Q (38868.260000 sec): 3 clusters Score: Raw -414558.225898 + Penalty 3878.738843 = -410679.487055 nChanged 0 SP:Iteration 35F (38868.520000 sec): 3 clusters Score: Raw -414558.225898 + Penalty 3878.738843 = -410679.487055 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38868.600000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38868.830000 sec): 3 clusters Score: Raw -211379.002686 + Penalty 3489.056413 = -207889.946273 nChanged 331 SP:Iteration 1F (38869.020000 sec): 3 clusters Score: Raw -211733.205615 + Penalty 3489.056413 = -208244.149202 nChanged 61 SP:Iteration 2F (38869.220000 sec): 3 clusters Score: Raw -211807.095463 + Penalty 3489.056413 = -208318.039050 nChanged 43 SP:Iteration 3Q (38869.380000 sec): 3 clusters Score: Raw -211861.560013 + Penalty 3489.056413 = -208372.503600 nChanged 23 SP:Iteration 4Q (38869.550000 sec): 3 clusters Score: Raw -211899.294499 + Penalty 3489.056413 = -208410.238086 nChanged 29 SP:Iteration 5Q (38869.770000 sec): 3 clusters Score: Raw -211942.161991 + Penalty 3489.056413 = -208453.105578 nChanged 29 SP:Iteration 6Q (38869.920000 sec): 3 clusters Score: Raw -211975.425982 + Penalty 3489.056413 = -208486.369568 nChanged 21 SP:Iteration 7Q (38870.110000 sec): 3 clusters Score: Raw -211998.915217 + Penalty 3489.056413 = -208509.858804 nChanged 15 SP:Iteration 8Q (38870.320000 sec): 3 clusters Score: Raw -212013.835336 + Penalty 3489.056413 = -208524.778923 nChanged 12 SP:Iteration 9Q (38870.470000 sec): 3 clusters Score: Raw -212025.258855 + Penalty 3489.056413 = -208536.202442 nChanged 3 SP:Iteration 10Q (38870.610000 sec): 3 clusters Score: Raw -212030.456430 + Penalty 3489.056413 = -208541.400016 nChanged 1 SP:Iteration 11Q (38870.800000 sec): 3 clusters Score: Raw -212030.887955 + Penalty 3489.056413 = -208541.831542 nChanged 0 SP:Iteration 12F (38870.970000 sec): 3 clusters Score: Raw -212030.887955 + Penalty 3489.056413 = -208541.831542 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38871.120000 sec): 2 clusters Score: Raw -1056230.706140 + Penalty 2158.016410 = -1054072.689730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38871.310000 sec): 3 clusters Score: Raw -1053214.036060 + Penalty 4316.032819 = -1048898.003240 nChanged 2357 SP:Iteration 1F (38871.480000 sec): 3 clusters Score: Raw -1054582.898160 + Penalty 4316.032819 = -1050266.865341 nChanged 448 SP:Iteration 2F (38871.680000 sec): 3 clusters Score: Raw -1054946.277529 + Penalty 4316.032819 = -1050630.244710 nChanged 407 SP:Iteration 3F (38871.880000 sec): 3 clusters Score: Raw -1055293.553348 + Penalty 4316.032819 = -1050977.520529 nChanged 373 SP:Iteration 4F (38872.170000 sec): 3 clusters Score: Raw -1055632.025888 + Penalty 4316.032819 = -1051315.993069 nChanged 383 SP:Iteration 5F (38872.330000 sec): 3 clusters Score: Raw -1056023.394573 + Penalty 4316.032819 = -1051707.361753 nChanged 386 SP:Iteration 6F (38872.620000 sec): 3 clusters Score: Raw -1056368.807946 + Penalty 4316.032819 = -1052052.775127 nChanged 344 SP:Iteration 7F (38872.890000 sec): 3 clusters Score: Raw -1056616.092520 + Penalty 4316.032819 = -1052300.059700 nChanged 238 SP:Iteration 8Q (38873.040000 sec): 3 clusters Score: Raw -1056784.638098 + Penalty 4316.032819 = -1052468.605279 nChanged 195 SP:Iteration 9Q (38873.270000 sec): 3 clusters Score: Raw -1056914.874795 + Penalty 4316.032819 = -1052598.841976 nChanged 172 SP:Iteration 10Q (38873.520000 sec): 3 clusters Score: Raw -1057017.909656 + Penalty 4316.032819 = -1052701.876837 nChanged 130 SP:Iteration 11Q (38873.760000 sec): 3 clusters Score: Raw -1057085.361133 + Penalty 4316.032819 = -1052769.328314 nChanged 99 SP:Iteration 12Q (38873.970000 sec): 3 clusters Score: Raw -1057133.207826 + Penalty 4316.032819 = -1052817.175007 nChanged 80 SP:Iteration 13Q (38874.220000 sec): 3 clusters Score: Raw -1057171.239697 + Penalty 4316.032819 = -1052855.206877 nChanged 69 SP:Iteration 14Q (38874.480000 sec): 3 clusters Score: Raw -1057200.230793 + Penalty 4316.032819 = -1052884.197973 nChanged 66 SP:Iteration 15Q (38874.700000 sec): 3 clusters Score: Raw -1057229.777568 + Penalty 4316.032819 = -1052913.744749 nChanged 48 SP:Iteration 16Q (38874.950000 sec): 3 clusters Score: Raw -1057250.591262 + Penalty 4316.032819 = -1052934.558443 nChanged 48 SP:Iteration 17Q (38875.160000 sec): 3 clusters Score: Raw -1057270.337083 + Penalty 4316.032819 = -1052954.304264 nChanged 45 SP:Iteration 18Q (38875.350000 sec): 3 clusters Score: Raw -1057285.880802 + Penalty 4316.032819 = -1052969.847983 nChanged 44 SP:Iteration 19Q (38875.590000 sec): 3 clusters Score: Raw -1057301.881296 + Penalty 4316.032819 = -1052985.848477 nChanged 35 SP:Iteration 20F (38875.760000 sec): 3 clusters Score: Raw -1057316.003968 + Penalty 4316.032819 = -1052999.971149 nChanged 31 SP:Iteration 21Q (38876.020000 sec): 3 clusters Score: Raw -1057326.553701 + Penalty 4316.032819 = -1053010.520882 nChanged 24 SP:Iteration 22Q (38876.240000 sec): 3 clusters Score: Raw -1057333.861022 + Penalty 4316.032819 = -1053017.828203 nChanged 22 SP:Iteration 23Q (38876.450000 sec): 3 clusters Score: Raw -1057340.874113 + Penalty 4316.032819 = -1053024.841294 nChanged 20 SP:Iteration 24Q (38876.700000 sec): 3 clusters Score: Raw -1057346.808038 + Penalty 4316.032819 = -1053030.775219 nChanged 18 SP:Iteration 25Q (38876.920000 sec): 3 clusters Score: Raw -1057351.409733 + Penalty 4316.032819 = -1053035.376913 nChanged 20 SP:Iteration 26Q (38877.060000 sec): 3 clusters Score: Raw -1057358.040316 + Penalty 4316.032819 = -1053042.007497 nChanged 23 SP:Iteration 27Q (38877.320000 sec): 3 clusters Score: Raw -1057365.365658 + Penalty 4316.032819 = -1053049.332839 nChanged 18 SP:Iteration 28Q (38877.600000 sec): 3 clusters Score: Raw -1057372.588915 + Penalty 4316.032819 = -1053056.556096 nChanged 24 SP:Iteration 29Q (38877.790000 sec): 3 clusters Score: Raw -1057379.094494 + Penalty 4316.032819 = -1053063.061675 nChanged 18 SP:Iteration 30Q (38877.950000 sec): 3 clusters Score: Raw -1057383.704436 + Penalty 4316.032819 = -1053067.671616 nChanged 12 SP:Iteration 31Q (38878.160000 sec): 3 clusters Score: Raw -1057386.704354 + Penalty 4316.032819 = -1053070.671535 nChanged 10 SP:Iteration 32Q (38878.360000 sec): 3 clusters Score: Raw -1057389.651719 + Penalty 4316.032819 = -1053073.618900 nChanged 19 SP:Iteration 33Q (38878.570000 sec): 3 clusters Score: Raw -1057398.219057 + Penalty 4316.032819 = -1053082.186238 nChanged 29 SP:Iteration 34Q (38878.850000 sec): 3 clusters Score: Raw -1057410.125594 + Penalty 4316.032819 = -1053094.092774 nChanged 28 SP:Iteration 35Q (38879.070000 sec): 3 clusters Score: Raw -1057423.269438 + Penalty 4316.032819 = -1053107.236618 nChanged 34 SP:Iteration 36Q (38879.250000 sec): 3 clusters Score: Raw -1057436.383446 + Penalty 4316.032819 = -1053120.350627 nChanged 36 SP:Iteration 37Q (38879.450000 sec): 3 clusters Score: Raw -1057451.758396 + Penalty 4316.032819 = -1053135.725577 nChanged 31 SP:Iteration 38Q (38879.690000 sec): 3 clusters Score: Raw -1057464.886871 + Penalty 4316.032819 = -1053148.854052 nChanged 21 SP:Iteration 39Q (38879.880000 sec): 3 clusters Score: Raw -1057472.101809 + Penalty 4316.032819 = -1053156.068990 nChanged 20 SP:Iteration 40F (38880.140000 sec): 3 clusters Score: Raw -1057477.850135 + Penalty 4316.032819 = -1053161.817316 nChanged 11 SP:Iteration 41Q (38880.350000 sec): 3 clusters Score: Raw -1057480.229150 + Penalty 4316.032819 = -1053164.196331 nChanged 4 SP:Iteration 42Q (38880.580000 sec): 3 clusters Score: Raw -1057481.352014 + Penalty 4316.032819 = -1053165.319195 nChanged 2 SP:Iteration 43Q (38880.770000 sec): 3 clusters Score: Raw -1057481.627508 + Penalty 4316.032819 = -1053165.594688 nChanged 2 SP:Iteration 44Q (38881.000000 sec): 3 clusters Score: Raw -1057482.109816 + Penalty 4316.032819 = -1053166.076997 nChanged 3 SP:Iteration 45Q (38881.200000 sec): 3 clusters Score: Raw -1057482.853465 + Penalty 4316.032819 = -1053166.820646 nChanged 6 SP:Iteration 46Q (38881.480000 sec): 3 clusters Score: Raw -1057485.007111 + Penalty 4316.032819 = -1053168.974291 nChanged 5 SP:Iteration 47Q (38881.700000 sec): 3 clusters Score: Raw -1057486.552301 + Penalty 4316.032819 = -1053170.519481 nChanged 4 SP:Iteration 48Q (38881.930000 sec): 3 clusters Score: Raw -1057487.661054 + Penalty 4316.032819 = -1053171.628235 nChanged 1 SP:Iteration 49Q (38882.120000 sec): 3 clusters Score: Raw -1057488.032951 + Penalty 4316.032819 = -1053172.000132 nChanged 3 SP:Iteration 50Q (38882.340000 sec): 3 clusters Score: Raw -1057489.257454 + Penalty 4316.032819 = -1053173.224635 nChanged 2 SP:Iteration 51Q (38882.550000 sec): 3 clusters Score: Raw -1057489.955961 + Penalty 4316.032819 = -1053173.923142 nChanged 2 SP:Iteration 52Q (38882.780000 sec): 3 clusters Score: Raw -1057490.831698 + Penalty 4316.032819 = -1053174.798879 nChanged 3 SP:Iteration 53Q (38883.020000 sec): 3 clusters Score: Raw -1057491.682833 + Penalty 4316.032819 = -1053175.650014 nChanged 3 SP:Iteration 54Q (38883.240000 sec): 3 clusters Score: Raw -1057492.727263 + Penalty 4316.032819 = -1053176.694444 nChanged 4 SP:Iteration 55Q (38883.430000 sec): 3 clusters Score: Raw -1057493.702202 + Penalty 4316.032819 = -1053177.669382 nChanged 1 SP:Iteration 56Q (38883.670000 sec): 3 clusters Score: Raw -1057494.114990 + Penalty 4316.032819 = -1053178.082171 nChanged 1 SP:Iteration 57Q (38883.900000 sec): 3 clusters Score: Raw -1057494.576421 + Penalty 4316.032819 = -1053178.543602 nChanged 1 SP:Iteration 58Q (38884.100000 sec): 3 clusters Score: Raw -1057494.992786 + Penalty 4316.032819 = -1053178.959967 nChanged 0 SP:Iteration 59F (38884.320000 sec): 3 clusters Score: Raw -1057494.992786 + Penalty 4316.032819 = -1053178.959967 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38884.430000 sec): 2 clusters Score: Raw -21162.767475 + Penalty 1294.648245 = -19868.119230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38884.620000 sec): 3 clusters Score: Raw -22042.992011 + Penalty 2589.296489 = -19453.695522 nChanged 41 SP:Iteration 1F (38884.820000 sec): 3 clusters Score: Raw -22322.550134 + Penalty 2589.296489 = -19733.253645 nChanged 5 SP:Iteration 2Q (38884.990000 sec): 3 clusters Score: Raw -22386.467837 + Penalty 2589.296489 = -19797.171348 nChanged 0 SP:Iteration 3F (38885.150000 sec): 3 clusters Score: Raw -22386.467837 + Penalty 2589.296489 = -19797.171348 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38885.270000 sec): 2 clusters Score: Raw -34879.588061 + Penalty 1403.551590 = -33476.036471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38885.440000 sec): 3 clusters Score: Raw -35094.234351 + Penalty 2807.103179 = -32287.131172 nChanged 45 SP:Iteration 1F (38885.640000 sec): 3 clusters Score: Raw -35221.922017 + Penalty 2807.103179 = -32414.818838 nChanged 11 SP:Iteration 2Q (38885.820000 sec): 3 clusters Score: Raw -35291.724614 + Penalty 2807.103179 = -32484.621435 nChanged 9 SP:Iteration 3Q (38885.980000 sec): 3 clusters Score: Raw -35316.931472 + Penalty 2807.103179 = -32509.828293 nChanged 1 SP:Iteration 4Q (38886.180000 sec): 3 clusters Score: Raw -35318.774670 + Penalty 2807.103179 = -32511.671491 nChanged 0 SP:Iteration 5F (38886.360000 sec): 3 clusters Score: Raw -35318.774670 + Penalty 2807.103179 = -32511.671491 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38886.650000 sec): 2 clusters Score: Raw -5458668.226630 + Penalty 2542.957948 = -5456125.268682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38887.010000 sec): 3 clusters Score: Raw -5441656.184478 + Penalty 5085.915896 = -5436570.268581 nChanged 12671 SP:Iteration 1F (38887.340000 sec): 3 clusters Score: Raw -5448556.970857 + Penalty 5085.915896 = -5443471.054961 nChanged 1354 SP:Iteration 2Q (38887.720000 sec): 3 clusters Score: Raw -5449009.508052 + Penalty 5085.915896 = -5443923.592156 nChanged 1169 SP:Iteration 3Q (38888.090000 sec): 3 clusters Score: Raw -5449411.408060 + Penalty 5085.915896 = -5444325.492164 nChanged 1136 SP:Iteration 4Q (38888.440000 sec): 3 clusters Score: Raw -5449830.821354 + Penalty 5085.915896 = -5444744.905458 nChanged 1182 SP:Iteration 5Q (38888.760000 sec): 3 clusters Score: Raw -5450324.142323 + Penalty 5085.915896 = -5445238.226427 nChanged 1269 SP:Iteration 6Q (38889.160000 sec): 3 clusters Score: Raw -5450926.571389 + Penalty 5085.915896 = -5445840.655493 nChanged 1436 SP:Iteration 7F (38889.510000 sec): 3 clusters Score: Raw -5451744.614585 + Penalty 5085.915896 = -5446658.698689 nChanged 1676 SP:Iteration 8F (38889.840000 sec): 3 clusters Score: Raw -5452879.007719 + Penalty 5085.915896 = -5447793.091823 nChanged 1785 SP:Iteration 9F (38890.170000 sec): 3 clusters Score: Raw -5454260.986782 + Penalty 5085.915896 = -5449175.070886 nChanged 1674 SP:Iteration 10F (38890.530000 sec): 3 clusters Score: Raw -5455675.697655 + Penalty 5085.915896 = -5450589.781759 nChanged 1294 SP:Iteration 11Q (38890.860000 sec): 3 clusters Score: Raw -5456907.024291 + Penalty 5085.915896 = -5451821.108395 nChanged 862 SP:Iteration 12Q (38891.220000 sec): 3 clusters Score: Raw -5457811.494636 + Penalty 5085.915896 = -5452725.578740 nChanged 486 SP:Iteration 13Q (38891.490000 sec): 3 clusters Score: Raw -5458256.352502 + Penalty 5085.915896 = -5453170.436606 nChanged 297 SP:Iteration 14Q (38891.820000 sec): 3 clusters Score: Raw -5458514.497599 + Penalty 5085.915896 = -5453428.581703 nChanged 209 SP:Iteration 15Q (38892.120000 sec): 3 clusters Score: Raw -5458674.380764 + Penalty 5085.915896 = -5453588.464868 nChanged 147 SP:Iteration 16Q (38892.420000 sec): 3 clusters Score: Raw -5458774.740442 + Penalty 5085.915896 = -5453688.824546 nChanged 96 SP:Iteration 17Q (38892.710000 sec): 3 clusters Score: Raw -5458838.872541 + Penalty 5085.915896 = -5453752.956644 nChanged 64 SP:Iteration 18Q (38893.030000 sec): 3 clusters Score: Raw -5458877.136874 + Penalty 5085.915896 = -5453791.220978 nChanged 46 SP:Iteration 19Q (38893.350000 sec): 3 clusters Score: Raw -5458902.768745 + Penalty 5085.915896 = -5453816.852849 nChanged 37 SP:Iteration 20F (38893.690000 sec): 3 clusters Score: Raw -5458921.927758 + Penalty 5085.915896 = -5453836.011861 nChanged 40 SP:Iteration 21Q (38894.040000 sec): 3 clusters Score: Raw -5458942.318505 + Penalty 5085.915896 = -5453856.402609 nChanged 31 SP:Iteration 22Q (38894.350000 sec): 3 clusters Score: Raw -5458955.945548 + Penalty 5085.915896 = -5453870.029652 nChanged 26 SP:Iteration 23Q (38894.650000 sec): 3 clusters Score: Raw -5458969.827049 + Penalty 5085.915896 = -5453883.911153 nChanged 22 SP:Iteration 24Q (38894.940000 sec): 3 clusters Score: Raw -5458982.133918 + Penalty 5085.915896 = -5453896.218022 nChanged 23 SP:Iteration 25Q (38895.250000 sec): 3 clusters Score: Raw -5458994.386600 + Penalty 5085.915896 = -5453908.470703 nChanged 19 SP:Iteration 26Q (38895.550000 sec): 3 clusters Score: Raw -5459005.949566 + Penalty 5085.915896 = -5453920.033670 nChanged 16 SP:Iteration 27Q (38895.870000 sec): 3 clusters Score: Raw -5459015.682546 + Penalty 5085.915896 = -5453929.766649 nChanged 16 SP:Iteration 28Q (38896.170000 sec): 3 clusters Score: Raw -5459025.099277 + Penalty 5085.915896 = -5453939.183380 nChanged 18 SP:Iteration 29Q (38896.500000 sec): 3 clusters Score: Raw -5459036.542090 + Penalty 5085.915896 = -5453950.626194 nChanged 14 SP:Iteration 30Q (38896.780000 sec): 3 clusters Score: Raw -5459045.449012 + Penalty 5085.915896 = -5453959.533115 nChanged 12 SP:Iteration 31Q (38897.160000 sec): 3 clusters Score: Raw -5459051.358581 + Penalty 5085.915896 = -5453965.442685 nChanged 7 SP:Iteration 32Q (38897.480000 sec): 3 clusters Score: Raw -5459055.801786 + Penalty 5085.915896 = -5453969.885889 nChanged 2 SP:Iteration 33Q (38897.830000 sec): 3 clusters Score: Raw -5459057.573077 + Penalty 5085.915896 = -5453971.657181 nChanged 4 SP:Iteration 34Q (38898.160000 sec): 3 clusters Score: Raw -5459059.112703 + Penalty 5085.915896 = -5453973.196807 nChanged 4 SP:Iteration 35Q (38898.460000 sec): 3 clusters Score: Raw -5459060.581188 + Penalty 5085.915896 = -5453974.665292 nChanged 1 SP:Iteration 36Q (38898.760000 sec): 3 clusters Score: Raw -5459061.005276 + Penalty 5085.915896 = -5453975.089380 nChanged 1 SP:Iteration 37Q (38899.140000 sec): 3 clusters Score: Raw -5459061.917717 + Penalty 5085.915896 = -5453976.001821 nChanged 0 SP:Iteration 38F (38899.480000 sec): 3 clusters Score: Raw -5459061.917717 + Penalty 5085.915896 = -5453976.001821 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38899.600000 sec): 2 clusters Score: Raw -72075.896745 + Penalty 1540.726312 = -70535.170433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38899.830000 sec): 3 clusters Score: Raw -72158.855535 + Penalty 3081.452623 = -69077.402911 nChanged 96 SP:Iteration 1F (38900.020000 sec): 3 clusters Score: Raw -72384.470480 + Penalty 3081.452623 = -69303.017857 nChanged 34 SP:Iteration 2F (38900.250000 sec): 3 clusters Score: Raw -72497.281932 + Penalty 3081.452623 = -69415.829308 nChanged 18 SP:Iteration 3Q (38900.450000 sec): 3 clusters Score: Raw -72554.989933 + Penalty 3081.452623 = -69473.537310 nChanged 15 SP:Iteration 4Q (38900.650000 sec): 3 clusters Score: Raw -72593.854570 + Penalty 3081.452623 = -69512.401946 nChanged 5 SP:Iteration 5Q (38900.860000 sec): 3 clusters Score: Raw -72605.690919 + Penalty 3081.452623 = -69524.238296 nChanged 1 SP:Iteration 6Q (38901.030000 sec): 3 clusters Score: Raw -72611.702439 + Penalty 3081.452623 = -69530.249816 nChanged 2 SP:Iteration 7Q (38901.190000 sec): 3 clusters Score: Raw -72619.575502 + Penalty 3081.452623 = -69538.122878 nChanged 3 SP:Iteration 8Q (38901.420000 sec): 3 clusters Score: Raw -72626.566645 + Penalty 3081.452623 = -69545.114021 nChanged 3 SP:Iteration 9Q (38901.570000 sec): 3 clusters Score: Raw -72639.549207 + Penalty 3081.452623 = -69558.096583 nChanged 3 SP:Iteration 10Q (38901.850000 sec): 3 clusters Score: Raw -72656.027326 + Penalty 3081.452623 = -69574.574702 nChanged 2 SP:Iteration 11Q (38902.070000 sec): 3 clusters Score: Raw -72665.431762 + Penalty 3081.452623 = -69583.979138 nChanged 1 SP:Iteration 12Q (38902.230000 sec): 3 clusters Score: Raw -72673.720458 + Penalty 3081.452623 = -69592.267834 nChanged 5 SP:Iteration 13Q (38902.430000 sec): 3 clusters Score: Raw -72687.742741 + Penalty 3081.452623 = -69606.290118 nChanged 4 SP:Iteration 14Q (38902.600000 sec): 3 clusters Score: Raw -72704.862198 + Penalty 3081.452623 = -69623.409574 nChanged 4 SP:Iteration 15Q (38902.770000 sec): 3 clusters Score: Raw -72722.179281 + Penalty 3081.452623 = -69640.726658 nChanged 1 SP:Iteration 16Q (38902.940000 sec): 3 clusters Score: Raw -72725.514493 + Penalty 3081.452623 = -69644.061870 nChanged 2 SP:Iteration 17Q (38903.180000 sec): 3 clusters Score: Raw -72730.282966 + Penalty 3081.452623 = -69648.830342 nChanged 1 SP:Iteration 18Q (38903.340000 sec): 3 clusters Score: Raw -72732.963540 + Penalty 3081.452623 = -69651.510917 nChanged 1 SP:Iteration 19Q (38903.540000 sec): 3 clusters Score: Raw -72736.939747 + Penalty 3081.452623 = -69655.487124 nChanged 0 SP:Iteration 20F (38903.700000 sec): 3 clusters Score: Raw -72736.939747 + Penalty 3081.452623 = -69655.487124 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38903.830000 sec): 2 clusters Score: Raw -37491.023995 + Penalty 1416.185900 = -36074.838095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38903.980000 sec): 3 clusters Score: Raw -37939.255398 + Penalty 2832.371801 = -35106.883597 nChanged 72 SP:Iteration 1F (38904.140000 sec): 3 clusters Score: Raw -38201.506738 + Penalty 2832.371801 = -35369.134938 nChanged 15 SP:Iteration 2Q (38904.380000 sec): 3 clusters Score: Raw -38255.847096 + Penalty 2832.371801 = -35423.475296 nChanged 8 SP:Iteration 3Q (38904.540000 sec): 3 clusters Score: Raw -38283.862938 + Penalty 2832.371801 = -35451.491137 nChanged 3 SP:Iteration 4Q (38904.740000 sec): 3 clusters Score: Raw -38294.271765 + Penalty 2832.371801 = -35461.899964 nChanged 2 SP:Iteration 5Q (38904.930000 sec): 3 clusters Score: Raw -38298.395347 + Penalty 2832.371801 = -35466.023546 nChanged 2 SP:Iteration 6Q (38905.160000 sec): 3 clusters Score: Raw -38312.083518 + Penalty 2832.371801 = -35479.711718 nChanged 2 SP:Iteration 7Q (38905.340000 sec): 3 clusters Score: Raw -38325.348437 + Penalty 2832.371801 = -35492.976636 nChanged 0 SP:Iteration 8F (38905.570000 sec): 3 clusters Score: Raw -38325.348437 + Penalty 2832.371801 = -35492.976636 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38909.090000 sec): 2 clusters Score: Raw -131288750.537617 + Penalty 3340.318890 = -131285410.218727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38913.090000 sec): 3 clusters Score: Raw -130812847.447333 + Penalty 6680.637780 = -130806166.809553 nChanged 346706 SP:Iteration 1F (38916.810000 sec): 3 clusters Score: Raw -131023565.647857 + Penalty 6680.637780 = -131016885.010077 nChanged 14960 SP:Iteration 2Q (38920.680000 sec): 3 clusters Score: Raw -131026050.434128 + Penalty 6680.637780 = -131019369.796348 nChanged 16705 SP:Iteration 3Q (38924.560000 sec): 3 clusters Score: Raw -131029329.022690 + Penalty 6680.637780 = -131022648.384910 nChanged 19261 SP:Iteration 4Q (38928.540000 sec): 3 clusters Score: Raw -131033956.205856 + Penalty 6680.637780 = -131027275.568076 nChanged 23205 SP:Iteration 5Q (38932.490000 sec): 3 clusters Score: Raw -131041072.808194 + Penalty 6680.637780 = -131034392.170414 nChanged 28424 SP:Iteration 6Q (38937.820000 sec): 3 clusters Score: Raw -131052393.282242 + Penalty 6680.637780 = -131045712.644462 nChanged 35227 SP:Iteration 7Q (38941.910000 sec): 3 clusters Score: Raw -131070396.040332 + Penalty 6680.637780 = -131063715.402552 nChanged 41718 SP:Iteration 8F (38945.540000 sec): 3 clusters Score: Raw -131096665.199872 + Penalty 6680.637780 = -131089984.562091 nChanged 45059 SP:Iteration 9F (38949.100000 sec): 3 clusters Score: Raw -131129773.165817 + Penalty 6680.637780 = -131123092.528037 nChanged 42848 SP:Iteration 10F (38952.690000 sec): 3 clusters Score: Raw -131162512.512402 + Penalty 6680.637780 = -131155831.874622 nChanged 35337 SP:Iteration 11Q (38956.310000 sec): 3 clusters Score: Raw -131187111.651896 + Penalty 6680.637780 = -131180431.014116 nChanged 26534 SP:Iteration 12Q (38960.110000 sec): 3 clusters Score: Raw -131202698.854694 + Penalty 6680.637780 = -131196018.216914 nChanged 20166 SP:Iteration 13Q (38963.860000 sec): 3 clusters Score: Raw -131213479.973629 + Penalty 6680.637780 = -131206799.335849 nChanged 17725 SP:Iteration 14Q (38967.260000 sec): 3 clusters Score: Raw -131222880.885357 + Penalty 6680.637780 = -131216200.247577 nChanged 16789 SP:Iteration 15Q (38970.700000 sec): 3 clusters Score: Raw -131232158.876803 + Penalty 6680.637780 = -131225478.239022 nChanged 16071 SP:Iteration 16Q (38974.180000 sec): 3 clusters Score: Raw -131241741.800424 + Penalty 6680.637780 = -131235061.162644 nChanged 14813 SP:Iteration 17Q (38977.640000 sec): 3 clusters Score: Raw -131251201.878071 + Penalty 6680.637780 = -131244521.240291 nChanged 13314 SP:Iteration 18Q (38981.010000 sec): 3 clusters Score: Raw -131260298.427133 + Penalty 6680.637780 = -131253617.789353 nChanged 11366 SP:Iteration 19Q (38984.500000 sec): 3 clusters Score: Raw -131268516.716607 + Penalty 6680.637780 = -131261836.078826 nChanged 9330 SP:Iteration 20F (38988.510000 sec): 3 clusters Score: Raw -131275560.989315 + Penalty 6680.637780 = -131268880.351535 nChanged 7225 SP:Iteration 21Q (38991.930000 sec): 3 clusters Score: Raw -131281135.530684 + Penalty 6680.637780 = -131274454.892904 nChanged 4881 SP:Iteration 22Q (38995.000000 sec): 3 clusters Score: Raw -131284832.321117 + Penalty 6680.637780 = -131278151.683337 nChanged 2886 SP:Iteration 23Q (38997.740000 sec): 3 clusters Score: Raw -131286945.291291 + Penalty 6680.637780 = -131280264.653511 nChanged 1456 SP:Iteration 24Q (39000.780000 sec): 3 clusters Score: Raw -131287999.564496 + Penalty 6680.637780 = -131281318.926716 nChanged 708 SP:Iteration 25Q (39003.950000 sec): 3 clusters Score: Raw -131288538.749861 + Penalty 6680.637780 = -131281858.112080 nChanged 341 SP:Iteration 26Q (39007.220000 sec): 3 clusters Score: Raw -131288794.714359 + Penalty 6680.637780 = -131282114.076579 nChanged 170 SP:Iteration 27Q (39010.100000 sec): 3 clusters Score: Raw -131288926.002475 + Penalty 6680.637780 = -131282245.364695 nChanged 93 SP:Iteration 28Q (39013.670000 sec): 3 clusters Score: Raw -131288999.061014 + Penalty 6680.637780 = -131282318.423233 nChanged 64 SP:Iteration 29Q (39016.460000 sec): 3 clusters Score: Raw -131289052.400102 + Penalty 6680.637780 = -131282371.762322 nChanged 43 SP:Iteration 30Q (39019.400000 sec): 3 clusters Score: Raw -131289082.742622 + Penalty 6680.637780 = -131282402.104842 nChanged 26 SP:Iteration 31Q (39022.220000 sec): 3 clusters Score: Raw -131289102.411550 + Penalty 6680.637780 = -131282421.773770 nChanged 16 SP:Iteration 32Q (39025.200000 sec): 3 clusters Score: Raw -131289113.088783 + Penalty 6680.637780 = -131282432.451002 nChanged 12 SP:Iteration 33Q (39027.900000 sec): 3 clusters Score: Raw -131289121.058851 + Penalty 6680.637780 = -131282440.421071 nChanged 11 SP:Iteration 34Q (39030.740000 sec): 3 clusters Score: Raw -131289127.732115 + Penalty 6680.637780 = -131282447.094335 nChanged 5 SP:Iteration 35Q (39033.630000 sec): 3 clusters Score: Raw -131289132.419059 + Penalty 6680.637780 = -131282451.781279 nChanged 8 SP:Iteration 36Q (39037.150000 sec): 3 clusters Score: Raw -131289139.369858 + Penalty 6680.637780 = -131282458.732078 nChanged 11 SP:Iteration 37Q (39040.030000 sec): 3 clusters Score: Raw -131289149.662094 + Penalty 6680.637780 = -131282469.024313 nChanged 12 SP:Iteration 38Q (39042.710000 sec): 3 clusters Score: Raw -131289159.253388 + Penalty 6680.637780 = -131282478.615608 nChanged 9 SP:Iteration 39Q (39045.540000 sec): 3 clusters Score: Raw -131289165.957155 + Penalty 6680.637780 = -131282485.319375 nChanged 8 SP:Iteration 40F (39049.260000 sec): 3 clusters Score: Raw -131289174.021222 + Penalty 6680.637780 = -131282493.383442 nChanged 7 SP:Iteration 41Q (39052.500000 sec): 3 clusters Score: Raw -131289179.677666 + Penalty 6680.637780 = -131282499.039886 nChanged 5 SP:Iteration 42Q (39055.800000 sec): 3 clusters Score: Raw -131289183.840054 + Penalty 6680.637780 = -131282503.202273 nChanged 3 SP:Iteration 43Q (39059.950000 sec): 3 clusters Score: Raw -131289185.695793 + Penalty 6680.637780 = -131282505.058012 nChanged 2 SP:Iteration 44Q (39063.300000 sec): 3 clusters Score: Raw -131289188.404262 + Penalty 6680.637780 = -131282507.766481 nChanged 5 SP:Iteration 45Q (39065.970000 sec): 3 clusters Score: Raw -131289191.692219 + Penalty 6680.637780 = -131282511.054439 nChanged 5 SP:Iteration 46Q (39068.950000 sec): 3 clusters Score: Raw -131289196.012172 + Penalty 6680.637780 = -131282515.374392 nChanged 3 SP:Iteration 47Q (39072.000000 sec): 3 clusters Score: Raw -131289197.661390 + Penalty 6680.637780 = -131282517.023610 nChanged 1 SP:Iteration 48Q (39075.180000 sec): 3 clusters Score: Raw -131289198.131222 + Penalty 6680.637780 = -131282517.493442 nChanged 0 SP:Iteration 49F (39079.100000 sec): 3 clusters Score: Raw -131289198.131222 + Penalty 6680.637780 = -131282517.493442 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39079.630000 sec): 2 clusters Score: Raw -95106.715158 + Penalty 1570.653348 = -93536.061811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39079.820000 sec): 3 clusters Score: Raw -95141.584152 + Penalty 3141.306696 = -92000.277456 nChanged 126 SP:Iteration 1F (39080.010000 sec): 3 clusters Score: Raw -95395.896490 + Penalty 3141.306696 = -92254.589795 nChanged 37 SP:Iteration 2F (39080.200000 sec): 3 clusters Score: Raw -95515.600725 + Penalty 3141.306696 = -92374.294029 nChanged 23 SP:Iteration 3Q (39080.380000 sec): 3 clusters Score: Raw -95581.306329 + Penalty 3141.306696 = -92439.999633 nChanged 22 SP:Iteration 4Q (39080.620000 sec): 3 clusters Score: Raw -95654.969724 + Penalty 3141.306696 = -92513.663029 nChanged 12 SP:Iteration 5Q (39080.790000 sec): 3 clusters Score: Raw -95701.696468 + Penalty 3141.306696 = -92560.389772 nChanged 10 SP:Iteration 6Q (39080.980000 sec): 3 clusters Score: Raw -95737.775730 + Penalty 3141.306696 = -92596.469035 nChanged 10 SP:Iteration 7Q (39081.180000 sec): 3 clusters Score: Raw -95783.138999 + Penalty 3141.306696 = -92641.832303 nChanged 11 SP:Iteration 8Q (39081.380000 sec): 3 clusters Score: Raw -95813.947228 + Penalty 3141.306696 = -92672.640533 nChanged 11 SP:Iteration 9Q (39081.650000 sec): 3 clusters Score: Raw -95873.297565 + Penalty 3141.306696 = -92731.990870 nChanged 13 SP:Iteration 10Q (39081.800000 sec): 3 clusters Score: Raw -95961.723700 + Penalty 3141.306696 = -92820.417004 nChanged 16 SP:Iteration 11Q (39082.010000 sec): 3 clusters Score: Raw -96094.796164 + Penalty 3141.306696 = -92953.489468 nChanged 15 SP:Iteration 12Q (39082.220000 sec): 3 clusters Score: Raw -96172.450011 + Penalty 3141.306696 = -93031.143315 nChanged 5 SP:Iteration 13Q (39082.370000 sec): 3 clusters Score: Raw -96184.837967 + Penalty 3141.306696 = -93043.531271 nChanged 5 SP:Iteration 14Q (39082.490000 sec): 3 clusters Score: Raw -96197.951580 + Penalty 3141.306696 = -93056.644885 nChanged 6 SP:Iteration 15Q (39082.710000 sec): 3 clusters Score: Raw -96213.053778 + Penalty 3141.306696 = -93071.747083 nChanged 4 SP:Iteration 16Q (39082.880000 sec): 3 clusters Score: Raw -96221.040390 + Penalty 3141.306696 = -93079.733694 nChanged 3 SP:Iteration 17Q (39083.030000 sec): 3 clusters Score: Raw -96226.038304 + Penalty 3141.306696 = -93084.731608 nChanged 3 SP:Iteration 18Q (39083.230000 sec): 3 clusters Score: Raw -96229.265320 + Penalty 3141.306696 = -93087.958625 nChanged 1 SP:Iteration 19Q (39083.350000 sec): 3 clusters Score: Raw -96230.292076 + Penalty 3141.306696 = -93088.985381 nChanged 0 SP:Iteration 20F (39083.540000 sec): 3 clusters Score: Raw -96230.591504 + Penalty 3141.306696 = -93089.284809 nChanged 1 SP:Iteration 21Q (39083.720000 sec): 3 clusters Score: Raw -96239.680089 + Penalty 3141.306696 = -93098.373393 nChanged 5 SP:Iteration 22Q (39083.870000 sec): 3 clusters Score: Raw -96259.079534 + Penalty 3141.306696 = -93117.772839 nChanged 6 SP:Iteration 23Q (39084.060000 sec): 3 clusters Score: Raw -96286.972924 + Penalty 3141.306696 = -93145.666228 nChanged 2 SP:Iteration 24Q (39084.210000 sec): 3 clusters Score: Raw -96297.399086 + Penalty 3141.306696 = -93156.092390 nChanged 2 SP:Iteration 25Q (39084.400000 sec): 3 clusters Score: Raw -96307.152400 + Penalty 3141.306696 = -93165.845705 nChanged 1 SP:Iteration 26Q (39084.580000 sec): 3 clusters Score: Raw -96310.902143 + Penalty 3141.306696 = -93169.595448 nChanged 2 SP:Iteration 27Q (39084.720000 sec): 3 clusters Score: Raw -96325.971451 + Penalty 3141.306696 = -93184.664755 nChanged 0 SP:Iteration 28F (39084.880000 sec): 3 clusters Score: Raw -96325.971451 + Penalty 3141.306696 = -93184.664755 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39084.990000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39085.190000 sec): 3 clusters Score: Raw -20053.219744 + Penalty 2414.297087 = -17638.922656 nChanged 4 SP:Iteration 1Q (39085.350000 sec): 3 clusters Score: Raw -20083.047818 + Penalty 2414.297087 = -17668.750731 nChanged 1 SP:Iteration 2Q (39085.590000 sec): 3 clusters Score: Raw -20087.958404 + Penalty 2414.297087 = -17673.661317 nChanged 0 SP:Iteration 3F (39085.760000 sec): 3 clusters Score: Raw -20087.958404 + Penalty 2414.297087 = -17673.661317 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39085.980000 sec): 2 clusters Score: Raw -3319149.264293 + Penalty 2428.498461 = -3316720.765832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39086.270000 sec): 3 clusters Score: Raw -3308867.611232 + Penalty 4856.996922 = -3304010.614311 nChanged 7849 SP:Iteration 1F (39086.530000 sec): 3 clusters Score: Raw -3313172.508603 + Penalty 4856.996922 = -3308315.511681 nChanged 1054 SP:Iteration 2F (39086.840000 sec): 3 clusters Score: Raw -3313648.546488 + Penalty 4856.996922 = -3308791.549566 nChanged 990 SP:Iteration 3F (39087.120000 sec): 3 clusters Score: Raw -3314150.610695 + Penalty 4856.996922 = -3309293.613773 nChanged 1048 SP:Iteration 4F (39087.410000 sec): 3 clusters Score: Raw -3314730.781338 + Penalty 4856.996922 = -3309873.784417 nChanged 1076 SP:Iteration 5F (39087.710000 sec): 3 clusters Score: Raw -3315386.704240 + Penalty 4856.996922 = -3310529.707319 nChanged 1071 SP:Iteration 6F (39088.020000 sec): 3 clusters Score: Raw -3316101.384778 + Penalty 4856.996922 = -3311244.387857 nChanged 1086 SP:Iteration 7F (39088.300000 sec): 3 clusters Score: Raw -3316847.680013 + Penalty 4856.996922 = -3311990.683091 nChanged 964 SP:Iteration 8F (39088.660000 sec): 3 clusters Score: Raw -3317486.181193 + Penalty 4856.996922 = -3312629.184271 nChanged 787 SP:Iteration 9Q (39088.980000 sec): 3 clusters Score: Raw -3317997.991280 + Penalty 4856.996922 = -3313140.994358 nChanged 614 SP:Iteration 10Q (39089.260000 sec): 3 clusters Score: Raw -3318408.817249 + Penalty 4856.996922 = -3313551.820328 nChanged 479 SP:Iteration 11Q (39089.550000 sec): 3 clusters Score: Raw -3318693.697841 + Penalty 4856.996922 = -3313836.700920 nChanged 400 SP:Iteration 12Q (39089.820000 sec): 3 clusters Score: Raw -3318910.244268 + Penalty 4856.996922 = -3314053.247346 nChanged 301 SP:Iteration 13Q (39090.120000 sec): 3 clusters Score: Raw -3319063.486263 + Penalty 4856.996922 = -3314206.489341 nChanged 245 SP:Iteration 14Q (39090.400000 sec): 3 clusters Score: Raw -3319193.683365 + Penalty 4856.996922 = -3314336.686444 nChanged 216 SP:Iteration 15Q (39090.670000 sec): 3 clusters Score: Raw -3319305.746610 + Penalty 4856.996922 = -3314448.749688 nChanged 168 SP:Iteration 16Q (39090.940000 sec): 3 clusters Score: Raw -3319374.734667 + Penalty 4856.996922 = -3314517.737745 nChanged 137 SP:Iteration 17Q (39091.220000 sec): 3 clusters Score: Raw -3319424.883362 + Penalty 4856.996922 = -3314567.886441 nChanged 111 SP:Iteration 18Q (39091.510000 sec): 3 clusters Score: Raw -3319463.819261 + Penalty 4856.996922 = -3314606.822339 nChanged 89 SP:Iteration 19Q (39091.840000 sec): 3 clusters Score: Raw -3319494.227811 + Penalty 4856.996922 = -3314637.230890 nChanged 72 SP:Iteration 20F (39092.130000 sec): 3 clusters Score: Raw -3319515.340658 + Penalty 4856.996922 = -3314658.343736 nChanged 54 SP:Iteration 21Q (39092.450000 sec): 3 clusters Score: Raw -3319532.016170 + Penalty 4856.996922 = -3314675.019248 nChanged 46 SP:Iteration 22Q (39092.700000 sec): 3 clusters Score: Raw -3319544.176486 + Penalty 4856.996922 = -3314687.179564 nChanged 45 SP:Iteration 23Q (39093.010000 sec): 3 clusters Score: Raw -3319554.731927 + Penalty 4856.996922 = -3314697.735005 nChanged 41 SP:Iteration 24Q (39093.260000 sec): 3 clusters Score: Raw -3319564.564687 + Penalty 4856.996922 = -3314707.567766 nChanged 28 SP:Iteration 25Q (39093.540000 sec): 3 clusters Score: Raw -3319571.372585 + Penalty 4856.996922 = -3314714.375664 nChanged 33 SP:Iteration 26Q (39093.770000 sec): 3 clusters Score: Raw -3319578.893406 + Penalty 4856.996922 = -3314721.896485 nChanged 36 SP:Iteration 27Q (39094.060000 sec): 3 clusters Score: Raw -3319586.857546 + Penalty 4856.996922 = -3314729.860625 nChanged 44 SP:Iteration 28Q (39094.300000 sec): 3 clusters Score: Raw -3319596.435148 + Penalty 4856.996922 = -3314739.438226 nChanged 38 SP:Iteration 29Q (39094.580000 sec): 3 clusters Score: Raw -3319604.833608 + Penalty 4856.996922 = -3314747.836686 nChanged 32 SP:Iteration 30Q (39094.840000 sec): 3 clusters Score: Raw -3319612.103233 + Penalty 4856.996922 = -3314755.106312 nChanged 30 SP:Iteration 31Q (39095.090000 sec): 3 clusters Score: Raw -3319617.791447 + Penalty 4856.996922 = -3314760.794526 nChanged 19 SP:Iteration 32Q (39095.380000 sec): 3 clusters Score: Raw -3319620.839271 + Penalty 4856.996922 = -3314763.842350 nChanged 16 SP:Iteration 33Q (39095.650000 sec): 3 clusters Score: Raw -3319624.901632 + Penalty 4856.996922 = -3314767.904711 nChanged 22 SP:Iteration 34Q (39095.880000 sec): 3 clusters Score: Raw -3319629.184122 + Penalty 4856.996922 = -3314772.187201 nChanged 18 SP:Iteration 35Q (39096.130000 sec): 3 clusters Score: Raw -3319633.605932 + Penalty 4856.996922 = -3314776.609010 nChanged 17 SP:Iteration 36Q (39096.420000 sec): 3 clusters Score: Raw -3319636.103227 + Penalty 4856.996922 = -3314779.106306 nChanged 13 SP:Iteration 37Q (39096.680000 sec): 3 clusters Score: Raw -3319638.495900 + Penalty 4856.996922 = -3314781.498978 nChanged 11 SP:Iteration 38Q (39097.010000 sec): 3 clusters Score: Raw -3319640.907013 + Penalty 4856.996922 = -3314783.910091 nChanged 14 SP:Iteration 39Q (39097.250000 sec): 3 clusters Score: Raw -3319643.773692 + Penalty 4856.996922 = -3314786.776770 nChanged 15 SP:Iteration 40F (39097.580000 sec): 3 clusters Score: Raw -3319647.428138 + Penalty 4856.996922 = -3314790.431216 nChanged 13 SP:Iteration 41Q (39097.830000 sec): 3 clusters Score: Raw -3319650.234731 + Penalty 4856.996922 = -3314793.237810 nChanged 14 SP:Iteration 42Q (39098.090000 sec): 3 clusters Score: Raw -3319653.258829 + Penalty 4856.996922 = -3314796.261908 nChanged 12 SP:Iteration 43Q (39098.330000 sec): 3 clusters Score: Raw -3319655.036790 + Penalty 4856.996922 = -3314798.039869 nChanged 5 SP:Iteration 44Q (39098.600000 sec): 3 clusters Score: Raw -3319656.070558 + Penalty 4856.996922 = -3314799.073637 nChanged 4 SP:Iteration 45Q (39098.800000 sec): 3 clusters Score: Raw -3319656.964610 + Penalty 4856.996922 = -3314799.967689 nChanged 3 SP:Iteration 46Q (39099.080000 sec): 3 clusters Score: Raw -3319657.499386 + Penalty 4856.996922 = -3314800.502464 nChanged 3 SP:Iteration 47Q (39099.400000 sec): 3 clusters Score: Raw -3319658.138449 + Penalty 4856.996922 = -3314801.141527 nChanged 4 SP:Iteration 48Q (39099.680000 sec): 3 clusters Score: Raw -3319658.858227 + Penalty 4856.996922 = -3314801.861305 nChanged 2 SP:Iteration 49Q (39099.990000 sec): 3 clusters Score: Raw -3319659.483565 + Penalty 4856.996922 = -3314802.486643 nChanged 5 SP:Iteration 50Q (39100.290000 sec): 3 clusters Score: Raw -3319660.900698 + Penalty 4856.996922 = -3314803.903776 nChanged 5 SP:Iteration 51Q (39100.590000 sec): 3 clusters Score: Raw -3319662.036061 + Penalty 4856.996922 = -3314805.039139 nChanged 6 SP:Iteration 52Q (39100.840000 sec): 3 clusters Score: Raw -3319663.123599 + Penalty 4856.996922 = -3314806.126677 nChanged 6 SP:Iteration 53Q (39101.090000 sec): 3 clusters Score: Raw -3319663.950758 + Penalty 4856.996922 = -3314806.953837 nChanged 1 SP:Iteration 54Q (39101.370000 sec): 3 clusters Score: Raw -3319664.110771 + Penalty 4856.996922 = -3314807.113849 nChanged 2 SP:Iteration 55Q (39101.660000 sec): 3 clusters Score: Raw -3319664.529051 + Penalty 4856.996922 = -3314807.532129 nChanged 5 SP:Iteration 56Q (39101.940000 sec): 3 clusters Score: Raw -3319666.010347 + Penalty 4856.996922 = -3314809.013425 nChanged 8 SP:Iteration 57Q (39102.210000 sec): 3 clusters Score: Raw -3319667.970097 + Penalty 4856.996922 = -3314810.973176 nChanged 10 SP:Iteration 58Q (39102.460000 sec): 3 clusters Score: Raw -3319670.759415 + Penalty 4856.996922 = -3314813.762493 nChanged 11 SP:Iteration 59Q (39102.710000 sec): 3 clusters Score: Raw -3319673.219749 + Penalty 4856.996922 = -3314816.222827 nChanged 13 SP:Iteration 60F (39103.010000 sec): 3 clusters Score: Raw -3319675.706086 + Penalty 4856.996922 = -3314818.709164 nChanged 12 SP:Iteration 61Q (39103.290000 sec): 3 clusters Score: Raw -3319678.380276 + Penalty 4856.996922 = -3314821.383354 nChanged 10 SP:Iteration 62Q (39103.590000 sec): 3 clusters Score: Raw -3319680.189712 + Penalty 4856.996922 = -3314823.192790 nChanged 7 SP:Iteration 63Q (39103.850000 sec): 3 clusters Score: Raw -3319681.248555 + Penalty 4856.996922 = -3314824.251633 nChanged 12 SP:Iteration 64Q (39104.120000 sec): 3 clusters Score: Raw -3319683.376403 + Penalty 4856.996922 = -3314826.379482 nChanged 6 SP:Iteration 65Q (39104.410000 sec): 3 clusters Score: Raw -3319684.528798 + Penalty 4856.996922 = -3314827.531876 nChanged 5 SP:Iteration 66Q (39104.670000 sec): 3 clusters Score: Raw -3319685.308604 + Penalty 4856.996922 = -3314828.311682 nChanged 2 SP:Iteration 67Q (39105.010000 sec): 3 clusters Score: Raw -3319685.503811 + Penalty 4856.996922 = -3314828.506890 nChanged 0 SP:Iteration 68F (39105.250000 sec): 3 clusters Score: Raw -3319685.503811 + Penalty 4856.996922 = -3314828.506890 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39105.370000 sec): 2 clusters Score: Raw -223178.015313 + Penalty 1759.986902 = -221418.028412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39105.510000 sec): 3 clusters Score: Raw -222838.590809 + Penalty 3519.973804 = -219318.617005 nChanged 320 SP:Iteration 1F (39105.720000 sec): 3 clusters Score: Raw -223163.441352 + Penalty 3519.973804 = -219643.467548 nChanged 77 SP:Iteration 2F (39105.900000 sec): 3 clusters Score: Raw -223269.141185 + Penalty 3519.973804 = -219749.167381 nChanged 52 SP:Iteration 3Q (39106.070000 sec): 3 clusters Score: Raw -223340.779144 + Penalty 3519.973804 = -219820.805340 nChanged 32 SP:Iteration 4Q (39106.270000 sec): 3 clusters Score: Raw -223381.129742 + Penalty 3519.973804 = -219861.155938 nChanged 38 SP:Iteration 5Q (39106.480000 sec): 3 clusters Score: Raw -223456.423593 + Penalty 3519.973804 = -219936.449789 nChanged 30 SP:Iteration 6Q (39106.680000 sec): 3 clusters Score: Raw -223511.574765 + Penalty 3519.973804 = -219991.600961 nChanged 22 SP:Iteration 7Q (39106.890000 sec): 3 clusters Score: Raw -223544.564449 + Penalty 3519.973804 = -220024.590646 nChanged 21 SP:Iteration 8Q (39107.110000 sec): 3 clusters Score: Raw -223580.423840 + Penalty 3519.973804 = -220060.450036 nChanged 18 SP:Iteration 9Q (39107.250000 sec): 3 clusters Score: Raw -223606.061161 + Penalty 3519.973804 = -220086.087357 nChanged 16 SP:Iteration 10Q (39107.440000 sec): 3 clusters Score: Raw -223624.638291 + Penalty 3519.973804 = -220104.664487 nChanged 13 SP:Iteration 11Q (39107.620000 sec): 3 clusters Score: Raw -223640.864988 + Penalty 3519.973804 = -220120.891184 nChanged 6 SP:Iteration 12Q (39107.810000 sec): 3 clusters Score: Raw -223650.429785 + Penalty 3519.973804 = -220130.455981 nChanged 5 SP:Iteration 13Q (39108.000000 sec): 3 clusters Score: Raw -223658.646910 + Penalty 3519.973804 = -220138.673106 nChanged 5 SP:Iteration 14Q (39108.180000 sec): 3 clusters Score: Raw -223662.338101 + Penalty 3519.973804 = -220142.364297 nChanged 3 SP:Iteration 15Q (39108.350000 sec): 3 clusters Score: Raw -223664.223174 + Penalty 3519.973804 = -220144.249370 nChanged 2 SP:Iteration 16Q (39108.490000 sec): 3 clusters Score: Raw -223666.539963 + Penalty 3519.973804 = -220146.566160 nChanged 2 SP:Iteration 17Q (39108.710000 sec): 3 clusters Score: Raw -223671.139719 + Penalty 3519.973804 = -220151.165915 nChanged 4 SP:Iteration 18Q (39108.950000 sec): 3 clusters Score: Raw -223673.271082 + Penalty 3519.973804 = -220153.297278 nChanged 1 SP:Iteration 19Q (39109.150000 sec): 3 clusters Score: Raw -223674.023245 + Penalty 3519.973804 = -220154.049442 nChanged 1 SP:Iteration 20F (39109.360000 sec): 3 clusters Score: Raw -223675.572700 + Penalty 3519.973804 = -220155.598896 nChanged 1 SP:Iteration 21Q (39109.590000 sec): 3 clusters Score: Raw -223676.059371 + Penalty 3519.973804 = -220156.085567 nChanged 0 SP:Iteration 22F (39109.800000 sec): 3 clusters Score: Raw -223676.059371 + Penalty 3519.973804 = -220156.085567 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39110.010000 sec): 2 clusters Score: Raw -4281797.136854 + Penalty 2506.019429 = -4279291.117425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39110.360000 sec): 3 clusters Score: Raw -4267263.047862 + Penalty 5012.038857 = -4262251.009004 nChanged 10938 SP:Iteration 1F (39110.690000 sec): 3 clusters Score: Raw -4273214.113124 + Penalty 5012.038857 = -4268202.074267 nChanged 1334 SP:Iteration 2F (39110.990000 sec): 3 clusters Score: Raw -4273720.564504 + Penalty 5012.038857 = -4268708.525647 nChanged 1157 SP:Iteration 3Q (39111.350000 sec): 3 clusters Score: Raw -4274175.414007 + Penalty 5012.038857 = -4269163.375150 nChanged 1104 SP:Iteration 4Q (39111.630000 sec): 3 clusters Score: Raw -4274601.969735 + Penalty 5012.038857 = -4269589.930878 nChanged 1027 SP:Iteration 5Q (39111.960000 sec): 3 clusters Score: Raw -4275001.035769 + Penalty 5012.038857 = -4269988.996912 nChanged 1031 SP:Iteration 6Q (39112.270000 sec): 3 clusters Score: Raw -4275446.776304 + Penalty 5012.038857 = -4270434.737447 nChanged 1043 SP:Iteration 7Q (39112.560000 sec): 3 clusters Score: Raw -4275944.512642 + Penalty 5012.038857 = -4270932.473785 nChanged 1118 SP:Iteration 8Q (39112.890000 sec): 3 clusters Score: Raw -4276551.449145 + Penalty 5012.038857 = -4271539.410288 nChanged 1175 SP:Iteration 9Q (39113.260000 sec): 3 clusters Score: Raw -4277200.929261 + Penalty 5012.038857 = -4272188.890404 nChanged 1086 SP:Iteration 10Q (39113.600000 sec): 3 clusters Score: Raw -4277801.780106 + Penalty 5012.038857 = -4272789.741249 nChanged 995 SP:Iteration 11Q (39113.890000 sec): 3 clusters Score: Raw -4278297.746423 + Penalty 5012.038857 = -4273285.707566 nChanged 885 SP:Iteration 12Q (39114.280000 sec): 3 clusters Score: Raw -4278735.013275 + Penalty 5012.038857 = -4273722.974418 nChanged 798 SP:Iteration 13Q (39114.580000 sec): 3 clusters Score: Raw -4279149.447740 + Penalty 5012.038857 = -4274137.408883 nChanged 809 SP:Iteration 14Q (39114.930000 sec): 3 clusters Score: Raw -4279535.932381 + Penalty 5012.038857 = -4274523.893524 nChanged 656 SP:Iteration 15Q (39115.330000 sec): 3 clusters Score: Raw -4279791.899278 + Penalty 5012.038857 = -4274779.860421 nChanged 512 SP:Iteration 16Q (39115.650000 sec): 3 clusters Score: Raw -4279964.859908 + Penalty 5012.038857 = -4274952.821050 nChanged 385 SP:Iteration 17Q (39115.950000 sec): 3 clusters Score: Raw -4280066.571319 + Penalty 5012.038857 = -4275054.532462 nChanged 311 SP:Iteration 18Q (39116.270000 sec): 3 clusters Score: Raw -4280141.815717 + Penalty 5012.038857 = -4275129.776860 nChanged 244 SP:Iteration 19Q (39116.570000 sec): 3 clusters Score: Raw -4280195.017255 + Penalty 5012.038857 = -4275182.978398 nChanged 221 SP:Iteration 20F (39116.830000 sec): 3 clusters Score: Raw -4280237.122293 + Penalty 5012.038857 = -4275225.083435 nChanged 196 SP:Iteration 21Q (39117.200000 sec): 3 clusters Score: Raw -4280278.480580 + Penalty 5012.038857 = -4275266.441722 nChanged 187 SP:Iteration 22Q (39117.520000 sec): 3 clusters Score: Raw -4280314.832889 + Penalty 5012.038857 = -4275302.794032 nChanged 180 SP:Iteration 23Q (39117.810000 sec): 3 clusters Score: Raw -4280346.416438 + Penalty 5012.038857 = -4275334.377581 nChanged 160 SP:Iteration 24Q (39118.120000 sec): 3 clusters Score: Raw -4280378.119080 + Penalty 5012.038857 = -4275366.080223 nChanged 171 SP:Iteration 25Q (39118.440000 sec): 3 clusters Score: Raw -4280416.196932 + Penalty 5012.038857 = -4275404.158074 nChanged 171 SP:Iteration 26Q (39118.740000 sec): 3 clusters Score: Raw -4280452.079281 + Penalty 5012.038857 = -4275440.040423 nChanged 158 SP:Iteration 27Q (39119.100000 sec): 3 clusters Score: Raw -4280481.746557 + Penalty 5012.038857 = -4275469.707700 nChanged 144 SP:Iteration 28Q (39119.400000 sec): 3 clusters Score: Raw -4280506.710248 + Penalty 5012.038857 = -4275494.671390 nChanged 131 SP:Iteration 29Q (39119.720000 sec): 3 clusters Score: Raw -4280529.441084 + Penalty 5012.038857 = -4275517.402226 nChanged 158 SP:Iteration 30Q (39120.060000 sec): 3 clusters Score: Raw -4280557.453911 + Penalty 5012.038857 = -4275545.415054 nChanged 156 SP:Iteration 31Q (39120.410000 sec): 3 clusters Score: Raw -4280587.380684 + Penalty 5012.038857 = -4275575.341827 nChanged 172 SP:Iteration 32Q (39120.720000 sec): 3 clusters Score: Raw -4280619.897700 + Penalty 5012.038857 = -4275607.858843 nChanged 179 SP:Iteration 33Q (39121.040000 sec): 3 clusters Score: Raw -4280651.829108 + Penalty 5012.038857 = -4275639.790251 nChanged 154 SP:Iteration 34Q (39121.320000 sec): 3 clusters Score: Raw -4280681.518273 + Penalty 5012.038857 = -4275669.479416 nChanged 140 SP:Iteration 35Q (39121.600000 sec): 3 clusters Score: Raw -4280705.744400 + Penalty 5012.038857 = -4275693.705543 nChanged 158 SP:Iteration 36Q (39121.900000 sec): 3 clusters Score: Raw -4280731.169761 + Penalty 5012.038857 = -4275719.130903 nChanged 132 SP:Iteration 37Q (39122.170000 sec): 3 clusters Score: Raw -4280749.530074 + Penalty 5012.038857 = -4275737.491217 nChanged 131 SP:Iteration 38Q (39122.520000 sec): 3 clusters Score: Raw -4280769.872890 + Penalty 5012.038857 = -4275757.834033 nChanged 116 SP:Iteration 39Q (39122.790000 sec): 3 clusters Score: Raw -4280786.185411 + Penalty 5012.038857 = -4275774.146554 nChanged 133 SP:Iteration 40F (39123.110000 sec): 3 clusters Score: Raw -4280805.605362 + Penalty 5012.038857 = -4275793.566505 nChanged 105 SP:Iteration 41Q (39123.440000 sec): 3 clusters Score: Raw -4280820.584042 + Penalty 5012.038857 = -4275808.545184 nChanged 99 SP:Iteration 42Q (39123.770000 sec): 3 clusters Score: Raw -4280835.785585 + Penalty 5012.038857 = -4275823.746728 nChanged 118 SP:Iteration 43Q (39124.070000 sec): 3 clusters Score: Raw -4280853.271795 + Penalty 5012.038857 = -4275841.232938 nChanged 124 SP:Iteration 44Q (39124.390000 sec): 3 clusters Score: Raw -4280872.979559 + Penalty 5012.038857 = -4275860.940702 nChanged 110 SP:Iteration 45Q (39124.730000 sec): 3 clusters Score: Raw -4280888.240510 + Penalty 5012.038857 = -4275876.201653 nChanged 104 SP:Iteration 46Q (39125.060000 sec): 3 clusters Score: Raw -4280902.993047 + Penalty 5012.038857 = -4275890.954190 nChanged 99 SP:Iteration 47Q (39125.370000 sec): 3 clusters Score: Raw -4280914.619737 + Penalty 5012.038857 = -4275902.580880 nChanged 82 SP:Iteration 48Q (39125.660000 sec): 3 clusters Score: Raw -4280925.504845 + Penalty 5012.038857 = -4275913.465988 nChanged 83 SP:Iteration 49Q (39125.960000 sec): 3 clusters Score: Raw -4280937.196604 + Penalty 5012.038857 = -4275925.157747 nChanged 84 SP:Iteration 50Q (39126.260000 sec): 3 clusters Score: Raw -4280948.074980 + Penalty 5012.038857 = -4275936.036123 nChanged 83 SP:Iteration 51Q (39126.580000 sec): 3 clusters Score: Raw -4280958.696316 + Penalty 5012.038857 = -4275946.657458 nChanged 86 SP:Iteration 52Q (39126.920000 sec): 3 clusters Score: Raw -4280971.134181 + Penalty 5012.038857 = -4275959.095324 nChanged 97 SP:Iteration 53Q (39127.220000 sec): 3 clusters Score: Raw -4280983.768469 + Penalty 5012.038857 = -4275971.729611 nChanged 89 SP:Iteration 54Q (39127.510000 sec): 3 clusters Score: Raw -4280995.249754 + Penalty 5012.038857 = -4275983.210896 nChanged 88 SP:Iteration 55Q (39127.790000 sec): 3 clusters Score: Raw -4281006.841111 + Penalty 5012.038857 = -4275994.802254 nChanged 87 SP:Iteration 56Q (39128.100000 sec): 3 clusters Score: Raw -4281018.782482 + Penalty 5012.038857 = -4276006.743625 nChanged 87 SP:Iteration 57Q (39128.440000 sec): 3 clusters Score: Raw -4281029.265031 + Penalty 5012.038857 = -4276017.226174 nChanged 78 SP:Iteration 58Q (39128.740000 sec): 3 clusters Score: Raw -4281037.723736 + Penalty 5012.038857 = -4276025.684878 nChanged 75 SP:Iteration 59Q (39129.050000 sec): 3 clusters Score: Raw -4281047.169719 + Penalty 5012.038857 = -4276035.130862 nChanged 86 SP:Iteration 60F (39129.380000 sec): 3 clusters Score: Raw -4281057.033129 + Penalty 5012.038857 = -4276044.994272 nChanged 81 SP:Iteration 61Q (39129.680000 sec): 3 clusters Score: Raw -4281065.210185 + Penalty 5012.038857 = -4276053.171327 nChanged 64 SP:Iteration 62Q (39129.990000 sec): 3 clusters Score: Raw -4281071.321042 + Penalty 5012.038857 = -4276059.282185 nChanged 55 SP:Iteration 63Q (39130.300000 sec): 3 clusters Score: Raw -4281076.653984 + Penalty 5012.038857 = -4276064.615127 nChanged 54 SP:Iteration 64Q (39130.650000 sec): 3 clusters Score: Raw -4281081.873704 + Penalty 5012.038857 = -4276069.834847 nChanged 43 SP:Iteration 65Q (39130.940000 sec): 3 clusters Score: Raw -4281085.810588 + Penalty 5012.038857 = -4276073.771731 nChanged 33 SP:Iteration 66Q (39131.230000 sec): 3 clusters Score: Raw -4281088.749697 + Penalty 5012.038857 = -4276076.710840 nChanged 36 SP:Iteration 67Q (39131.540000 sec): 3 clusters Score: Raw -4281091.838741 + Penalty 5012.038857 = -4276079.799883 nChanged 44 SP:Iteration 68Q (39131.860000 sec): 3 clusters Score: Raw -4281095.894940 + Penalty 5012.038857 = -4276083.856083 nChanged 44 SP:Iteration 69Q (39132.180000 sec): 3 clusters Score: Raw -4281100.046622 + Penalty 5012.038857 = -4276088.007764 nChanged 42 SP:Iteration 70Q (39132.470000 sec): 3 clusters Score: Raw -4281103.828292 + Penalty 5012.038857 = -4276091.789435 nChanged 47 SP:Iteration 71Q (39132.790000 sec): 3 clusters Score: Raw -4281107.952189 + Penalty 5012.038857 = -4276095.913332 nChanged 35 SP:Iteration 72Q (39133.090000 sec): 3 clusters Score: Raw -4281111.051331 + Penalty 5012.038857 = -4276099.012474 nChanged 28 SP:Iteration 73Q (39133.420000 sec): 3 clusters Score: Raw -4281113.076447 + Penalty 5012.038857 = -4276101.037590 nChanged 27 SP:Iteration 74Q (39133.680000 sec): 3 clusters Score: Raw -4281114.975494 + Penalty 5012.038857 = -4276102.936636 nChanged 19 SP:Iteration 75Q (39134.040000 sec): 3 clusters Score: Raw -4281116.405609 + Penalty 5012.038857 = -4276104.366752 nChanged 25 SP:Iteration 76Q (39134.360000 sec): 3 clusters Score: Raw -4281118.277812 + Penalty 5012.038857 = -4276106.238954 nChanged 19 SP:Iteration 77Q (39134.650000 sec): 3 clusters Score: Raw -4281119.547878 + Penalty 5012.038857 = -4276107.509021 nChanged 14 SP:Iteration 78Q (39134.970000 sec): 3 clusters Score: Raw -4281120.442578 + Penalty 5012.038857 = -4276108.403720 nChanged 11 SP:Iteration 79Q (39135.320000 sec): 3 clusters Score: Raw -4281121.013165 + Penalty 5012.038857 = -4276108.974308 nChanged 10 SP:Iteration 80F (39135.590000 sec): 3 clusters Score: Raw -4281121.762394 + Penalty 5012.038857 = -4276109.723536 nChanged 13 SP:Iteration 81Q (39135.920000 sec): 3 clusters Score: Raw -4281122.553113 + Penalty 5012.038857 = -4276110.514256 nChanged 11 SP:Iteration 82Q (39136.200000 sec): 3 clusters Score: Raw -4281123.122513 + Penalty 5012.038857 = -4276111.083656 nChanged 11 SP:Iteration 83Q (39136.500000 sec): 3 clusters Score: Raw -4281123.670793 + Penalty 5012.038857 = -4276111.631936 nChanged 13 SP:Iteration 84Q (39136.820000 sec): 3 clusters Score: Raw -4281124.456477 + Penalty 5012.038857 = -4276112.417619 nChanged 17 SP:Iteration 85Q (39137.140000 sec): 3 clusters Score: Raw -4281125.266821 + Penalty 5012.038857 = -4276113.227964 nChanged 13 SP:Iteration 86Q (39137.440000 sec): 3 clusters Score: Raw -4281125.950501 + Penalty 5012.038857 = -4276113.911643 nChanged 16 SP:Iteration 87Q (39137.790000 sec): 3 clusters Score: Raw -4281126.894694 + Penalty 5012.038857 = -4276114.855836 nChanged 10 SP:Iteration 88Q (39138.080000 sec): 3 clusters Score: Raw -4281127.433579 + Penalty 5012.038857 = -4276115.394721 nChanged 8 SP:Iteration 89Q (39138.380000 sec): 3 clusters Score: Raw -4281127.816227 + Penalty 5012.038857 = -4276115.777370 nChanged 8 SP:Iteration 90Q (39138.700000 sec): 3 clusters Score: Raw -4281128.238859 + Penalty 5012.038857 = -4276116.200002 nChanged 7 SP:Iteration 91Q (39139.000000 sec): 3 clusters Score: Raw -4281128.513272 + Penalty 5012.038857 = -4276116.474415 nChanged 3 SP:Iteration 92Q (39139.320000 sec): 3 clusters Score: Raw -4281128.702859 + Penalty 5012.038857 = -4276116.664002 nChanged 4 SP:Iteration 93Q (39139.640000 sec): 3 clusters Score: Raw -4281128.887585 + Penalty 5012.038857 = -4276116.848727 nChanged 6 SP:Iteration 94Q (39139.920000 sec): 3 clusters Score: Raw -4281129.234261 + Penalty 5012.038857 = -4276117.195404 nChanged 8 SP:Iteration 95Q (39140.290000 sec): 3 clusters Score: Raw -4281129.706283 + Penalty 5012.038857 = -4276117.667425 nChanged 10 SP:Iteration 96Q (39140.560000 sec): 3 clusters Score: Raw -4281130.322254 + Penalty 5012.038857 = -4276118.283397 nChanged 11 SP:Iteration 97Q (39140.900000 sec): 3 clusters Score: Raw -4281130.819882 + Penalty 5012.038857 = -4276118.781025 nChanged 9 SP:Iteration 98Q (39141.190000 sec): 3 clusters Score: Raw -4281131.230136 + Penalty 5012.038857 = -4276119.191279 nChanged 11 SP:Iteration 99Q (39141.570000 sec): 3 clusters Score: Raw -4281131.784997 + Penalty 5012.038857 = -4276119.746140 nChanged 9 SP:Iteration 100F (39141.870000 sec): 3 clusters Score: Raw -4281132.224314 + Penalty 5012.038857 = -4276120.185457 nChanged 9 SP:Iteration 101Q (39142.120000 sec): 3 clusters Score: Raw -4281132.591069 + Penalty 5012.038857 = -4276120.552212 nChanged 5 SP:Iteration 102Q (39142.450000 sec): 3 clusters Score: Raw -4281132.881773 + Penalty 5012.038857 = -4276120.842915 nChanged 4 SP:Iteration 103Q (39142.760000 sec): 3 clusters Score: Raw -4281133.065608 + Penalty 5012.038857 = -4276121.026751 nChanged 6 SP:Iteration 104Q (39143.100000 sec): 3 clusters Score: Raw -4281133.317922 + Penalty 5012.038857 = -4276121.279065 nChanged 10 SP:Iteration 105Q (39143.390000 sec): 3 clusters Score: Raw -4281133.798149 + Penalty 5012.038857 = -4276121.759292 nChanged 6 SP:Iteration 106Q (39143.750000 sec): 3 clusters Score: Raw -4281134.288744 + Penalty 5012.038857 = -4276122.249886 nChanged 12 SP:Iteration 107Q (39144.070000 sec): 3 clusters Score: Raw -4281135.053987 + Penalty 5012.038857 = -4276123.015130 nChanged 12 SP:Iteration 108Q (39144.360000 sec): 3 clusters Score: Raw -4281135.837427 + Penalty 5012.038857 = -4276123.798570 nChanged 9 SP:Iteration 109Q (39144.640000 sec): 3 clusters Score: Raw -4281136.343131 + Penalty 5012.038857 = -4276124.304274 nChanged 12 SP:Iteration 110Q (39144.950000 sec): 3 clusters Score: Raw -4281137.079552 + Penalty 5012.038857 = -4276125.040694 nChanged 6 SP:Iteration 111Q (39145.290000 sec): 3 clusters Score: Raw -4281137.570950 + Penalty 5012.038857 = -4276125.532092 nChanged 16 SP:Iteration 112Q (39145.590000 sec): 3 clusters Score: Raw -4281138.659323 + Penalty 5012.038857 = -4276126.620466 nChanged 26 SP:Iteration 113Q (39145.980000 sec): 3 clusters Score: Raw -4281140.183117 + Penalty 5012.038857 = -4276128.144260 nChanged 17 SP:Iteration 114Q (39146.260000 sec): 3 clusters Score: Raw -4281141.447537 + Penalty 5012.038857 = -4276129.408680 nChanged 17 SP:Iteration 115Q (39146.550000 sec): 3 clusters Score: Raw -4281142.574956 + Penalty 5012.038857 = -4276130.536099 nChanged 18 SP:Iteration 116Q (39146.870000 sec): 3 clusters Score: Raw -4281144.055433 + Penalty 5012.038857 = -4276132.016576 nChanged 18 SP:Iteration 117Q (39147.140000 sec): 3 clusters Score: Raw -4281145.511584 + Penalty 5012.038857 = -4276133.472727 nChanged 18 SP:Iteration 118Q (39147.490000 sec): 3 clusters Score: Raw -4281147.108406 + Penalty 5012.038857 = -4276135.069548 nChanged 25 SP:Iteration 119Q (39147.810000 sec): 3 clusters Score: Raw -4281149.195079 + Penalty 5012.038857 = -4276137.156221 nChanged 22 SP:Iteration 120F (39148.110000 sec): 3 clusters Score: Raw -4281150.993819 + Penalty 5012.038857 = -4276138.954962 nChanged 25 SP:Iteration 121Q (39148.450000 sec): 3 clusters Score: Raw -4281153.073603 + Penalty 5012.038857 = -4276141.034745 nChanged 17 SP:Iteration 122Q (39148.790000 sec): 3 clusters Score: Raw -4281154.583332 + Penalty 5012.038857 = -4276142.544474 nChanged 16 SP:Iteration 123Q (39149.090000 sec): 3 clusters Score: Raw -4281155.385951 + Penalty 5012.038857 = -4276143.347093 nChanged 11 SP:Iteration 124Q (39149.430000 sec): 3 clusters Score: Raw -4281155.966253 + Penalty 5012.038857 = -4276143.927396 nChanged 8 SP:Iteration 125Q (39149.750000 sec): 3 clusters Score: Raw -4281156.470789 + Penalty 5012.038857 = -4276144.431932 nChanged 8 SP:Iteration 126Q (39150.010000 sec): 3 clusters Score: Raw -4281156.851159 + Penalty 5012.038857 = -4276144.812302 nChanged 5 SP:Iteration 127Q (39150.370000 sec): 3 clusters Score: Raw -4281157.071029 + Penalty 5012.038857 = -4276145.032171 nChanged 5 SP:Iteration 128Q (39150.670000 sec): 3 clusters Score: Raw -4281157.325100 + Penalty 5012.038857 = -4276145.286243 nChanged 7 SP:Iteration 129Q (39151.000000 sec): 3 clusters Score: Raw -4281157.720652 + Penalty 5012.038857 = -4276145.681794 nChanged 8 SP:Iteration 130Q (39151.290000 sec): 3 clusters Score: Raw -4281158.314661 + Penalty 5012.038857 = -4276146.275804 nChanged 7 SP:Iteration 131Q (39151.590000 sec): 3 clusters Score: Raw -4281158.821437 + Penalty 5012.038857 = -4276146.782579 nChanged 6 SP:Iteration 132Q (39151.880000 sec): 3 clusters Score: Raw -4281159.075423 + Penalty 5012.038857 = -4276147.036566 nChanged 8 SP:Iteration 133Q (39152.130000 sec): 3 clusters Score: Raw -4281159.581454 + Penalty 5012.038857 = -4276147.542596 nChanged 10 SP:Iteration 134Q (39152.460000 sec): 3 clusters Score: Raw -4281160.184348 + Penalty 5012.038857 = -4276148.145491 nChanged 11 SP:Iteration 135Q (39152.800000 sec): 3 clusters Score: Raw -4281160.776687 + Penalty 5012.038857 = -4276148.737830 nChanged 8 SP:Iteration 136Q (39153.110000 sec): 3 clusters Score: Raw -4281161.144866 + Penalty 5012.038857 = -4276149.106009 nChanged 3 SP:Iteration 137Q (39153.420000 sec): 3 clusters Score: Raw -4281161.341967 + Penalty 5012.038857 = -4276149.303110 nChanged 4 SP:Iteration 138Q (39153.730000 sec): 3 clusters Score: Raw -4281161.647733 + Penalty 5012.038857 = -4276149.608876 nChanged 5 SP:Iteration 139Q (39154.030000 sec): 3 clusters Score: Raw -4281162.038549 + Penalty 5012.038857 = -4276149.999692 nChanged 10 SP:Iteration 140F (39154.340000 sec): 3 clusters Score: Raw -4281162.665873 + Penalty 5012.038857 = -4276150.627016 nChanged 10 SP:Iteration 141Q (39154.690000 sec): 3 clusters Score: Raw -4281163.254555 + Penalty 5012.038857 = -4276151.215698 nChanged 8 SP:Iteration 142Q (39155.050000 sec): 3 clusters Score: Raw -4281163.772966 + Penalty 5012.038857 = -4276151.734108 nChanged 5 SP:Iteration 143Q (39155.330000 sec): 3 clusters Score: Raw -4281163.957783 + Penalty 5012.038857 = -4276151.918925 nChanged 2 SP:Iteration 144Q (39155.670000 sec): 3 clusters Score: Raw -4281164.128311 + Penalty 5012.038857 = -4276152.089454 nChanged 5 SP:Iteration 145Q (39156.040000 sec): 3 clusters Score: Raw -4281164.342648 + Penalty 5012.038857 = -4276152.303791 nChanged 1 SP:Iteration 146Q (39156.370000 sec): 3 clusters Score: Raw -4281164.383505 + Penalty 5012.038857 = -4276152.344648 nChanged 0 SP:Iteration 147F (39156.670000 sec): 3 clusters Score: Raw -4281164.383505 + Penalty 5012.038857 = -4276152.344648 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39156.770000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39156.930000 sec): 3 clusters Score: Raw -93834.809301 + Penalty 3143.065563 = -90691.743738 nChanged 91 SP:Iteration 1F (39157.130000 sec): 3 clusters Score: Raw -94015.847692 + Penalty 3143.065563 = -90872.782129 nChanged 27 SP:Iteration 2Q (39157.310000 sec): 3 clusters Score: Raw -94065.061859 + Penalty 3143.065563 = -90921.996296 nChanged 12 SP:Iteration 3Q (39157.470000 sec): 3 clusters Score: Raw -94087.140992 + Penalty 3143.065563 = -90944.075430 nChanged 2 SP:Iteration 4Q (39157.650000 sec): 3 clusters Score: Raw -94092.635092 + Penalty 3143.065563 = -90949.569529 nChanged 1 SP:Iteration 5Q (39157.850000 sec): 3 clusters Score: Raw -94094.299007 + Penalty 3143.065563 = -90951.233444 nChanged 0 SP:Iteration 6F (39158.030000 sec): 3 clusters Score: Raw -94094.299007 + Penalty 3143.065563 = -90951.233444 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39158.230000 sec): 2 clusters Score: Raw -4390042.023043 + Penalty 2514.392205 = -4387527.630838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39158.580000 sec): 3 clusters Score: Raw -4375053.620386 + Penalty 5028.784409 = -4370024.835976 nChanged 11232 SP:Iteration 1F (39158.900000 sec): 3 clusters Score: Raw -4381087.840188 + Penalty 5028.784409 = -4376059.055778 nChanged 1328 SP:Iteration 2F (39159.200000 sec): 3 clusters Score: Raw -4381557.049547 + Penalty 5028.784409 = -4376528.265138 nChanged 1194 SP:Iteration 3Q (39159.510000 sec): 3 clusters Score: Raw -4382007.462444 + Penalty 5028.784409 = -4376978.678035 nChanged 1111 SP:Iteration 4Q (39159.780000 sec): 3 clusters Score: Raw -4382464.412908 + Penalty 5028.784409 = -4377435.628499 nChanged 1069 SP:Iteration 5Q (39160.120000 sec): 3 clusters Score: Raw -4382955.179524 + Penalty 5028.784409 = -4377926.395114 nChanged 1101 SP:Iteration 6Q (39160.440000 sec): 3 clusters Score: Raw -4383463.663804 + Penalty 5028.784409 = -4378434.879395 nChanged 1063 SP:Iteration 7Q (39160.780000 sec): 3 clusters Score: Raw -4383954.638005 + Penalty 5028.784409 = -4378925.853596 nChanged 1043 SP:Iteration 8Q (39161.120000 sec): 3 clusters Score: Raw -4384449.707830 + Penalty 5028.784409 = -4379420.923421 nChanged 1100 SP:Iteration 9Q (39161.450000 sec): 3 clusters Score: Raw -4384992.963765 + Penalty 5028.784409 = -4379964.179356 nChanged 1049 SP:Iteration 10Q (39161.730000 sec): 3 clusters Score: Raw -4385562.907849 + Penalty 5028.784409 = -4380534.123439 nChanged 1087 SP:Iteration 11Q (39162.090000 sec): 3 clusters Score: Raw -4386238.439578 + Penalty 5028.784409 = -4381209.655169 nChanged 1049 SP:Iteration 12Q (39162.430000 sec): 3 clusters Score: Raw -4386937.142351 + Penalty 5028.784409 = -4381908.357942 nChanged 970 SP:Iteration 13Q (39162.730000 sec): 3 clusters Score: Raw -4387481.282780 + Penalty 5028.784409 = -4382452.498371 nChanged 827 SP:Iteration 14Q (39163.040000 sec): 3 clusters Score: Raw -4387865.020908 + Penalty 5028.784409 = -4382836.236498 nChanged 666 SP:Iteration 15Q (39163.320000 sec): 3 clusters Score: Raw -4388124.178106 + Penalty 5028.784409 = -4383095.393697 nChanged 492 SP:Iteration 16Q (39163.660000 sec): 3 clusters Score: Raw -4388292.219376 + Penalty 5028.784409 = -4383263.434966 nChanged 416 SP:Iteration 17Q (39163.980000 sec): 3 clusters Score: Raw -4388440.288715 + Penalty 5028.784409 = -4383411.504305 nChanged 396 SP:Iteration 18Q (39164.260000 sec): 3 clusters Score: Raw -4388581.852148 + Penalty 5028.784409 = -4383553.067738 nChanged 399 SP:Iteration 19Q (39164.570000 sec): 3 clusters Score: Raw -4388721.208761 + Penalty 5028.784409 = -4383692.424351 nChanged 398 SP:Iteration 20F (39164.870000 sec): 3 clusters Score: Raw -4388874.625166 + Penalty 5028.784409 = -4383845.840757 nChanged 390 SP:Iteration 21Q (39165.220000 sec): 3 clusters Score: Raw -4389026.786417 + Penalty 5028.784409 = -4383998.002008 nChanged 392 SP:Iteration 22Q (39165.520000 sec): 3 clusters Score: Raw -4389192.277396 + Penalty 5028.784409 = -4384163.492986 nChanged 397 SP:Iteration 23Q (39165.810000 sec): 3 clusters Score: Raw -4389365.444369 + Penalty 5028.784409 = -4384336.659959 nChanged 375 SP:Iteration 24Q (39166.120000 sec): 3 clusters Score: Raw -4389535.630307 + Penalty 5028.784409 = -4384506.845898 nChanged 385 SP:Iteration 25Q (39166.460000 sec): 3 clusters Score: Raw -4389734.698515 + Penalty 5028.784409 = -4384705.914105 nChanged 368 SP:Iteration 26Q (39166.780000 sec): 3 clusters Score: Raw -4389946.333570 + Penalty 5028.784409 = -4384917.549160 nChanged 347 SP:Iteration 27Q (39167.070000 sec): 3 clusters Score: Raw -4390190.398577 + Penalty 5028.784409 = -4385161.614168 nChanged 339 SP:Iteration 28Q (39167.430000 sec): 3 clusters Score: Raw -4390511.837486 + Penalty 5028.784409 = -4385483.053076 nChanged 313 SP:Iteration 29Q (39167.760000 sec): 3 clusters Score: Raw -4390807.536006 + Penalty 5028.784409 = -4385778.751596 nChanged 272 SP:Iteration 30Q (39168.050000 sec): 3 clusters Score: Raw -4391024.867655 + Penalty 5028.784409 = -4385996.083246 nChanged 217 SP:Iteration 31Q (39168.370000 sec): 3 clusters Score: Raw -4391130.985016 + Penalty 5028.784409 = -4386102.200606 nChanged 158 SP:Iteration 32Q (39168.630000 sec): 3 clusters Score: Raw -4391191.449092 + Penalty 5028.784409 = -4386162.664682 nChanged 114 SP:Iteration 33Q (39168.900000 sec): 3 clusters Score: Raw -4391226.548437 + Penalty 5028.784409 = -4386197.764028 nChanged 79 SP:Iteration 34Q (39169.190000 sec): 3 clusters Score: Raw -4391250.676685 + Penalty 5028.784409 = -4386221.892275 nChanged 62 SP:Iteration 35Q (39169.510000 sec): 3 clusters Score: Raw -4391266.899911 + Penalty 5028.784409 = -4386238.115501 nChanged 54 SP:Iteration 36Q (39169.800000 sec): 3 clusters Score: Raw -4391278.794472 + Penalty 5028.784409 = -4386250.010063 nChanged 46 SP:Iteration 37Q (39170.070000 sec): 3 clusters Score: Raw -4391288.471073 + Penalty 5028.784409 = -4386259.686663 nChanged 32 SP:Iteration 38Q (39170.340000 sec): 3 clusters Score: Raw -4391294.972138 + Penalty 5028.784409 = -4386266.187729 nChanged 25 SP:Iteration 39Q (39170.610000 sec): 3 clusters Score: Raw -4391299.659336 + Penalty 5028.784409 = -4386270.874927 nChanged 20 SP:Iteration 40F (39170.940000 sec): 3 clusters Score: Raw -4391304.994621 + Penalty 5028.784409 = -4386276.210212 nChanged 22 SP:Iteration 41Q (39171.190000 sec): 3 clusters Score: Raw -4391309.509010 + Penalty 5028.784409 = -4386280.724601 nChanged 18 SP:Iteration 42Q (39171.490000 sec): 3 clusters Score: Raw -4391312.035700 + Penalty 5028.784409 = -4386283.251291 nChanged 13 SP:Iteration 43Q (39171.810000 sec): 3 clusters Score: Raw -4391314.664743 + Penalty 5028.784409 = -4386285.880334 nChanged 11 SP:Iteration 44Q (39172.130000 sec): 3 clusters Score: Raw -4391316.245280 + Penalty 5028.784409 = -4386287.460870 nChanged 7 SP:Iteration 45Q (39172.430000 sec): 3 clusters Score: Raw -4391317.066150 + Penalty 5028.784409 = -4386288.281741 nChanged 7 SP:Iteration 46Q (39172.680000 sec): 3 clusters Score: Raw -4391317.954600 + Penalty 5028.784409 = -4386289.170191 nChanged 7 SP:Iteration 47Q (39172.970000 sec): 3 clusters Score: Raw -4391318.925551 + Penalty 5028.784409 = -4386290.141142 nChanged 6 SP:Iteration 48Q (39173.220000 sec): 3 clusters Score: Raw -4391319.973095 + Penalty 5028.784409 = -4386291.188686 nChanged 5 SP:Iteration 49Q (39173.550000 sec): 3 clusters Score: Raw -4391320.900588 + Penalty 5028.784409 = -4386292.116179 nChanged 3 SP:Iteration 50Q (39173.860000 sec): 3 clusters Score: Raw -4391321.330773 + Penalty 5028.784409 = -4386292.546364 nChanged 1 SP:Iteration 51Q (39174.170000 sec): 3 clusters Score: Raw -4391321.655331 + Penalty 5028.784409 = -4386292.870921 nChanged 3 SP:Iteration 52Q (39174.430000 sec): 3 clusters Score: Raw -4391322.222133 + Penalty 5028.784409 = -4386293.437724 nChanged 5 SP:Iteration 53Q (39174.740000 sec): 3 clusters Score: Raw -4391322.992630 + Penalty 5028.784409 = -4386294.208220 nChanged 4 SP:Iteration 54Q (39175.020000 sec): 3 clusters Score: Raw -4391323.552624 + Penalty 5028.784409 = -4386294.768215 nChanged 2 SP:Iteration 55Q (39175.340000 sec): 3 clusters Score: Raw -4391323.688332 + Penalty 5028.784409 = -4386294.903923 nChanged 1 SP:Iteration 56Q (39175.720000 sec): 3 clusters Score: Raw -4391323.804936 + Penalty 5028.784409 = -4386295.020527 nChanged 1 SP:Iteration 57Q (39175.990000 sec): 3 clusters Score: Raw -4391323.934802 + Penalty 5028.784409 = -4386295.150393 nChanged 0 SP:Iteration 58F (39176.310000 sec): 3 clusters Score: Raw -4391323.934802 + Penalty 5028.784409 = -4386295.150393 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39176.370000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39176.570000 sec): 3 clusters Score: Raw -96460.037200 + Penalty 3126.099012 = -93333.938188 nChanged 112 SP:Iteration 1F (39176.710000 sec): 3 clusters Score: Raw -96640.940590 + Penalty 3126.099012 = -93514.841578 nChanged 29 SP:Iteration 2F (39176.870000 sec): 3 clusters Score: Raw -96736.102203 + Penalty 3126.099012 = -93610.003191 nChanged 17 SP:Iteration 3Q (39177.040000 sec): 3 clusters Score: Raw -96774.662313 + Penalty 3126.099012 = -93648.563301 nChanged 15 SP:Iteration 4Q (39177.260000 sec): 3 clusters Score: Raw -96840.104865 + Penalty 3126.099012 = -93714.005853 nChanged 17 SP:Iteration 5Q (39177.400000 sec): 3 clusters Score: Raw -96886.352787 + Penalty 3126.099012 = -93760.253775 nChanged 16 SP:Iteration 6Q (39177.560000 sec): 3 clusters Score: Raw -96941.964600 + Penalty 3126.099012 = -93815.865588 nChanged 13 SP:Iteration 7Q (39177.730000 sec): 3 clusters Score: Raw -96965.208530 + Penalty 3126.099012 = -93839.109518 nChanged 6 SP:Iteration 8Q (39177.940000 sec): 3 clusters Score: Raw -96971.325217 + Penalty 3126.099012 = -93845.226205 nChanged 2 SP:Iteration 9Q (39178.200000 sec): 3 clusters Score: Raw -96978.648033 + Penalty 3126.099012 = -93852.549021 nChanged 4 SP:Iteration 10Q (39178.360000 sec): 3 clusters Score: Raw -96989.413711 + Penalty 3126.099012 = -93863.314699 nChanged 1 SP:Iteration 11Q (39178.520000 sec): 3 clusters Score: Raw -96991.733334 + Penalty 3126.099012 = -93865.634322 nChanged 0 SP:Iteration 12F (39178.720000 sec): 3 clusters Score: Raw -96991.733334 + Penalty 3126.099012 = -93865.634322 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39178.880000 sec): 2 clusters Score: Raw -2971746.275373 + Penalty 2406.546457 = -2969339.728916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39179.130000 sec): 3 clusters Score: Raw -2962481.703325 + Penalty 4813.092913 = -2957668.610412 nChanged 7127 SP:Iteration 1F (39179.400000 sec): 3 clusters Score: Raw -2966621.122165 + Penalty 4813.092913 = -2961808.029252 nChanged 1178 SP:Iteration 2F (39179.650000 sec): 3 clusters Score: Raw -2967381.952453 + Penalty 4813.092913 = -2962568.859539 nChanged 1104 SP:Iteration 3F (39179.910000 sec): 3 clusters Score: Raw -2968191.923586 + Penalty 4813.092913 = -2963378.830672 nChanged 1090 SP:Iteration 4F (39180.170000 sec): 3 clusters Score: Raw -2969019.141216 + Penalty 4813.092913 = -2964206.048303 nChanged 1106 SP:Iteration 5F (39180.420000 sec): 3 clusters Score: Raw -2969873.992146 + Penalty 4813.092913 = -2965060.899232 nChanged 1001 SP:Iteration 6F (39180.650000 sec): 3 clusters Score: Raw -2970646.229804 + Penalty 4813.092913 = -2965833.136891 nChanged 850 SP:Iteration 7F (39180.930000 sec): 3 clusters Score: Raw -2971207.378580 + Penalty 4813.092913 = -2966394.285667 nChanged 636 SP:Iteration 8Q (39181.160000 sec): 3 clusters Score: Raw -2971543.772445 + Penalty 4813.092913 = -2966730.679531 nChanged 413 SP:Iteration 9Q (39181.460000 sec): 3 clusters Score: Raw -2971705.512166 + Penalty 4813.092913 = -2966892.419253 nChanged 298 SP:Iteration 10Q (39181.790000 sec): 3 clusters Score: Raw -2971800.206761 + Penalty 4813.092913 = -2966987.113848 nChanged 201 SP:Iteration 11Q (39182.070000 sec): 3 clusters Score: Raw -2971852.000691 + Penalty 4813.092913 = -2967038.907778 nChanged 133 SP:Iteration 12Q (39182.290000 sec): 3 clusters Score: Raw -2971884.875131 + Penalty 4813.092913 = -2967071.782218 nChanged 139 SP:Iteration 13Q (39182.560000 sec): 3 clusters Score: Raw -2971926.399585 + Penalty 4813.092913 = -2967113.306672 nChanged 126 SP:Iteration 14Q (39182.870000 sec): 3 clusters Score: Raw -2971963.571578 + Penalty 4813.092913 = -2967150.478665 nChanged 135 SP:Iteration 15Q (39183.120000 sec): 3 clusters Score: Raw -2972000.565317 + Penalty 4813.092913 = -2967187.472403 nChanged 100 SP:Iteration 16Q (39183.370000 sec): 3 clusters Score: Raw -2972026.575795 + Penalty 4813.092913 = -2967213.482881 nChanged 95 SP:Iteration 17Q (39183.680000 sec): 3 clusters Score: Raw -2972052.366914 + Penalty 4813.092913 = -2967239.274001 nChanged 85 SP:Iteration 18Q (39183.910000 sec): 3 clusters Score: Raw -2972073.505309 + Penalty 4813.092913 = -2967260.412395 nChanged 81 SP:Iteration 19Q (39184.170000 sec): 3 clusters Score: Raw -2972093.379615 + Penalty 4813.092913 = -2967280.286702 nChanged 94 SP:Iteration 20F (39184.390000 sec): 3 clusters Score: Raw -2972117.081199 + Penalty 4813.092913 = -2967303.988286 nChanged 100 SP:Iteration 21Q (39184.640000 sec): 3 clusters Score: Raw -2972144.911196 + Penalty 4813.092913 = -2967331.818283 nChanged 109 SP:Iteration 22Q (39184.920000 sec): 3 clusters Score: Raw -2972172.119626 + Penalty 4813.092913 = -2967359.026713 nChanged 86 SP:Iteration 23Q (39185.140000 sec): 3 clusters Score: Raw -2972197.164680 + Penalty 4813.092913 = -2967384.071767 nChanged 99 SP:Iteration 24Q (39185.380000 sec): 3 clusters Score: Raw -2972230.051789 + Penalty 4813.092913 = -2967416.958876 nChanged 101 SP:Iteration 25Q (39185.650000 sec): 3 clusters Score: Raw -2972265.765227 + Penalty 4813.092913 = -2967452.672314 nChanged 102 SP:Iteration 26Q (39185.930000 sec): 3 clusters Score: Raw -2972304.717672 + Penalty 4813.092913 = -2967491.624759 nChanged 114 SP:Iteration 27Q (39186.150000 sec): 3 clusters Score: Raw -2972354.611670 + Penalty 4813.092913 = -2967541.518756 nChanged 110 SP:Iteration 28Q (39186.370000 sec): 3 clusters Score: Raw -2972401.643467 + Penalty 4813.092913 = -2967588.550554 nChanged 104 SP:Iteration 29Q (39186.600000 sec): 3 clusters Score: Raw -2972445.557570 + Penalty 4813.092913 = -2967632.464657 nChanged 90 SP:Iteration 30Q (39186.800000 sec): 3 clusters Score: Raw -2972473.430569 + Penalty 4813.092913 = -2967660.337656 nChanged 78 SP:Iteration 31Q (39187.050000 sec): 3 clusters Score: Raw -2972494.530547 + Penalty 4813.092913 = -2967681.437634 nChanged 77 SP:Iteration 32Q (39187.290000 sec): 3 clusters Score: Raw -2972514.909401 + Penalty 4813.092913 = -2967701.816488 nChanged 68 SP:Iteration 33Q (39187.530000 sec): 3 clusters Score: Raw -2972532.223694 + Penalty 4813.092913 = -2967719.130781 nChanged 54 SP:Iteration 34Q (39187.810000 sec): 3 clusters Score: Raw -2972543.469743 + Penalty 4813.092913 = -2967730.376830 nChanged 48 SP:Iteration 35Q (39188.060000 sec): 3 clusters Score: Raw -2972551.155521 + Penalty 4813.092913 = -2967738.062608 nChanged 35 SP:Iteration 36Q (39188.270000 sec): 3 clusters Score: Raw -2972556.058292 + Penalty 4813.092913 = -2967742.965379 nChanged 36 SP:Iteration 37Q (39188.460000 sec): 3 clusters Score: Raw -2972562.101826 + Penalty 4813.092913 = -2967749.008913 nChanged 30 SP:Iteration 38Q (39188.650000 sec): 3 clusters Score: Raw -2972567.479795 + Penalty 4813.092913 = -2967754.386882 nChanged 34 SP:Iteration 39Q (39188.840000 sec): 3 clusters Score: Raw -2972573.122932 + Penalty 4813.092913 = -2967760.030018 nChanged 29 SP:Iteration 40F (39189.030000 sec): 3 clusters Score: Raw -2972578.198032 + Penalty 4813.092913 = -2967765.105119 nChanged 35 SP:Iteration 41Q (39189.230000 sec): 3 clusters Score: Raw -2972583.407747 + Penalty 4813.092913 = -2967770.314834 nChanged 35 SP:Iteration 42Q (39189.420000 sec): 3 clusters Score: Raw -2972590.054304 + Penalty 4813.092913 = -2967776.961391 nChanged 33 SP:Iteration 43Q (39189.610000 sec): 3 clusters Score: Raw -2972596.312280 + Penalty 4813.092913 = -2967783.219367 nChanged 27 SP:Iteration 44Q (39189.860000 sec): 3 clusters Score: Raw -2972601.049069 + Penalty 4813.092913 = -2967787.956156 nChanged 26 SP:Iteration 45Q (39190.130000 sec): 3 clusters Score: Raw -2972604.903334 + Penalty 4813.092913 = -2967791.810421 nChanged 25 SP:Iteration 46Q (39190.390000 sec): 3 clusters Score: Raw -2972609.139297 + Penalty 4813.092913 = -2967796.046383 nChanged 21 SP:Iteration 47Q (39190.590000 sec): 3 clusters Score: Raw -2972611.924382 + Penalty 4813.092913 = -2967798.831469 nChanged 19 SP:Iteration 48Q (39190.850000 sec): 3 clusters Score: Raw -2972614.434974 + Penalty 4813.092913 = -2967801.342061 nChanged 13 SP:Iteration 49Q (39191.090000 sec): 3 clusters Score: Raw -2972616.275849 + Penalty 4813.092913 = -2967803.182936 nChanged 11 SP:Iteration 50Q (39191.360000 sec): 3 clusters Score: Raw -2972617.469070 + Penalty 4813.092913 = -2967804.376157 nChanged 9 SP:Iteration 51Q (39191.670000 sec): 3 clusters Score: Raw -2972618.878260 + Penalty 4813.092913 = -2967805.785347 nChanged 7 SP:Iteration 52Q (39191.900000 sec): 3 clusters Score: Raw -2972619.680288 + Penalty 4813.092913 = -2967806.587374 nChanged 9 SP:Iteration 53Q (39192.190000 sec): 3 clusters Score: Raw -2972621.028015 + Penalty 4813.092913 = -2967807.935102 nChanged 6 SP:Iteration 54Q (39192.430000 sec): 3 clusters Score: Raw -2972621.681624 + Penalty 4813.092913 = -2967808.588710 nChanged 8 SP:Iteration 55Q (39192.700000 sec): 3 clusters Score: Raw -2972622.350760 + Penalty 4813.092913 = -2967809.257847 nChanged 4 SP:Iteration 56Q (39192.970000 sec): 3 clusters Score: Raw -2972622.635623 + Penalty 4813.092913 = -2967809.542709 nChanged 4 SP:Iteration 57Q (39193.280000 sec): 3 clusters Score: Raw -2972623.152488 + Penalty 4813.092913 = -2967810.059575 nChanged 2 SP:Iteration 58Q (39193.620000 sec): 3 clusters Score: Raw -2972623.306047 + Penalty 4813.092913 = -2967810.213134 nChanged 2 SP:Iteration 59Q (39193.870000 sec): 3 clusters Score: Raw -2972623.471554 + Penalty 4813.092913 = -2967810.378641 nChanged 1 SP:Iteration 60F (39194.130000 sec): 3 clusters Score: Raw -2972623.535035 + Penalty 4813.092913 = -2967810.442122 nChanged 3 SP:Iteration 61Q (39194.400000 sec): 3 clusters Score: Raw -2972623.770154 + Penalty 4813.092913 = -2967810.677241 nChanged 3 SP:Iteration 62Q (39194.620000 sec): 3 clusters Score: Raw -2972624.032012 + Penalty 4813.092913 = -2967810.939098 nChanged 6 SP:Iteration 63Q (39194.900000 sec): 3 clusters Score: Raw -2972624.947220 + Penalty 4813.092913 = -2967811.854307 nChanged 5 SP:Iteration 64Q (39195.200000 sec): 3 clusters Score: Raw -2972625.490448 + Penalty 4813.092913 = -2967812.397535 nChanged 3 SP:Iteration 65Q (39195.430000 sec): 3 clusters Score: Raw -2972625.720961 + Penalty 4813.092913 = -2967812.628048 nChanged 2 SP:Iteration 66Q (39195.700000 sec): 3 clusters Score: Raw -2972625.917818 + Penalty 4813.092913 = -2967812.824904 nChanged 4 SP:Iteration 67Q (39195.950000 sec): 3 clusters Score: Raw -2972626.257115 + Penalty 4813.092913 = -2967813.164202 nChanged 3 SP:Iteration 68Q (39196.210000 sec): 3 clusters Score: Raw -2972626.499961 + Penalty 4813.092913 = -2967813.407048 nChanged 2 SP:Iteration 69Q (39196.400000 sec): 3 clusters Score: Raw -2972626.569790 + Penalty 4813.092913 = -2967813.476877 nChanged 1 SP:Iteration 70Q (39196.660000 sec): 3 clusters Score: Raw -2972626.760194 + Penalty 4813.092913 = -2967813.667281 nChanged 0 SP:Iteration 71F (39196.940000 sec): 3 clusters Score: Raw -2972626.760194 + Penalty 4813.092913 = -2967813.667281 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39197.040000 sec): 2 clusters Score: Raw -25631.326804 + Penalty 1362.279238 = -24269.047566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39197.220000 sec): 3 clusters Score: Raw -25964.703867 + Penalty 2724.558476 = -23240.145391 nChanged 43 SP:Iteration 1F (39197.390000 sec): 3 clusters Score: Raw -26182.913956 + Penalty 2724.558476 = -23458.355480 nChanged 14 SP:Iteration 2F (39197.570000 sec): 3 clusters Score: Raw -26273.595063 + Penalty 2724.558476 = -23549.036588 nChanged 10 SP:Iteration 3Q (39197.740000 sec): 3 clusters Score: Raw -26357.406480 + Penalty 2724.558476 = -23632.848004 nChanged 5 SP:Iteration 4Q (39197.900000 sec): 3 clusters Score: Raw -26397.442910 + Penalty 2724.558476 = -23672.884434 nChanged 2 SP:Iteration 5Q (39198.020000 sec): 3 clusters Score: Raw -26405.362850 + Penalty 2724.558476 = -23680.804374 nChanged 2 SP:Iteration 6Q (39198.160000 sec): 3 clusters Score: Raw -26412.738284 + Penalty 2724.558476 = -23688.179808 nChanged 1 SP:Iteration 7Q (39198.300000 sec): 3 clusters Score: Raw -26418.481689 + Penalty 2724.558476 = -23693.923213 nChanged 2 SP:Iteration 8Q (39198.490000 sec): 3 clusters Score: Raw -26429.870300 + Penalty 2724.558476 = -23705.311824 nChanged 1 SP:Iteration 9Q (39198.640000 sec): 3 clusters Score: Raw -26433.255738 + Penalty 2724.558476 = -23708.697263 nChanged 0 SP:Iteration 10F (39198.820000 sec): 3 clusters Score: Raw -26433.255738 + Penalty 2724.558476 = -23708.697263 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39198.930000 sec): 2 clusters Score: Raw -336770.503835 + Penalty 1884.154287 = -334886.349548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39199.080000 sec): 3 clusters Score: Raw -336030.887088 + Penalty 3768.308575 = -332262.578513 nChanged 634 SP:Iteration 1F (39199.240000 sec): 3 clusters Score: Raw -336558.688704 + Penalty 3768.308575 = -332790.380129 nChanged 194 SP:Iteration 2F (39199.390000 sec): 3 clusters Score: Raw -336843.174520 + Penalty 3768.308575 = -333074.865946 nChanged 129 SP:Iteration 3F (39199.500000 sec): 3 clusters Score: Raw -337045.244573 + Penalty 3768.308575 = -333276.935998 nChanged 120 SP:Iteration 4F (39199.630000 sec): 3 clusters Score: Raw -337240.305436 + Penalty 3768.308575 = -333471.996861 nChanged 95 SP:Iteration 5Q (39199.760000 sec): 3 clusters Score: Raw -337387.160033 + Penalty 3768.308575 = -333618.851459 nChanged 78 SP:Iteration 6Q (39199.880000 sec): 3 clusters Score: Raw -337487.150069 + Penalty 3768.308575 = -333718.841494 nChanged 54 SP:Iteration 7Q (39200.010000 sec): 3 clusters Score: Raw -337541.708425 + Penalty 3768.308575 = -333773.399850 nChanged 45 SP:Iteration 8Q (39200.180000 sec): 3 clusters Score: Raw -337582.385650 + Penalty 3768.308575 = -333814.077075 nChanged 32 SP:Iteration 9Q (39200.360000 sec): 3 clusters Score: Raw -337610.412186 + Penalty 3768.308575 = -333842.103611 nChanged 33 SP:Iteration 10Q (39200.540000 sec): 3 clusters Score: Raw -337636.896894 + Penalty 3768.308575 = -333868.588319 nChanged 36 SP:Iteration 11Q (39200.730000 sec): 3 clusters Score: Raw -337672.042534 + Penalty 3768.308575 = -333903.733960 nChanged 26 SP:Iteration 12Q (39200.940000 sec): 3 clusters Score: Raw -337707.435704 + Penalty 3768.308575 = -333939.127129 nChanged 33 SP:Iteration 13Q (39201.100000 sec): 3 clusters Score: Raw -337745.568550 + Penalty 3768.308575 = -333977.259976 nChanged 45 SP:Iteration 14Q (39201.260000 sec): 3 clusters Score: Raw -337794.360652 + Penalty 3768.308575 = -334026.052077 nChanged 41 SP:Iteration 15Q (39201.430000 sec): 3 clusters Score: Raw -337838.062149 + Penalty 3768.308575 = -334069.753574 nChanged 21 SP:Iteration 16Q (39201.570000 sec): 3 clusters Score: Raw -337858.555313 + Penalty 3768.308575 = -334090.246738 nChanged 20 SP:Iteration 17Q (39201.680000 sec): 3 clusters Score: Raw -337887.260798 + Penalty 3768.308575 = -334118.952223 nChanged 19 SP:Iteration 18Q (39201.800000 sec): 3 clusters Score: Raw -337913.051365 + Penalty 3768.308575 = -334144.742790 nChanged 18 SP:Iteration 19Q (39201.910000 sec): 3 clusters Score: Raw -337937.911243 + Penalty 3768.308575 = -334169.602669 nChanged 23 SP:Iteration 20F (39202.020000 sec): 3 clusters Score: Raw -337965.603497 + Penalty 3768.308575 = -334197.294922 nChanged 27 SP:Iteration 21Q (39202.130000 sec): 3 clusters Score: Raw -337998.604223 + Penalty 3768.308575 = -334230.295648 nChanged 17 SP:Iteration 22Q (39202.260000 sec): 3 clusters Score: Raw -338020.857876 + Penalty 3768.308575 = -334252.549301 nChanged 16 SP:Iteration 23Q (39202.470000 sec): 3 clusters Score: Raw -338036.283404 + Penalty 3768.308575 = -334267.974829 nChanged 15 SP:Iteration 24Q (39202.660000 sec): 3 clusters Score: Raw -338058.310665 + Penalty 3768.308575 = -334290.002090 nChanged 17 SP:Iteration 25Q (39202.860000 sec): 3 clusters Score: Raw -338085.789725 + Penalty 3768.308575 = -334317.481150 nChanged 13 SP:Iteration 26Q (39203.000000 sec): 3 clusters Score: Raw -338099.553210 + Penalty 3768.308575 = -334331.244636 nChanged 13 SP:Iteration 27Q (39203.140000 sec): 3 clusters Score: Raw -338113.464689 + Penalty 3768.308575 = -334345.156115 nChanged 8 SP:Iteration 28Q (39203.300000 sec): 3 clusters Score: Raw -338121.981814 + Penalty 3768.308575 = -334353.673239 nChanged 7 SP:Iteration 29Q (39203.420000 sec): 3 clusters Score: Raw -338128.319476 + Penalty 3768.308575 = -334360.010901 nChanged 8 SP:Iteration 30Q (39203.550000 sec): 3 clusters Score: Raw -338134.271923 + Penalty 3768.308575 = -334365.963348 nChanged 7 SP:Iteration 31Q (39203.720000 sec): 3 clusters Score: Raw -338138.938229 + Penalty 3768.308575 = -334370.629655 nChanged 5 SP:Iteration 32Q (39203.860000 sec): 3 clusters Score: Raw -338142.805813 + Penalty 3768.308575 = -334374.497238 nChanged 4 SP:Iteration 33Q (39204.020000 sec): 3 clusters Score: Raw -338144.635448 + Penalty 3768.308575 = -334376.326873 nChanged 4 SP:Iteration 34Q (39204.220000 sec): 3 clusters Score: Raw -338146.991193 + Penalty 3768.308575 = -334378.682618 nChanged 4 SP:Iteration 35Q (39204.400000 sec): 3 clusters Score: Raw -338149.679494 + Penalty 3768.308575 = -334381.370919 nChanged 6 SP:Iteration 36Q (39204.570000 sec): 3 clusters Score: Raw -338155.827112 + Penalty 3768.308575 = -334387.518537 nChanged 10 SP:Iteration 37Q (39204.750000 sec): 3 clusters Score: Raw -338163.766221 + Penalty 3768.308575 = -334395.457646 nChanged 10 SP:Iteration 38Q (39204.950000 sec): 3 clusters Score: Raw -338176.843368 + Penalty 3768.308575 = -334408.534794 nChanged 9 SP:Iteration 39Q (39205.140000 sec): 3 clusters Score: Raw -338185.454344 + Penalty 3768.308575 = -334417.145769 nChanged 6 SP:Iteration 40F (39205.320000 sec): 3 clusters Score: Raw -338190.249343 + Penalty 3768.308575 = -334421.940769 nChanged 6 SP:Iteration 41Q (39205.520000 sec): 3 clusters Score: Raw -338197.637083 + Penalty 3768.308575 = -334429.328508 nChanged 11 SP:Iteration 42Q (39205.680000 sec): 3 clusters Score: Raw -338211.082589 + Penalty 3768.308575 = -334442.774014 nChanged 14 SP:Iteration 43Q (39205.870000 sec): 3 clusters Score: Raw -338228.850278 + Penalty 3768.308575 = -334460.541704 nChanged 17 SP:Iteration 44Q (39206.090000 sec): 3 clusters Score: Raw -338247.356781 + Penalty 3768.308575 = -334479.048206 nChanged 7 SP:Iteration 45Q (39206.240000 sec): 3 clusters Score: Raw -338252.067013 + Penalty 3768.308575 = -334483.758438 nChanged 4 SP:Iteration 46Q (39206.410000 sec): 3 clusters Score: Raw -338255.300985 + Penalty 3768.308575 = -334486.992410 nChanged 2 SP:Iteration 47Q (39206.580000 sec): 3 clusters Score: Raw -338256.593245 + Penalty 3768.308575 = -334488.284670 nChanged 1 SP:Iteration 48Q (39206.760000 sec): 3 clusters Score: Raw -338257.823731 + Penalty 3768.308575 = -334489.515156 nChanged 1 SP:Iteration 49Q (39206.950000 sec): 3 clusters Score: Raw -338259.333553 + Penalty 3768.308575 = -334491.024979 nChanged 3 SP:Iteration 50Q (39207.080000 sec): 3 clusters Score: Raw -338261.050349 + Penalty 3768.308575 = -334492.741774 nChanged 0 SP:Iteration 51F (39207.280000 sec): 3 clusters Score: Raw -338261.050349 + Penalty 3768.308575 = -334492.741774 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39207.810000 sec): 2 clusters Score: Raw -17304108.524861 + Penalty 2840.669053 = -17301267.855808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39208.510000 sec): 3 clusters Score: Raw -17244007.928691 + Penalty 5681.338106 = -17238326.590585 nChanged 44492 SP:Iteration 1F (39209.190000 sec): 3 clusters Score: Raw -17269362.714494 + Penalty 5681.338106 = -17263681.376388 nChanged 3191 SP:Iteration 2Q (39209.880000 sec): 3 clusters Score: Raw -17270138.366548 + Penalty 5681.338106 = -17264457.028442 nChanged 3131 SP:Iteration 3Q (39210.600000 sec): 3 clusters Score: Raw -17271013.380538 + Penalty 5681.338106 = -17265332.042432 nChanged 3376 SP:Iteration 4Q (39211.330000 sec): 3 clusters Score: Raw -17272127.939550 + Penalty 5681.338106 = -17266446.601444 nChanged 3742 SP:Iteration 5Q (39212.020000 sec): 3 clusters Score: Raw -17273679.354200 + Penalty 5681.338106 = -17267998.016094 nChanged 4343 SP:Iteration 6Q (39212.680000 sec): 3 clusters Score: Raw -17275910.666178 + Penalty 5681.338106 = -17270229.328073 nChanged 5065 SP:Iteration 7F (39213.300000 sec): 3 clusters Score: Raw -17279161.051459 + Penalty 5681.338106 = -17273479.713354 nChanged 5741 SP:Iteration 8F (39213.950000 sec): 3 clusters Score: Raw -17283361.057576 + Penalty 5681.338106 = -17277679.719470 nChanged 5833 SP:Iteration 9F (39214.620000 sec): 3 clusters Score: Raw -17287914.988014 + Penalty 5681.338106 = -17282233.649908 nChanged 5386 SP:Iteration 10F (39215.370000 sec): 3 clusters Score: Raw -17292160.902819 + Penalty 5681.338106 = -17286479.564713 nChanged 4446 SP:Iteration 11Q (39216.110000 sec): 3 clusters Score: Raw -17295513.915217 + Penalty 5681.338106 = -17289832.577112 nChanged 3552 SP:Iteration 12Q (39216.880000 sec): 3 clusters Score: Raw -17298018.126302 + Penalty 5681.338106 = -17292336.788196 nChanged 2715 SP:Iteration 13Q (39217.540000 sec): 3 clusters Score: Raw -17299849.363325 + Penalty 5681.338106 = -17294168.025219 nChanged 2203 SP:Iteration 14Q (39218.150000 sec): 3 clusters Score: Raw -17301284.454105 + Penalty 5681.338106 = -17295603.116000 nChanged 1691 SP:Iteration 15Q (39218.730000 sec): 3 clusters Score: Raw -17302327.959686 + Penalty 5681.338106 = -17296646.621580 nChanged 1285 SP:Iteration 16Q (39219.330000 sec): 3 clusters Score: Raw -17303097.336622 + Penalty 5681.338106 = -17297415.998516 nChanged 967 SP:Iteration 17Q (39219.950000 sec): 3 clusters Score: Raw -17303638.469387 + Penalty 5681.338106 = -17297957.131281 nChanged 735 SP:Iteration 18Q (39220.600000 sec): 3 clusters Score: Raw -17304012.027237 + Penalty 5681.338106 = -17298330.689131 nChanged 525 SP:Iteration 19Q (39221.200000 sec): 3 clusters Score: Raw -17304242.777474 + Penalty 5681.338106 = -17298561.439368 nChanged 385 SP:Iteration 20F (39221.860000 sec): 3 clusters Score: Raw -17304391.923824 + Penalty 5681.338106 = -17298710.585718 nChanged 304 SP:Iteration 21Q (39222.460000 sec): 3 clusters Score: Raw -17304498.823393 + Penalty 5681.338106 = -17298817.485287 nChanged 245 SP:Iteration 22Q (39223.050000 sec): 3 clusters Score: Raw -17304584.750866 + Penalty 5681.338106 = -17298903.412760 nChanged 198 SP:Iteration 23Q (39223.630000 sec): 3 clusters Score: Raw -17304656.456742 + Penalty 5681.338106 = -17298975.118636 nChanged 170 SP:Iteration 24Q (39224.240000 sec): 3 clusters Score: Raw -17304705.899934 + Penalty 5681.338106 = -17299024.561828 nChanged 120 SP:Iteration 25Q (39224.810000 sec): 3 clusters Score: Raw -17304736.129393 + Penalty 5681.338106 = -17299054.791287 nChanged 96 SP:Iteration 26Q (39225.410000 sec): 3 clusters Score: Raw -17304759.345676 + Penalty 5681.338106 = -17299078.007570 nChanged 80 SP:Iteration 27Q (39226.060000 sec): 3 clusters Score: Raw -17304777.141059 + Penalty 5681.338106 = -17299095.802954 nChanged 60 SP:Iteration 28Q (39226.660000 sec): 3 clusters Score: Raw -17304790.184477 + Penalty 5681.338106 = -17299108.846372 nChanged 58 SP:Iteration 29Q (39227.290000 sec): 3 clusters Score: Raw -17304802.149685 + Penalty 5681.338106 = -17299120.811579 nChanged 43 SP:Iteration 30Q (39227.920000 sec): 3 clusters Score: Raw -17304811.768669 + Penalty 5681.338106 = -17299130.430563 nChanged 42 SP:Iteration 31Q (39228.570000 sec): 3 clusters Score: Raw -17304821.459379 + Penalty 5681.338106 = -17299140.121274 nChanged 45 SP:Iteration 32Q (39229.180000 sec): 3 clusters Score: Raw -17304830.504156 + Penalty 5681.338106 = -17299149.166050 nChanged 31 SP:Iteration 33Q (39229.850000 sec): 3 clusters Score: Raw -17304836.260662 + Penalty 5681.338106 = -17299154.922556 nChanged 26 SP:Iteration 34Q (39230.450000 sec): 3 clusters Score: Raw -17304841.173513 + Penalty 5681.338106 = -17299159.835407 nChanged 24 SP:Iteration 35Q (39231.060000 sec): 3 clusters Score: Raw -17304845.824835 + Penalty 5681.338106 = -17299164.486729 nChanged 22 SP:Iteration 36Q (39231.660000 sec): 3 clusters Score: Raw -17304850.028500 + Penalty 5681.338106 = -17299168.690395 nChanged 16 SP:Iteration 37Q (39232.260000 sec): 3 clusters Score: Raw -17304853.316526 + Penalty 5681.338106 = -17299171.978420 nChanged 17 SP:Iteration 38Q (39232.930000 sec): 3 clusters Score: Raw -17304856.275779 + Penalty 5681.338106 = -17299174.937673 nChanged 15 SP:Iteration 39Q (39233.600000 sec): 3 clusters Score: Raw -17304858.424623 + Penalty 5681.338106 = -17299177.086517 nChanged 6 SP:Iteration 40F (39234.330000 sec): 3 clusters Score: Raw -17304859.411620 + Penalty 5681.338106 = -17299178.073514 nChanged 6 SP:Iteration 41Q (39234.900000 sec): 3 clusters Score: Raw -17304860.410687 + Penalty 5681.338106 = -17299179.072582 nChanged 4 SP:Iteration 42Q (39235.450000 sec): 3 clusters Score: Raw -17304861.154669 + Penalty 5681.338106 = -17299179.816563 nChanged 4 SP:Iteration 43Q (39236.040000 sec): 3 clusters Score: Raw -17304861.535277 + Penalty 5681.338106 = -17299180.197171 nChanged 4 SP:Iteration 44Q (39236.690000 sec): 3 clusters Score: Raw -17304862.212754 + Penalty 5681.338106 = -17299180.874648 nChanged 5 SP:Iteration 45Q (39237.320000 sec): 3 clusters Score: Raw -17304863.076672 + Penalty 5681.338106 = -17299181.738566 nChanged 3 SP:Iteration 46Q (39237.910000 sec): 3 clusters Score: Raw -17304863.578164 + Penalty 5681.338106 = -17299182.240058 nChanged 3 SP:Iteration 47Q (39238.510000 sec): 3 clusters Score: Raw -17304863.881367 + Penalty 5681.338106 = -17299182.543261 nChanged 0 SP:Iteration 48F (39239.150000 sec): 3 clusters Score: Raw -17304863.881367 + Penalty 5681.338106 = -17299182.543261 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39239.300000 sec): 2 clusters Score: Raw -64337.069337 + Penalty 1516.193181 = -62820.876156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39239.450000 sec): 3 clusters Score: Raw -64424.625633 + Penalty 3032.386361 = -61392.239272 nChanged 99 SP:Iteration 1F (39239.640000 sec): 3 clusters Score: Raw -64726.397209 + Penalty 3032.386361 = -61694.010848 nChanged 51 SP:Iteration 2F (39239.810000 sec): 3 clusters Score: Raw -65066.315680 + Penalty 3032.386361 = -62033.929318 nChanged 32 SP:Iteration 3F (39239.970000 sec): 3 clusters Score: Raw -65225.572664 + Penalty 3032.386361 = -62193.186303 nChanged 19 SP:Iteration 4Q (39240.140000 sec): 3 clusters Score: Raw -65350.894365 + Penalty 3032.386361 = -62318.508004 nChanged 13 SP:Iteration 5Q (39240.360000 sec): 3 clusters Score: Raw -65422.067508 + Penalty 3032.386361 = -62389.681147 nChanged 7 SP:Iteration 6Q (39240.500000 sec): 3 clusters Score: Raw -65446.144361 + Penalty 3032.386361 = -62413.758000 nChanged 2 SP:Iteration 7Q (39240.710000 sec): 3 clusters Score: Raw -65455.620755 + Penalty 3032.386361 = -62423.234394 nChanged 3 SP:Iteration 8Q (39240.890000 sec): 3 clusters Score: Raw -65473.762502 + Penalty 3032.386361 = -62441.376141 nChanged 2 SP:Iteration 9Q (39241.070000 sec): 3 clusters Score: Raw -65480.718662 + Penalty 3032.386361 = -62448.332301 nChanged 1 SP:Iteration 10Q (39241.210000 sec): 3 clusters Score: Raw -65483.327178 + Penalty 3032.386361 = -62450.940817 nChanged 0 SP:Iteration 11F (39241.400000 sec): 3 clusters Score: Raw -65483.327178 + Penalty 3032.386361 = -62450.940817 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39241.550000 sec): 2 clusters Score: Raw -702577.536402 + Penalty 2049.050634 = -700528.485769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39241.730000 sec): 3 clusters Score: Raw -700820.491729 + Penalty 4098.101267 = -696722.390462 nChanged 1478 SP:Iteration 1F (39241.930000 sec): 3 clusters Score: Raw -701833.587541 + Penalty 4098.101267 = -697735.486274 nChanged 328 SP:Iteration 2F (39242.120000 sec): 3 clusters Score: Raw -702082.408612 + Penalty 4098.101267 = -697984.307344 nChanged 232 SP:Iteration 3F (39242.320000 sec): 3 clusters Score: Raw -702292.886337 + Penalty 4098.101267 = -698194.785070 nChanged 209 SP:Iteration 4F (39242.500000 sec): 3 clusters Score: Raw -702504.770267 + Penalty 4098.101267 = -698406.669000 nChanged 188 SP:Iteration 5Q (39242.700000 sec): 3 clusters Score: Raw -702698.439186 + Penalty 4098.101267 = -698600.337919 nChanged 195 SP:Iteration 6F (39242.870000 sec): 3 clusters Score: Raw -702906.064073 + Penalty 4098.101267 = -698807.962806 nChanged 187 SP:Iteration 7Q (39243.090000 sec): 3 clusters Score: Raw -703085.750921 + Penalty 4098.101267 = -698987.649654 nChanged 141 SP:Iteration 8Q (39243.280000 sec): 3 clusters Score: Raw -703220.767424 + Penalty 4098.101267 = -699122.666156 nChanged 127 SP:Iteration 9Q (39243.430000 sec): 3 clusters Score: Raw -703346.293803 + Penalty 4098.101267 = -699248.192536 nChanged 104 SP:Iteration 10Q (39243.650000 sec): 3 clusters Score: Raw -703433.858409 + Penalty 4098.101267 = -699335.757141 nChanged 70 SP:Iteration 11Q (39243.840000 sec): 3 clusters Score: Raw -703482.155857 + Penalty 4098.101267 = -699384.054590 nChanged 44 SP:Iteration 12Q (39244.030000 sec): 3 clusters Score: Raw -703516.979405 + Penalty 4098.101267 = -699418.878138 nChanged 30 SP:Iteration 13Q (39244.240000 sec): 3 clusters Score: Raw -703537.930695 + Penalty 4098.101267 = -699439.829428 nChanged 21 SP:Iteration 14Q (39244.430000 sec): 3 clusters Score: Raw -703551.163233 + Penalty 4098.101267 = -699453.061966 nChanged 12 SP:Iteration 15Q (39244.610000 sec): 3 clusters Score: Raw -703558.672447 + Penalty 4098.101267 = -699460.571179 nChanged 8 SP:Iteration 16Q (39244.800000 sec): 3 clusters Score: Raw -703563.012710 + Penalty 4098.101267 = -699464.911443 nChanged 8 SP:Iteration 17Q (39244.990000 sec): 3 clusters Score: Raw -703566.280191 + Penalty 4098.101267 = -699468.178924 nChanged 6 SP:Iteration 18Q (39245.190000 sec): 3 clusters Score: Raw -703569.985818 + Penalty 4098.101267 = -699471.884551 nChanged 8 SP:Iteration 19Q (39245.390000 sec): 3 clusters Score: Raw -703574.525078 + Penalty 4098.101267 = -699476.423811 nChanged 6 SP:Iteration 20F (39245.590000 sec): 3 clusters Score: Raw -703578.030185 + Penalty 4098.101267 = -699479.928918 nChanged 3 SP:Iteration 21Q (39245.780000 sec): 3 clusters Score: Raw -703578.866824 + Penalty 4098.101267 = -699480.765557 nChanged 0 SP:Iteration 22F (39245.980000 sec): 3 clusters Score: Raw -703578.866824 + Penalty 4098.101267 = -699480.765557 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39246.030000 sec): 2 clusters Score: Raw -152655.966501 + Penalty 1694.324484 = -150961.642017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39246.240000 sec): 3 clusters Score: Raw -152503.946152 + Penalty 3388.648969 = -149115.297183 nChanged 237 SP:Iteration 1F (39246.430000 sec): 3 clusters Score: Raw -152836.926577 + Penalty 3388.648969 = -149448.277609 nChanged 71 SP:Iteration 2F (39246.580000 sec): 3 clusters Score: Raw -152980.143050 + Penalty 3388.648969 = -149591.494082 nChanged 58 SP:Iteration 3F (39246.760000 sec): 3 clusters Score: Raw -153102.792317 + Penalty 3388.648969 = -149714.143349 nChanged 40 SP:Iteration 4Q (39246.950000 sec): 3 clusters Score: Raw -153167.346959 + Penalty 3388.648969 = -149778.697990 nChanged 31 SP:Iteration 5Q (39247.100000 sec): 3 clusters Score: Raw -153224.406553 + Penalty 3388.648969 = -149835.757585 nChanged 31 SP:Iteration 6Q (39247.290000 sec): 3 clusters Score: Raw -153266.184957 + Penalty 3388.648969 = -149877.535988 nChanged 19 SP:Iteration 7Q (39247.460000 sec): 3 clusters Score: Raw -153308.143490 + Penalty 3388.648969 = -149919.494522 nChanged 23 SP:Iteration 8Q (39247.630000 sec): 3 clusters Score: Raw -153354.017523 + Penalty 3388.648969 = -149965.368554 nChanged 25 SP:Iteration 9Q (39247.830000 sec): 3 clusters Score: Raw -153396.946894 + Penalty 3388.648969 = -150008.297926 nChanged 25 SP:Iteration 10Q (39247.990000 sec): 3 clusters Score: Raw -153449.308268 + Penalty 3388.648969 = -150060.659299 nChanged 22 SP:Iteration 11Q (39248.170000 sec): 3 clusters Score: Raw -153500.812287 + Penalty 3388.648969 = -150112.163318 nChanged 26 SP:Iteration 12Q (39248.340000 sec): 3 clusters Score: Raw -153563.349467 + Penalty 3388.648969 = -150174.700498 nChanged 19 SP:Iteration 13Q (39248.510000 sec): 3 clusters Score: Raw -153603.745952 + Penalty 3388.648969 = -150215.096983 nChanged 14 SP:Iteration 14Q (39248.660000 sec): 3 clusters Score: Raw -153631.165889 + Penalty 3388.648969 = -150242.516921 nChanged 7 SP:Iteration 15Q (39248.810000 sec): 3 clusters Score: Raw -153643.023063 + Penalty 3388.648969 = -150254.374095 nChanged 6 SP:Iteration 16Q (39249.000000 sec): 3 clusters Score: Raw -153651.138181 + Penalty 3388.648969 = -150262.489212 nChanged 3 SP:Iteration 17Q (39249.150000 sec): 3 clusters Score: Raw -153661.024979 + Penalty 3388.648969 = -150272.376010 nChanged 2 SP:Iteration 18Q (39249.330000 sec): 3 clusters Score: Raw -153670.259429 + Penalty 3388.648969 = -150281.610460 nChanged 3 SP:Iteration 19Q (39249.510000 sec): 3 clusters Score: Raw -153676.035854 + Penalty 3388.648969 = -150287.386885 nChanged 2 SP:Iteration 20F (39249.690000 sec): 3 clusters Score: Raw -153697.324181 + Penalty 3388.648969 = -150308.675212 nChanged 2 SP:Iteration 21Q (39249.820000 sec): 3 clusters Score: Raw -153707.941718 + Penalty 3388.648969 = -150319.292750 nChanged 3 SP:Iteration 22Q (39249.990000 sec): 3 clusters Score: Raw -153714.471699 + Penalty 3388.648969 = -150325.822731 nChanged 2 SP:Iteration 23Q (39250.170000 sec): 3 clusters Score: Raw -153717.833215 + Penalty 3388.648969 = -150329.184246 nChanged 0 SP:Iteration 24F (39250.350000 sec): 3 clusters Score: Raw -153717.833215 + Penalty 3388.648969 = -150329.184246 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39250.440000 sec): 2 clusters Score: Raw -23900.224690 + Penalty 1392.959232 = -22507.265458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39250.610000 sec): 3 clusters Score: Raw -24340.006022 + Penalty 2785.918464 = -21554.087558 nChanged 53 SP:Iteration 1F (39250.840000 sec): 3 clusters Score: Raw -24651.888400 + Penalty 2785.918464 = -21865.969935 nChanged 27 SP:Iteration 2F (39251.000000 sec): 3 clusters Score: Raw -24874.588102 + Penalty 2785.918464 = -22088.669637 nChanged 6 SP:Iteration 3Q (39251.170000 sec): 3 clusters Score: Raw -25000.756700 + Penalty 2785.918464 = -22214.838236 nChanged 2 SP:Iteration 4Q (39251.330000 sec): 3 clusters Score: Raw -25047.917390 + Penalty 2785.918464 = -22261.998926 nChanged 0 SP:Iteration 5F (39251.530000 sec): 3 clusters Score: Raw -25047.917390 + Penalty 2785.918464 = -22261.998926 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39251.610000 sec): 2 clusters Score: Raw -46898.110984 + Penalty 1416.185900 = -45481.925084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39251.830000 sec): 3 clusters Score: Raw -47062.580737 + Penalty 2832.371801 = -44230.208937 nChanged 34 SP:Iteration 1F (39251.980000 sec): 3 clusters Score: Raw -47159.130762 + Penalty 2832.371801 = -44326.758962 nChanged 12 SP:Iteration 2Q (39252.150000 sec): 3 clusters Score: Raw -47188.865814 + Penalty 2832.371801 = -44356.494013 nChanged 5 SP:Iteration 3Q (39252.330000 sec): 3 clusters Score: Raw -47215.211157 + Penalty 2832.371801 = -44382.839356 nChanged 2 SP:Iteration 4Q (39252.470000 sec): 3 clusters Score: Raw -47225.968383 + Penalty 2832.371801 = -44393.596582 nChanged 3 SP:Iteration 5Q (39252.650000 sec): 3 clusters Score: Raw -47234.152760 + Penalty 2832.371801 = -44401.780960 nChanged 1 SP:Iteration 6Q (39252.870000 sec): 3 clusters Score: Raw -47235.465799 + Penalty 2832.371801 = -44403.093999 nChanged 0 SP:Iteration 7F (39253.020000 sec): 3 clusters Score: Raw -47235.465799 + Penalty 2832.371801 = -44403.093999 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39253.090000 sec): 2 clusters Score: Raw -37236.288426 + Penalty 1358.162961 = -35878.125466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39253.310000 sec): 3 clusters Score: Raw -37456.423976 + Penalty 2716.325922 = -34740.098055 nChanged 33 SP:Iteration 1F (39253.480000 sec): 3 clusters Score: Raw -37539.086039 + Penalty 2716.325922 = -34822.760118 nChanged 9 SP:Iteration 2Q (39253.620000 sec): 3 clusters Score: Raw -37560.379857 + Penalty 2716.325922 = -34844.053935 nChanged 3 SP:Iteration 3Q (39253.800000 sec): 3 clusters Score: Raw -37567.683010 + Penalty 2716.325922 = -34851.357088 nChanged 0 SP:Iteration 4F (39253.990000 sec): 3 clusters Score: Raw -37567.683010 + Penalty 2716.325922 = -34851.357088 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39254.090000 sec): 2 clusters Score: Raw -1310096.410359 + Penalty 2205.640074 = -1307890.770285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39254.320000 sec): 3 clusters Score: Raw -1306376.614982 + Penalty 4411.280149 = -1301965.334833 nChanged 2911 SP:Iteration 1F (39254.510000 sec): 3 clusters Score: Raw -1307917.458942 + Penalty 4411.280149 = -1303506.178794 nChanged 512 SP:Iteration 2F (39254.760000 sec): 3 clusters Score: Raw -1308216.264786 + Penalty 4411.280149 = -1303804.984637 nChanged 419 SP:Iteration 3F (39254.980000 sec): 3 clusters Score: Raw -1308443.695083 + Penalty 4411.280149 = -1304032.414934 nChanged 331 SP:Iteration 4Q (39255.170000 sec): 3 clusters Score: Raw -1308608.710407 + Penalty 4411.280149 = -1304197.430258 nChanged 288 SP:Iteration 5Q (39255.390000 sec): 3 clusters Score: Raw -1308754.030330 + Penalty 4411.280149 = -1304342.750182 nChanged 245 SP:Iteration 6Q (39255.590000 sec): 3 clusters Score: Raw -1308902.585809 + Penalty 4411.280149 = -1304491.305660 nChanged 245 SP:Iteration 7Q (39255.800000 sec): 3 clusters Score: Raw -1309060.196255 + Penalty 4411.280149 = -1304648.916106 nChanged 260 SP:Iteration 8Q (39256.000000 sec): 3 clusters Score: Raw -1309219.298779 + Penalty 4411.280149 = -1304808.018630 nChanged 231 SP:Iteration 9Q (39256.180000 sec): 3 clusters Score: Raw -1309376.421346 + Penalty 4411.280149 = -1304965.141197 nChanged 217 SP:Iteration 10Q (39256.380000 sec): 3 clusters Score: Raw -1309501.985904 + Penalty 4411.280149 = -1305090.705755 nChanged 198 SP:Iteration 11Q (39256.630000 sec): 3 clusters Score: Raw -1309633.737469 + Penalty 4411.280149 = -1305222.457320 nChanged 197 SP:Iteration 12Q (39256.820000 sec): 3 clusters Score: Raw -1309749.902484 + Penalty 4411.280149 = -1305338.622335 nChanged 180 SP:Iteration 13Q (39257.010000 sec): 3 clusters Score: Raw -1309859.082717 + Penalty 4411.280149 = -1305447.802568 nChanged 154 SP:Iteration 14Q (39257.230000 sec): 3 clusters Score: Raw -1309951.510792 + Penalty 4411.280149 = -1305540.230644 nChanged 139 SP:Iteration 15Q (39257.450000 sec): 3 clusters Score: Raw -1310037.511941 + Penalty 4411.280149 = -1305626.231792 nChanged 128 SP:Iteration 16Q (39257.650000 sec): 3 clusters Score: Raw -1310105.906946 + Penalty 4411.280149 = -1305694.626797 nChanged 108 SP:Iteration 17Q (39257.870000 sec): 3 clusters Score: Raw -1310170.968172 + Penalty 4411.280149 = -1305759.688023 nChanged 101 SP:Iteration 18Q (39258.110000 sec): 3 clusters Score: Raw -1310226.070348 + Penalty 4411.280149 = -1305814.790199 nChanged 85 SP:Iteration 19Q (39258.310000 sec): 3 clusters Score: Raw -1310270.940599 + Penalty 4411.280149 = -1305859.660451 nChanged 75 SP:Iteration 20F (39258.520000 sec): 3 clusters Score: Raw -1310310.293005 + Penalty 4411.280149 = -1305899.012856 nChanged 66 SP:Iteration 21Q (39258.700000 sec): 3 clusters Score: Raw -1310349.995856 + Penalty 4411.280149 = -1305938.715707 nChanged 58 SP:Iteration 22Q (39258.920000 sec): 3 clusters Score: Raw -1310380.492313 + Penalty 4411.280149 = -1305969.212164 nChanged 53 SP:Iteration 23Q (39259.120000 sec): 3 clusters Score: Raw -1310404.868038 + Penalty 4411.280149 = -1305993.587889 nChanged 40 SP:Iteration 24Q (39259.310000 sec): 3 clusters Score: Raw -1310422.946353 + Penalty 4411.280149 = -1306011.666204 nChanged 42 SP:Iteration 25Q (39259.520000 sec): 3 clusters Score: Raw -1310443.027970 + Penalty 4411.280149 = -1306031.747821 nChanged 36 SP:Iteration 26Q (39259.680000 sec): 3 clusters Score: Raw -1310459.149266 + Penalty 4411.280149 = -1306047.869117 nChanged 30 SP:Iteration 27Q (39259.900000 sec): 3 clusters Score: Raw -1310472.625386 + Penalty 4411.280149 = -1306061.345237 nChanged 30 SP:Iteration 28Q (39260.120000 sec): 3 clusters Score: Raw -1310487.587456 + Penalty 4411.280149 = -1306076.307307 nChanged 32 SP:Iteration 29Q (39260.330000 sec): 3 clusters Score: Raw -1310507.258534 + Penalty 4411.280149 = -1306095.978385 nChanged 42 SP:Iteration 30Q (39260.440000 sec): 3 clusters Score: Raw -1310533.176616 + Penalty 4411.280149 = -1306121.896467 nChanged 50 SP:Iteration 31Q (39260.650000 sec): 3 clusters Score: Raw -1310569.613126 + Penalty 4411.280149 = -1306158.332977 nChanged 62 SP:Iteration 32Q (39260.800000 sec): 3 clusters Score: Raw -1310617.037661 + Penalty 4411.280149 = -1306205.757512 nChanged 62 SP:Iteration 33Q (39260.970000 sec): 3 clusters Score: Raw -1310660.206712 + Penalty 4411.280149 = -1306248.926564 nChanged 63 SP:Iteration 34Q (39261.180000 sec): 3 clusters Score: Raw -1310724.909425 + Penalty 4411.280149 = -1306313.629276 nChanged 61 SP:Iteration 35Q (39261.320000 sec): 3 clusters Score: Raw -1310797.081625 + Penalty 4411.280149 = -1306385.801476 nChanged 53 SP:Iteration 36Q (39261.560000 sec): 3 clusters Score: Raw -1310835.382199 + Penalty 4411.280149 = -1306424.102050 nChanged 39 SP:Iteration 37Q (39261.760000 sec): 3 clusters Score: Raw -1310862.988580 + Penalty 4411.280149 = -1306451.708431 nChanged 31 SP:Iteration 38Q (39261.970000 sec): 3 clusters Score: Raw -1310881.673781 + Penalty 4411.280149 = -1306470.393632 nChanged 26 SP:Iteration 39Q (39262.170000 sec): 3 clusters Score: Raw -1310894.066748 + Penalty 4411.280149 = -1306482.786600 nChanged 17 SP:Iteration 40F (39262.310000 sec): 3 clusters Score: Raw -1310902.156121 + Penalty 4411.280149 = -1306490.875972 nChanged 8 SP:Iteration 41Q (39262.490000 sec): 3 clusters Score: Raw -1310907.797923 + Penalty 4411.280149 = -1306496.517775 nChanged 7 SP:Iteration 42Q (39262.660000 sec): 3 clusters Score: Raw -1310911.257195 + Penalty 4411.280149 = -1306499.977046 nChanged 6 SP:Iteration 43Q (39262.830000 sec): 3 clusters Score: Raw -1310913.360541 + Penalty 4411.280149 = -1306502.080392 nChanged 3 SP:Iteration 44Q (39263.030000 sec): 3 clusters Score: Raw -1310914.352836 + Penalty 4411.280149 = -1306503.072688 nChanged 2 SP:Iteration 45Q (39263.200000 sec): 3 clusters Score: Raw -1310916.232437 + Penalty 4411.280149 = -1306504.952288 nChanged 4 SP:Iteration 46Q (39263.370000 sec): 3 clusters Score: Raw -1310918.249235 + Penalty 4411.280149 = -1306506.969086 nChanged 2 SP:Iteration 47Q (39263.540000 sec): 3 clusters Score: Raw -1310919.110889 + Penalty 4411.280149 = -1306507.830740 nChanged 1 SP:Iteration 48Q (39263.750000 sec): 3 clusters Score: Raw -1310919.578207 + Penalty 4411.280149 = -1306508.298058 nChanged 0 SP:Iteration 49F (39263.930000 sec): 3 clusters Score: Raw -1310919.578207 + Penalty 4411.280149 = -1306508.298058 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39264.030000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39264.200000 sec): 3 clusters Score: Raw -197982.102316 + Penalty 3463.959823 = -194518.142493 nChanged 275 SP:Iteration 1F (39264.360000 sec): 3 clusters Score: Raw -198286.531361 + Penalty 3463.959823 = -194822.571538 nChanged 71 SP:Iteration 2F (39264.540000 sec): 3 clusters Score: Raw -198428.369462 + Penalty 3463.959823 = -194964.409639 nChanged 43 SP:Iteration 3Q (39264.670000 sec): 3 clusters Score: Raw -198531.411491 + Penalty 3463.959823 = -195067.451668 nChanged 46 SP:Iteration 4Q (39264.840000 sec): 3 clusters Score: Raw -198651.607361 + Penalty 3463.959823 = -195187.647538 nChanged 45 SP:Iteration 5Q (39265.030000 sec): 3 clusters Score: Raw -198791.378432 + Penalty 3463.959823 = -195327.418609 nChanged 55 SP:Iteration 6F (39265.230000 sec): 3 clusters Score: Raw -198947.713057 + Penalty 3463.959823 = -195483.753235 nChanged 63 SP:Iteration 7F (39265.370000 sec): 3 clusters Score: Raw -199118.617531 + Penalty 3463.959823 = -195654.657708 nChanged 51 SP:Iteration 8Q (39265.560000 sec): 3 clusters Score: Raw -199238.033203 + Penalty 3463.959823 = -195774.073380 nChanged 44 SP:Iteration 9Q (39265.740000 sec): 3 clusters Score: Raw -199346.385435 + Penalty 3463.959823 = -195882.425612 nChanged 30 SP:Iteration 10Q (39265.870000 sec): 3 clusters Score: Raw -199430.126050 + Penalty 3463.959823 = -195966.166228 nChanged 30 SP:Iteration 11Q (39266.030000 sec): 3 clusters Score: Raw -199519.546534 + Penalty 3463.959823 = -196055.586711 nChanged 22 SP:Iteration 12Q (39266.200000 sec): 3 clusters Score: Raw -199576.866496 + Penalty 3463.959823 = -196112.906673 nChanged 11 SP:Iteration 13Q (39266.340000 sec): 3 clusters Score: Raw -199604.363130 + Penalty 3463.959823 = -196140.403307 nChanged 7 SP:Iteration 14Q (39266.460000 sec): 3 clusters Score: Raw -199616.639009 + Penalty 3463.959823 = -196152.679186 nChanged 7 SP:Iteration 15Q (39266.570000 sec): 3 clusters Score: Raw -199628.389097 + Penalty 3463.959823 = -196164.429275 nChanged 4 SP:Iteration 16Q (39266.680000 sec): 3 clusters Score: Raw -199635.534076 + Penalty 3463.959823 = -196171.574253 nChanged 4 SP:Iteration 17Q (39266.790000 sec): 3 clusters Score: Raw -199643.104410 + Penalty 3463.959823 = -196179.144587 nChanged 0 SP:Iteration 18F (39266.900000 sec): 3 clusters Score: Raw -199643.104410 + Penalty 3463.959823 = -196179.144587 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39267.010000 sec): 2 clusters Score: Raw -589363.884338 + Penalty 2016.035399 = -587347.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39267.160000 sec): 3 clusters Score: Raw -587913.834662 + Penalty 4032.070798 = -583881.763863 nChanged 1216 SP:Iteration 1F (39267.270000 sec): 3 clusters Score: Raw -588818.530529 + Penalty 4032.070798 = -584786.459731 nChanged 330 SP:Iteration 2F (39267.380000 sec): 3 clusters Score: Raw -589241.975819 + Penalty 4032.070798 = -585209.905021 nChanged 266 SP:Iteration 3F (39267.490000 sec): 3 clusters Score: Raw -589583.602982 + Penalty 4032.070798 = -585551.532184 nChanged 236 SP:Iteration 4F (39267.660000 sec): 3 clusters Score: Raw -589848.180655 + Penalty 4032.070798 = -585816.109857 nChanged 167 SP:Iteration 5Q (39267.790000 sec): 3 clusters Score: Raw -590018.796782 + Penalty 4032.070798 = -585986.725984 nChanged 123 SP:Iteration 6Q (39267.950000 sec): 3 clusters Score: Raw -590115.203153 + Penalty 4032.070798 = -586083.132355 nChanged 76 SP:Iteration 7Q (39268.080000 sec): 3 clusters Score: Raw -590165.258178 + Penalty 4032.070798 = -586133.187379 nChanged 64 SP:Iteration 8Q (39268.190000 sec): 3 clusters Score: Raw -590204.719171 + Penalty 4032.070798 = -586172.648372 nChanged 52 SP:Iteration 9Q (39268.360000 sec): 3 clusters Score: Raw -590239.441687 + Penalty 4032.070798 = -586207.370889 nChanged 36 SP:Iteration 10Q (39268.530000 sec): 3 clusters Score: Raw -590256.609774 + Penalty 4032.070798 = -586224.538976 nChanged 26 SP:Iteration 11Q (39268.680000 sec): 3 clusters Score: Raw -590267.865779 + Penalty 4032.070798 = -586235.794980 nChanged 17 SP:Iteration 12Q (39268.860000 sec): 3 clusters Score: Raw -590276.967612 + Penalty 4032.070798 = -586244.896813 nChanged 10 SP:Iteration 13Q (39269.030000 sec): 3 clusters Score: Raw -590281.541051 + Penalty 4032.070798 = -586249.470253 nChanged 12 SP:Iteration 14Q (39269.220000 sec): 3 clusters Score: Raw -590287.412115 + Penalty 4032.070798 = -586255.341316 nChanged 10 SP:Iteration 15Q (39269.370000 sec): 3 clusters Score: Raw -590291.679671 + Penalty 4032.070798 = -586259.608872 nChanged 14 SP:Iteration 16Q (39269.570000 sec): 3 clusters Score: Raw -590295.443840 + Penalty 4032.070798 = -586263.373042 nChanged 10 SP:Iteration 17Q (39269.740000 sec): 3 clusters Score: Raw -590299.230832 + Penalty 4032.070798 = -586267.160033 nChanged 8 SP:Iteration 18Q (39269.960000 sec): 3 clusters Score: Raw -590301.898257 + Penalty 4032.070798 = -586269.827458 nChanged 7 SP:Iteration 19Q (39270.120000 sec): 3 clusters Score: Raw -590304.140491 + Penalty 4032.070798 = -586272.069693 nChanged 8 SP:Iteration 20F (39270.360000 sec): 3 clusters Score: Raw -590307.118515 + Penalty 4032.070798 = -586275.047717 nChanged 7 SP:Iteration 21Q (39270.530000 sec): 3 clusters Score: Raw -590309.182565 + Penalty 4032.070798 = -586277.111767 nChanged 6 SP:Iteration 22Q (39270.750000 sec): 3 clusters Score: Raw -590312.245502 + Penalty 4032.070798 = -586280.174704 nChanged 7 SP:Iteration 23Q (39270.930000 sec): 3 clusters Score: Raw -590314.503759 + Penalty 4032.070798 = -586282.432960 nChanged 7 SP:Iteration 24Q (39271.090000 sec): 3 clusters Score: Raw -590317.711592 + Penalty 4032.070798 = -586285.640793 nChanged 11 SP:Iteration 25Q (39271.270000 sec): 3 clusters Score: Raw -590321.897704 + Penalty 4032.070798 = -586289.826905 nChanged 8 SP:Iteration 26Q (39271.490000 sec): 3 clusters Score: Raw -590323.786983 + Penalty 4032.070798 = -586291.716184 nChanged 5 SP:Iteration 27Q (39271.660000 sec): 3 clusters Score: Raw -590325.654603 + Penalty 4032.070798 = -586293.583804 nChanged 6 SP:Iteration 28Q (39271.860000 sec): 3 clusters Score: Raw -590327.777180 + Penalty 4032.070798 = -586295.706382 nChanged 5 SP:Iteration 29Q (39272.030000 sec): 3 clusters Score: Raw -590329.165537 + Penalty 4032.070798 = -586297.094738 nChanged 5 SP:Iteration 30Q (39272.240000 sec): 3 clusters Score: Raw -590331.961161 + Penalty 4032.070798 = -586299.890362 nChanged 6 SP:Iteration 31Q (39272.400000 sec): 3 clusters Score: Raw -590334.764307 + Penalty 4032.070798 = -586302.693509 nChanged 7 SP:Iteration 32Q (39272.590000 sec): 3 clusters Score: Raw -590337.242311 + Penalty 4032.070798 = -586305.171513 nChanged 7 SP:Iteration 33Q (39272.800000 sec): 3 clusters Score: Raw -590339.179573 + Penalty 4032.070798 = -586307.108775 nChanged 3 SP:Iteration 34Q (39272.950000 sec): 3 clusters Score: Raw -590340.375413 + Penalty 4032.070798 = -586308.304614 nChanged 3 SP:Iteration 35Q (39273.160000 sec): 3 clusters Score: Raw -590342.505334 + Penalty 4032.070798 = -586310.434535 nChanged 8 SP:Iteration 36Q (39273.400000 sec): 3 clusters Score: Raw -590345.583233 + Penalty 4032.070798 = -586313.512435 nChanged 7 SP:Iteration 37Q (39273.580000 sec): 3 clusters Score: Raw -590349.371092 + Penalty 4032.070798 = -586317.300294 nChanged 11 SP:Iteration 38Q (39273.790000 sec): 3 clusters Score: Raw -590353.503155 + Penalty 4032.070798 = -586321.432357 nChanged 7 SP:Iteration 39Q (39273.980000 sec): 3 clusters Score: Raw -590357.031642 + Penalty 4032.070798 = -586324.960844 nChanged 9 SP:Iteration 40F (39274.150000 sec): 3 clusters Score: Raw -590361.319496 + Penalty 4032.070798 = -586329.248698 nChanged 6 SP:Iteration 41Q (39274.360000 sec): 3 clusters Score: Raw -590364.962958 + Penalty 4032.070798 = -586332.892160 nChanged 9 SP:Iteration 42Q (39274.540000 sec): 3 clusters Score: Raw -590369.182889 + Penalty 4032.070798 = -586337.112090 nChanged 6 SP:Iteration 43Q (39274.730000 sec): 3 clusters Score: Raw -590370.741766 + Penalty 4032.070798 = -586338.670968 nChanged 1 SP:Iteration 44Q (39274.890000 sec): 3 clusters Score: Raw -590370.885340 + Penalty 4032.070798 = -586338.814541 nChanged 0 SP:Iteration 45F (39275.100000 sec): 3 clusters Score: Raw -590370.885340 + Penalty 4032.070798 = -586338.814541 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39275.210000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39275.390000 sec): 3 clusters Score: Raw -292876.367830 + Penalty 3636.855126 = -289239.512704 nChanged 436 SP:Iteration 1F (39275.560000 sec): 3 clusters Score: Raw -293212.468384 + Penalty 3636.855126 = -289575.613258 nChanged 109 SP:Iteration 2F (39275.690000 sec): 3 clusters Score: Raw -293325.362269 + Penalty 3636.855126 = -289688.507143 nChanged 47 SP:Iteration 3Q (39275.890000 sec): 3 clusters Score: Raw -293383.418982 + Penalty 3636.855126 = -289746.563856 nChanged 41 SP:Iteration 4Q (39276.050000 sec): 3 clusters Score: Raw -293423.396276 + Penalty 3636.855126 = -289786.541150 nChanged 28 SP:Iteration 5Q (39276.220000 sec): 3 clusters Score: Raw -293453.408758 + Penalty 3636.855126 = -289816.553632 nChanged 17 SP:Iteration 6Q (39276.410000 sec): 3 clusters Score: Raw -293471.351106 + Penalty 3636.855126 = -289834.495980 nChanged 12 SP:Iteration 7Q (39276.580000 sec): 3 clusters Score: Raw -293480.803757 + Penalty 3636.855126 = -289843.948631 nChanged 8 SP:Iteration 8Q (39276.760000 sec): 3 clusters Score: Raw -293486.557496 + Penalty 3636.855126 = -289849.702370 nChanged 6 SP:Iteration 9Q (39276.940000 sec): 3 clusters Score: Raw -293490.562000 + Penalty 3636.855126 = -289853.706874 nChanged 4 SP:Iteration 10Q (39277.140000 sec): 3 clusters Score: Raw -293493.720869 + Penalty 3636.855126 = -289856.865743 nChanged 5 SP:Iteration 11Q (39277.330000 sec): 3 clusters Score: Raw -293497.337531 + Penalty 3636.855126 = -289860.482405 nChanged 5 SP:Iteration 12Q (39277.520000 sec): 3 clusters Score: Raw -293501.200196 + Penalty 3636.855126 = -289864.345070 nChanged 7 SP:Iteration 13Q (39277.650000 sec): 3 clusters Score: Raw -293509.728879 + Penalty 3636.855126 = -289872.873753 nChanged 8 SP:Iteration 14Q (39277.800000 sec): 3 clusters Score: Raw -293519.008030 + Penalty 3636.855126 = -289882.152904 nChanged 9 SP:Iteration 15Q (39278.020000 sec): 3 clusters Score: Raw -293526.106306 + Penalty 3636.855126 = -289889.251179 nChanged 10 SP:Iteration 16Q (39278.190000 sec): 3 clusters Score: Raw -293536.769542 + Penalty 3636.855126 = -289899.914415 nChanged 4 SP:Iteration 17Q (39278.370000 sec): 3 clusters Score: Raw -293539.688916 + Penalty 3636.855126 = -289902.833790 nChanged 4 SP:Iteration 18Q (39278.560000 sec): 3 clusters Score: Raw -293543.919185 + Penalty 3636.855126 = -289907.064059 nChanged 6 SP:Iteration 19Q (39278.740000 sec): 3 clusters Score: Raw -293551.511027 + Penalty 3636.855126 = -289914.655901 nChanged 9 SP:Iteration 20F (39278.940000 sec): 3 clusters Score: Raw -293559.501606 + Penalty 3636.855126 = -289922.646480 nChanged 6 SP:Iteration 21Q (39279.100000 sec): 3 clusters Score: Raw -293562.498859 + Penalty 3636.855126 = -289925.643733 nChanged 4 SP:Iteration 22Q (39279.290000 sec): 3 clusters Score: Raw -293565.153042 + Penalty 3636.855126 = -289928.297916 nChanged 4 SP:Iteration 23Q (39279.490000 sec): 3 clusters Score: Raw -293567.447219 + Penalty 3636.855126 = -289930.592093 nChanged 3 SP:Iteration 24Q (39279.660000 sec): 3 clusters Score: Raw -293569.264358 + Penalty 3636.855126 = -289932.409232 nChanged 0 SP:Iteration 25F (39279.830000 sec): 3 clusters Score: Raw -293569.264358 + Penalty 3636.855126 = -289932.409232 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39279.930000 sec): 2 clusters Score: Raw -64064.905629 + Penalty 1478.329324 = -62586.576305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39280.100000 sec): 3 clusters Score: Raw -64267.865969 + Penalty 2956.658648 = -61311.207320 nChanged 88 SP:Iteration 1F (39280.270000 sec): 3 clusters Score: Raw -64856.285711 + Penalty 2956.658648 = -61899.627063 nChanged 49 SP:Iteration 2F (39280.460000 sec): 3 clusters Score: Raw -65044.807277 + Penalty 2956.658648 = -62088.148629 nChanged 25 SP:Iteration 3F (39280.640000 sec): 3 clusters Score: Raw -65246.907396 + Penalty 2956.658648 = -62290.248747 nChanged 14 SP:Iteration 4Q (39280.820000 sec): 3 clusters Score: Raw -65357.472615 + Penalty 2956.658648 = -62400.813967 nChanged 6 SP:Iteration 5Q (39280.980000 sec): 3 clusters Score: Raw -65407.554590 + Penalty 2956.658648 = -62450.895942 nChanged 3 SP:Iteration 6Q (39281.240000 sec): 3 clusters Score: Raw -65422.592189 + Penalty 2956.658648 = -62465.933541 nChanged 0 SP:Iteration 7F (39281.420000 sec): 3 clusters Score: Raw -65422.592189 + Penalty 2956.658648 = -62465.933541 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39281.500000 sec): 2 clusters Score: Raw -111843.609642 + Penalty 1625.021956 = -110218.587687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39281.680000 sec): 3 clusters Score: Raw -111806.848304 + Penalty 3250.043912 = -108556.804392 nChanged 164 SP:Iteration 1F (39281.890000 sec): 3 clusters Score: Raw -112165.910093 + Penalty 3250.043912 = -108915.866181 nChanged 58 SP:Iteration 2F (39282.060000 sec): 3 clusters Score: Raw -112331.338746 + Penalty 3250.043912 = -109081.294834 nChanged 25 SP:Iteration 3Q (39282.260000 sec): 3 clusters Score: Raw -112415.510025 + Penalty 3250.043912 = -109165.466113 nChanged 23 SP:Iteration 4Q (39282.440000 sec): 3 clusters Score: Raw -112462.610979 + Penalty 3250.043912 = -109212.567067 nChanged 8 SP:Iteration 5Q (39282.600000 sec): 3 clusters Score: Raw -112477.120664 + Penalty 3250.043912 = -109227.076752 nChanged 3 SP:Iteration 6Q (39282.820000 sec): 3 clusters Score: Raw -112481.918862 + Penalty 3250.043912 = -109231.874950 nChanged 3 SP:Iteration 7Q (39282.970000 sec): 3 clusters Score: Raw -112488.153356 + Penalty 3250.043912 = -109238.109444 nChanged 2 SP:Iteration 8Q (39283.160000 sec): 3 clusters Score: Raw -112491.369077 + Penalty 3250.043912 = -109241.325165 nChanged 3 SP:Iteration 9Q (39283.300000 sec): 3 clusters Score: Raw -112495.390615 + Penalty 3250.043912 = -109245.346703 nChanged 2 SP:Iteration 10Q (39283.440000 sec): 3 clusters Score: Raw -112499.471643 + Penalty 3250.043912 = -109249.427732 nChanged 1 SP:Iteration 11Q (39283.580000 sec): 3 clusters Score: Raw -112500.312113 + Penalty 3250.043912 = -109250.268201 nChanged 0 SP:Iteration 12F (39283.720000 sec): 3 clusters Score: Raw -112500.312113 + Penalty 3250.043912 = -109250.268201 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39283.790000 sec): 2 clusters Score: Raw -52602.600459 + Penalty 1500.918114 = -51101.682345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39283.920000 sec): 3 clusters Score: Raw -52783.105933 + Penalty 3001.836228 = -49781.269705 nChanged 98 SP:Iteration 1F (39284.070000 sec): 3 clusters Score: Raw -53091.441009 + Penalty 3001.836228 = -50089.604781 nChanged 21 SP:Iteration 2Q (39284.210000 sec): 3 clusters Score: Raw -53154.976037 + Penalty 3001.836228 = -50153.139810 nChanged 19 SP:Iteration 3Q (39284.390000 sec): 3 clusters Score: Raw -53248.017247 + Penalty 3001.836228 = -50246.181019 nChanged 13 SP:Iteration 4Q (39284.550000 sec): 3 clusters Score: Raw -53318.718183 + Penalty 3001.836228 = -50316.881955 nChanged 10 SP:Iteration 5Q (39284.700000 sec): 3 clusters Score: Raw -53379.140113 + Penalty 3001.836228 = -50377.303885 nChanged 8 SP:Iteration 6Q (39284.810000 sec): 3 clusters Score: Raw -53412.426265 + Penalty 3001.836228 = -50410.590038 nChanged 6 SP:Iteration 7Q (39284.920000 sec): 3 clusters Score: Raw -53430.204601 + Penalty 3001.836228 = -50428.368373 nChanged 2 SP:Iteration 8Q (39285.020000 sec): 3 clusters Score: Raw -53433.889838 + Penalty 3001.836228 = -50432.053610 nChanged 1 SP:Iteration 9Q (39285.180000 sec): 3 clusters Score: Raw -53434.835768 + Penalty 3001.836228 = -50432.999540 nChanged 0 SP:Iteration 10F (39285.360000 sec): 3 clusters Score: Raw -53434.835768 + Penalty 3001.836228 = -50432.999540 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39285.450000 sec): 2 clusters Score: Raw -83826.915987 + Penalty 1561.683111 = -82265.232875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39285.630000 sec): 3 clusters Score: Raw -83852.511578 + Penalty 3123.366223 = -80729.145355 nChanged 115 SP:Iteration 1F (39285.850000 sec): 3 clusters Score: Raw -84118.022529 + Penalty 3123.366223 = -80994.656306 nChanged 41 SP:Iteration 2F (39285.990000 sec): 3 clusters Score: Raw -84246.351884 + Penalty 3123.366223 = -81122.985662 nChanged 25 SP:Iteration 3Q (39286.190000 sec): 3 clusters Score: Raw -84360.580969 + Penalty 3123.366223 = -81237.214746 nChanged 18 SP:Iteration 4Q (39286.370000 sec): 3 clusters Score: Raw -84576.045260 + Penalty 3123.366223 = -81452.679038 nChanged 14 SP:Iteration 5Q (39286.500000 sec): 3 clusters Score: Raw -84665.060815 + Penalty 3123.366223 = -81541.694593 nChanged 15 SP:Iteration 6Q (39286.620000 sec): 3 clusters Score: Raw -84729.861408 + Penalty 3123.366223 = -81606.495186 nChanged 10 SP:Iteration 7Q (39286.780000 sec): 3 clusters Score: Raw -84765.296797 + Penalty 3123.366223 = -81641.930574 nChanged 7 SP:Iteration 8Q (39286.950000 sec): 3 clusters Score: Raw -84800.764679 + Penalty 3123.366223 = -81677.398456 nChanged 12 SP:Iteration 9Q (39287.100000 sec): 3 clusters Score: Raw -84835.168712 + Penalty 3123.366223 = -81711.802490 nChanged 6 SP:Iteration 10Q (39287.270000 sec): 3 clusters Score: Raw -84846.657850 + Penalty 3123.366223 = -81723.291627 nChanged 5 SP:Iteration 11Q (39287.430000 sec): 3 clusters Score: Raw -84856.167850 + Penalty 3123.366223 = -81732.801627 nChanged 3 SP:Iteration 12Q (39287.610000 sec): 3 clusters Score: Raw -84861.086277 + Penalty 3123.366223 = -81737.720055 nChanged 2 SP:Iteration 13Q (39287.780000 sec): 3 clusters Score: Raw -84865.113024 + Penalty 3123.366223 = -81741.746802 nChanged 3 SP:Iteration 14Q (39287.960000 sec): 3 clusters Score: Raw -84870.888528 + Penalty 3123.366223 = -81747.522306 nChanged 2 SP:Iteration 15Q (39288.130000 sec): 3 clusters Score: Raw -84876.992711 + Penalty 3123.366223 = -81753.626489 nChanged 5 SP:Iteration 16Q (39288.300000 sec): 3 clusters Score: Raw -84894.157667 + Penalty 3123.366223 = -81770.791445 nChanged 5 SP:Iteration 17Q (39288.480000 sec): 3 clusters Score: Raw -84908.315972 + Penalty 3123.366223 = -81784.949750 nChanged 2 SP:Iteration 18Q (39288.700000 sec): 3 clusters Score: Raw -84916.416000 + Penalty 3123.366223 = -81793.049777 nChanged 3 SP:Iteration 19Q (39288.840000 sec): 3 clusters Score: Raw -84922.965495 + Penalty 3123.366223 = -81799.599272 nChanged 4 SP:Iteration 20F (39289.030000 sec): 3 clusters Score: Raw -84928.868519 + Penalty 3123.366223 = -81805.502296 nChanged 6 SP:Iteration 21Q (39289.210000 sec): 3 clusters Score: Raw -84951.431637 + Penalty 3123.366223 = -81828.065414 nChanged 3 SP:Iteration 22Q (39289.380000 sec): 3 clusters Score: Raw -84963.360326 + Penalty 3123.366223 = -81839.994103 nChanged 3 SP:Iteration 23Q (39289.570000 sec): 3 clusters Score: Raw -84974.637030 + Penalty 3123.366223 = -81851.270807 nChanged 4 SP:Iteration 24Q (39289.750000 sec): 3 clusters Score: Raw -85015.672599 + Penalty 3123.366223 = -81892.306376 nChanged 15 SP:Iteration 25Q (39289.880000 sec): 3 clusters Score: Raw -85106.247110 + Penalty 3123.366223 = -81982.880887 nChanged 15 SP:Iteration 26Q (39290.080000 sec): 3 clusters Score: Raw -85185.453072 + Penalty 3123.366223 = -82062.086849 nChanged 11 SP:Iteration 27Q (39290.250000 sec): 3 clusters Score: Raw -85249.534018 + Penalty 3123.366223 = -82126.167796 nChanged 11 SP:Iteration 28Q (39290.440000 sec): 3 clusters Score: Raw -85321.191621 + Penalty 3123.366223 = -82197.825398 nChanged 6 SP:Iteration 29Q (39290.600000 sec): 3 clusters Score: Raw -85351.676399 + Penalty 3123.366223 = -82228.310176 nChanged 2 SP:Iteration 30Q (39290.780000 sec): 3 clusters Score: Raw -85373.134114 + Penalty 3123.366223 = -82249.767891 nChanged 5 SP:Iteration 31Q (39290.990000 sec): 3 clusters Score: Raw -85398.943618 + Penalty 3123.366223 = -82275.577395 nChanged 5 SP:Iteration 32Q (39291.190000 sec): 3 clusters Score: Raw -85426.817584 + Penalty 3123.366223 = -82303.451362 nChanged 4 SP:Iteration 33Q (39291.350000 sec): 3 clusters Score: Raw -85459.904663 + Penalty 3123.366223 = -82336.538440 nChanged 3 SP:Iteration 34Q (39291.500000 sec): 3 clusters Score: Raw -85476.335524 + Penalty 3123.366223 = -82352.969302 nChanged 2 SP:Iteration 35Q (39291.630000 sec): 3 clusters Score: Raw -85486.035425 + Penalty 3123.366223 = -82362.669202 nChanged 2 SP:Iteration 36Q (39291.770000 sec): 3 clusters Score: Raw -85500.317355 + Penalty 3123.366223 = -82376.951132 nChanged 3 SP:Iteration 37Q (39291.920000 sec): 3 clusters Score: Raw -85516.191640 + Penalty 3123.366223 = -82392.825417 nChanged 2 SP:Iteration 38Q (39292.070000 sec): 3 clusters Score: Raw -85525.386805 + Penalty 3123.366223 = -82402.020582 nChanged 0 SP:Iteration 39F (39292.260000 sec): 3 clusters Score: Raw -85530.185482 + Penalty 3123.366223 = -82406.819260 nChanged 1 SP:Iteration 40F (39292.460000 sec): 3 clusters Score: Raw -85554.487235 + Penalty 3123.366223 = -82431.121012 nChanged 1 SP:Iteration 41Q (39292.600000 sec): 3 clusters Score: Raw -85570.829651 + Penalty 3123.366223 = -82447.463428 nChanged 1 SP:Iteration 42Q (39292.780000 sec): 3 clusters Score: Raw -85573.334749 + Penalty 3123.366223 = -82449.968527 nChanged 0 SP:Iteration 43F (39292.980000 sec): 3 clusters Score: Raw -85573.334749 + Penalty 3123.366223 = -82449.968527 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39293.080000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39293.280000 sec): 3 clusters Score: Raw -101957.542950 + Penalty 3151.767540 = -98805.775410 nChanged 99 SP:Iteration 1F (39293.430000 sec): 3 clusters Score: Raw -102123.487204 + Penalty 3151.767540 = -98971.719664 nChanged 24 SP:Iteration 2Q (39293.630000 sec): 3 clusters Score: Raw -102161.823482 + Penalty 3151.767540 = -99010.055941 nChanged 19 SP:Iteration 3Q (39293.770000 sec): 3 clusters Score: Raw -102196.718294 + Penalty 3151.767540 = -99044.950754 nChanged 10 SP:Iteration 4Q (39293.970000 sec): 3 clusters Score: Raw -102212.697788 + Penalty 3151.767540 = -99060.930248 nChanged 3 SP:Iteration 5Q (39294.130000 sec): 3 clusters Score: Raw -102219.432056 + Penalty 3151.767540 = -99067.664516 nChanged 3 SP:Iteration 6Q (39294.320000 sec): 3 clusters Score: Raw -102224.433671 + Penalty 3151.767540 = -99072.666131 nChanged 2 SP:Iteration 7Q (39294.500000 sec): 3 clusters Score: Raw -102225.690892 + Penalty 3151.767540 = -99073.923351 nChanged 2 SP:Iteration 8Q (39294.680000 sec): 3 clusters Score: Raw -102227.931928 + Penalty 3151.767540 = -99076.164388 nChanged 2 SP:Iteration 9Q (39294.850000 sec): 3 clusters Score: Raw -102229.047843 + Penalty 3151.767540 = -99077.280302 nChanged 0 SP:Iteration 10F (39295.010000 sec): 3 clusters Score: Raw -102229.047843 + Penalty 3151.767540 = -99077.280302 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39295.090000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39295.280000 sec): 3 clusters Score: Raw -99664.912503 + Penalty 3166.219291 = -96498.693212 nChanged 105 SP:Iteration 1F (39295.470000 sec): 3 clusters Score: Raw -99845.546104 + Penalty 3166.219291 = -96679.326813 nChanged 33 SP:Iteration 2F (39295.640000 sec): 3 clusters Score: Raw -99919.753550 + Penalty 3166.219291 = -96753.534259 nChanged 13 SP:Iteration 3Q (39295.830000 sec): 3 clusters Score: Raw -99948.029241 + Penalty 3166.219291 = -96781.809950 nChanged 5 SP:Iteration 4Q (39296.040000 sec): 3 clusters Score: Raw -99955.616844 + Penalty 3166.219291 = -96789.397553 nChanged 4 SP:Iteration 5Q (39296.220000 sec): 3 clusters Score: Raw -99962.253248 + Penalty 3166.219291 = -96796.033957 nChanged 0 SP:Iteration 6F (39296.400000 sec): 3 clusters Score: Raw -99962.253248 + Penalty 3166.219291 = -96796.033957 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39296.500000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39296.670000 sec): 3 clusters Score: Raw -120032.273552 + Penalty 3267.424807 = -116764.848744 nChanged 176 SP:Iteration 1F (39296.850000 sec): 3 clusters Score: Raw -120376.110435 + Penalty 3267.424807 = -117108.685628 nChanged 67 SP:Iteration 2F (39297.010000 sec): 3 clusters Score: Raw -120529.940978 + Penalty 3267.424807 = -117262.516171 nChanged 37 SP:Iteration 3F (39297.160000 sec): 3 clusters Score: Raw -120626.736025 + Penalty 3267.424807 = -117359.311218 nChanged 18 SP:Iteration 4Q (39297.350000 sec): 3 clusters Score: Raw -120661.533126 + Penalty 3267.424807 = -117394.108319 nChanged 15 SP:Iteration 5Q (39297.480000 sec): 3 clusters Score: Raw -120692.620138 + Penalty 3267.424807 = -117425.195331 nChanged 6 SP:Iteration 6Q (39297.650000 sec): 3 clusters Score: Raw -120709.756217 + Penalty 3267.424807 = -117442.331409 nChanged 4 SP:Iteration 7Q (39297.780000 sec): 3 clusters Score: Raw -120716.961392 + Penalty 3267.424807 = -117449.536585 nChanged 2 SP:Iteration 8Q (39297.980000 sec): 3 clusters Score: Raw -120721.156985 + Penalty 3267.424807 = -117453.732178 nChanged 0 SP:Iteration 9F (39298.120000 sec): 3 clusters Score: Raw -120721.156985 + Penalty 3267.424807 = -117453.732178 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39298.200000 sec): 2 clusters Score: Raw -78041.405499 + Penalty 1593.367518 = -76448.037981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39298.400000 sec): 3 clusters Score: Raw -78100.388513 + Penalty 3186.735036 = -74913.653477 nChanged 147 SP:Iteration 1F (39298.600000 sec): 3 clusters Score: Raw -78534.476077 + Penalty 3186.735036 = -75347.741041 nChanged 78 SP:Iteration 2F (39298.730000 sec): 3 clusters Score: Raw -78822.695355 + Penalty 3186.735036 = -75635.960319 nChanged 42 SP:Iteration 3F (39298.900000 sec): 3 clusters Score: Raw -79015.453678 + Penalty 3186.735036 = -75828.718642 nChanged 30 SP:Iteration 4Q (39299.080000 sec): 3 clusters Score: Raw -79152.308679 + Penalty 3186.735036 = -75965.573643 nChanged 25 SP:Iteration 5Q (39299.280000 sec): 3 clusters Score: Raw -79259.958879 + Penalty 3186.735036 = -76073.223843 nChanged 19 SP:Iteration 6Q (39299.460000 sec): 3 clusters Score: Raw -79322.599526 + Penalty 3186.735036 = -76135.864490 nChanged 8 SP:Iteration 7Q (39299.610000 sec): 3 clusters Score: Raw -79347.442145 + Penalty 3186.735036 = -76160.707109 nChanged 6 SP:Iteration 8Q (39299.830000 sec): 3 clusters Score: Raw -79365.072098 + Penalty 3186.735036 = -76178.337062 nChanged 2 SP:Iteration 9Q (39299.980000 sec): 3 clusters Score: Raw -79375.320813 + Penalty 3186.735036 = -76188.585777 nChanged 0 SP:Iteration 10F (39300.200000 sec): 3 clusters Score: Raw -79375.320813 + Penalty 3186.735036 = -76188.585777 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39300.290000 sec): 2 clusters Score: Raw -163062.980957 + Penalty 1696.455539 = -161366.525418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39300.520000 sec): 3 clusters Score: Raw -162883.101491 + Penalty 3392.911079 = -159490.190413 nChanged 240 SP:Iteration 1F (39300.660000 sec): 3 clusters Score: Raw -163371.106507 + Penalty 3392.911079 = -159978.195429 nChanged 85 SP:Iteration 2F (39300.850000 sec): 3 clusters Score: Raw -163621.153634 + Penalty 3392.911079 = -160228.242555 nChanged 68 SP:Iteration 3F (39301.030000 sec): 3 clusters Score: Raw -163765.400468 + Penalty 3392.911079 = -160372.489389 nChanged 46 SP:Iteration 4Q (39301.170000 sec): 3 clusters Score: Raw -163889.029447 + Penalty 3392.911079 = -160496.118369 nChanged 39 SP:Iteration 5Q (39301.380000 sec): 3 clusters Score: Raw -163979.357235 + Penalty 3392.911079 = -160586.446157 nChanged 27 SP:Iteration 6Q (39301.570000 sec): 3 clusters Score: Raw -164112.259484 + Penalty 3392.911079 = -160719.348405 nChanged 23 SP:Iteration 7Q (39301.720000 sec): 3 clusters Score: Raw -164180.484833 + Penalty 3392.911079 = -160787.573754 nChanged 30 SP:Iteration 8Q (39301.940000 sec): 3 clusters Score: Raw -164281.829101 + Penalty 3392.911079 = -160888.918022 nChanged 27 SP:Iteration 9Q (39302.070000 sec): 3 clusters Score: Raw -164337.320066 + Penalty 3392.911079 = -160944.408988 nChanged 12 SP:Iteration 10Q (39302.260000 sec): 3 clusters Score: Raw -164368.366532 + Penalty 3392.911079 = -160975.455453 nChanged 7 SP:Iteration 11Q (39302.440000 sec): 3 clusters Score: Raw -164382.371341 + Penalty 3392.911079 = -160989.460262 nChanged 3 SP:Iteration 12Q (39302.640000 sec): 3 clusters Score: Raw -164388.007955 + Penalty 3392.911079 = -160995.096877 nChanged 2 SP:Iteration 13Q (39302.830000 sec): 3 clusters Score: Raw -164399.811646 + Penalty 3392.911079 = -161006.900568 nChanged 8 SP:Iteration 14Q (39302.960000 sec): 3 clusters Score: Raw -164422.263683 + Penalty 3392.911079 = -161029.352604 nChanged 5 SP:Iteration 15Q (39303.160000 sec): 3 clusters Score: Raw -164438.722381 + Penalty 3392.911079 = -161045.811303 nChanged 3 SP:Iteration 16Q (39303.320000 sec): 3 clusters Score: Raw -164446.470456 + Penalty 3392.911079 = -161053.559378 nChanged 4 SP:Iteration 17Q (39303.480000 sec): 3 clusters Score: Raw -164460.821633 + Penalty 3392.911079 = -161067.910555 nChanged 8 SP:Iteration 18Q (39303.660000 sec): 3 clusters Score: Raw -164479.630609 + Penalty 3392.911079 = -161086.719530 nChanged 4 SP:Iteration 19Q (39303.850000 sec): 3 clusters Score: Raw -164484.633254 + Penalty 3392.911079 = -161091.722175 nChanged 1 SP:Iteration 20F (39304.000000 sec): 3 clusters Score: Raw -164486.051186 + Penalty 3392.911079 = -161093.140107 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39304.150000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39304.280000 sec): 3 clusters Score: Raw -27560.199982 + Penalty 2544.429763 = -25015.770220 nChanged 4 SP:Iteration 1Q (39304.400000 sec): 3 clusters Score: Raw -27588.247736 + Penalty 2544.429763 = -25043.817973 nChanged 2 SP:Iteration 2Q (39304.520000 sec): 3 clusters Score: Raw -27601.710958 + Penalty 2544.429763 = -25057.281196 nChanged 2 SP:Iteration 3Q (39304.620000 sec): 3 clusters Score: Raw -27610.928793 + Penalty 2544.429763 = -25066.499031 nChanged 0 SP:Iteration 4F (39304.720000 sec): 3 clusters Score: Raw -27610.928793 + Penalty 2544.429763 = -25066.499031 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39304.800000 sec): 2 clusters Score: Raw -59749.760130 + Penalty 1466.548745 = -58283.211385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39304.940000 sec): 3 clusters Score: Raw -59822.622102 + Penalty 2933.097491 = -56889.524611 nChanged 37 SP:Iteration 1F (39305.100000 sec): 3 clusters Score: Raw -59938.292160 + Penalty 2933.097491 = -57005.194669 nChanged 16 SP:Iteration 2Q (39305.230000 sec): 3 clusters Score: Raw -60012.724350 + Penalty 2933.097491 = -57079.626859 nChanged 16 SP:Iteration 3Q (39305.360000 sec): 3 clusters Score: Raw -60075.462987 + Penalty 2933.097491 = -57142.365496 nChanged 10 SP:Iteration 4Q (39305.480000 sec): 3 clusters Score: Raw -60110.482427 + Penalty 2933.097491 = -57177.384936 nChanged 2 SP:Iteration 5Q (39305.600000 sec): 3 clusters Score: Raw -60119.578247 + Penalty 2933.097491 = -57186.480756 nChanged 3 SP:Iteration 6Q (39305.730000 sec): 3 clusters Score: Raw -60127.378472 + Penalty 2933.097491 = -57194.280981 nChanged 1 SP:Iteration 7Q (39305.860000 sec): 3 clusters Score: Raw -60131.990385 + Penalty 2933.097491 = -57198.892894 nChanged 0 SP:Iteration 8F (39305.980000 sec): 3 clusters Score: Raw -60131.990385 + Penalty 2933.097491 = -57198.892894 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39306.040000 sec): 2 clusters Score: Raw -89296.435677 + Penalty 1549.993860 = -87746.441817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39306.170000 sec): 3 clusters Score: Raw -89289.725662 + Penalty 3099.987720 = -86189.737941 nChanged 83 SP:Iteration 1F (39306.300000 sec): 3 clusters Score: Raw -89455.571161 + Penalty 3099.987720 = -86355.583441 nChanged 28 SP:Iteration 2F (39306.430000 sec): 3 clusters Score: Raw -89509.963375 + Penalty 3099.987720 = -86409.975654 nChanged 7 SP:Iteration 3Q (39306.560000 sec): 3 clusters Score: Raw -89523.132872 + Penalty 3099.987720 = -86423.145152 nChanged 1 SP:Iteration 4Q (39306.680000 sec): 3 clusters Score: Raw -89526.571159 + Penalty 3099.987720 = -86426.583439 nChanged 1 SP:Iteration 5Q (39306.810000 sec): 3 clusters Score: Raw -89528.754709 + Penalty 3099.987720 = -86428.766989 nChanged 0 SP:Iteration 6F (39306.940000 sec): 3 clusters Score: Raw -89528.754709 + Penalty 3099.987720 = -86428.766989 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39307.040000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39307.160000 sec): 3 clusters Score: Raw -12427.920573 + Penalty 2185.732747 = -10242.187827 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39307.800000 sec): 2 clusters Score: Raw -22899816.491319 + Penalty 2911.157416 = -22896905.333904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39308.600000 sec): 3 clusters Score: Raw -22818583.839006 + Penalty 5822.314831 = -22812761.524175 nChanged 59736 SP:Iteration 1F (39309.410000 sec): 3 clusters Score: Raw -22854045.166057 + Penalty 5822.314831 = -22848222.851226 nChanged 5121 SP:Iteration 2Q (39310.380000 sec): 3 clusters Score: Raw -22855907.255923 + Penalty 5822.314831 = -22850084.941092 nChanged 6228 SP:Iteration 3Q (39311.270000 sec): 3 clusters Score: Raw -22858898.733641 + Penalty 5822.314831 = -22853076.418810 nChanged 7976 SP:Iteration 4F (39312.140000 sec): 3 clusters Score: Raw -22863956.310194 + Penalty 5822.314831 = -22858133.995363 nChanged 10147 SP:Iteration 5F (39313.000000 sec): 3 clusters Score: Raw -22871996.605807 + Penalty 5822.314831 = -22866174.290976 nChanged 11026 SP:Iteration 6F (39313.840000 sec): 3 clusters Score: Raw -22882328.565916 + Penalty 5822.314831 = -22876506.251085 nChanged 9399 SP:Iteration 7F (39314.720000 sec): 3 clusters Score: Raw -22891761.205315 + Penalty 5822.314831 = -22885938.890483 nChanged 5447 SP:Iteration 8Q (39315.510000 sec): 3 clusters Score: Raw -22897065.182348 + Penalty 5822.314831 = -22891242.867517 nChanged 2168 SP:Iteration 9Q (39316.300000 sec): 3 clusters Score: Raw -22899112.218462 + Penalty 5822.314831 = -22893289.903631 nChanged 629 SP:Iteration 10Q (39317.020000 sec): 3 clusters Score: Raw -22899730.277925 + Penalty 5822.314831 = -22893907.963094 nChanged 170 SP:Iteration 11Q (39317.770000 sec): 3 clusters Score: Raw -22899927.697705 + Penalty 5822.314831 = -22894105.382874 nChanged 67 SP:Iteration 12Q (39318.560000 sec): 3 clusters Score: Raw -22900005.615768 + Penalty 5822.314831 = -22894183.300936 nChanged 29 SP:Iteration 13Q (39319.290000 sec): 3 clusters Score: Raw -22900041.683426 + Penalty 5822.314831 = -22894219.368594 nChanged 26 SP:Iteration 14Q (39320.020000 sec): 3 clusters Score: Raw -22900078.167261 + Penalty 5822.314831 = -22894255.852430 nChanged 14 SP:Iteration 15Q (39320.840000 sec): 3 clusters Score: Raw -22900106.156591 + Penalty 5822.314831 = -22894283.841760 nChanged 13 SP:Iteration 16Q (39321.630000 sec): 3 clusters Score: Raw -22900129.790012 + Penalty 5822.314831 = -22894307.475181 nChanged 10 SP:Iteration 17Q (39322.350000 sec): 3 clusters Score: Raw -22900143.198601 + Penalty 5822.314831 = -22894320.883769 nChanged 5 SP:Iteration 18Q (39323.040000 sec): 3 clusters Score: Raw -22900148.963289 + Penalty 5822.314831 = -22894326.648458 nChanged 2 SP:Iteration 19Q (39323.710000 sec): 3 clusters Score: Raw -22900151.365920 + Penalty 5822.314831 = -22894329.051089 nChanged 2 SP:Iteration 20F (39324.520000 sec): 3 clusters Score: Raw -22900153.356684 + Penalty 5822.314831 = -22894331.041853 nChanged 3 SP:Iteration 21Q (39325.330000 sec): 3 clusters Score: Raw -22900159.257708 + Penalty 5822.314831 = -22894336.942877 nChanged 2 SP:Iteration 22Q (39326.040000 sec): 3 clusters Score: Raw -22900161.527369 + Penalty 5822.314831 = -22894339.212538 nChanged 3 SP:Iteration 23Q (39326.790000 sec): 3 clusters Score: Raw -22900164.194583 + Penalty 5822.314831 = -22894341.879752 nChanged 0 SP:Iteration 24F (39327.580000 sec): 3 clusters Score: Raw -22900164.194583 + Penalty 5822.314831 = -22894341.879752 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39327.730000 sec): 2 clusters Score: Raw -264012.079441 + Penalty 1818.102956 = -262193.976485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39327.950000 sec): 3 clusters Score: Raw -263539.568323 + Penalty 3636.205911 = -259903.362412 nChanged 429 SP:Iteration 1F (39328.130000 sec): 3 clusters Score: Raw -263954.919987 + Penalty 3636.205911 = -260318.714075 nChanged 125 SP:Iteration 2F (39328.300000 sec): 3 clusters Score: Raw -264110.885294 + Penalty 3636.205911 = -260474.679382 nChanged 85 SP:Iteration 3F (39328.560000 sec): 3 clusters Score: Raw -264239.403768 + Penalty 3636.205911 = -260603.197856 nChanged 71 SP:Iteration 4Q (39328.720000 sec): 3 clusters Score: Raw -264325.388682 + Penalty 3636.205911 = -260689.182770 nChanged 47 SP:Iteration 5Q (39328.920000 sec): 3 clusters Score: Raw -264385.479534 + Penalty 3636.205911 = -260749.273623 nChanged 32 SP:Iteration 6Q (39329.100000 sec): 3 clusters Score: Raw -264430.685409 + Penalty 3636.205911 = -260794.479498 nChanged 35 SP:Iteration 7Q (39329.320000 sec): 3 clusters Score: Raw -264473.162104 + Penalty 3636.205911 = -260836.956193 nChanged 30 SP:Iteration 8Q (39329.470000 sec): 3 clusters Score: Raw -264507.235890 + Penalty 3636.205911 = -260871.029978 nChanged 22 SP:Iteration 9Q (39329.700000 sec): 3 clusters Score: Raw -264541.177953 + Penalty 3636.205911 = -260904.972041 nChanged 18 SP:Iteration 10Q (39329.870000 sec): 3 clusters Score: Raw -264574.125302 + Penalty 3636.205911 = -260937.919391 nChanged 23 SP:Iteration 11Q (39330.060000 sec): 3 clusters Score: Raw -264608.317341 + Penalty 3636.205911 = -260972.111429 nChanged 18 SP:Iteration 12Q (39330.240000 sec): 3 clusters Score: Raw -264629.536012 + Penalty 3636.205911 = -260993.330101 nChanged 16 SP:Iteration 13Q (39330.410000 sec): 3 clusters Score: Raw -264648.998530 + Penalty 3636.205911 = -261012.792618 nChanged 14 SP:Iteration 14Q (39330.600000 sec): 3 clusters Score: Raw -264661.650260 + Penalty 3636.205911 = -261025.444348 nChanged 15 SP:Iteration 15Q (39330.760000 sec): 3 clusters Score: Raw -264673.691071 + Penalty 3636.205911 = -261037.485159 nChanged 13 SP:Iteration 16Q (39330.950000 sec): 3 clusters Score: Raw -264687.491452 + Penalty 3636.205911 = -261051.285541 nChanged 18 SP:Iteration 17Q (39331.110000 sec): 3 clusters Score: Raw -264701.366956 + Penalty 3636.205911 = -261065.161045 nChanged 14 SP:Iteration 18Q (39331.300000 sec): 3 clusters Score: Raw -264713.383206 + Penalty 3636.205911 = -261077.177294 nChanged 3 SP:Iteration 19Q (39331.510000 sec): 3 clusters Score: Raw -264715.710107 + Penalty 3636.205911 = -261079.504196 nChanged 3 SP:Iteration 20F (39331.740000 sec): 3 clusters Score: Raw -264721.009199 + Penalty 3636.205911 = -261084.803288 nChanged 6 SP:Iteration 21Q (39331.900000 sec): 3 clusters Score: Raw -264730.552612 + Penalty 3636.205911 = -261094.346701 nChanged 10 SP:Iteration 22Q (39332.090000 sec): 3 clusters Score: Raw -264738.746756 + Penalty 3636.205911 = -261102.540845 nChanged 7 SP:Iteration 23Q (39332.280000 sec): 3 clusters Score: Raw -264748.205068 + Penalty 3636.205911 = -261111.999157 nChanged 4 SP:Iteration 24Q (39332.460000 sec): 3 clusters Score: Raw -264750.897104 + Penalty 3636.205911 = -261114.691193 nChanged 4 SP:Iteration 25Q (39332.620000 sec): 3 clusters Score: Raw -264754.574632 + Penalty 3636.205911 = -261118.368721 nChanged 3 SP:Iteration 26Q (39332.800000 sec): 3 clusters Score: Raw -264755.753423 + Penalty 3636.205911 = -261119.547512 nChanged 3 SP:Iteration 27Q (39332.990000 sec): 3 clusters Score: Raw -264757.956558 + Penalty 3636.205911 = -261121.750646 nChanged 3 SP:Iteration 28Q (39333.150000 sec): 3 clusters Score: Raw -264759.546787 + Penalty 3636.205911 = -261123.340876 nChanged 0 SP:Iteration 29F (39333.260000 sec): 3 clusters Score: Raw -264759.546787 + Penalty 3636.205911 = -261123.340876 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39333.360000 sec): 2 clusters Score: Raw -185831.310871 + Penalty 1725.459348 = -184105.851523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39333.560000 sec): 3 clusters Score: Raw -185625.308776 + Penalty 3450.918696 = -182174.390081 nChanged 293 SP:Iteration 1F (39333.700000 sec): 3 clusters Score: Raw -185982.140108 + Penalty 3450.918696 = -182531.221412 nChanged 80 SP:Iteration 2F (39333.800000 sec): 3 clusters Score: Raw -186087.400005 + Penalty 3450.918696 = -182636.481309 nChanged 37 SP:Iteration 3Q (39333.960000 sec): 3 clusters Score: Raw -186135.951313 + Penalty 3450.918696 = -182685.032617 nChanged 20 SP:Iteration 4Q (39334.120000 sec): 3 clusters Score: Raw -186178.589904 + Penalty 3450.918696 = -182727.671208 nChanged 23 SP:Iteration 5Q (39334.280000 sec): 3 clusters Score: Raw -186209.668175 + Penalty 3450.918696 = -182758.749479 nChanged 14 SP:Iteration 6Q (39334.430000 sec): 3 clusters Score: Raw -186225.237843 + Penalty 3450.918696 = -182774.319147 nChanged 7 SP:Iteration 7Q (39334.600000 sec): 3 clusters Score: Raw -186230.861000 + Penalty 3450.918696 = -182779.942304 nChanged 6 SP:Iteration 8Q (39334.800000 sec): 3 clusters Score: Raw -186239.137688 + Penalty 3450.918696 = -182788.218992 nChanged 8 SP:Iteration 9Q (39334.980000 sec): 3 clusters Score: Raw -186246.669394 + Penalty 3450.918696 = -182795.750698 nChanged 5 SP:Iteration 10Q (39335.180000 sec): 3 clusters Score: Raw -186250.498647 + Penalty 3450.918696 = -182799.579951 nChanged 3 SP:Iteration 11Q (39335.360000 sec): 3 clusters Score: Raw -186253.297217 + Penalty 3450.918696 = -182802.378521 nChanged 3 SP:Iteration 12Q (39335.520000 sec): 3 clusters Score: Raw -186255.207226 + Penalty 3450.918696 = -182804.288530 nChanged 2 SP:Iteration 13Q (39335.660000 sec): 3 clusters Score: Raw -186257.100907 + Penalty 3450.918696 = -182806.182212 nChanged 0 SP:Iteration 14F (39335.840000 sec): 3 clusters Score: Raw -186257.100907 + Penalty 3450.918696 = -182806.182212 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39335.960000 sec): 2 clusters Score: Raw -117155.842670 + Penalty 1635.075044 = -115520.767626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39336.140000 sec): 3 clusters Score: Raw -117090.040536 + Penalty 3270.150089 = -113819.890447 nChanged 187 SP:Iteration 1F (39336.310000 sec): 3 clusters Score: Raw -117545.597885 + Penalty 3270.150089 = -114275.447796 nChanged 60 SP:Iteration 2F (39336.490000 sec): 3 clusters Score: Raw -117707.294369 + Penalty 3270.150089 = -114437.144280 nChanged 36 SP:Iteration 3Q (39336.640000 sec): 3 clusters Score: Raw -117787.463710 + Penalty 3270.150089 = -114517.313621 nChanged 25 SP:Iteration 4Q (39336.770000 sec): 3 clusters Score: Raw -117840.337419 + Penalty 3270.150089 = -114570.187330 nChanged 17 SP:Iteration 5Q (39336.950000 sec): 3 clusters Score: Raw -117880.447295 + Penalty 3270.150089 = -114610.297206 nChanged 18 SP:Iteration 6Q (39337.130000 sec): 3 clusters Score: Raw -117927.750543 + Penalty 3270.150089 = -114657.600454 nChanged 18 SP:Iteration 7Q (39337.330000 sec): 3 clusters Score: Raw -117971.753491 + Penalty 3270.150089 = -114701.603402 nChanged 14 SP:Iteration 8Q (39337.440000 sec): 3 clusters Score: Raw -117998.369275 + Penalty 3270.150089 = -114728.219186 nChanged 12 SP:Iteration 9Q (39337.560000 sec): 3 clusters Score: Raw -118032.248684 + Penalty 3270.150089 = -114762.098595 nChanged 8 SP:Iteration 10Q (39337.670000 sec): 3 clusters Score: Raw -118045.724453 + Penalty 3270.150089 = -114775.574364 nChanged 5 SP:Iteration 11Q (39337.780000 sec): 3 clusters Score: Raw -118056.312422 + Penalty 3270.150089 = -114786.162333 nChanged 5 SP:Iteration 12Q (39337.930000 sec): 3 clusters Score: Raw -118065.217858 + Penalty 3270.150089 = -114795.067769 nChanged 5 SP:Iteration 13Q (39338.050000 sec): 3 clusters Score: Raw -118073.655053 + Penalty 3270.150089 = -114803.504964 nChanged 1 SP:Iteration 14Q (39338.170000 sec): 3 clusters Score: Raw -118074.879984 + Penalty 3270.150089 = -114804.729895 nChanged 0 SP:Iteration 15F (39338.300000 sec): 3 clusters Score: Raw -118074.879984 + Penalty 3270.150089 = -114804.729895 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39338.400000 sec): 2 clusters Score: Raw -42583.139646 + Penalty 1394.756342 = -41188.383305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39338.520000 sec): 3 clusters Score: Raw -42942.673019 + Penalty 2789.512683 = -40153.160336 nChanged 44 SP:Iteration 1F (39338.650000 sec): 3 clusters Score: Raw -43151.501912 + Penalty 2789.512683 = -40361.989229 nChanged 17 SP:Iteration 2F (39338.770000 sec): 3 clusters Score: Raw -43288.520523 + Penalty 2789.512683 = -40499.007840 nChanged 17 SP:Iteration 3F (39338.900000 sec): 3 clusters Score: Raw -43457.813626 + Penalty 2789.512683 = -40668.300943 nChanged 13 SP:Iteration 4Q (39339.030000 sec): 3 clusters Score: Raw -43575.492265 + Penalty 2789.512683 = -40785.979582 nChanged 11 SP:Iteration 5Q (39339.160000 sec): 3 clusters Score: Raw -43676.007426 + Penalty 2789.512683 = -40886.494743 nChanged 7 SP:Iteration 6Q (39339.280000 sec): 3 clusters Score: Raw -43755.657846 + Penalty 2789.512683 = -40966.145163 nChanged 8 SP:Iteration 7Q (39339.410000 sec): 3 clusters Score: Raw -43839.857344 + Penalty 2789.512683 = -41050.344661 nChanged 7 SP:Iteration 8Q (39339.540000 sec): 3 clusters Score: Raw -43947.903686 + Penalty 2789.512683 = -41158.391003 nChanged 4 SP:Iteration 9Q (39339.670000 sec): 3 clusters Score: Raw -44008.506329 + Penalty 2789.512683 = -41218.993646 nChanged 0 SP:Iteration 10F (39339.800000 sec): 3 clusters Score: Raw -44014.824715 + Penalty 2789.512683 = -41225.312032 nChanged 1 SP:Iteration 11Q (39339.920000 sec): 3 clusters Score: Raw -44037.092031 + Penalty 2789.512683 = -41247.579348 nChanged 3 SP:Iteration 12Q (39340.050000 sec): 3 clusters Score: Raw -44155.067461 + Penalty 2789.512683 = -41365.554778 nChanged 5 SP:Iteration 13Q (39340.180000 sec): 3 clusters Score: Raw -44535.686767 + Penalty 2789.512683 = -41746.174084 nChanged 1 SP:Iteration 14Q (39340.310000 sec): 3 clusters Score: Raw -44540.717953 + Penalty 2789.512683 = -41751.205270 nChanged 1 SP:Iteration 15Q (39340.440000 sec): 3 clusters Score: Raw -44553.714114 + Penalty 2789.512683 = -41764.201431 nChanged 1 SP:Iteration 16Q (39340.560000 sec): 3 clusters Score: Raw -44557.276725 + Penalty 2789.512683 = -41767.764042 nChanged 2 SP:Iteration 17Q (39340.690000 sec): 3 clusters Score: Raw -44571.763154 + Penalty 2789.512683 = -41782.250471 nChanged 0 SP:Iteration 18F (39340.860000 sec): 3 clusters Score: Raw -44571.763154 + Penalty 2789.512683 = -41782.250471 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39340.920000 sec): 2 clusters Score: Raw -90819.833801 + Penalty 1548.071370 = -89271.762431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39341.070000 sec): 3 clusters Score: Raw -90880.670223 + Penalty 3096.142740 = -87784.527484 nChanged 123 SP:Iteration 1F (39341.230000 sec): 3 clusters Score: Raw -91114.416146 + Penalty 3096.142740 = -88018.273406 nChanged 30 SP:Iteration 2F (39341.430000 sec): 3 clusters Score: Raw -91214.008919 + Penalty 3096.142740 = -88117.866179 nChanged 25 SP:Iteration 3Q (39341.610000 sec): 3 clusters Score: Raw -91318.755662 + Penalty 3096.142740 = -88222.612923 nChanged 23 SP:Iteration 4Q (39341.780000 sec): 3 clusters Score: Raw -91378.205724 + Penalty 3096.142740 = -88282.062984 nChanged 11 SP:Iteration 5Q (39341.920000 sec): 3 clusters Score: Raw -91418.639356 + Penalty 3096.142740 = -88322.496617 nChanged 7 SP:Iteration 6Q (39342.080000 sec): 3 clusters Score: Raw -91437.130800 + Penalty 3096.142740 = -88340.988060 nChanged 8 SP:Iteration 7Q (39342.280000 sec): 3 clusters Score: Raw -91457.171541 + Penalty 3096.142740 = -88361.028801 nChanged 6 SP:Iteration 8Q (39342.430000 sec): 3 clusters Score: Raw -91467.803078 + Penalty 3096.142740 = -88371.660338 nChanged 2 SP:Iteration 9Q (39342.640000 sec): 3 clusters Score: Raw -91472.488917 + Penalty 3096.142740 = -88376.346177 nChanged 2 SP:Iteration 10Q (39342.830000 sec): 3 clusters Score: Raw -91488.293242 + Penalty 3096.142740 = -88392.150503 nChanged 3 SP:Iteration 11Q (39343.010000 sec): 3 clusters Score: Raw -91496.364124 + Penalty 3096.142740 = -88400.221384 nChanged 0 SP:Iteration 12F (39343.160000 sec): 3 clusters Score: Raw -91496.364124 + Penalty 3096.142740 = -88400.221384 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39343.280000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39343.510000 sec): 3 clusters Score: Raw -234690.323578 + Penalty 3572.150493 = -231118.173085 nChanged 376 SP:Iteration 1F (39343.680000 sec): 3 clusters Score: Raw -235011.013405 + Penalty 3572.150493 = -231438.862911 nChanged 93 SP:Iteration 2F (39343.860000 sec): 3 clusters Score: Raw -235089.330255 + Penalty 3572.150493 = -231517.179761 nChanged 50 SP:Iteration 3Q (39344.060000 sec): 3 clusters Score: Raw -235136.609856 + Penalty 3572.150493 = -231564.459362 nChanged 19 SP:Iteration 4Q (39344.220000 sec): 3 clusters Score: Raw -235154.796756 + Penalty 3572.150493 = -231582.646263 nChanged 20 SP:Iteration 5Q (39344.410000 sec): 3 clusters Score: Raw -235177.171926 + Penalty 3572.150493 = -231605.021432 nChanged 16 SP:Iteration 6Q (39344.630000 sec): 3 clusters Score: Raw -235191.535905 + Penalty 3572.150493 = -231619.385411 nChanged 9 SP:Iteration 7Q (39344.800000 sec): 3 clusters Score: Raw -235200.027191 + Penalty 3572.150493 = -231627.876697 nChanged 6 SP:Iteration 8Q (39345.020000 sec): 3 clusters Score: Raw -235207.147413 + Penalty 3572.150493 = -231634.996920 nChanged 3 SP:Iteration 9Q (39345.170000 sec): 3 clusters Score: Raw -235208.986773 + Penalty 3572.150493 = -231636.836280 nChanged 1 SP:Iteration 10Q (39345.330000 sec): 3 clusters Score: Raw -235210.207187 + Penalty 3572.150493 = -231638.056693 nChanged 3 SP:Iteration 11Q (39345.540000 sec): 3 clusters Score: Raw -235212.347929 + Penalty 3572.150493 = -231640.197435 nChanged 1 SP:Iteration 12Q (39345.710000 sec): 3 clusters Score: Raw -235213.072463 + Penalty 3572.150493 = -231640.921969 nChanged 1 SP:Iteration 13Q (39345.930000 sec): 3 clusters Score: Raw -235213.379860 + Penalty 3572.150493 = -231641.229367 nChanged 0 SP:Iteration 14F (39346.070000 sec): 3 clusters Score: Raw -235213.379860 + Penalty 3572.150493 = -231641.229367 nChanged 0 Iteration 320F (39583.900000 sec): 66 clusters Score: Raw -340465370.986991 + Penalty 232621.907752 = -340232749.079239 nChanged 14 Iteration 321F (39812.870000 sec): 66 clusters Score: Raw -340465424.938238 + Penalty 232621.907752 = -340232803.030486 nChanged 13 Iteration 322Q (39913.210000 sec): 66 clusters Score: Raw -340465455.946327 + Penalty 232621.907752 = -340232834.038575 nChanged 10 Iteration 323Q (40019.490000 sec): 66 clusters Score: Raw -340465465.165113 + Penalty 232621.907752 = -340232843.257361 nChanged 6 Iteration 324Q (40124.450000 sec): 66 clusters Score: Raw -340465471.844857 + Penalty 232621.907752 = -340232849.937106 nChanged 6 Iteration 325Q (40229.050000 sec): 66 clusters Score: Raw -340465509.635931 + Penalty 232621.907752 = -340232887.728180 nChanged 3 Iteration 326Q (40326.570000 sec): 66 clusters Score: Raw -340465517.537330 + Penalty 232621.907752 = -340232895.629578 nChanged 5 Iteration 327Q (40431.600000 sec): 66 clusters Score: Raw -340465521.488939 + Penalty 232621.907752 = -340232899.581187 nChanged 6 Iteration 328Q (40532.710000 sec): 66 clusters Score: Raw -340465523.079295 + Penalty 232621.907752 = -340232901.171543 nChanged 6 Iteration 329Q (40625.120000 sec): 66 clusters Score: Raw -340465523.137487 + Penalty 232621.907752 = -340232901.229735 nChanged 10 Iteration 330Q (40727.690000 sec): 66 clusters Score: Raw -340465523.214788 + Penalty 232621.907752 = -340232901.307037 nChanged 7 Iteration 331Q (40840.450000 sec): 66 clusters Score: Raw -340465523.300768 + Penalty 232621.907752 = -340232901.393016 nChanged 9 Iteration 332Q (40936.460000 sec): 66 clusters Score: Raw -340465523.408902 + Penalty 232621.907752 = -340232901.501151 nChanged 11 Iteration 333Q (41053.550000 sec): 66 clusters Score: Raw -340465523.490397 + Penalty 232621.907752 = -340232901.582646 nChanged 10 Iteration 334Q (41174.040000 sec): 66 clusters Score: Raw -340465523.691174 + Penalty 232621.907752 = -340232901.783422 nChanged 12 Iteration 335Q (41306.090000 sec): 66 clusters Score: Raw -340465523.815293 + Penalty 232621.907752 = -340232901.907541 nChanged 6 Iteration 336Q (41407.130000 sec): 66 clusters Score: Raw -340465523.830243 + Penalty 232621.907752 = -340232901.922491 nChanged 2 Iteration 337Q (41505.920000 sec): 66 clusters Score: Raw -340465523.834759 + Penalty 232621.907752 = -340232901.927007 nChanged 2 Iteration 338Q (41605.950000 sec): 66 clusters Score: Raw -340465523.840783 + Penalty 232621.907752 = -340232901.933031 nChanged 1 Writing temp clu file Because OldScore, -340232901.927007, is greater than current (better) Score,-340232901.933031 Compute initial score before splitting: Score: Raw -340465523.840783 + Penalty 232621.907752 = -340232901.933031 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41608.380000 sec): 2 clusters Score: Raw -92668334.010385 + Penalty 3243.089212 = -92665090.921173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41611.190000 sec): 3 clusters Score: Raw -92349436.681568 + Penalty 6486.178424 = -92342950.503144 nChanged 232729 SP:Iteration 1F (41613.550000 sec): 3 clusters Score: Raw -92488760.226747 + Penalty 6486.178424 = -92482274.048323 nChanged 10420 SP:Iteration 2Q (41616.390000 sec): 3 clusters Score: Raw -92490455.367893 + Penalty 6486.178424 = -92483969.189469 nChanged 11450 SP:Iteration 3Q (41619.110000 sec): 3 clusters Score: Raw -92492635.115767 + Penalty 6486.178424 = -92486148.937344 nChanged 13111 SP:Iteration 4Q (41621.660000 sec): 3 clusters Score: Raw -92495648.838545 + Penalty 6486.178424 = -92489162.660122 nChanged 15374 SP:Iteration 5Q (41624.250000 sec): 3 clusters Score: Raw -92500200.346188 + Penalty 6486.178424 = -92493714.167764 nChanged 18754 SP:Iteration 6Q (41626.870000 sec): 3 clusters Score: Raw -92507496.209825 + Penalty 6486.178424 = -92501010.031401 nChanged 23051 SP:Iteration 7Q (41629.520000 sec): 3 clusters Score: Raw -92519308.802452 + Penalty 6486.178424 = -92512822.624028 nChanged 27509 SP:Iteration 8F (41632.230000 sec): 3 clusters Score: Raw -92537627.493700 + Penalty 6486.178424 = -92531141.315276 nChanged 29743 SP:Iteration 9F (41634.740000 sec): 3 clusters Score: Raw -92561280.520361 + Penalty 6486.178424 = -92554794.341937 nChanged 28338 SP:Iteration 10F (41637.220000 sec): 3 clusters Score: Raw -92584457.147470 + Penalty 6486.178424 = -92577970.969046 nChanged 22915 SP:Iteration 11Q (41639.850000 sec): 3 clusters Score: Raw -92600478.523758 + Penalty 6486.178424 = -92593992.345335 nChanged 16404 SP:Iteration 12Q (41643.140000 sec): 3 clusters Score: Raw -92609518.885508 + Penalty 6486.178424 = -92603032.707084 nChanged 12614 SP:Iteration 13Q (41645.440000 sec): 3 clusters Score: Raw -92615927.629018 + Penalty 6486.178424 = -92609441.450594 nChanged 11419 SP:Iteration 14Q (41647.860000 sec): 3 clusters Score: Raw -92621797.077146 + Penalty 6486.178424 = -92615310.898722 nChanged 11139 SP:Iteration 15Q (41650.280000 sec): 3 clusters Score: Raw -92627882.442276 + Penalty 6486.178424 = -92621396.263853 nChanged 10837 SP:Iteration 16Q (41652.810000 sec): 3 clusters Score: Raw -92634353.859854 + Penalty 6486.178424 = -92627867.681430 nChanged 10080 SP:Iteration 17Q (41655.010000 sec): 3 clusters Score: Raw -92640772.761893 + Penalty 6486.178424 = -92634286.583469 nChanged 9070 SP:Iteration 18Q (41657.320000 sec): 3 clusters Score: Raw -92646912.846988 + Penalty 6486.178424 = -92640426.668564 nChanged 7795 SP:Iteration 19Q (41659.490000 sec): 3 clusters Score: Raw -92652494.671434 + Penalty 6486.178424 = -92646008.493010 nChanged 6595 SP:Iteration 20F (41661.970000 sec): 3 clusters Score: Raw -92657539.930423 + Penalty 6486.178424 = -92651053.751999 nChanged 5253 SP:Iteration 21Q (41664.090000 sec): 3 clusters Score: Raw -92661760.584127 + Penalty 6486.178424 = -92655274.405703 nChanged 3827 SP:Iteration 22Q (41666.150000 sec): 3 clusters Score: Raw -92664830.266416 + Penalty 6486.178424 = -92658344.087992 nChanged 2357 SP:Iteration 23Q (41668.160000 sec): 3 clusters Score: Raw -92666705.174619 + Penalty 6486.178424 = -92660218.996195 nChanged 1258 SP:Iteration 24Q (41670.520000 sec): 3 clusters Score: Raw -92667741.516770 + Penalty 6486.178424 = -92661255.338346 nChanged 542 SP:Iteration 25Q (41672.730000 sec): 3 clusters Score: Raw -92668203.343210 + Penalty 6486.178424 = -92661717.164786 nChanged 254 SP:Iteration 26Q (41674.880000 sec): 3 clusters Score: Raw -92668435.459698 + Penalty 6486.178424 = -92661949.281274 nChanged 115 SP:Iteration 27Q (41677.010000 sec): 3 clusters Score: Raw -92668537.802554 + Penalty 6486.178424 = -92662051.624130 nChanged 72 SP:Iteration 28Q (41679.320000 sec): 3 clusters Score: Raw -92668603.914159 + Penalty 6486.178424 = -92662117.735735 nChanged 47 SP:Iteration 29Q (41681.400000 sec): 3 clusters Score: Raw -92668641.203254 + Penalty 6486.178424 = -92662155.024830 nChanged 27 SP:Iteration 30Q (41683.550000 sec): 3 clusters Score: Raw -92668664.662113 + Penalty 6486.178424 = -92662178.483689 nChanged 16 SP:Iteration 31Q (41685.540000 sec): 3 clusters Score: Raw -92668681.003363 + Penalty 6486.178424 = -92662194.824939 nChanged 13 SP:Iteration 32Q (41687.590000 sec): 3 clusters Score: Raw -92668695.216166 + Penalty 6486.178424 = -92662209.037742 nChanged 14 SP:Iteration 33Q (41689.980000 sec): 3 clusters Score: Raw -92668705.578930 + Penalty 6486.178424 = -92662219.400506 nChanged 9 SP:Iteration 34Q (41692.120000 sec): 3 clusters Score: Raw -92668717.792026 + Penalty 6486.178424 = -92662231.613602 nChanged 13 SP:Iteration 35Q (41694.270000 sec): 3 clusters Score: Raw -92668736.112100 + Penalty 6486.178424 = -92662249.933676 nChanged 17 SP:Iteration 36Q (41696.450000 sec): 3 clusters Score: Raw -92668755.326316 + Penalty 6486.178424 = -92662269.147892 nChanged 10 SP:Iteration 37Q (41698.630000 sec): 3 clusters Score: Raw -92668762.750879 + Penalty 6486.178424 = -92662276.572456 nChanged 4 SP:Iteration 38Q (41700.660000 sec): 3 clusters Score: Raw -92668764.910768 + Penalty 6486.178424 = -92662278.732344 nChanged 3 SP:Iteration 39Q (41702.620000 sec): 3 clusters Score: Raw -92668767.906931 + Penalty 6486.178424 = -92662281.728507 nChanged 3 SP:Iteration 40F (41705.130000 sec): 3 clusters Score: Raw -92668770.225507 + Penalty 6486.178424 = -92662284.047084 nChanged 1 SP:Iteration 41Q (41707.220000 sec): 3 clusters Score: Raw -92668770.737937 + Penalty 6486.178424 = -92662284.559513 nChanged 0 SP:Iteration 42F (41709.730000 sec): 3 clusters Score: Raw -92668770.737937 + Penalty 6486.178424 = -92662284.559513 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41710.080000 sec): 2 clusters Score: Raw -3127372.658423 + Penalty 2414.575747 = -3124958.082675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41710.380000 sec): 3 clusters Score: Raw -3117749.438723 + Penalty 4829.151495 = -3112920.287228 nChanged 7344 SP:Iteration 1F (41710.640000 sec): 3 clusters Score: Raw -3121632.468744 + Penalty 4829.151495 = -3116803.317250 nChanged 1115 SP:Iteration 2F (41710.880000 sec): 3 clusters Score: Raw -3122198.003180 + Penalty 4829.151495 = -3117368.851685 nChanged 1080 SP:Iteration 3F (41711.150000 sec): 3 clusters Score: Raw -3122785.143009 + Penalty 4829.151495 = -3117955.991514 nChanged 1079 SP:Iteration 4F (41711.450000 sec): 3 clusters Score: Raw -3123437.828677 + Penalty 4829.151495 = -3118608.677182 nChanged 1092 SP:Iteration 5F (41711.750000 sec): 3 clusters Score: Raw -3124195.340115 + Penalty 4829.151495 = -3119366.188621 nChanged 1118 SP:Iteration 6F (41712.050000 sec): 3 clusters Score: Raw -3125082.677491 + Penalty 4829.151495 = -3120253.525996 nChanged 1022 SP:Iteration 7F (41712.360000 sec): 3 clusters Score: Raw -3125905.436277 + Penalty 4829.151495 = -3121076.284782 nChanged 839 SP:Iteration 8Q (41712.610000 sec): 3 clusters Score: Raw -3126569.742354 + Penalty 4829.151495 = -3121740.590860 nChanged 661 SP:Iteration 9Q (41712.940000 sec): 3 clusters Score: Raw -3127063.043880 + Penalty 4829.151495 = -3122233.892386 nChanged 482 SP:Iteration 10Q (41713.240000 sec): 3 clusters Score: Raw -3127386.318187 + Penalty 4829.151495 = -3122557.166692 nChanged 321 SP:Iteration 11Q (41713.500000 sec): 3 clusters Score: Raw -3127581.698853 + Penalty 4829.151495 = -3122752.547359 nChanged 216 SP:Iteration 12Q (41713.720000 sec): 3 clusters Score: Raw -3127695.811510 + Penalty 4829.151495 = -3122866.660015 nChanged 154 SP:Iteration 13Q (41713.980000 sec): 3 clusters Score: Raw -3127773.916877 + Penalty 4829.151495 = -3122944.765383 nChanged 101 SP:Iteration 14Q (41714.250000 sec): 3 clusters Score: Raw -3127828.773397 + Penalty 4829.151495 = -3122999.621902 nChanged 82 SP:Iteration 15Q (41714.560000 sec): 3 clusters Score: Raw -3127869.774869 + Penalty 4829.151495 = -3123040.623374 nChanged 73 SP:Iteration 16Q (41714.840000 sec): 3 clusters Score: Raw -3127900.302597 + Penalty 4829.151495 = -3123071.151103 nChanged 58 SP:Iteration 17Q (41715.070000 sec): 3 clusters Score: Raw -3127923.332062 + Penalty 4829.151495 = -3123094.180567 nChanged 39 SP:Iteration 18Q (41715.380000 sec): 3 clusters Score: Raw -3127942.086258 + Penalty 4829.151495 = -3123112.934763 nChanged 33 SP:Iteration 19Q (41715.640000 sec): 3 clusters Score: Raw -3127957.049589 + Penalty 4829.151495 = -3123127.898095 nChanged 27 SP:Iteration 20F (41715.970000 sec): 3 clusters Score: Raw -3127969.299080 + Penalty 4829.151495 = -3123140.147585 nChanged 18 SP:Iteration 21Q (41716.240000 sec): 3 clusters Score: Raw -3127978.134538 + Penalty 4829.151495 = -3123148.983043 nChanged 15 SP:Iteration 22Q (41716.520000 sec): 3 clusters Score: Raw -3127983.915031 + Penalty 4829.151495 = -3123154.763537 nChanged 14 SP:Iteration 23Q (41716.770000 sec): 3 clusters Score: Raw -3127990.956545 + Penalty 4829.151495 = -3123161.805050 nChanged 14 SP:Iteration 24Q (41717.010000 sec): 3 clusters Score: Raw -3127999.209055 + Penalty 4829.151495 = -3123170.057561 nChanged 18 SP:Iteration 25Q (41717.260000 sec): 3 clusters Score: Raw -3128009.338109 + Penalty 4829.151495 = -3123180.186615 nChanged 23 SP:Iteration 26Q (41717.520000 sec): 3 clusters Score: Raw -3128022.908184 + Penalty 4829.151495 = -3123193.756689 nChanged 38 SP:Iteration 27Q (41717.810000 sec): 3 clusters Score: Raw -3128042.073228 + Penalty 4829.151495 = -3123212.921733 nChanged 33 SP:Iteration 28Q (41718.080000 sec): 3 clusters Score: Raw -3128060.996632 + Penalty 4829.151495 = -3123231.845137 nChanged 33 SP:Iteration 29Q (41718.370000 sec): 3 clusters Score: Raw -3128079.501005 + Penalty 4829.151495 = -3123250.349510 nChanged 38 SP:Iteration 30Q (41718.660000 sec): 3 clusters Score: Raw -3128094.547384 + Penalty 4829.151495 = -3123265.395889 nChanged 24 SP:Iteration 31Q (41718.930000 sec): 3 clusters Score: Raw -3128105.807908 + Penalty 4829.151495 = -3123276.656413 nChanged 22 SP:Iteration 32Q (41719.240000 sec): 3 clusters Score: Raw -3128118.105284 + Penalty 4829.151495 = -3123288.953789 nChanged 32 SP:Iteration 33Q (41719.510000 sec): 3 clusters Score: Raw -3128136.428810 + Penalty 4829.151495 = -3123307.277315 nChanged 33 SP:Iteration 34Q (41719.800000 sec): 3 clusters Score: Raw -3128153.707753 + Penalty 4829.151495 = -3123324.556258 nChanged 31 SP:Iteration 35Q (41720.050000 sec): 3 clusters Score: Raw -3128172.721365 + Penalty 4829.151495 = -3123343.569871 nChanged 28 SP:Iteration 36Q (41720.330000 sec): 3 clusters Score: Raw -3128185.844751 + Penalty 4829.151495 = -3123356.693256 nChanged 20 SP:Iteration 37Q (41720.590000 sec): 3 clusters Score: Raw -3128194.527656 + Penalty 4829.151495 = -3123365.376161 nChanged 12 SP:Iteration 38Q (41720.860000 sec): 3 clusters Score: Raw -3128198.424584 + Penalty 4829.151495 = -3123369.273089 nChanged 9 SP:Iteration 39Q (41721.160000 sec): 3 clusters Score: Raw -3128201.884466 + Penalty 4829.151495 = -3123372.732971 nChanged 9 SP:Iteration 40F (41721.420000 sec): 3 clusters Score: Raw -3128205.850778 + Penalty 4829.151495 = -3123376.699283 nChanged 18 SP:Iteration 41Q (41721.690000 sec): 3 clusters Score: Raw -3128213.089800 + Penalty 4829.151495 = -3123383.938305 nChanged 17 SP:Iteration 42Q (41721.950000 sec): 3 clusters Score: Raw -3128220.183633 + Penalty 4829.151495 = -3123391.032138 nChanged 15 SP:Iteration 43Q (41722.230000 sec): 3 clusters Score: Raw -3128226.647270 + Penalty 4829.151495 = -3123397.495775 nChanged 16 SP:Iteration 44Q (41722.490000 sec): 3 clusters Score: Raw -3128234.421600 + Penalty 4829.151495 = -3123405.270106 nChanged 22 SP:Iteration 45Q (41722.740000 sec): 3 clusters Score: Raw -3128245.618982 + Penalty 4829.151495 = -3123416.467487 nChanged 18 SP:Iteration 46Q (41723.010000 sec): 3 clusters Score: Raw -3128254.483428 + Penalty 4829.151495 = -3123425.331934 nChanged 27 SP:Iteration 47Q (41723.250000 sec): 3 clusters Score: Raw -3128270.830281 + Penalty 4829.151495 = -3123441.678786 nChanged 23 SP:Iteration 48Q (41723.540000 sec): 3 clusters Score: Raw -3128282.225328 + Penalty 4829.151495 = -3123453.073834 nChanged 22 SP:Iteration 49Q (41723.820000 sec): 3 clusters Score: Raw -3128292.094668 + Penalty 4829.151495 = -3123462.943173 nChanged 16 SP:Iteration 50Q (41724.140000 sec): 3 clusters Score: Raw -3128298.713090 + Penalty 4829.151495 = -3123469.561595 nChanged 16 SP:Iteration 51Q (41724.390000 sec): 3 clusters Score: Raw -3128305.921406 + Penalty 4829.151495 = -3123476.769912 nChanged 16 SP:Iteration 52Q (41724.660000 sec): 3 clusters Score: Raw -3128311.311123 + Penalty 4829.151495 = -3123482.159629 nChanged 16 SP:Iteration 53Q (41724.900000 sec): 3 clusters Score: Raw -3128319.577983 + Penalty 4829.151495 = -3123490.426489 nChanged 22 SP:Iteration 54Q (41725.150000 sec): 3 clusters Score: Raw -3128328.661358 + Penalty 4829.151495 = -3123499.509864 nChanged 13 SP:Iteration 55Q (41725.430000 sec): 3 clusters Score: Raw -3128333.524539 + Penalty 4829.151495 = -3123504.373045 nChanged 10 SP:Iteration 56Q (41725.690000 sec): 3 clusters Score: Raw -3128336.573176 + Penalty 4829.151495 = -3123507.421681 nChanged 8 SP:Iteration 57Q (41725.960000 sec): 3 clusters Score: Raw -3128339.640246 + Penalty 4829.151495 = -3123510.488751 nChanged 11 SP:Iteration 58Q (41726.220000 sec): 3 clusters Score: Raw -3128342.900595 + Penalty 4829.151495 = -3123513.749100 nChanged 6 SP:Iteration 59Q (41726.490000 sec): 3 clusters Score: Raw -3128344.641703 + Penalty 4829.151495 = -3123515.490208 nChanged 4 SP:Iteration 60F (41726.730000 sec): 3 clusters Score: Raw -3128346.600401 + Penalty 4829.151495 = -3123517.448906 nChanged 3 SP:Iteration 61Q (41727.030000 sec): 3 clusters Score: Raw -3128347.649505 + Penalty 4829.151495 = -3123518.498010 nChanged 2 SP:Iteration 62Q (41727.290000 sec): 3 clusters Score: Raw -3128348.123806 + Penalty 4829.151495 = -3123518.972311 nChanged 3 SP:Iteration 63Q (41727.570000 sec): 3 clusters Score: Raw -3128348.919385 + Penalty 4829.151495 = -3123519.767890 nChanged 1 SP:Iteration 64Q (41727.810000 sec): 3 clusters Score: Raw -3128349.052771 + Penalty 4829.151495 = -3123519.901277 nChanged 1 SP:Iteration 65Q (41728.100000 sec): 3 clusters Score: Raw -3128349.334075 + Penalty 4829.151495 = -3123520.182580 nChanged 1 SP:Iteration 66Q (41728.390000 sec): 3 clusters Score: Raw -3128349.542372 + Penalty 4829.151495 = -3123520.390877 nChanged 0 SP:Iteration 67F (41728.690000 sec): 3 clusters Score: Raw -3128349.542372 + Penalty 4829.151495 = -3123520.390877 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41728.780000 sec): 2 clusters Score: Raw -85817.876668 + Penalty 1573.717817 = -84244.158850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41728.950000 sec): 3 clusters Score: Raw -85942.116952 + Penalty 3147.435635 = -82794.681317 nChanged 131 SP:Iteration 1F (41729.130000 sec): 3 clusters Score: Raw -86248.460383 + Penalty 3147.435635 = -83101.024748 nChanged 36 SP:Iteration 2F (41729.310000 sec): 3 clusters Score: Raw -86414.665061 + Penalty 3147.435635 = -83267.229426 nChanged 31 SP:Iteration 3F (41729.510000 sec): 3 clusters Score: Raw -86499.559375 + Penalty 3147.435635 = -83352.123740 nChanged 15 SP:Iteration 4Q (41729.690000 sec): 3 clusters Score: Raw -86539.949560 + Penalty 3147.435635 = -83392.513925 nChanged 10 SP:Iteration 5Q (41729.880000 sec): 3 clusters Score: Raw -86565.996066 + Penalty 3147.435635 = -83418.560431 nChanged 7 SP:Iteration 6Q (41730.040000 sec): 3 clusters Score: Raw -86582.198463 + Penalty 3147.435635 = -83434.762828 nChanged 3 SP:Iteration 7Q (41730.220000 sec): 3 clusters Score: Raw -86586.914946 + Penalty 3147.435635 = -83439.479311 nChanged 3 SP:Iteration 8Q (41730.380000 sec): 3 clusters Score: Raw -86592.430839 + Penalty 3147.435635 = -83444.995204 nChanged 1 SP:Iteration 9Q (41730.530000 sec): 3 clusters Score: Raw -86593.725352 + Penalty 3147.435635 = -83446.289717 nChanged 0 SP:Iteration 10F (41730.700000 sec): 3 clusters Score: Raw -86593.725352 + Penalty 3147.435635 = -83446.289717 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41731.420000 sec): 2 clusters Score: Raw -24731781.927674 + Penalty 2928.912131 = -24728853.015543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41732.290000 sec): 3 clusters Score: Raw -24644582.971792 + Penalty 5857.824261 = -24638725.147530 nChanged 63991 SP:Iteration 1F (41733.160000 sec): 3 clusters Score: Raw -24681801.513869 + Penalty 5857.824261 = -24675943.689608 nChanged 3730 SP:Iteration 2Q (41734.030000 sec): 3 clusters Score: Raw -24682539.501040 + Penalty 5857.824261 = -24676681.676779 nChanged 3621 SP:Iteration 3Q (41734.980000 sec): 3 clusters Score: Raw -24683310.495192 + Penalty 5857.824261 = -24677452.670931 nChanged 3886 SP:Iteration 4Q (41735.990000 sec): 3 clusters Score: Raw -24684322.741959 + Penalty 5857.824261 = -24678464.917698 nChanged 4609 SP:Iteration 5Q (41736.900000 sec): 3 clusters Score: Raw -24685887.453462 + Penalty 5857.824261 = -24680029.629201 nChanged 6148 SP:Iteration 6Q (41737.870000 sec): 3 clusters Score: Raw -24688695.693968 + Penalty 5857.824261 = -24682837.869707 nChanged 8425 SP:Iteration 7F (41738.800000 sec): 3 clusters Score: Raw -24693841.125178 + Penalty 5857.824261 = -24687983.300917 nChanged 11063 SP:Iteration 8F (41739.690000 sec): 3 clusters Score: Raw -24702604.344931 + Penalty 5857.824261 = -24696746.520670 nChanged 12274 SP:Iteration 9F (41740.580000 sec): 3 clusters Score: Raw -24714138.569934 + Penalty 5857.824261 = -24708280.745673 nChanged 9965 SP:Iteration 10F (41741.450000 sec): 3 clusters Score: Raw -24724030.017156 + Penalty 5857.824261 = -24718172.192894 nChanged 5390 SP:Iteration 11Q (41742.300000 sec): 3 clusters Score: Raw -24729261.808473 + Penalty 5857.824261 = -24723403.984212 nChanged 2047 SP:Iteration 12Q (41743.080000 sec): 3 clusters Score: Raw -24731165.677598 + Penalty 5857.824261 = -24725307.853337 nChanged 600 SP:Iteration 13Q (41743.830000 sec): 3 clusters Score: Raw -24731723.377283 + Penalty 5857.824261 = -24725865.553022 nChanged 187 SP:Iteration 14Q (41744.570000 sec): 3 clusters Score: Raw -24731928.797692 + Penalty 5857.824261 = -24726070.973431 nChanged 66 SP:Iteration 15Q (41745.320000 sec): 3 clusters Score: Raw -24732014.205360 + Penalty 5857.824261 = -24726156.381099 nChanged 37 SP:Iteration 16Q (41746.070000 sec): 3 clusters Score: Raw -24732058.181533 + Penalty 5857.824261 = -24726200.357272 nChanged 23 SP:Iteration 17Q (41746.810000 sec): 3 clusters Score: Raw -24732080.041737 + Penalty 5857.824261 = -24726222.217475 nChanged 7 SP:Iteration 18Q (41747.590000 sec): 3 clusters Score: Raw -24732086.812812 + Penalty 5857.824261 = -24726228.988551 nChanged 8 SP:Iteration 19Q (41748.290000 sec): 3 clusters Score: Raw -24732092.912048 + Penalty 5857.824261 = -24726235.087787 nChanged 2 SP:Iteration 20F (41749.210000 sec): 3 clusters Score: Raw -24732093.722780 + Penalty 5857.824261 = -24726235.898518 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41749.380000 sec): 2 clusters Score: Raw -566715.545191 + Penalty 2005.887172 = -564709.658018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41749.610000 sec): 3 clusters Score: Raw -565307.499863 + Penalty 4011.774345 = -561295.725518 nChanged 1140 SP:Iteration 1F (41749.770000 sec): 3 clusters Score: Raw -566019.046305 + Penalty 4011.774345 = -562007.271960 nChanged 257 SP:Iteration 2F (41749.970000 sec): 3 clusters Score: Raw -566203.095601 + Penalty 4011.774345 = -562191.321256 nChanged 170 SP:Iteration 3F (41750.130000 sec): 3 clusters Score: Raw -566324.905111 + Penalty 4011.774345 = -562313.130766 nChanged 141 SP:Iteration 4Q (41750.330000 sec): 3 clusters Score: Raw -566441.589026 + Penalty 4011.774345 = -562429.814681 nChanged 134 SP:Iteration 5Q (41750.530000 sec): 3 clusters Score: Raw -566553.891574 + Penalty 4011.774345 = -562542.117230 nChanged 113 SP:Iteration 6Q (41750.730000 sec): 3 clusters Score: Raw -566632.648693 + Penalty 4011.774345 = -562620.874348 nChanged 97 SP:Iteration 7Q (41750.910000 sec): 3 clusters Score: Raw -566706.382190 + Penalty 4011.774345 = -562694.607845 nChanged 101 SP:Iteration 8Q (41751.110000 sec): 3 clusters Score: Raw -566808.473430 + Penalty 4011.774345 = -562796.699085 nChanged 109 SP:Iteration 9Q (41751.270000 sec): 3 clusters Score: Raw -566940.095804 + Penalty 4011.774345 = -562928.321459 nChanged 141 SP:Iteration 10Q (41751.380000 sec): 3 clusters Score: Raw -567128.393630 + Penalty 4011.774345 = -563116.619286 nChanged 131 SP:Iteration 11Q (41751.570000 sec): 3 clusters Score: Raw -567273.837053 + Penalty 4011.774345 = -563262.062708 nChanged 121 SP:Iteration 12Q (41751.740000 sec): 3 clusters Score: Raw -567408.796194 + Penalty 4011.774345 = -563397.021850 nChanged 98 SP:Iteration 13Q (41751.920000 sec): 3 clusters Score: Raw -567514.214143 + Penalty 4011.774345 = -563502.439799 nChanged 93 SP:Iteration 14Q (41752.100000 sec): 3 clusters Score: Raw -567626.314470 + Penalty 4011.774345 = -563614.540125 nChanged 89 SP:Iteration 15Q (41752.280000 sec): 3 clusters Score: Raw -567704.882397 + Penalty 4011.774345 = -563693.108052 nChanged 57 SP:Iteration 16Q (41752.450000 sec): 3 clusters Score: Raw -567757.765787 + Penalty 4011.774345 = -563745.991443 nChanged 51 SP:Iteration 17Q (41752.650000 sec): 3 clusters Score: Raw -567798.169565 + Penalty 4011.774345 = -563786.395221 nChanged 43 SP:Iteration 18Q (41752.870000 sec): 3 clusters Score: Raw -567829.399854 + Penalty 4011.774345 = -563817.625510 nChanged 37 SP:Iteration 19Q (41753.040000 sec): 3 clusters Score: Raw -567853.389776 + Penalty 4011.774345 = -563841.615432 nChanged 25 SP:Iteration 20F (41753.260000 sec): 3 clusters Score: Raw -567866.294497 + Penalty 4011.774345 = -563854.520152 nChanged 16 SP:Iteration 21Q (41753.470000 sec): 3 clusters Score: Raw -567876.083006 + Penalty 4011.774345 = -563864.308662 nChanged 15 SP:Iteration 22Q (41753.620000 sec): 3 clusters Score: Raw -567884.368049 + Penalty 4011.774345 = -563872.593705 nChanged 10 SP:Iteration 23Q (41753.800000 sec): 3 clusters Score: Raw -567890.831159 + Penalty 4011.774345 = -563879.056814 nChanged 8 SP:Iteration 24Q (41753.960000 sec): 3 clusters Score: Raw -567895.434302 + Penalty 4011.774345 = -563883.659957 nChanged 8 SP:Iteration 25Q (41754.130000 sec): 3 clusters Score: Raw -567899.131642 + Penalty 4011.774345 = -563887.357297 nChanged 6 SP:Iteration 26Q (41754.300000 sec): 3 clusters Score: Raw -567901.394972 + Penalty 4011.774345 = -563889.620628 nChanged 4 SP:Iteration 27Q (41754.490000 sec): 3 clusters Score: Raw -567903.103410 + Penalty 4011.774345 = -563891.329065 nChanged 3 SP:Iteration 28Q (41754.660000 sec): 3 clusters Score: Raw -567904.014630 + Penalty 4011.774345 = -563892.240285 nChanged 3 SP:Iteration 29Q (41754.870000 sec): 3 clusters Score: Raw -567905.172518 + Penalty 4011.774345 = -563893.398173 nChanged 6 SP:Iteration 30Q (41755.090000 sec): 3 clusters Score: Raw -567907.596275 + Penalty 4011.774345 = -563895.821931 nChanged 5 SP:Iteration 31Q (41755.280000 sec): 3 clusters Score: Raw -567910.023698 + Penalty 4011.774345 = -563898.249354 nChanged 4 SP:Iteration 32Q (41755.480000 sec): 3 clusters Score: Raw -567911.508860 + Penalty 4011.774345 = -563899.734516 nChanged 3 SP:Iteration 33Q (41755.720000 sec): 3 clusters Score: Raw -567912.281726 + Penalty 4011.774345 = -563900.507381 nChanged 4 SP:Iteration 34Q (41755.850000 sec): 3 clusters Score: Raw -567913.716969 + Penalty 4011.774345 = -563901.942624 nChanged 4 SP:Iteration 35Q (41756.020000 sec): 3 clusters Score: Raw -567915.614394 + Penalty 4011.774345 = -563903.840049 nChanged 2 SP:Iteration 36Q (41756.130000 sec): 3 clusters Score: Raw -567916.086549 + Penalty 4011.774345 = -563904.312204 nChanged 0 SP:Iteration 37F (41756.320000 sec): 3 clusters Score: Raw -567916.086549 + Penalty 4011.774345 = -563904.312204 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41756.430000 sec): 2 clusters Score: Raw -29863.293254 + Penalty 1412.045570 = -28451.247684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41756.590000 sec): 3 clusters Score: Raw -30131.261371 + Penalty 2824.091141 = -27307.170230 nChanged 59 SP:Iteration 1F (41756.780000 sec): 3 clusters Score: Raw -30418.090750 + Penalty 2824.091141 = -27593.999609 nChanged 21 SP:Iteration 2F (41756.970000 sec): 3 clusters Score: Raw -30524.085322 + Penalty 2824.091141 = -27699.994182 nChanged 10 SP:Iteration 3Q (41757.120000 sec): 3 clusters Score: Raw -30578.496496 + Penalty 2824.091141 = -27754.405355 nChanged 5 SP:Iteration 4Q (41757.290000 sec): 3 clusters Score: Raw -30606.780295 + Penalty 2824.091141 = -27782.689154 nChanged 3 SP:Iteration 5Q (41757.490000 sec): 3 clusters Score: Raw -30620.076815 + Penalty 2824.091141 = -27795.985674 nChanged 2 SP:Iteration 6Q (41757.630000 sec): 3 clusters Score: Raw -30628.025799 + Penalty 2824.091141 = -27803.934659 nChanged 1 SP:Iteration 7Q (41757.830000 sec): 3 clusters Score: Raw -30632.270080 + Penalty 2824.091141 = -27808.178939 nChanged 0 SP:Iteration 8F (41758.010000 sec): 3 clusters Score: Raw -30632.270080 + Penalty 2824.091141 = -27808.178939 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41758.120000 sec): 2 clusters Score: Raw -214673.902731 + Penalty 1766.470931 = -212907.431800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41758.290000 sec): 3 clusters Score: Raw -214345.720568 + Penalty 3532.941863 = -210812.778706 nChanged 337 SP:Iteration 1F (41758.500000 sec): 3 clusters Score: Raw -214675.425105 + Penalty 3532.941863 = -211142.483242 nChanged 88 SP:Iteration 2F (41758.690000 sec): 3 clusters Score: Raw -214773.392282 + Penalty 3532.941863 = -211240.450419 nChanged 43 SP:Iteration 3Q (41758.910000 sec): 3 clusters Score: Raw -214822.211258 + Penalty 3532.941863 = -211289.269395 nChanged 26 SP:Iteration 4Q (41759.080000 sec): 3 clusters Score: Raw -214848.050215 + Penalty 3532.941863 = -211315.108353 nChanged 16 SP:Iteration 5Q (41759.250000 sec): 3 clusters Score: Raw -214862.318608 + Penalty 3532.941863 = -211329.376745 nChanged 16 SP:Iteration 6Q (41759.430000 sec): 3 clusters Score: Raw -214877.843463 + Penalty 3532.941863 = -211344.901600 nChanged 11 SP:Iteration 7Q (41759.610000 sec): 3 clusters Score: Raw -214887.778144 + Penalty 3532.941863 = -211354.836282 nChanged 8 SP:Iteration 8Q (41759.800000 sec): 3 clusters Score: Raw -214895.369912 + Penalty 3532.941863 = -211362.428050 nChanged 8 SP:Iteration 9Q (41760.010000 sec): 3 clusters Score: Raw -214905.882657 + Penalty 3532.941863 = -211372.940795 nChanged 10 SP:Iteration 10Q (41760.170000 sec): 3 clusters Score: Raw -214916.021200 + Penalty 3532.941863 = -211383.079337 nChanged 4 SP:Iteration 11Q (41760.340000 sec): 3 clusters Score: Raw -214919.723395 + Penalty 3532.941863 = -211386.781532 nChanged 4 SP:Iteration 12Q (41760.570000 sec): 3 clusters Score: Raw -214922.460843 + Penalty 3532.941863 = -211389.518981 nChanged 2 SP:Iteration 13Q (41760.720000 sec): 3 clusters Score: Raw -214924.390603 + Penalty 3532.941863 = -211391.448740 nChanged 3 SP:Iteration 14Q (41760.920000 sec): 3 clusters Score: Raw -214926.633444 + Penalty 3532.941863 = -211393.691582 nChanged 3 SP:Iteration 15Q (41761.150000 sec): 3 clusters Score: Raw -214930.546306 + Penalty 3532.941863 = -211397.604443 nChanged 6 SP:Iteration 16Q (41761.340000 sec): 3 clusters Score: Raw -214937.762531 + Penalty 3532.941863 = -211404.820668 nChanged 3 SP:Iteration 17Q (41761.490000 sec): 3 clusters Score: Raw -214940.859770 + Penalty 3532.941863 = -211407.917907 nChanged 3 SP:Iteration 18Q (41761.670000 sec): 3 clusters Score: Raw -214943.100523 + Penalty 3532.941863 = -211410.158661 nChanged 3 SP:Iteration 19Q (41761.850000 sec): 3 clusters Score: Raw -214944.835093 + Penalty 3532.941863 = -211411.893231 nChanged 0 SP:Iteration 20F (41762.060000 sec): 3 clusters Score: Raw -214944.835093 + Penalty 3532.941863 = -211411.893231 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41762.440000 sec): 2 clusters Score: Raw -8783140.721667 + Penalty 2669.144316 = -8780471.577351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41762.870000 sec): 3 clusters Score: Raw -8754033.314991 + Penalty 5338.288631 = -8748695.026359 nChanged 21717 SP:Iteration 1F (41763.270000 sec): 3 clusters Score: Raw -8766165.608024 + Penalty 5338.288631 = -8760827.319392 nChanged 1884 SP:Iteration 2Q (41763.670000 sec): 3 clusters Score: Raw -8766712.144440 + Penalty 5338.288631 = -8761373.855808 nChanged 1800 SP:Iteration 3Q (41764.130000 sec): 3 clusters Score: Raw -8767220.933576 + Penalty 5338.288631 = -8761882.644944 nChanged 1675 SP:Iteration 4Q (41764.540000 sec): 3 clusters Score: Raw -8767701.249258 + Penalty 5338.288631 = -8762362.960626 nChanged 1662 SP:Iteration 5Q (41764.950000 sec): 3 clusters Score: Raw -8768217.770135 + Penalty 5338.288631 = -8762879.481504 nChanged 1669 SP:Iteration 6Q (41765.360000 sec): 3 clusters Score: Raw -8768839.574529 + Penalty 5338.288631 = -8763501.285897 nChanged 1854 SP:Iteration 7Q (41765.820000 sec): 3 clusters Score: Raw -8769637.382322 + Penalty 5338.288631 = -8764299.093691 nChanged 2037 SP:Iteration 8Q (41766.230000 sec): 3 clusters Score: Raw -8770696.459684 + Penalty 5338.288631 = -8765358.171052 nChanged 2313 SP:Iteration 9Q (41766.690000 sec): 3 clusters Score: Raw -8772055.828105 + Penalty 5338.288631 = -8766717.539474 nChanged 2448 SP:Iteration 10F (41767.120000 sec): 3 clusters Score: Raw -8773668.328727 + Penalty 5338.288631 = -8768330.040095 nChanged 2621 SP:Iteration 11F (41767.560000 sec): 3 clusters Score: Raw -8775498.459610 + Penalty 5338.288631 = -8770160.170979 nChanged 2541 SP:Iteration 12F (41768.030000 sec): 3 clusters Score: Raw -8777098.720441 + Penalty 5338.288631 = -8771760.431810 nChanged 2208 SP:Iteration 13Q (41768.500000 sec): 3 clusters Score: Raw -8778233.939689 + Penalty 5338.288631 = -8772895.651057 nChanged 1654 SP:Iteration 14Q (41768.900000 sec): 3 clusters Score: Raw -8778859.658858 + Penalty 5338.288631 = -8773521.370227 nChanged 1131 SP:Iteration 15Q (41769.420000 sec): 3 clusters Score: Raw -8779178.529093 + Penalty 5338.288631 = -8773840.240461 nChanged 818 SP:Iteration 16Q (41769.830000 sec): 3 clusters Score: Raw -8779382.739675 + Penalty 5338.288631 = -8774044.451043 nChanged 658 SP:Iteration 17Q (41770.240000 sec): 3 clusters Score: Raw -8779533.593805 + Penalty 5338.288631 = -8774195.305174 nChanged 563 SP:Iteration 18Q (41770.620000 sec): 3 clusters Score: Raw -8779672.824002 + Penalty 5338.288631 = -8774334.535371 nChanged 547 SP:Iteration 19Q (41771.060000 sec): 3 clusters Score: Raw -8779807.622983 + Penalty 5338.288631 = -8774469.334352 nChanged 549 SP:Iteration 20F (41771.490000 sec): 3 clusters Score: Raw -8779939.546254 + Penalty 5338.288631 = -8774601.257622 nChanged 520 SP:Iteration 21Q (41771.880000 sec): 3 clusters Score: Raw -8780054.555849 + Penalty 5338.288631 = -8774716.267218 nChanged 488 SP:Iteration 22Q (41772.340000 sec): 3 clusters Score: Raw -8780166.649932 + Penalty 5338.288631 = -8774828.361300 nChanged 509 SP:Iteration 23Q (41772.860000 sec): 3 clusters Score: Raw -8780282.800864 + Penalty 5338.288631 = -8774944.512232 nChanged 514 SP:Iteration 24Q (41773.290000 sec): 3 clusters Score: Raw -8780400.742002 + Penalty 5338.288631 = -8775062.453370 nChanged 532 SP:Iteration 25Q (41773.760000 sec): 3 clusters Score: Raw -8780526.422995 + Penalty 5338.288631 = -8775188.134364 nChanged 560 SP:Iteration 26Q (41774.190000 sec): 3 clusters Score: Raw -8780662.734154 + Penalty 5338.288631 = -8775324.445523 nChanged 584 SP:Iteration 27Q (41774.610000 sec): 3 clusters Score: Raw -8780809.218351 + Penalty 5338.288631 = -8775470.929720 nChanged 601 SP:Iteration 28Q (41775.100000 sec): 3 clusters Score: Raw -8780973.633429 + Penalty 5338.288631 = -8775635.344798 nChanged 615 SP:Iteration 29Q (41775.530000 sec): 3 clusters Score: Raw -8781141.753542 + Penalty 5338.288631 = -8775803.464910 nChanged 571 SP:Iteration 30Q (41775.920000 sec): 3 clusters Score: Raw -8781293.583193 + Penalty 5338.288631 = -8775955.294561 nChanged 555 SP:Iteration 31Q (41776.370000 sec): 3 clusters Score: Raw -8781444.129585 + Penalty 5338.288631 = -8776105.840953 nChanged 559 SP:Iteration 32Q (41776.840000 sec): 3 clusters Score: Raw -8781601.878964 + Penalty 5338.288631 = -8776263.590332 nChanged 515 SP:Iteration 33Q (41777.310000 sec): 3 clusters Score: Raw -8781746.589827 + Penalty 5338.288631 = -8776408.301195 nChanged 524 SP:Iteration 34Q (41777.670000 sec): 3 clusters Score: Raw -8781892.562795 + Penalty 5338.288631 = -8776554.274164 nChanged 486 SP:Iteration 35Q (41778.050000 sec): 3 clusters Score: Raw -8782019.807530 + Penalty 5338.288631 = -8776681.518899 nChanged 445 SP:Iteration 36Q (41778.410000 sec): 3 clusters Score: Raw -8782132.561430 + Penalty 5338.288631 = -8776794.272799 nChanged 418 SP:Iteration 37Q (41778.850000 sec): 3 clusters Score: Raw -8782233.955386 + Penalty 5338.288631 = -8776895.666755 nChanged 360 SP:Iteration 38Q (41779.260000 sec): 3 clusters Score: Raw -8782318.774770 + Penalty 5338.288631 = -8776980.486139 nChanged 339 SP:Iteration 39Q (41779.650000 sec): 3 clusters Score: Raw -8782399.163299 + Penalty 5338.288631 = -8777060.874668 nChanged 293 SP:Iteration 40F (41780.100000 sec): 3 clusters Score: Raw -8782458.399024 + Penalty 5338.288631 = -8777120.110392 nChanged 251 SP:Iteration 41Q (41780.490000 sec): 3 clusters Score: Raw -8782505.589972 + Penalty 5338.288631 = -8777167.301341 nChanged 222 SP:Iteration 42Q (41780.900000 sec): 3 clusters Score: Raw -8782545.474694 + Penalty 5338.288631 = -8777207.186063 nChanged 207 SP:Iteration 43Q (41781.390000 sec): 3 clusters Score: Raw -8782585.892591 + Penalty 5338.288631 = -8777247.603959 nChanged 220 SP:Iteration 44Q (41781.770000 sec): 3 clusters Score: Raw -8782626.764822 + Penalty 5338.288631 = -8777288.476191 nChanged 213 SP:Iteration 45Q (41782.180000 sec): 3 clusters Score: Raw -8782665.663815 + Penalty 5338.288631 = -8777327.375184 nChanged 184 SP:Iteration 46Q (41782.600000 sec): 3 clusters Score: Raw -8782697.713317 + Penalty 5338.288631 = -8777359.424685 nChanged 144 SP:Iteration 47Q (41782.950000 sec): 3 clusters Score: Raw -8782720.959693 + Penalty 5338.288631 = -8777382.671061 nChanged 128 SP:Iteration 48Q (41783.360000 sec): 3 clusters Score: Raw -8782741.365862 + Penalty 5338.288631 = -8777403.077231 nChanged 129 SP:Iteration 49Q (41783.710000 sec): 3 clusters Score: Raw -8782762.374052 + Penalty 5338.288631 = -8777424.085421 nChanged 121 SP:Iteration 50Q (41784.130000 sec): 3 clusters Score: Raw -8782783.611071 + Penalty 5338.288631 = -8777445.322440 nChanged 115 SP:Iteration 51Q (41784.620000 sec): 3 clusters Score: Raw -8782800.682709 + Penalty 5338.288631 = -8777462.394078 nChanged 93 SP:Iteration 52Q (41785.030000 sec): 3 clusters Score: Raw -8782814.391140 + Penalty 5338.288631 = -8777476.102508 nChanged 93 SP:Iteration 53Q (41785.530000 sec): 3 clusters Score: Raw -8782829.299130 + Penalty 5338.288631 = -8777491.010498 nChanged 105 SP:Iteration 54Q (41785.930000 sec): 3 clusters Score: Raw -8782847.301983 + Penalty 5338.288631 = -8777509.013352 nChanged 104 SP:Iteration 55Q (41786.380000 sec): 3 clusters Score: Raw -8782865.149436 + Penalty 5338.288631 = -8777526.860804 nChanged 101 SP:Iteration 56Q (41786.750000 sec): 3 clusters Score: Raw -8782881.330046 + Penalty 5338.288631 = -8777543.041414 nChanged 85 SP:Iteration 57Q (41787.120000 sec): 3 clusters Score: Raw -8782895.844637 + Penalty 5338.288631 = -8777557.556006 nChanged 90 SP:Iteration 58Q (41787.540000 sec): 3 clusters Score: Raw -8782909.382204 + Penalty 5338.288631 = -8777571.093573 nChanged 78 SP:Iteration 59Q (41787.960000 sec): 3 clusters Score: Raw -8782920.982848 + Penalty 5338.288631 = -8777582.694216 nChanged 73 SP:Iteration 60F (41788.420000 sec): 3 clusters Score: Raw -8782932.747529 + Penalty 5338.288631 = -8777594.458897 nChanged 72 SP:Iteration 61Q (41788.810000 sec): 3 clusters Score: Raw -8782944.198762 + Penalty 5338.288631 = -8777605.910131 nChanged 80 SP:Iteration 62Q (41789.250000 sec): 3 clusters Score: Raw -8782956.071703 + Penalty 5338.288631 = -8777617.783071 nChanged 62 SP:Iteration 63Q (41789.670000 sec): 3 clusters Score: Raw -8782965.020089 + Penalty 5338.288631 = -8777626.731457 nChanged 58 SP:Iteration 64Q (41790.100000 sec): 3 clusters Score: Raw -8782973.685444 + Penalty 5338.288631 = -8777635.396813 nChanged 63 SP:Iteration 65Q (41790.440000 sec): 3 clusters Score: Raw -8782983.868349 + Penalty 5338.288631 = -8777645.579717 nChanged 66 SP:Iteration 66Q (41790.800000 sec): 3 clusters Score: Raw -8782993.817595 + Penalty 5338.288631 = -8777655.528963 nChanged 67 SP:Iteration 67Q (41791.230000 sec): 3 clusters Score: Raw -8783003.710609 + Penalty 5338.288631 = -8777665.421978 nChanged 53 SP:Iteration 68Q (41791.660000 sec): 3 clusters Score: Raw -8783012.076244 + Penalty 5338.288631 = -8777673.787613 nChanged 58 SP:Iteration 69Q (41792.080000 sec): 3 clusters Score: Raw -8783021.377361 + Penalty 5338.288631 = -8777683.088730 nChanged 59 SP:Iteration 70Q (41792.540000 sec): 3 clusters Score: Raw -8783029.780753 + Penalty 5338.288631 = -8777691.492122 nChanged 52 SP:Iteration 71Q (41792.990000 sec): 3 clusters Score: Raw -8783038.010041 + Penalty 5338.288631 = -8777699.721409 nChanged 55 SP:Iteration 72Q (41793.430000 sec): 3 clusters Score: Raw -8783046.147650 + Penalty 5338.288631 = -8777707.859019 nChanged 46 SP:Iteration 73Q (41793.920000 sec): 3 clusters Score: Raw -8783053.608955 + Penalty 5338.288631 = -8777715.320323 nChanged 57 SP:Iteration 74Q (41794.290000 sec): 3 clusters Score: Raw -8783062.798855 + Penalty 5338.288631 = -8777724.510224 nChanged 53 SP:Iteration 75Q (41794.760000 sec): 3 clusters Score: Raw -8783071.931967 + Penalty 5338.288631 = -8777733.643335 nChanged 46 SP:Iteration 76Q (41795.110000 sec): 3 clusters Score: Raw -8783079.745481 + Penalty 5338.288631 = -8777741.456850 nChanged 53 SP:Iteration 77Q (41795.560000 sec): 3 clusters Score: Raw -8783087.959074 + Penalty 5338.288631 = -8777749.670442 nChanged 45 SP:Iteration 78Q (41795.980000 sec): 3 clusters Score: Raw -8783095.538440 + Penalty 5338.288631 = -8777757.249809 nChanged 49 SP:Iteration 79Q (41796.360000 sec): 3 clusters Score: Raw -8783104.465662 + Penalty 5338.288631 = -8777766.177030 nChanged 59 SP:Iteration 80F (41796.770000 sec): 3 clusters Score: Raw -8783114.218484 + Penalty 5338.288631 = -8777775.929853 nChanged 51 SP:Iteration 81Q (41797.170000 sec): 3 clusters Score: Raw -8783124.551585 + Penalty 5338.288631 = -8777786.262953 nChanged 57 SP:Iteration 82Q (41797.620000 sec): 3 clusters Score: Raw -8783135.427898 + Penalty 5338.288631 = -8777797.139267 nChanged 54 SP:Iteration 83Q (41798.100000 sec): 3 clusters Score: Raw -8783146.555284 + Penalty 5338.288631 = -8777808.266653 nChanged 57 SP:Iteration 84Q (41798.520000 sec): 3 clusters Score: Raw -8783157.265908 + Penalty 5338.288631 = -8777818.977277 nChanged 56 SP:Iteration 85Q (41798.880000 sec): 3 clusters Score: Raw -8783165.926238 + Penalty 5338.288631 = -8777827.637607 nChanged 41 SP:Iteration 86Q (41799.290000 sec): 3 clusters Score: Raw -8783173.395221 + Penalty 5338.288631 = -8777835.106590 nChanged 37 SP:Iteration 87Q (41799.640000 sec): 3 clusters Score: Raw -8783179.151693 + Penalty 5338.288631 = -8777840.863062 nChanged 31 SP:Iteration 88Q (41800.060000 sec): 3 clusters Score: Raw -8783183.437955 + Penalty 5338.288631 = -8777845.149324 nChanged 23 SP:Iteration 89Q (41800.470000 sec): 3 clusters Score: Raw -8783186.649234 + Penalty 5338.288631 = -8777848.360603 nChanged 30 SP:Iteration 90Q (41800.850000 sec): 3 clusters Score: Raw -8783190.289305 + Penalty 5338.288631 = -8777852.000674 nChanged 21 SP:Iteration 91Q (41801.280000 sec): 3 clusters Score: Raw -8783193.203584 + Penalty 5338.288631 = -8777854.914953 nChanged 18 SP:Iteration 92Q (41801.640000 sec): 3 clusters Score: Raw -8783196.276400 + Penalty 5338.288631 = -8777857.987769 nChanged 23 SP:Iteration 93Q (41802.120000 sec): 3 clusters Score: Raw -8783199.662757 + Penalty 5338.288631 = -8777861.374126 nChanged 24 SP:Iteration 94Q (41802.510000 sec): 3 clusters Score: Raw -8783203.165176 + Penalty 5338.288631 = -8777864.876545 nChanged 25 SP:Iteration 95Q (41802.970000 sec): 3 clusters Score: Raw -8783207.105292 + Penalty 5338.288631 = -8777868.816661 nChanged 24 SP:Iteration 96Q (41803.380000 sec): 3 clusters Score: Raw -8783210.728441 + Penalty 5338.288631 = -8777872.439809 nChanged 17 SP:Iteration 97Q (41803.850000 sec): 3 clusters Score: Raw -8783213.290240 + Penalty 5338.288631 = -8777875.001608 nChanged 20 SP:Iteration 98Q (41804.300000 sec): 3 clusters Score: Raw -8783215.812949 + Penalty 5338.288631 = -8777877.524318 nChanged 11 SP:Iteration 99Q (41804.720000 sec): 3 clusters Score: Raw -8783217.264911 + Penalty 5338.288631 = -8777878.976280 nChanged 17 SP:Iteration 100F (41805.130000 sec): 3 clusters Score: Raw -8783219.902133 + Penalty 5338.288631 = -8777881.613501 nChanged 14 SP:Iteration 101Q (41805.500000 sec): 3 clusters Score: Raw -8783221.845457 + Penalty 5338.288631 = -8777883.556825 nChanged 17 SP:Iteration 102Q (41805.870000 sec): 3 clusters Score: Raw -8783224.748977 + Penalty 5338.288631 = -8777886.460345 nChanged 19 SP:Iteration 103Q (41806.290000 sec): 3 clusters Score: Raw -8783228.254128 + Penalty 5338.288631 = -8777889.965496 nChanged 21 SP:Iteration 104Q (41806.660000 sec): 3 clusters Score: Raw -8783231.169458 + Penalty 5338.288631 = -8777892.880827 nChanged 22 SP:Iteration 105Q (41807.100000 sec): 3 clusters Score: Raw -8783235.251212 + Penalty 5338.288631 = -8777896.962581 nChanged 32 SP:Iteration 106Q (41807.530000 sec): 3 clusters Score: Raw -8783241.691386 + Penalty 5338.288631 = -8777903.402754 nChanged 33 SP:Iteration 107Q (41807.960000 sec): 3 clusters Score: Raw -8783248.141208 + Penalty 5338.288631 = -8777909.852577 nChanged 26 SP:Iteration 108Q (41808.450000 sec): 3 clusters Score: Raw -8783252.671734 + Penalty 5338.288631 = -8777914.383103 nChanged 27 SP:Iteration 109Q (41808.830000 sec): 3 clusters Score: Raw -8783258.507401 + Penalty 5338.288631 = -8777920.218770 nChanged 41 SP:Iteration 110Q (41809.190000 sec): 3 clusters Score: Raw -8783269.087242 + Penalty 5338.288631 = -8777930.798610 nChanged 53 SP:Iteration 111Q (41809.590000 sec): 3 clusters Score: Raw -8783280.948759 + Penalty 5338.288631 = -8777942.660128 nChanged 50 SP:Iteration 112Q (41809.980000 sec): 3 clusters Score: Raw -8783290.940992 + Penalty 5338.288631 = -8777952.652361 nChanged 32 SP:Iteration 113Q (41810.350000 sec): 3 clusters Score: Raw -8783298.694443 + Penalty 5338.288631 = -8777960.405812 nChanged 41 SP:Iteration 114Q (41810.750000 sec): 3 clusters Score: Raw -8783307.993557 + Penalty 5338.288631 = -8777969.704925 nChanged 36 SP:Iteration 115Q (41811.150000 sec): 3 clusters Score: Raw -8783315.460081 + Penalty 5338.288631 = -8777977.171449 nChanged 32 SP:Iteration 116Q (41811.600000 sec): 3 clusters Score: Raw -8783322.722193 + Penalty 5338.288631 = -8777984.433562 nChanged 33 SP:Iteration 117Q (41812.030000 sec): 3 clusters Score: Raw -8783329.507986 + Penalty 5338.288631 = -8777991.219354 nChanged 39 SP:Iteration 118Q (41812.390000 sec): 3 clusters Score: Raw -8783337.465460 + Penalty 5338.288631 = -8777999.176828 nChanged 36 SP:Iteration 119Q (41812.770000 sec): 3 clusters Score: Raw -8783345.004039 + Penalty 5338.288631 = -8778006.715407 nChanged 34 SP:Iteration 120F (41813.200000 sec): 3 clusters Score: Raw -8783350.894098 + Penalty 5338.288631 = -8778012.605467 nChanged 24 SP:Iteration 121Q (41813.560000 sec): 3 clusters Score: Raw -8783355.150572 + Penalty 5338.288631 = -8778016.861940 nChanged 23 SP:Iteration 122Q (41813.940000 sec): 3 clusters Score: Raw -8783359.211538 + Penalty 5338.288631 = -8778020.922906 nChanged 20 SP:Iteration 123Q (41814.390000 sec): 3 clusters Score: Raw -8783363.565696 + Penalty 5338.288631 = -8778025.277065 nChanged 12 SP:Iteration 124Q (41814.750000 sec): 3 clusters Score: Raw -8783365.922998 + Penalty 5338.288631 = -8778027.634366 nChanged 14 SP:Iteration 125Q (41815.210000 sec): 3 clusters Score: Raw -8783368.676555 + Penalty 5338.288631 = -8778030.387924 nChanged 17 SP:Iteration 126Q (41815.630000 sec): 3 clusters Score: Raw -8783371.578011 + Penalty 5338.288631 = -8778033.289379 nChanged 11 SP:Iteration 127Q (41815.970000 sec): 3 clusters Score: Raw -8783373.191414 + Penalty 5338.288631 = -8778034.902782 nChanged 6 SP:Iteration 128Q (41816.390000 sec): 3 clusters Score: Raw -8783374.040642 + Penalty 5338.288631 = -8778035.752011 nChanged 7 SP:Iteration 129Q (41816.790000 sec): 3 clusters Score: Raw -8783375.112884 + Penalty 5338.288631 = -8778036.824252 nChanged 10 SP:Iteration 130Q (41817.220000 sec): 3 clusters Score: Raw -8783376.797184 + Penalty 5338.288631 = -8778038.508553 nChanged 8 SP:Iteration 131Q (41817.610000 sec): 3 clusters Score: Raw -8783378.418927 + Penalty 5338.288631 = -8778040.130296 nChanged 5 SP:Iteration 132Q (41817.990000 sec): 3 clusters Score: Raw -8783379.124291 + Penalty 5338.288631 = -8778040.835659 nChanged 6 SP:Iteration 133Q (41818.370000 sec): 3 clusters Score: Raw -8783379.952331 + Penalty 5338.288631 = -8778041.663699 nChanged 5 SP:Iteration 134Q (41818.780000 sec): 3 clusters Score: Raw -8783380.611852 + Penalty 5338.288631 = -8778042.323220 nChanged 3 SP:Iteration 135Q (41819.190000 sec): 3 clusters Score: Raw -8783381.158067 + Penalty 5338.288631 = -8778042.869435 nChanged 5 SP:Iteration 136Q (41819.600000 sec): 3 clusters Score: Raw -8783382.059539 + Penalty 5338.288631 = -8778043.770907 nChanged 3 SP:Iteration 137Q (41820.030000 sec): 3 clusters Score: Raw -8783382.496351 + Penalty 5338.288631 = -8778044.207719 nChanged 3 SP:Iteration 138Q (41820.500000 sec): 3 clusters Score: Raw -8783382.943901 + Penalty 5338.288631 = -8778044.655269 nChanged 3 SP:Iteration 139Q (41820.920000 sec): 3 clusters Score: Raw -8783383.409461 + Penalty 5338.288631 = -8778045.120829 nChanged 4 SP:Iteration 140F (41821.360000 sec): 3 clusters Score: Raw -8783383.803637 + Penalty 5338.288631 = -8778045.515005 nChanged 4 SP:Iteration 141Q (41821.730000 sec): 3 clusters Score: Raw -8783384.247491 + Penalty 5338.288631 = -8778045.958859 nChanged 6 SP:Iteration 142Q (41822.120000 sec): 3 clusters Score: Raw -8783385.060117 + Penalty 5338.288631 = -8778046.771485 nChanged 3 SP:Iteration 143Q (41822.480000 sec): 3 clusters Score: Raw -8783385.518624 + Penalty 5338.288631 = -8778047.229993 nChanged 2 SP:Iteration 144Q (41822.870000 sec): 3 clusters Score: Raw -8783385.986884 + Penalty 5338.288631 = -8778047.698252 nChanged 3 SP:Iteration 145Q (41823.260000 sec): 3 clusters Score: Raw -8783386.310685 + Penalty 5338.288631 = -8778048.022054 nChanged 4 SP:Iteration 146Q (41823.710000 sec): 3 clusters Score: Raw -8783386.999751 + Penalty 5338.288631 = -8778048.711119 nChanged 3 SP:Iteration 147Q (41824.080000 sec): 3 clusters Score: Raw -8783387.474579 + Penalty 5338.288631 = -8778049.185947 nChanged 6 SP:Iteration 148Q (41824.440000 sec): 3 clusters Score: Raw -8783388.214093 + Penalty 5338.288631 = -8778049.925462 nChanged 4 SP:Iteration 149Q (41824.910000 sec): 3 clusters Score: Raw -8783388.806584 + Penalty 5338.288631 = -8778050.517952 nChanged 3 SP:Iteration 150Q (41825.380000 sec): 3 clusters Score: Raw -8783389.466818 + Penalty 5338.288631 = -8778051.178186 nChanged 6 SP:Iteration 151Q (41825.730000 sec): 3 clusters Score: Raw -8783390.781588 + Penalty 5338.288631 = -8778052.492957 nChanged 9 SP:Iteration 152Q (41826.130000 sec): 3 clusters Score: Raw -8783392.587569 + Penalty 5338.288631 = -8778054.298937 nChanged 10 SP:Iteration 153Q (41826.450000 sec): 3 clusters Score: Raw -8783394.643817 + Penalty 5338.288631 = -8778056.355186 nChanged 7 SP:Iteration 154Q (41826.840000 sec): 3 clusters Score: Raw -8783396.123599 + Penalty 5338.288631 = -8778057.834968 nChanged 8 SP:Iteration 155Q (41827.230000 sec): 3 clusters Score: Raw -8783397.286945 + Penalty 5338.288631 = -8778058.998314 nChanged 11 SP:Iteration 156Q (41827.650000 sec): 3 clusters Score: Raw -8783399.132834 + Penalty 5338.288631 = -8778060.844202 nChanged 9 SP:Iteration 157Q (41827.990000 sec): 3 clusters Score: Raw -8783400.622914 + Penalty 5338.288631 = -8778062.334283 nChanged 6 SP:Iteration 158Q (41828.330000 sec): 3 clusters Score: Raw -8783401.717577 + Penalty 5338.288631 = -8778063.428946 nChanged 13 SP:Iteration 159Q (41828.720000 sec): 3 clusters Score: Raw -8783404.210076 + Penalty 5338.288631 = -8778065.921445 nChanged 9 SP:Iteration 160F (41829.150000 sec): 3 clusters Score: Raw -8783405.684916 + Penalty 5338.288631 = -8778067.396285 nChanged 9 SP:Iteration 161Q (41829.520000 sec): 3 clusters Score: Raw -8783407.159988 + Penalty 5338.288631 = -8778068.871356 nChanged 5 SP:Iteration 162Q (41829.870000 sec): 3 clusters Score: Raw -8783408.020196 + Penalty 5338.288631 = -8778069.731565 nChanged 4 SP:Iteration 163Q (41830.180000 sec): 3 clusters Score: Raw -8783408.999538 + Penalty 5338.288631 = -8778070.710907 nChanged 6 SP:Iteration 164Q (41830.560000 sec): 3 clusters Score: Raw -8783409.921492 + Penalty 5338.288631 = -8778071.632860 nChanged 6 SP:Iteration 165Q (41830.910000 sec): 3 clusters Score: Raw -8783410.910287 + Penalty 5338.288631 = -8778072.621655 nChanged 6 SP:Iteration 166Q (41831.330000 sec): 3 clusters Score: Raw -8783411.808758 + Penalty 5338.288631 = -8778073.520127 nChanged 7 SP:Iteration 167Q (41831.740000 sec): 3 clusters Score: Raw -8783412.970018 + Penalty 5338.288631 = -8778074.681387 nChanged 4 SP:Iteration 168Q (41832.140000 sec): 3 clusters Score: Raw -8783414.013314 + Penalty 5338.288631 = -8778075.724682 nChanged 10 SP:Iteration 169Q (41832.520000 sec): 3 clusters Score: Raw -8783416.015122 + Penalty 5338.288631 = -8778077.726490 nChanged 6 SP:Iteration 170Q (41832.920000 sec): 3 clusters Score: Raw -8783417.081366 + Penalty 5338.288631 = -8778078.792734 nChanged 9 SP:Iteration 171Q (41833.310000 sec): 3 clusters Score: Raw -8783419.590726 + Penalty 5338.288631 = -8778081.302095 nChanged 14 SP:Iteration 172Q (41833.720000 sec): 3 clusters Score: Raw -8783422.163620 + Penalty 5338.288631 = -8778083.874989 nChanged 10 SP:Iteration 173Q (41834.180000 sec): 3 clusters Score: Raw -8783425.002621 + Penalty 5338.288631 = -8778086.713989 nChanged 13 SP:Iteration 174Q (41834.600000 sec): 3 clusters Score: Raw -8783428.142039 + Penalty 5338.288631 = -8778089.853407 nChanged 15 SP:Iteration 175Q (41835.000000 sec): 3 clusters Score: Raw -8783431.955414 + Penalty 5338.288631 = -8778093.666783 nChanged 15 SP:Iteration 176Q (41835.400000 sec): 3 clusters Score: Raw -8783435.092889 + Penalty 5338.288631 = -8778096.804257 nChanged 9 SP:Iteration 177Q (41835.810000 sec): 3 clusters Score: Raw -8783437.025392 + Penalty 5338.288631 = -8778098.736760 nChanged 11 SP:Iteration 178Q (41836.190000 sec): 3 clusters Score: Raw -8783439.263579 + Penalty 5338.288631 = -8778100.974948 nChanged 8 SP:Iteration 179Q (41836.540000 sec): 3 clusters Score: Raw -8783440.688371 + Penalty 5338.288631 = -8778102.399739 nChanged 7 SP:Iteration 180F (41837.010000 sec): 3 clusters Score: Raw -8783441.999959 + Penalty 5338.288631 = -8778103.711328 nChanged 3 SP:Iteration 181Q (41837.430000 sec): 3 clusters Score: Raw -8783442.612742 + Penalty 5338.288631 = -8778104.324111 nChanged 1 SP:Iteration 182Q (41837.900000 sec): 3 clusters Score: Raw -8783442.677734 + Penalty 5338.288631 = -8778104.389103 nChanged 1 SP:Iteration 183Q (41838.380000 sec): 3 clusters Score: Raw -8783442.799003 + Penalty 5338.288631 = -8778104.510371 nChanged 1 SP:Iteration 184Q (41838.780000 sec): 3 clusters Score: Raw -8783443.073516 + Penalty 5338.288631 = -8778104.784884 nChanged 2 SP:Iteration 185Q (41839.180000 sec): 3 clusters Score: Raw -8783443.307390 + Penalty 5338.288631 = -8778105.018759 nChanged 1 SP:Iteration 186Q (41839.590000 sec): 3 clusters Score: Raw -8783443.429149 + Penalty 5338.288631 = -8778105.140518 nChanged 1 SP:Iteration 187Q (41840.020000 sec): 3 clusters Score: Raw -8783443.725234 + Penalty 5338.288631 = -8778105.436603 nChanged 3 SP:Iteration 188Q (41840.440000 sec): 3 clusters Score: Raw -8783444.328724 + Penalty 5338.288631 = -8778106.040092 nChanged 3 SP:Iteration 189Q (41840.810000 sec): 3 clusters Score: Raw -8783444.838532 + Penalty 5338.288631 = -8778106.549900 nChanged 2 SP:Iteration 190Q (41841.220000 sec): 3 clusters Score: Raw -8783445.469553 + Penalty 5338.288631 = -8778107.180921 nChanged 1 SP:Iteration 191Q (41841.680000 sec): 3 clusters Score: Raw -8783445.729109 + Penalty 5338.288631 = -8778107.440478 nChanged 3 SP:Iteration 192Q (41842.100000 sec): 3 clusters Score: Raw -8783446.131152 + Penalty 5338.288631 = -8778107.842521 nChanged 4 SP:Iteration 193Q (41842.500000 sec): 3 clusters Score: Raw -8783446.658709 + Penalty 5338.288631 = -8778108.370077 nChanged 2 SP:Iteration 194Q (41842.850000 sec): 3 clusters Score: Raw -8783446.925072 + Penalty 5338.288631 = -8778108.636440 nChanged 2 SP:Iteration 195Q (41843.240000 sec): 3 clusters Score: Raw -8783447.229640 + Penalty 5338.288631 = -8778108.941008 nChanged 1 SP:Iteration 196Q (41843.580000 sec): 3 clusters Score: Raw -8783447.325416 + Penalty 5338.288631 = -8778109.036784 nChanged 0 SP:Iteration 197F (41844.040000 sec): 3 clusters Score: Raw -8783447.325416 + Penalty 5338.288631 = -8778109.036784 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41844.140000 sec): 2 clusters Score: Raw -77145.655364 + Penalty 1530.581748 = -75615.073615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41844.340000 sec): 3 clusters Score: Raw -77227.342011 + Penalty 3061.163496 = -74166.178515 nChanged 72 SP:Iteration 1F (41844.530000 sec): 3 clusters Score: Raw -77360.159996 + Penalty 3061.163496 = -74298.996500 nChanged 23 SP:Iteration 2Q (41844.720000 sec): 3 clusters Score: Raw -77427.675892 + Penalty 3061.163496 = -74366.512396 nChanged 13 SP:Iteration 3Q (41844.890000 sec): 3 clusters Score: Raw -77465.749460 + Penalty 3061.163496 = -74404.585963 nChanged 11 SP:Iteration 4Q (41845.060000 sec): 3 clusters Score: Raw -77493.016481 + Penalty 3061.163496 = -74431.852985 nChanged 6 SP:Iteration 5Q (41845.230000 sec): 3 clusters Score: Raw -77505.073168 + Penalty 3061.163496 = -74443.909672 nChanged 3 SP:Iteration 6Q (41845.370000 sec): 3 clusters Score: Raw -77515.352938 + Penalty 3061.163496 = -74454.189442 nChanged 5 SP:Iteration 7Q (41845.520000 sec): 3 clusters Score: Raw -77523.561561 + Penalty 3061.163496 = -74462.398065 nChanged 6 SP:Iteration 8Q (41845.670000 sec): 3 clusters Score: Raw -77545.500135 + Penalty 3061.163496 = -74484.336639 nChanged 3 SP:Iteration 9Q (41845.850000 sec): 3 clusters Score: Raw -77553.622420 + Penalty 3061.163496 = -74492.458923 nChanged 2 SP:Iteration 10Q (41846.010000 sec): 3 clusters Score: Raw -77557.458189 + Penalty 3061.163496 = -74496.294692 nChanged 0 SP:Iteration 11F (41846.180000 sec): 3 clusters Score: Raw -77557.458189 + Penalty 3061.163496 = -74496.294692 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41846.290000 sec): 2 clusters Score: Raw -1528994.107478 + Penalty 2230.030874 = -1526764.076604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41846.540000 sec): 3 clusters Score: Raw -1524745.090207 + Penalty 4460.061748 = -1520285.028459 nChanged 3282 SP:Iteration 1F (41846.740000 sec): 3 clusters Score: Raw -1526548.294159 + Penalty 4460.061748 = -1522088.232410 nChanged 609 SP:Iteration 2F (41846.970000 sec): 3 clusters Score: Raw -1526957.516937 + Penalty 4460.061748 = -1522497.455189 nChanged 482 SP:Iteration 3F (41847.200000 sec): 3 clusters Score: Raw -1527320.221551 + Penalty 4460.061748 = -1522860.159803 nChanged 421 SP:Iteration 4F (41847.400000 sec): 3 clusters Score: Raw -1527661.073984 + Penalty 4460.061748 = -1523201.012235 nChanged 386 SP:Iteration 5Q (41847.630000 sec): 3 clusters Score: Raw -1527959.339078 + Penalty 4460.061748 = -1523499.277330 nChanged 375 SP:Iteration 6Q (41847.870000 sec): 3 clusters Score: Raw -1528206.658215 + Penalty 4460.061748 = -1523746.596466 nChanged 322 SP:Iteration 7Q (41848.090000 sec): 3 clusters Score: Raw -1528418.948778 + Penalty 4460.061748 = -1523958.887030 nChanged 331 SP:Iteration 8Q (41848.280000 sec): 3 clusters Score: Raw -1528623.434598 + Penalty 4460.061748 = -1524163.372850 nChanged 344 SP:Iteration 9Q (41848.510000 sec): 3 clusters Score: Raw -1528837.227979 + Penalty 4460.061748 = -1524377.166230 nChanged 346 SP:Iteration 10Q (41848.780000 sec): 3 clusters Score: Raw -1529035.857593 + Penalty 4460.061748 = -1524575.795845 nChanged 306 SP:Iteration 11Q (41849.030000 sec): 3 clusters Score: Raw -1529199.958275 + Penalty 4460.061748 = -1524739.896527 nChanged 292 SP:Iteration 12Q (41849.300000 sec): 3 clusters Score: Raw -1529350.772647 + Penalty 4460.061748 = -1524890.710899 nChanged 240 SP:Iteration 13Q (41849.510000 sec): 3 clusters Score: Raw -1529474.784038 + Penalty 4460.061748 = -1525014.722290 nChanged 213 SP:Iteration 14Q (41849.730000 sec): 3 clusters Score: Raw -1529576.578302 + Penalty 4460.061748 = -1525116.516553 nChanged 184 SP:Iteration 15Q (41849.940000 sec): 3 clusters Score: Raw -1529662.274718 + Penalty 4460.061748 = -1525202.212970 nChanged 186 SP:Iteration 16Q (41850.160000 sec): 3 clusters Score: Raw -1529757.651247 + Penalty 4460.061748 = -1525297.589499 nChanged 189 SP:Iteration 17Q (41850.360000 sec): 3 clusters Score: Raw -1529857.984924 + Penalty 4460.061748 = -1525397.923176 nChanged 168 SP:Iteration 18Q (41850.600000 sec): 3 clusters Score: Raw -1529945.102452 + Penalty 4460.061748 = -1525485.040704 nChanged 130 SP:Iteration 19Q (41850.820000 sec): 3 clusters Score: Raw -1530002.703614 + Penalty 4460.061748 = -1525542.641866 nChanged 106 SP:Iteration 20F (41851.010000 sec): 3 clusters Score: Raw -1530043.698332 + Penalty 4460.061748 = -1525583.636583 nChanged 78 SP:Iteration 21Q (41851.190000 sec): 3 clusters Score: Raw -1530069.602068 + Penalty 4460.061748 = -1525609.540320 nChanged 44 SP:Iteration 22Q (41851.460000 sec): 3 clusters Score: Raw -1530086.514810 + Penalty 4460.061748 = -1525626.453061 nChanged 39 SP:Iteration 23Q (41851.640000 sec): 3 clusters Score: Raw -1530101.233353 + Penalty 4460.061748 = -1525641.171605 nChanged 30 SP:Iteration 24Q (41851.850000 sec): 3 clusters Score: Raw -1530113.183697 + Penalty 4460.061748 = -1525653.121949 nChanged 31 SP:Iteration 25Q (41852.070000 sec): 3 clusters Score: Raw -1530123.271683 + Penalty 4460.061748 = -1525663.209935 nChanged 21 SP:Iteration 26Q (41852.300000 sec): 3 clusters Score: Raw -1530130.567573 + Penalty 4460.061748 = -1525670.505825 nChanged 25 SP:Iteration 27Q (41852.540000 sec): 3 clusters Score: Raw -1530139.724036 + Penalty 4460.061748 = -1525679.662287 nChanged 18 SP:Iteration 28Q (41852.720000 sec): 3 clusters Score: Raw -1530147.460146 + Penalty 4460.061748 = -1525687.398398 nChanged 17 SP:Iteration 29Q (41852.980000 sec): 3 clusters Score: Raw -1530154.192323 + Penalty 4460.061748 = -1525694.130574 nChanged 15 SP:Iteration 30Q (41853.240000 sec): 3 clusters Score: Raw -1530162.143130 + Penalty 4460.061748 = -1525702.081382 nChanged 18 SP:Iteration 31Q (41853.440000 sec): 3 clusters Score: Raw -1530168.616209 + Penalty 4460.061748 = -1525708.554461 nChanged 17 SP:Iteration 32Q (41853.600000 sec): 3 clusters Score: Raw -1530174.586560 + Penalty 4460.061748 = -1525714.524812 nChanged 21 SP:Iteration 33Q (41853.830000 sec): 3 clusters Score: Raw -1530184.167575 + Penalty 4460.061748 = -1525724.105827 nChanged 31 SP:Iteration 34Q (41854.040000 sec): 3 clusters Score: Raw -1530202.000445 + Penalty 4460.061748 = -1525741.938697 nChanged 37 SP:Iteration 35Q (41854.230000 sec): 3 clusters Score: Raw -1530225.452539 + Penalty 4460.061748 = -1525765.390791 nChanged 50 SP:Iteration 36Q (41854.460000 sec): 3 clusters Score: Raw -1530261.527090 + Penalty 4460.061748 = -1525801.465342 nChanged 63 SP:Iteration 37Q (41854.660000 sec): 3 clusters Score: Raw -1530307.060987 + Penalty 4460.061748 = -1525846.999238 nChanged 61 SP:Iteration 38Q (41854.860000 sec): 3 clusters Score: Raw -1530350.236277 + Penalty 4460.061748 = -1525890.174529 nChanged 82 SP:Iteration 39Q (41855.050000 sec): 3 clusters Score: Raw -1530403.941616 + Penalty 4460.061748 = -1525943.879867 nChanged 82 SP:Iteration 40F (41855.280000 sec): 3 clusters Score: Raw -1530446.071624 + Penalty 4460.061748 = -1525986.009876 nChanged 62 SP:Iteration 41Q (41855.490000 sec): 3 clusters Score: Raw -1530479.251155 + Penalty 4460.061748 = -1526019.189407 nChanged 58 SP:Iteration 42Q (41855.690000 sec): 3 clusters Score: Raw -1530506.820214 + Penalty 4460.061748 = -1526046.758466 nChanged 51 SP:Iteration 43Q (41855.910000 sec): 3 clusters Score: Raw -1530528.921163 + Penalty 4460.061748 = -1526068.859415 nChanged 50 SP:Iteration 44Q (41856.070000 sec): 3 clusters Score: Raw -1530549.765107 + Penalty 4460.061748 = -1526089.703358 nChanged 43 SP:Iteration 45Q (41856.310000 sec): 3 clusters Score: Raw -1530567.997867 + Penalty 4460.061748 = -1526107.936119 nChanged 43 SP:Iteration 46Q (41856.480000 sec): 3 clusters Score: Raw -1530586.617412 + Penalty 4460.061748 = -1526126.555663 nChanged 40 SP:Iteration 47Q (41856.680000 sec): 3 clusters Score: Raw -1530600.635365 + Penalty 4460.061748 = -1526140.573617 nChanged 45 SP:Iteration 48Q (41856.940000 sec): 3 clusters Score: Raw -1530616.978378 + Penalty 4460.061748 = -1526156.916629 nChanged 48 SP:Iteration 49Q (41857.140000 sec): 3 clusters Score: Raw -1530632.611622 + Penalty 4460.061748 = -1526172.549874 nChanged 36 SP:Iteration 50Q (41857.340000 sec): 3 clusters Score: Raw -1530644.731521 + Penalty 4460.061748 = -1526184.669773 nChanged 31 SP:Iteration 51Q (41857.560000 sec): 3 clusters Score: Raw -1530653.796656 + Penalty 4460.061748 = -1526193.734908 nChanged 28 SP:Iteration 52Q (41857.830000 sec): 3 clusters Score: Raw -1530660.663997 + Penalty 4460.061748 = -1526200.602249 nChanged 18 SP:Iteration 53Q (41858.030000 sec): 3 clusters Score: Raw -1530665.138178 + Penalty 4460.061748 = -1526205.076430 nChanged 16 SP:Iteration 54Q (41858.230000 sec): 3 clusters Score: Raw -1530669.571184 + Penalty 4460.061748 = -1526209.509436 nChanged 13 SP:Iteration 55Q (41858.490000 sec): 3 clusters Score: Raw -1530673.535722 + Penalty 4460.061748 = -1526213.473973 nChanged 8 SP:Iteration 56Q (41858.720000 sec): 3 clusters Score: Raw -1530674.920568 + Penalty 4460.061748 = -1526214.858819 nChanged 8 SP:Iteration 57Q (41858.920000 sec): 3 clusters Score: Raw -1530676.409776 + Penalty 4460.061748 = -1526216.348028 nChanged 7 SP:Iteration 58Q (41859.120000 sec): 3 clusters Score: Raw -1530678.180200 + Penalty 4460.061748 = -1526218.118452 nChanged 10 SP:Iteration 59Q (41859.360000 sec): 3 clusters Score: Raw -1530680.653684 + Penalty 4460.061748 = -1526220.591936 nChanged 13 SP:Iteration 60F (41859.570000 sec): 3 clusters Score: Raw -1530684.794920 + Penalty 4460.061748 = -1526224.733172 nChanged 11 SP:Iteration 61Q (41859.760000 sec): 3 clusters Score: Raw -1530686.642745 + Penalty 4460.061748 = -1526226.580997 nChanged 6 SP:Iteration 62Q (41859.930000 sec): 3 clusters Score: Raw -1530687.866715 + Penalty 4460.061748 = -1526227.804967 nChanged 6 SP:Iteration 63Q (41860.160000 sec): 3 clusters Score: Raw -1530689.398258 + Penalty 4460.061748 = -1526229.336510 nChanged 5 SP:Iteration 64Q (41860.370000 sec): 3 clusters Score: Raw -1530690.251673 + Penalty 4460.061748 = -1526230.189924 nChanged 3 SP:Iteration 65Q (41860.580000 sec): 3 clusters Score: Raw -1530690.708800 + Penalty 4460.061748 = -1526230.647052 nChanged 3 SP:Iteration 66Q (41860.840000 sec): 3 clusters Score: Raw -1530691.308440 + Penalty 4460.061748 = -1526231.246692 nChanged 0 SP:Iteration 67F (41861.050000 sec): 3 clusters Score: Raw -1530691.308440 + Penalty 4460.061748 = -1526231.246692 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41861.460000 sec): 2 clusters Score: Raw -12157485.696163 + Penalty 2757.999016 = -12154727.697147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41861.990000 sec): 3 clusters Score: Raw -12114724.796601 + Penalty 5515.998032 = -12109208.798569 nChanged 31708 SP:Iteration 1F (41862.510000 sec): 3 clusters Score: Raw -12132770.590750 + Penalty 5515.998032 = -12127254.592718 nChanged 2643 SP:Iteration 2Q (41863.130000 sec): 3 clusters Score: Raw -12133555.107603 + Penalty 5515.998032 = -12128039.109571 nChanged 2736 SP:Iteration 3Q (41863.700000 sec): 3 clusters Score: Raw -12134396.717867 + Penalty 5515.998032 = -12128880.719835 nChanged 2666 SP:Iteration 4Q (41864.250000 sec): 3 clusters Score: Raw -12135268.535447 + Penalty 5515.998032 = -12129752.537415 nChanged 2726 SP:Iteration 5Q (41864.860000 sec): 3 clusters Score: Raw -12136201.159423 + Penalty 5515.998032 = -12130685.161391 nChanged 2784 SP:Iteration 6Q (41865.400000 sec): 3 clusters Score: Raw -12137248.359663 + Penalty 5515.998032 = -12131732.361631 nChanged 2880 SP:Iteration 7Q (41865.970000 sec): 3 clusters Score: Raw -12138457.258328 + Penalty 5515.998032 = -12132941.260297 nChanged 3000 SP:Iteration 8Q (41866.540000 sec): 3 clusters Score: Raw -12139944.556855 + Penalty 5515.998032 = -12134428.558823 nChanged 3316 SP:Iteration 9Q (41867.070000 sec): 3 clusters Score: Raw -12141873.517248 + Penalty 5515.998032 = -12136357.519216 nChanged 3337 SP:Iteration 10Q (41867.720000 sec): 3 clusters Score: Raw -12143999.579637 + Penalty 5515.998032 = -12138483.581606 nChanged 3205 SP:Iteration 11Q (41868.390000 sec): 3 clusters Score: Raw -12145970.544730 + Penalty 5515.998032 = -12140454.546698 nChanged 2707 SP:Iteration 12Q (41869.000000 sec): 3 clusters Score: Raw -12147493.296804 + Penalty 5515.998032 = -12141977.298772 nChanged 2251 SP:Iteration 13Q (41869.620000 sec): 3 clusters Score: Raw -12148633.180735 + Penalty 5515.998032 = -12143117.182703 nChanged 1855 SP:Iteration 14Q (41870.200000 sec): 3 clusters Score: Raw -12149449.236077 + Penalty 5515.998032 = -12143933.238046 nChanged 1622 SP:Iteration 15Q (41870.760000 sec): 3 clusters Score: Raw -12150100.991342 + Penalty 5515.998032 = -12144584.993310 nChanged 1418 SP:Iteration 16Q (41871.290000 sec): 3 clusters Score: Raw -12150654.404787 + Penalty 5515.998032 = -12145138.406755 nChanged 1420 SP:Iteration 17Q (41871.810000 sec): 3 clusters Score: Raw -12151216.953967 + Penalty 5515.998032 = -12145700.955935 nChanged 1405 SP:Iteration 18Q (41872.340000 sec): 3 clusters Score: Raw -12151798.391093 + Penalty 5515.998032 = -12146282.393061 nChanged 1403 SP:Iteration 19Q (41872.830000 sec): 3 clusters Score: Raw -12152402.521756 + Penalty 5515.998032 = -12146886.523724 nChanged 1372 SP:Iteration 20F (41873.410000 sec): 3 clusters Score: Raw -12153053.824516 + Penalty 5515.998032 = -12147537.826484 nChanged 1439 SP:Iteration 21Q (41873.950000 sec): 3 clusters Score: Raw -12153792.630764 + Penalty 5515.998032 = -12148276.632732 nChanged 1366 SP:Iteration 22Q (41874.470000 sec): 3 clusters Score: Raw -12154507.146453 + Penalty 5515.998032 = -12148991.148421 nChanged 1261 SP:Iteration 23Q (41874.990000 sec): 3 clusters Score: Raw -12155224.620200 + Penalty 5515.998032 = -12149708.622168 nChanged 1125 SP:Iteration 24Q (41875.490000 sec): 3 clusters Score: Raw -12155882.756887 + Penalty 5515.998032 = -12150366.758856 nChanged 956 SP:Iteration 25Q (41875.970000 sec): 3 clusters Score: Raw -12156451.251806 + Penalty 5515.998032 = -12150935.253774 nChanged 769 SP:Iteration 26Q (41876.490000 sec): 3 clusters Score: Raw -12156893.521030 + Penalty 5515.998032 = -12151377.522998 nChanged 563 SP:Iteration 27Q (41877.000000 sec): 3 clusters Score: Raw -12157191.085397 + Penalty 5515.998032 = -12151675.087365 nChanged 428 SP:Iteration 28Q (41877.490000 sec): 3 clusters Score: Raw -12157401.136915 + Penalty 5515.998032 = -12151885.138883 nChanged 315 SP:Iteration 29Q (41877.990000 sec): 3 clusters Score: Raw -12157542.484788 + Penalty 5515.998032 = -12152026.486756 nChanged 227 SP:Iteration 30Q (41878.470000 sec): 3 clusters Score: Raw -12157636.300107 + Penalty 5515.998032 = -12152120.302075 nChanged 175 SP:Iteration 31Q (41878.980000 sec): 3 clusters Score: Raw -12157709.184623 + Penalty 5515.998032 = -12152193.186592 nChanged 135 SP:Iteration 32Q (41879.460000 sec): 3 clusters Score: Raw -12157766.332405 + Penalty 5515.998032 = -12152250.334373 nChanged 105 SP:Iteration 33Q (41879.980000 sec): 3 clusters Score: Raw -12157807.515827 + Penalty 5515.998032 = -12152291.517795 nChanged 86 SP:Iteration 34Q (41880.520000 sec): 3 clusters Score: Raw -12157841.566282 + Penalty 5515.998032 = -12152325.568250 nChanged 72 SP:Iteration 35Q (41881.010000 sec): 3 clusters Score: Raw -12157866.601047 + Penalty 5515.998032 = -12152350.603015 nChanged 50 SP:Iteration 36Q (41881.480000 sec): 3 clusters Score: Raw -12157886.032493 + Penalty 5515.998032 = -12152370.034461 nChanged 43 SP:Iteration 37Q (41881.960000 sec): 3 clusters Score: Raw -12157902.015631 + Penalty 5515.998032 = -12152386.017599 nChanged 35 SP:Iteration 38Q (41882.480000 sec): 3 clusters Score: Raw -12157914.558854 + Penalty 5515.998032 = -12152398.560822 nChanged 31 SP:Iteration 39Q (41882.980000 sec): 3 clusters Score: Raw -12157927.914242 + Penalty 5515.998032 = -12152411.916210 nChanged 31 SP:Iteration 40F (41883.540000 sec): 3 clusters Score: Raw -12157940.434227 + Penalty 5515.998032 = -12152424.436195 nChanged 27 SP:Iteration 41Q (41884.000000 sec): 3 clusters Score: Raw -12157952.287656 + Penalty 5515.998032 = -12152436.289624 nChanged 35 SP:Iteration 42Q (41884.520000 sec): 3 clusters Score: Raw -12157966.569921 + Penalty 5515.998032 = -12152450.571889 nChanged 25 SP:Iteration 43Q (41885.010000 sec): 3 clusters Score: Raw -12157977.263703 + Penalty 5515.998032 = -12152461.265671 nChanged 19 SP:Iteration 44Q (41885.450000 sec): 3 clusters Score: Raw -12157983.388165 + Penalty 5515.998032 = -12152467.390133 nChanged 20 SP:Iteration 45Q (41886.000000 sec): 3 clusters Score: Raw -12157992.448650 + Penalty 5515.998032 = -12152476.450618 nChanged 17 SP:Iteration 46Q (41886.470000 sec): 3 clusters Score: Raw -12158002.443854 + Penalty 5515.998032 = -12152486.445822 nChanged 17 SP:Iteration 47Q (41887.020000 sec): 3 clusters Score: Raw -12158010.983150 + Penalty 5515.998032 = -12152494.985118 nChanged 21 SP:Iteration 48Q (41887.500000 sec): 3 clusters Score: Raw -12158022.111496 + Penalty 5515.998032 = -12152506.113464 nChanged 22 SP:Iteration 49Q (41887.980000 sec): 3 clusters Score: Raw -12158032.640851 + Penalty 5515.998032 = -12152516.642819 nChanged 13 SP:Iteration 50Q (41888.470000 sec): 3 clusters Score: Raw -12158038.008870 + Penalty 5515.998032 = -12152522.010838 nChanged 15 SP:Iteration 51Q (41888.920000 sec): 3 clusters Score: Raw -12158043.907388 + Penalty 5515.998032 = -12152527.909356 nChanged 8 SP:Iteration 52Q (41889.440000 sec): 3 clusters Score: Raw -12158047.254549 + Penalty 5515.998032 = -12152531.256517 nChanged 10 SP:Iteration 53Q (41889.970000 sec): 3 clusters Score: Raw -12158051.445183 + Penalty 5515.998032 = -12152535.447151 nChanged 6 SP:Iteration 54Q (41890.430000 sec): 3 clusters Score: Raw -12158054.501105 + Penalty 5515.998032 = -12152538.503073 nChanged 5 SP:Iteration 55Q (41890.920000 sec): 3 clusters Score: Raw -12158056.620595 + Penalty 5515.998032 = -12152540.622563 nChanged 8 SP:Iteration 56Q (41891.430000 sec): 3 clusters Score: Raw -12158060.785879 + Penalty 5515.998032 = -12152544.787847 nChanged 9 SP:Iteration 57Q (41891.890000 sec): 3 clusters Score: Raw -12158063.836341 + Penalty 5515.998032 = -12152547.838309 nChanged 5 SP:Iteration 58Q (41892.370000 sec): 3 clusters Score: Raw -12158065.314448 + Penalty 5515.998032 = -12152549.316416 nChanged 5 SP:Iteration 59Q (41892.860000 sec): 3 clusters Score: Raw -12158067.527541 + Penalty 5515.998032 = -12152551.529509 nChanged 4 SP:Iteration 60F (41893.470000 sec): 3 clusters Score: Raw -12158069.025068 + Penalty 5515.998032 = -12152553.027037 nChanged 2 SP:Iteration 61Q (41893.930000 sec): 3 clusters Score: Raw -12158069.626743 + Penalty 5515.998032 = -12152553.628711 nChanged 0 SP:Iteration 62F (41894.410000 sec): 3 clusters Score: Raw -12158069.626743 + Penalty 5515.998032 = -12152553.628711 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41894.540000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41894.730000 sec): 3 clusters Score: Raw -121524.797923 + Penalty 3242.917353 = -118281.880571 nChanged 147 SP:Iteration 1F (41894.930000 sec): 3 clusters Score: Raw -121709.565436 + Penalty 3242.917353 = -118466.648083 nChanged 41 SP:Iteration 2F (41895.080000 sec): 3 clusters Score: Raw -121773.668796 + Penalty 3242.917353 = -118530.751444 nChanged 10 SP:Iteration 3Q (41895.190000 sec): 3 clusters Score: Raw -121791.170218 + Penalty 3242.917353 = -118548.252866 nChanged 6 SP:Iteration 4Q (41895.420000 sec): 3 clusters Score: Raw -121799.400123 + Penalty 3242.917353 = -118556.482770 nChanged 2 SP:Iteration 5Q (41895.610000 sec): 3 clusters Score: Raw -121802.047645 + Penalty 3242.917353 = -118559.130293 nChanged 0 SP:Iteration 6F (41895.830000 sec): 3 clusters Score: Raw -121802.047645 + Penalty 3242.917353 = -118559.130293 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41895.910000 sec): 2 clusters Score: Raw -412803.633470 + Penalty 1939.170145 = -410864.463325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41896.110000 sec): 3 clusters Score: Raw -411857.489352 + Penalty 3878.340289 = -407979.149063 nChanged 823 SP:Iteration 1F (41896.280000 sec): 3 clusters Score: Raw -412544.283650 + Penalty 3878.340289 = -408665.943361 nChanged 202 SP:Iteration 2F (41896.470000 sec): 3 clusters Score: Raw -412774.043242 + Penalty 3878.340289 = -408895.702953 nChanged 150 SP:Iteration 3F (41896.660000 sec): 3 clusters Score: Raw -412944.913175 + Penalty 3878.340289 = -409066.572886 nChanged 119 SP:Iteration 4Q (41896.870000 sec): 3 clusters Score: Raw -413080.626808 + Penalty 3878.340289 = -409202.286518 nChanged 92 SP:Iteration 5Q (41897.030000 sec): 3 clusters Score: Raw -413161.765143 + Penalty 3878.340289 = -409283.424854 nChanged 68 SP:Iteration 6Q (41897.250000 sec): 3 clusters Score: Raw -413223.847705 + Penalty 3878.340289 = -409345.507416 nChanged 55 SP:Iteration 7Q (41897.450000 sec): 3 clusters Score: Raw -413276.060566 + Penalty 3878.340289 = -409397.720277 nChanged 48 SP:Iteration 8Q (41897.610000 sec): 3 clusters Score: Raw -413322.950739 + Penalty 3878.340289 = -409444.610450 nChanged 51 SP:Iteration 9Q (41897.810000 sec): 3 clusters Score: Raw -413367.207164 + Penalty 3878.340289 = -409488.866875 nChanged 40 SP:Iteration 10Q (41898.030000 sec): 3 clusters Score: Raw -413396.532347 + Penalty 3878.340289 = -409518.192058 nChanged 37 SP:Iteration 11Q (41898.240000 sec): 3 clusters Score: Raw -413426.177242 + Penalty 3878.340289 = -409547.836952 nChanged 32 SP:Iteration 12Q (41898.450000 sec): 3 clusters Score: Raw -413452.606425 + Penalty 3878.340289 = -409574.266136 nChanged 32 SP:Iteration 13Q (41898.620000 sec): 3 clusters Score: Raw -413477.834272 + Penalty 3878.340289 = -409599.493983 nChanged 30 SP:Iteration 14Q (41898.800000 sec): 3 clusters Score: Raw -413502.356871 + Penalty 3878.340289 = -409624.016582 nChanged 27 SP:Iteration 15Q (41898.950000 sec): 3 clusters Score: Raw -413526.563212 + Penalty 3878.340289 = -409648.222923 nChanged 32 SP:Iteration 16Q (41899.120000 sec): 3 clusters Score: Raw -413554.505250 + Penalty 3878.340289 = -409676.164961 nChanged 22 SP:Iteration 17Q (41899.270000 sec): 3 clusters Score: Raw -413573.153192 + Penalty 3878.340289 = -409694.812903 nChanged 29 SP:Iteration 18Q (41899.460000 sec): 3 clusters Score: Raw -413604.498162 + Penalty 3878.340289 = -409726.157873 nChanged 33 SP:Iteration 19Q (41899.670000 sec): 3 clusters Score: Raw -413630.852547 + Penalty 3878.340289 = -409752.512258 nChanged 25 SP:Iteration 20F (41899.840000 sec): 3 clusters Score: Raw -413651.783626 + Penalty 3878.340289 = -409773.443337 nChanged 14 SP:Iteration 21Q (41899.970000 sec): 3 clusters Score: Raw -413662.720032 + Penalty 3878.340289 = -409784.379743 nChanged 15 SP:Iteration 22Q (41900.110000 sec): 3 clusters Score: Raw -413675.259252 + Penalty 3878.340289 = -409796.918963 nChanged 12 SP:Iteration 23Q (41900.220000 sec): 3 clusters Score: Raw -413685.658959 + Penalty 3878.340289 = -409807.318670 nChanged 16 SP:Iteration 24Q (41900.330000 sec): 3 clusters Score: Raw -413697.510106 + Penalty 3878.340289 = -409819.169817 nChanged 14 SP:Iteration 25Q (41900.500000 sec): 3 clusters Score: Raw -413708.681371 + Penalty 3878.340289 = -409830.341082 nChanged 10 SP:Iteration 26Q (41900.690000 sec): 3 clusters Score: Raw -413714.990356 + Penalty 3878.340289 = -409836.650066 nChanged 12 SP:Iteration 27Q (41900.870000 sec): 3 clusters Score: Raw -413721.658841 + Penalty 3878.340289 = -409843.318551 nChanged 10 SP:Iteration 28Q (41901.020000 sec): 3 clusters Score: Raw -413727.000490 + Penalty 3878.340289 = -409848.660201 nChanged 14 SP:Iteration 29Q (41901.220000 sec): 3 clusters Score: Raw -413735.504763 + Penalty 3878.340289 = -409857.164474 nChanged 9 SP:Iteration 30Q (41901.380000 sec): 3 clusters Score: Raw -413740.474116 + Penalty 3878.340289 = -409862.133827 nChanged 6 SP:Iteration 31Q (41901.570000 sec): 3 clusters Score: Raw -413742.892219 + Penalty 3878.340289 = -409864.551930 nChanged 3 SP:Iteration 32Q (41901.750000 sec): 3 clusters Score: Raw -413744.768387 + Penalty 3878.340289 = -409866.428098 nChanged 3 SP:Iteration 33Q (41901.970000 sec): 3 clusters Score: Raw -413746.859510 + Penalty 3878.340289 = -409868.519221 nChanged 6 SP:Iteration 34Q (41902.130000 sec): 3 clusters Score: Raw -413749.518914 + Penalty 3878.340289 = -409871.178625 nChanged 6 SP:Iteration 35Q (41902.330000 sec): 3 clusters Score: Raw -413754.537033 + Penalty 3878.340289 = -409876.196744 nChanged 10 SP:Iteration 36Q (41902.490000 sec): 3 clusters Score: Raw -413759.506687 + Penalty 3878.340289 = -409881.166398 nChanged 7 SP:Iteration 37Q (41902.690000 sec): 3 clusters Score: Raw -413763.105836 + Penalty 3878.340289 = -409884.765547 nChanged 5 SP:Iteration 38Q (41902.810000 sec): 3 clusters Score: Raw -413765.418071 + Penalty 3878.340289 = -409887.077782 nChanged 3 SP:Iteration 39Q (41902.930000 sec): 3 clusters Score: Raw -413766.404365 + Penalty 3878.340289 = -409888.064076 nChanged 2 SP:Iteration 40F (41903.060000 sec): 3 clusters Score: Raw -413767.009530 + Penalty 3878.340289 = -409888.669241 nChanged 1 SP:Iteration 41Q (41903.190000 sec): 3 clusters Score: Raw -413767.554292 + Penalty 3878.340289 = -409889.214003 nChanged 1 SP:Iteration 42Q (41903.310000 sec): 3 clusters Score: Raw -413768.901741 + Penalty 3878.340289 = -409890.561451 nChanged 3 SP:Iteration 43Q (41903.440000 sec): 3 clusters Score: Raw -413769.683590 + Penalty 3878.340289 = -409891.343300 nChanged 2 SP:Iteration 44Q (41903.570000 sec): 3 clusters Score: Raw -413770.322128 + Penalty 3878.340289 = -409891.981839 nChanged 2 SP:Iteration 45Q (41903.700000 sec): 3 clusters Score: Raw -413770.682141 + Penalty 3878.340289 = -409892.341852 nChanged 2 SP:Iteration 46Q (41903.830000 sec): 3 clusters Score: Raw -413771.548596 + Penalty 3878.340289 = -409893.208307 nChanged 2 SP:Iteration 47Q (41903.990000 sec): 3 clusters Score: Raw -413773.106981 + Penalty 3878.340289 = -409894.766692 nChanged 2 SP:Iteration 48Q (41904.170000 sec): 3 clusters Score: Raw -413774.406083 + Penalty 3878.340289 = -409896.065794 nChanged 6 SP:Iteration 49Q (41904.310000 sec): 3 clusters Score: Raw -413777.533202 + Penalty 3878.340289 = -409899.192913 nChanged 5 SP:Iteration 50Q (41904.470000 sec): 3 clusters Score: Raw -413781.482784 + Penalty 3878.340289 = -409903.142495 nChanged 8 SP:Iteration 51Q (41904.640000 sec): 3 clusters Score: Raw -413786.339519 + Penalty 3878.340289 = -409907.999230 nChanged 6 SP:Iteration 52Q (41904.820000 sec): 3 clusters Score: Raw -413789.937527 + Penalty 3878.340289 = -409911.597237 nChanged 3 SP:Iteration 53Q (41904.990000 sec): 3 clusters Score: Raw -413791.080615 + Penalty 3878.340289 = -409912.740326 nChanged 1 SP:Iteration 54Q (41905.170000 sec): 3 clusters Score: Raw -413792.178632 + Penalty 3878.340289 = -409913.838343 nChanged 4 SP:Iteration 55Q (41905.360000 sec): 3 clusters Score: Raw -413794.031736 + Penalty 3878.340289 = -409915.691447 nChanged 1 SP:Iteration 56Q (41905.560000 sec): 3 clusters Score: Raw -413794.465615 + Penalty 3878.340289 = -409916.125326 nChanged 0 SP:Iteration 57F (41905.740000 sec): 3 clusters Score: Raw -413794.465615 + Penalty 3878.340289 = -409916.125326 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41905.830000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41906.010000 sec): 3 clusters Score: Raw -211404.218932 + Penalty 3489.056413 = -207915.162519 nChanged 324 SP:Iteration 1F (41906.190000 sec): 3 clusters Score: Raw -211689.705248 + Penalty 3489.056413 = -208200.648835 nChanged 73 SP:Iteration 2F (41906.320000 sec): 3 clusters Score: Raw -211761.872959 + Penalty 3489.056413 = -208272.816546 nChanged 30 SP:Iteration 3Q (41906.450000 sec): 3 clusters Score: Raw -211800.174303 + Penalty 3489.056413 = -208311.117890 nChanged 25 SP:Iteration 4Q (41906.570000 sec): 3 clusters Score: Raw -211831.037692 + Penalty 3489.056413 = -208341.981279 nChanged 20 SP:Iteration 5Q (41906.690000 sec): 3 clusters Score: Raw -211855.623421 + Penalty 3489.056413 = -208366.567007 nChanged 11 SP:Iteration 6Q (41906.900000 sec): 3 clusters Score: Raw -211870.743078 + Penalty 3489.056413 = -208381.686665 nChanged 8 SP:Iteration 7Q (41907.070000 sec): 3 clusters Score: Raw -211880.310680 + Penalty 3489.056413 = -208391.254267 nChanged 9 SP:Iteration 8Q (41907.260000 sec): 3 clusters Score: Raw -211890.912731 + Penalty 3489.056413 = -208401.856318 nChanged 6 SP:Iteration 9Q (41907.450000 sec): 3 clusters Score: Raw -211896.954577 + Penalty 3489.056413 = -208407.898164 nChanged 5 SP:Iteration 10Q (41907.650000 sec): 3 clusters Score: Raw -211903.060876 + Penalty 3489.056413 = -208414.004462 nChanged 3 SP:Iteration 11Q (41907.790000 sec): 3 clusters Score: Raw -211905.292635 + Penalty 3489.056413 = -208416.236222 nChanged 1 SP:Iteration 12Q (41908.010000 sec): 3 clusters Score: Raw -211905.649727 + Penalty 3489.056413 = -208416.593314 nChanged 1 SP:Iteration 13Q (41908.170000 sec): 3 clusters Score: Raw -211905.969685 + Penalty 3489.056413 = -208416.913271 nChanged 0 SP:Iteration 14F (41908.320000 sec): 3 clusters Score: Raw -211905.969685 + Penalty 3489.056413 = -208416.913271 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41908.430000 sec): 2 clusters Score: Raw -1056230.706140 + Penalty 2158.016410 = -1054072.689730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41908.640000 sec): 3 clusters Score: Raw -1053258.715805 + Penalty 4316.032819 = -1048942.682986 nChanged 2363 SP:Iteration 1F (41908.830000 sec): 3 clusters Score: Raw -1054741.672486 + Penalty 4316.032819 = -1050425.639666 nChanged 569 SP:Iteration 2F (41909.070000 sec): 3 clusters Score: Raw -1055334.041743 + Penalty 4316.032819 = -1051018.008923 nChanged 528 SP:Iteration 3F (41909.290000 sec): 3 clusters Score: Raw -1055871.404969 + Penalty 4316.032819 = -1051555.372150 nChanged 492 SP:Iteration 4F (41909.530000 sec): 3 clusters Score: Raw -1056363.920552 + Penalty 4316.032819 = -1052047.887733 nChanged 417 SP:Iteration 5F (41909.780000 sec): 3 clusters Score: Raw -1056777.692991 + Penalty 4316.032819 = -1052461.660171 nChanged 308 SP:Iteration 6F (41909.950000 sec): 3 clusters Score: Raw -1057048.109933 + Penalty 4316.032819 = -1052732.077113 nChanged 216 SP:Iteration 7Q (41910.150000 sec): 3 clusters Score: Raw -1057214.694402 + Penalty 4316.032819 = -1052898.661583 nChanged 147 SP:Iteration 8Q (41910.370000 sec): 3 clusters Score: Raw -1057316.915884 + Penalty 4316.032819 = -1053000.883065 nChanged 91 SP:Iteration 9Q (41910.660000 sec): 3 clusters Score: Raw -1057376.086585 + Penalty 4316.032819 = -1053060.053766 nChanged 68 SP:Iteration 10Q (41910.880000 sec): 3 clusters Score: Raw -1057419.982486 + Penalty 4316.032819 = -1053103.949667 nChanged 61 SP:Iteration 11Q (41911.100000 sec): 3 clusters Score: Raw -1057454.767113 + Penalty 4316.032819 = -1053138.734294 nChanged 42 SP:Iteration 12Q (41911.320000 sec): 3 clusters Score: Raw -1057474.090601 + Penalty 4316.032819 = -1053158.057782 nChanged 32 SP:Iteration 13Q (41911.510000 sec): 3 clusters Score: Raw -1057485.914782 + Penalty 4316.032819 = -1053169.881963 nChanged 19 SP:Iteration 14Q (41911.760000 sec): 3 clusters Score: Raw -1057494.526639 + Penalty 4316.032819 = -1053178.493820 nChanged 17 SP:Iteration 15Q (41911.970000 sec): 3 clusters Score: Raw -1057502.257666 + Penalty 4316.032819 = -1053186.224847 nChanged 11 SP:Iteration 16Q (41912.180000 sec): 3 clusters Score: Raw -1057506.786581 + Penalty 4316.032819 = -1053190.753762 nChanged 10 SP:Iteration 17Q (41912.410000 sec): 3 clusters Score: Raw -1057510.317151 + Penalty 4316.032819 = -1053194.284332 nChanged 6 SP:Iteration 18Q (41912.640000 sec): 3 clusters Score: Raw -1057513.048010 + Penalty 4316.032819 = -1053197.015191 nChanged 9 SP:Iteration 19Q (41912.800000 sec): 3 clusters Score: Raw -1057517.869969 + Penalty 4316.032819 = -1053201.837150 nChanged 10 SP:Iteration 20F (41912.980000 sec): 3 clusters Score: Raw -1057522.732080 + Penalty 4316.032819 = -1053206.699261 nChanged 9 SP:Iteration 21Q (41913.220000 sec): 3 clusters Score: Raw -1057528.656775 + Penalty 4316.032819 = -1053212.623956 nChanged 12 SP:Iteration 22Q (41913.410000 sec): 3 clusters Score: Raw -1057534.556569 + Penalty 4316.032819 = -1053218.523749 nChanged 9 SP:Iteration 23Q (41913.640000 sec): 3 clusters Score: Raw -1057538.988111 + Penalty 4316.032819 = -1053222.955292 nChanged 13 SP:Iteration 24Q (41913.820000 sec): 3 clusters Score: Raw -1057544.288170 + Penalty 4316.032819 = -1053228.255351 nChanged 7 SP:Iteration 25Q (41914.090000 sec): 3 clusters Score: Raw -1057546.131926 + Penalty 4316.032819 = -1053230.099107 nChanged 2 SP:Iteration 26Q (41914.310000 sec): 3 clusters Score: Raw -1057548.044930 + Penalty 4316.032819 = -1053232.012111 nChanged 3 SP:Iteration 27Q (41914.530000 sec): 3 clusters Score: Raw -1057549.221492 + Penalty 4316.032819 = -1053233.188673 nChanged 0 SP:Iteration 28F (41914.740000 sec): 3 clusters Score: Raw -1057549.221492 + Penalty 4316.032819 = -1053233.188673 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41914.840000 sec): 2 clusters Score: Raw -21162.767475 + Penalty 1294.648245 = -19868.119230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41915.000000 sec): 3 clusters Score: Raw -21928.410802 + Penalty 2589.296489 = -19339.114313 nChanged 39 SP:Iteration 1F (41915.130000 sec): 3 clusters Score: Raw -22189.127535 + Penalty 2589.296489 = -19599.831046 nChanged 10 SP:Iteration 2F (41915.290000 sec): 3 clusters Score: Raw -22272.455325 + Penalty 2589.296489 = -19683.158836 nChanged 2 SP:Iteration 3Q (41915.470000 sec): 3 clusters Score: Raw -22287.044356 + Penalty 2589.296489 = -19697.747867 nChanged 3 SP:Iteration 4Q (41915.670000 sec): 3 clusters Score: Raw -22318.178090 + Penalty 2589.296489 = -19728.881601 nChanged 1 SP:Iteration 5Q (41915.830000 sec): 3 clusters Score: Raw -22334.595205 + Penalty 2589.296489 = -19745.298716 nChanged 0 SP:Iteration 6F (41916.010000 sec): 3 clusters Score: Raw -22334.595205 + Penalty 2589.296489 = -19745.298716 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41916.130000 sec): 2 clusters Score: Raw -34879.588061 + Penalty 1403.551590 = -33476.036471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41916.290000 sec): 3 clusters Score: Raw -35104.422902 + Penalty 2807.103179 = -32297.319723 nChanged 47 SP:Iteration 1F (41916.470000 sec): 3 clusters Score: Raw -35277.323247 + Penalty 2807.103179 = -32470.220068 nChanged 12 SP:Iteration 2Q (41916.650000 sec): 3 clusters Score: Raw -35309.626690 + Penalty 2807.103179 = -32502.523511 nChanged 5 SP:Iteration 3Q (41916.850000 sec): 3 clusters Score: Raw -35326.859763 + Penalty 2807.103179 = -32519.756584 nChanged 3 SP:Iteration 4Q (41917.030000 sec): 3 clusters Score: Raw -35341.959290 + Penalty 2807.103179 = -32534.856111 nChanged 2 SP:Iteration 5Q (41917.210000 sec): 3 clusters Score: Raw -35349.427491 + Penalty 2807.103179 = -32542.324312 nChanged 0 SP:Iteration 6F (41917.370000 sec): 3 clusters Score: Raw -35349.427491 + Penalty 2807.103179 = -32542.324312 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41917.640000 sec): 2 clusters Score: Raw -5458867.463466 + Penalty 2542.966683 = -5456324.496783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41917.950000 sec): 3 clusters Score: Raw -5441694.271849 + Penalty 5085.933366 = -5436608.338483 nChanged 12872 SP:Iteration 1F (41918.310000 sec): 3 clusters Score: Raw -5448799.748231 + Penalty 5085.933366 = -5443713.814865 nChanged 1497 SP:Iteration 2F (41918.690000 sec): 3 clusters Score: Raw -5449440.443554 + Penalty 5085.933366 = -5444354.510189 nChanged 1592 SP:Iteration 3F (41918.970000 sec): 3 clusters Score: Raw -5450248.593000 + Penalty 5085.933366 = -5445162.659634 nChanged 1782 SP:Iteration 4F (41919.310000 sec): 3 clusters Score: Raw -5451344.610459 + Penalty 5085.933366 = -5446258.677093 nChanged 2025 SP:Iteration 5F (41919.620000 sec): 3 clusters Score: Raw -5452850.026547 + Penalty 5085.933366 = -5447764.093182 nChanged 2170 SP:Iteration 6F (41919.980000 sec): 3 clusters Score: Raw -5454760.020643 + Penalty 5085.933366 = -5449674.087278 nChanged 1909 SP:Iteration 7F (41920.250000 sec): 3 clusters Score: Raw -5456560.705956 + Penalty 5085.933366 = -5451474.772591 nChanged 1324 SP:Iteration 8Q (41920.540000 sec): 3 clusters Score: Raw -5457812.153178 + Penalty 5085.933366 = -5452726.219812 nChanged 702 SP:Iteration 9Q (41920.830000 sec): 3 clusters Score: Raw -5458467.390764 + Penalty 5085.933366 = -5453381.457398 nChanged 297 SP:Iteration 10Q (41921.130000 sec): 3 clusters Score: Raw -5458776.677637 + Penalty 5085.933366 = -5453690.744272 nChanged 133 SP:Iteration 11Q (41921.400000 sec): 3 clusters Score: Raw -5458924.668190 + Penalty 5085.933366 = -5453838.734825 nChanged 70 SP:Iteration 12Q (41921.710000 sec): 3 clusters Score: Raw -5459009.788424 + Penalty 5085.933366 = -5453923.855058 nChanged 42 SP:Iteration 13Q (41921.990000 sec): 3 clusters Score: Raw -5459066.395480 + Penalty 5085.933366 = -5453980.462114 nChanged 21 SP:Iteration 14Q (41922.260000 sec): 3 clusters Score: Raw -5459094.545666 + Penalty 5085.933366 = -5454008.612300 nChanged 19 SP:Iteration 15Q (41922.540000 sec): 3 clusters Score: Raw -5459115.153406 + Penalty 5085.933366 = -5454029.220040 nChanged 10 SP:Iteration 16Q (41922.830000 sec): 3 clusters Score: Raw -5459132.670183 + Penalty 5085.933366 = -5454046.736818 nChanged 15 SP:Iteration 17Q (41923.110000 sec): 3 clusters Score: Raw -5459154.120841 + Penalty 5085.933366 = -5454068.187475 nChanged 8 SP:Iteration 18Q (41923.380000 sec): 3 clusters Score: Raw -5459163.703781 + Penalty 5085.933366 = -5454077.770416 nChanged 4 SP:Iteration 19Q (41923.720000 sec): 3 clusters Score: Raw -5459167.043040 + Penalty 5085.933366 = -5454081.109675 nChanged 1 SP:Iteration 20F (41924.080000 sec): 3 clusters Score: Raw -5459169.774091 + Penalty 5085.933366 = -5454083.840726 nChanged 1 SP:Iteration 21Q (41924.390000 sec): 3 clusters Score: Raw -5459171.402342 + Penalty 5085.933366 = -5454085.468976 nChanged 0 SP:Iteration 22F (41924.750000 sec): 3 clusters Score: Raw -5459171.402342 + Penalty 5085.933366 = -5454085.468976 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41924.860000 sec): 2 clusters Score: Raw -72075.896745 + Penalty 1540.726312 = -70535.170433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41925.050000 sec): 3 clusters Score: Raw -72145.694863 + Penalty 3081.452623 = -69064.242240 nChanged 87 SP:Iteration 1F (41925.290000 sec): 3 clusters Score: Raw -72304.162323 + Penalty 3081.452623 = -69222.709700 nChanged 20 SP:Iteration 2Q (41925.490000 sec): 3 clusters Score: Raw -72349.779871 + Penalty 3081.452623 = -69268.327248 nChanged 6 SP:Iteration 3Q (41925.650000 sec): 3 clusters Score: Raw -72370.261426 + Penalty 3081.452623 = -69288.808802 nChanged 6 SP:Iteration 4Q (41925.850000 sec): 3 clusters Score: Raw -72394.823516 + Penalty 3081.452623 = -69313.370892 nChanged 7 SP:Iteration 5Q (41926.030000 sec): 3 clusters Score: Raw -72422.250483 + Penalty 3081.452623 = -69340.797859 nChanged 8 SP:Iteration 6Q (41926.200000 sec): 3 clusters Score: Raw -72446.587708 + Penalty 3081.452623 = -69365.135085 nChanged 5 SP:Iteration 7Q (41926.390000 sec): 3 clusters Score: Raw -72453.814622 + Penalty 3081.452623 = -69372.361999 nChanged 5 SP:Iteration 8Q (41926.570000 sec): 3 clusters Score: Raw -72479.507407 + Penalty 3081.452623 = -69398.054784 nChanged 8 SP:Iteration 9Q (41926.760000 sec): 3 clusters Score: Raw -72509.764167 + Penalty 3081.452623 = -69428.311544 nChanged 10 SP:Iteration 10Q (41926.940000 sec): 3 clusters Score: Raw -72539.069587 + Penalty 3081.452623 = -69457.616963 nChanged 11 SP:Iteration 11Q (41927.140000 sec): 3 clusters Score: Raw -72579.796583 + Penalty 3081.452623 = -69498.343959 nChanged 11 SP:Iteration 12Q (41927.330000 sec): 3 clusters Score: Raw -72592.791491 + Penalty 3081.452623 = -69511.338867 nChanged 11 SP:Iteration 13Q (41927.530000 sec): 3 clusters Score: Raw -72611.128489 + Penalty 3081.452623 = -69529.675865 nChanged 10 SP:Iteration 14Q (41927.700000 sec): 3 clusters Score: Raw -72632.157746 + Penalty 3081.452623 = -69550.705123 nChanged 8 SP:Iteration 15Q (41927.890000 sec): 3 clusters Score: Raw -72675.653980 + Penalty 3081.452623 = -69594.201357 nChanged 10 SP:Iteration 16Q (41928.100000 sec): 3 clusters Score: Raw -72721.227714 + Penalty 3081.452623 = -69639.775091 nChanged 6 SP:Iteration 17Q (41928.230000 sec): 3 clusters Score: Raw -72729.476773 + Penalty 3081.452623 = -69648.024150 nChanged 1 SP:Iteration 18Q (41928.440000 sec): 3 clusters Score: Raw -72730.041897 + Penalty 3081.452623 = -69648.589274 nChanged 0 SP:Iteration 19F (41928.630000 sec): 3 clusters Score: Raw -72730.041897 + Penalty 3081.452623 = -69648.589274 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41928.730000 sec): 2 clusters Score: Raw -37491.023995 + Penalty 1416.185900 = -36074.838095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41928.910000 sec): 3 clusters Score: Raw -38133.412473 + Penalty 2832.371801 = -35301.040672 nChanged 85 SP:Iteration 1F (41929.100000 sec): 3 clusters Score: Raw -38498.358483 + Penalty 2832.371801 = -35665.986682 nChanged 9 SP:Iteration 2Q (41929.270000 sec): 3 clusters Score: Raw -38545.975370 + Penalty 2832.371801 = -35713.603569 nChanged 5 SP:Iteration 3Q (41929.450000 sec): 3 clusters Score: Raw -38561.383749 + Penalty 2832.371801 = -35729.011948 nChanged 4 SP:Iteration 4Q (41929.640000 sec): 3 clusters Score: Raw -38580.213612 + Penalty 2832.371801 = -35747.841812 nChanged 2 SP:Iteration 5Q (41929.820000 sec): 3 clusters Score: Raw -38583.467547 + Penalty 2832.371801 = -35751.095746 nChanged 0 SP:Iteration 6F (41929.990000 sec): 3 clusters Score: Raw -38583.467547 + Penalty 2832.371801 = -35751.095746 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (41933.270000 sec): 2 clusters Score: Raw -131291662.520552 + Penalty 3340.324150 = -131288322.196401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (41937.170000 sec): 3 clusters Score: Raw -130816531.973592 + Penalty 6680.648301 = -130809851.325291 nChanged 346143 SP:Iteration 1F (41940.970000 sec): 3 clusters Score: Raw -131028728.741414 + Penalty 6680.648301 = -131022048.093113 nChanged 20937 SP:Iteration 2Q (41945.010000 sec): 3 clusters Score: Raw -131033838.411896 + Penalty 6680.648301 = -131027157.763595 nChanged 25007 SP:Iteration 3Q (41950.240000 sec): 3 clusters Score: Raw -131041163.020357 + Penalty 6680.648301 = -131034482.372056 nChanged 29334 SP:Iteration 4Q (41954.500000 sec): 3 clusters Score: Raw -131051083.677369 + Penalty 6680.648301 = -131044403.029068 nChanged 32791 SP:Iteration 5Q (41958.660000 sec): 3 clusters Score: Raw -131062994.403164 + Penalty 6680.648301 = -131056313.754863 nChanged 34000 SP:Iteration 6Q (41962.590000 sec): 3 clusters Score: Raw -131075562.507088 + Penalty 6680.648301 = -131068881.858787 nChanged 33610 SP:Iteration 7Q (41966.540000 sec): 3 clusters Score: Raw -131087916.023828 + Penalty 6680.648301 = -131081235.375527 nChanged 32046 SP:Iteration 8Q (41970.490000 sec): 3 clusters Score: Raw -131099198.259823 + Penalty 6680.648301 = -131092517.611522 nChanged 29638 SP:Iteration 9Q (41974.570000 sec): 3 clusters Score: Raw -131109269.474595 + Penalty 6680.648301 = -131102588.826294 nChanged 27849 SP:Iteration 10Q (41979.430000 sec): 3 clusters Score: Raw -131118818.700429 + Penalty 6680.648301 = -131112138.052128 nChanged 27558 SP:Iteration 11Q (41983.480000 sec): 3 clusters Score: Raw -131129408.035234 + Penalty 6680.648301 = -131122727.386933 nChanged 29891 SP:Iteration 12Q (41987.560000 sec): 3 clusters Score: Raw -131143061.633856 + Penalty 6680.648301 = -131136380.985555 nChanged 34836 SP:Iteration 13Q (41991.430000 sec): 3 clusters Score: Raw -131161925.796569 + Penalty 6680.648301 = -131155245.148268 nChanged 38994 SP:Iteration 14F (41995.520000 sec): 3 clusters Score: Raw -131186914.876736 + Penalty 6680.648301 = -131180234.228435 nChanged 40187 SP:Iteration 15F (41999.280000 sec): 3 clusters Score: Raw -131217110.105790 + Penalty 6680.648301 = -131210429.457489 nChanged 36155 SP:Iteration 16F (42003.100000 sec): 3 clusters Score: Raw -131248167.099705 + Penalty 6680.648301 = -131241486.451405 nChanged 26230 SP:Iteration 17Q (42007.110000 sec): 3 clusters Score: Raw -131272244.634523 + Penalty 6680.648301 = -131265563.986222 nChanged 14214 SP:Iteration 18Q (42010.980000 sec): 3 clusters Score: Raw -131285212.569655 + Penalty 6680.648301 = -131278531.921355 nChanged 5388 SP:Iteration 19Q (42014.360000 sec): 3 clusters Score: Raw -131289980.273592 + Penalty 6680.648301 = -131283299.625291 nChanged 1527 SP:Iteration 20F (42018.060000 sec): 3 clusters Score: Raw -131291326.179650 + Penalty 6680.648301 = -131284645.531349 nChanged 366 SP:Iteration 21Q (42021.390000 sec): 3 clusters Score: Raw -131291694.999126 + Penalty 6680.648301 = -131285014.350825 nChanged 99 SP:Iteration 22Q (42024.630000 sec): 3 clusters Score: Raw -131291817.023862 + Penalty 6680.648301 = -131285136.375561 nChanged 57 SP:Iteration 23Q (42027.420000 sec): 3 clusters Score: Raw -131291887.218288 + Penalty 6680.648301 = -131285206.569987 nChanged 29 SP:Iteration 24Q (42030.190000 sec): 3 clusters Score: Raw -131291928.835458 + Penalty 6680.648301 = -131285248.187157 nChanged 14 SP:Iteration 25Q (42032.980000 sec): 3 clusters Score: Raw -131291948.578738 + Penalty 6680.648301 = -131285267.930438 nChanged 11 SP:Iteration 26Q (42035.900000 sec): 3 clusters Score: Raw -131291968.095408 + Penalty 6680.648301 = -131285287.447107 nChanged 12 SP:Iteration 27Q (42038.820000 sec): 3 clusters Score: Raw -131291982.937697 + Penalty 6680.648301 = -131285302.289397 nChanged 6 SP:Iteration 28Q (42041.740000 sec): 3 clusters Score: Raw -131291991.786146 + Penalty 6680.648301 = -131285311.137845 nChanged 6 SP:Iteration 29Q (42045.330000 sec): 3 clusters Score: Raw -131291998.543012 + Penalty 6680.648301 = -131285317.894711 nChanged 2 SP:Iteration 30Q (42048.370000 sec): 3 clusters Score: Raw -131292002.205737 + Penalty 6680.648301 = -131285321.557436 nChanged 3 SP:Iteration 31Q (42051.190000 sec): 3 clusters Score: Raw -131292005.831733 + Penalty 6680.648301 = -131285325.183433 nChanged 3 SP:Iteration 32Q (42054.440000 sec): 3 clusters Score: Raw -131292009.100486 + Penalty 6680.648301 = -131285328.452185 nChanged 2 SP:Iteration 33Q (42057.650000 sec): 3 clusters Score: Raw -131292010.955833 + Penalty 6680.648301 = -131285330.307532 nChanged 2 SP:Iteration 34Q (42060.750000 sec): 3 clusters Score: Raw -131292014.219141 + Penalty 6680.648301 = -131285333.570840 nChanged 1 SP:Iteration 35Q (42063.600000 sec): 3 clusters Score: Raw -131292015.056354 + Penalty 6680.648301 = -131285334.408053 nChanged 1 SP:Iteration 36Q (42066.590000 sec): 3 clusters Score: Raw -131292016.145029 + Penalty 6680.648301 = -131285335.496729 nChanged 1 SP:Iteration 37Q (42070.040000 sec): 3 clusters Score: Raw -131292017.358350 + Penalty 6680.648301 = -131285336.710049 nChanged 0 SP:Iteration 38F (42073.990000 sec): 3 clusters Score: Raw -131292017.358350 + Penalty 6680.648301 = -131285336.710049 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42074.380000 sec): 2 clusters Score: Raw -95106.715158 + Penalty 1570.653348 = -93536.061811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42074.580000 sec): 3 clusters Score: Raw -95116.024944 + Penalty 3141.306696 = -91974.718249 nChanged 102 SP:Iteration 1F (42074.850000 sec): 3 clusters Score: Raw -95298.398308 + Penalty 3141.306696 = -92157.091612 nChanged 21 SP:Iteration 2Q (42075.050000 sec): 3 clusters Score: Raw -95345.273310 + Penalty 3141.306696 = -92203.966615 nChanged 9 SP:Iteration 3Q (42075.200000 sec): 3 clusters Score: Raw -95363.921497 + Penalty 3141.306696 = -92222.614802 nChanged 4 SP:Iteration 4Q (42075.440000 sec): 3 clusters Score: Raw -95372.829146 + Penalty 3141.306696 = -92231.522450 nChanged 2 SP:Iteration 5Q (42075.590000 sec): 3 clusters Score: Raw -95375.246447 + Penalty 3141.306696 = -92233.939752 nChanged 1 SP:Iteration 6Q (42075.780000 sec): 3 clusters Score: Raw -95376.199550 + Penalty 3141.306696 = -92234.892855 nChanged 2 SP:Iteration 7Q (42075.960000 sec): 3 clusters Score: Raw -95378.242684 + Penalty 3141.306696 = -92236.935988 nChanged 2 SP:Iteration 8Q (42076.150000 sec): 3 clusters Score: Raw -95380.735761 + Penalty 3141.306696 = -92239.429066 nChanged 3 SP:Iteration 9Q (42076.340000 sec): 3 clusters Score: Raw -95384.497422 + Penalty 3141.306696 = -92243.190726 nChanged 1 SP:Iteration 10Q (42076.540000 sec): 3 clusters Score: Raw -95389.284834 + Penalty 3141.306696 = -92247.978139 nChanged 1 SP:Iteration 11Q (42076.730000 sec): 3 clusters Score: Raw -95392.510608 + Penalty 3141.306696 = -92251.203912 nChanged 2 SP:Iteration 12Q (42076.890000 sec): 3 clusters Score: Raw -95398.235809 + Penalty 3141.306696 = -92256.929114 nChanged 4 SP:Iteration 13Q (42077.120000 sec): 3 clusters Score: Raw -95403.591620 + Penalty 3141.306696 = -92262.284925 nChanged 2 SP:Iteration 14Q (42077.300000 sec): 3 clusters Score: Raw -95412.744344 + Penalty 3141.306696 = -92271.437649 nChanged 5 SP:Iteration 15Q (42077.470000 sec): 3 clusters Score: Raw -95421.238568 + Penalty 3141.306696 = -92279.931872 nChanged 5 SP:Iteration 16Q (42077.690000 sec): 3 clusters Score: Raw -95435.246850 + Penalty 3141.306696 = -92293.940155 nChanged 5 SP:Iteration 17Q (42077.860000 sec): 3 clusters Score: Raw -95446.651376 + Penalty 3141.306696 = -92305.344681 nChanged 3 SP:Iteration 18Q (42078.060000 sec): 3 clusters Score: Raw -95455.753309 + Penalty 3141.306696 = -92314.446614 nChanged 5 SP:Iteration 19Q (42078.230000 sec): 3 clusters Score: Raw -95460.617275 + Penalty 3141.306696 = -92319.310580 nChanged 2 SP:Iteration 20F (42078.430000 sec): 3 clusters Score: Raw -95464.264623 + Penalty 3141.306696 = -92322.957928 nChanged 2 SP:Iteration 21Q (42078.630000 sec): 3 clusters Score: Raw -95468.103514 + Penalty 3141.306696 = -92326.796818 nChanged 0 SP:Iteration 22F (42078.810000 sec): 3 clusters Score: Raw -95468.103514 + Penalty 3141.306696 = -92326.796818 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42078.900000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42079.090000 sec): 3 clusters Score: Raw -20046.571164 + Penalty 2414.297087 = -17632.274077 nChanged 1 SP:Iteration 1Q (42079.270000 sec): 3 clusters Score: Raw -20049.568182 + Penalty 2414.297087 = -17635.271094 nChanged 0 SP:Iteration 2F (42079.440000 sec): 3 clusters Score: Raw -20049.568182 + Penalty 2414.297087 = -17635.271094 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42079.540000 sec): 2 clusters Score: Raw -37851.062505 + Penalty 1355.030288 = -36496.032217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42079.700000 sec): 3 clusters Score: Raw -38010.210198 + Penalty 2710.060575 = -35300.149622 nChanged 21 SP:Iteration 1F (42079.860000 sec): 3 clusters Score: Raw -38098.929416 + Penalty 2710.060575 = -35388.868841 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42080.080000 sec): 2 clusters Score: Raw -3319149.264293 + Penalty 2428.498461 = -3316720.765832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42080.390000 sec): 3 clusters Score: Raw -3308903.329751 + Penalty 4856.996922 = -3304046.332830 nChanged 7759 SP:Iteration 1F (42080.680000 sec): 3 clusters Score: Raw -3313195.049325 + Penalty 4856.996922 = -3308338.052403 nChanged 1181 SP:Iteration 2F (42081.010000 sec): 3 clusters Score: Raw -3313709.331489 + Penalty 4856.996922 = -3308852.334568 nChanged 1013 SP:Iteration 3F (42081.350000 sec): 3 clusters Score: Raw -3314186.753245 + Penalty 4856.996922 = -3309329.756323 nChanged 979 SP:Iteration 4F (42081.680000 sec): 3 clusters Score: Raw -3314672.584975 + Penalty 4856.996922 = -3309815.588053 nChanged 970 SP:Iteration 5F (42082.030000 sec): 3 clusters Score: Raw -3315180.164115 + Penalty 4856.996922 = -3310323.167194 nChanged 935 SP:Iteration 6F (42082.330000 sec): 3 clusters Score: Raw -3315732.270102 + Penalty 4856.996922 = -3310875.273180 nChanged 936 SP:Iteration 7F (42082.610000 sec): 3 clusters Score: Raw -3316324.646789 + Penalty 4856.996922 = -3311467.649867 nChanged 914 SP:Iteration 8F (42082.910000 sec): 3 clusters Score: Raw -3316940.993117 + Penalty 4856.996922 = -3312083.996195 nChanged 818 SP:Iteration 9Q (42083.170000 sec): 3 clusters Score: Raw -3317527.335167 + Penalty 4856.996922 = -3312670.338246 nChanged 711 SP:Iteration 10Q (42083.490000 sec): 3 clusters Score: Raw -3318075.875619 + Penalty 4856.996922 = -3313218.878698 nChanged 614 SP:Iteration 11Q (42083.820000 sec): 3 clusters Score: Raw -3318549.238192 + Penalty 4856.996922 = -3313692.241271 nChanged 463 SP:Iteration 12Q (42084.110000 sec): 3 clusters Score: Raw -3318912.026433 + Penalty 4856.996922 = -3314055.029511 nChanged 307 SP:Iteration 13Q (42084.360000 sec): 3 clusters Score: Raw -3319152.306466 + Penalty 4856.996922 = -3314295.309544 nChanged 229 SP:Iteration 14Q (42084.630000 sec): 3 clusters Score: Raw -3319324.803247 + Penalty 4856.996922 = -3314467.806325 nChanged 157 SP:Iteration 15Q (42084.930000 sec): 3 clusters Score: Raw -3319446.221353 + Penalty 4856.996922 = -3314589.224431 nChanged 100 SP:Iteration 16Q (42085.220000 sec): 3 clusters Score: Raw -3319519.782257 + Penalty 4856.996922 = -3314662.785335 nChanged 79 SP:Iteration 17Q (42085.450000 sec): 3 clusters Score: Raw -3319573.162330 + Penalty 4856.996922 = -3314716.165409 nChanged 57 SP:Iteration 18Q (42085.670000 sec): 3 clusters Score: Raw -3319608.463890 + Penalty 4856.996922 = -3314751.466969 nChanged 46 SP:Iteration 19Q (42085.910000 sec): 3 clusters Score: Raw -3319641.223853 + Penalty 4856.996922 = -3314784.226932 nChanged 31 SP:Iteration 20F (42086.200000 sec): 3 clusters Score: Raw -3319661.081332 + Penalty 4856.996922 = -3314804.084411 nChanged 31 SP:Iteration 21Q (42086.520000 sec): 3 clusters Score: Raw -3319676.961508 + Penalty 4856.996922 = -3314819.964586 nChanged 27 SP:Iteration 22Q (42086.840000 sec): 3 clusters Score: Raw -3319688.542236 + Penalty 4856.996922 = -3314831.545315 nChanged 15 SP:Iteration 23Q (42087.120000 sec): 3 clusters Score: Raw -3319696.652351 + Penalty 4856.996922 = -3314839.655429 nChanged 21 SP:Iteration 24Q (42087.410000 sec): 3 clusters Score: Raw -3319706.191519 + Penalty 4856.996922 = -3314849.194598 nChanged 12 SP:Iteration 25Q (42087.700000 sec): 3 clusters Score: Raw -3319711.892784 + Penalty 4856.996922 = -3314854.895863 nChanged 12 SP:Iteration 26Q (42087.960000 sec): 3 clusters Score: Raw -3319717.673329 + Penalty 4856.996922 = -3314860.676407 nChanged 4 SP:Iteration 27Q (42088.270000 sec): 3 clusters Score: Raw -3319720.005119 + Penalty 4856.996922 = -3314863.008197 nChanged 2 SP:Iteration 28Q (42088.510000 sec): 3 clusters Score: Raw -3319720.941976 + Penalty 4856.996922 = -3314863.945055 nChanged 0 SP:Iteration 29F (42088.800000 sec): 3 clusters Score: Raw -3319720.941976 + Penalty 4856.996922 = -3314863.945055 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42088.940000 sec): 2 clusters Score: Raw -223178.015313 + Penalty 1759.986902 = -221418.028412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42089.090000 sec): 3 clusters Score: Raw -222831.370850 + Penalty 3519.973804 = -219311.397047 nChanged 327 SP:Iteration 1F (42089.250000 sec): 3 clusters Score: Raw -223148.603410 + Penalty 3519.973804 = -219628.629606 nChanged 89 SP:Iteration 2F (42089.450000 sec): 3 clusters Score: Raw -223243.633356 + Penalty 3519.973804 = -219723.659552 nChanged 40 SP:Iteration 3Q (42089.620000 sec): 3 clusters Score: Raw -223291.366790 + Penalty 3519.973804 = -219771.392986 nChanged 25 SP:Iteration 4Q (42089.790000 sec): 3 clusters Score: Raw -223322.709800 + Penalty 3519.973804 = -219802.735996 nChanged 17 SP:Iteration 5Q (42089.960000 sec): 3 clusters Score: Raw -223340.500183 + Penalty 3519.973804 = -219820.526379 nChanged 8 SP:Iteration 6Q (42090.110000 sec): 3 clusters Score: Raw -223349.531596 + Penalty 3519.973804 = -219829.557793 nChanged 11 SP:Iteration 7Q (42090.240000 sec): 3 clusters Score: Raw -223364.538258 + Penalty 3519.973804 = -219844.564454 nChanged 10 SP:Iteration 8Q (42090.450000 sec): 3 clusters Score: Raw -223374.301927 + Penalty 3519.973804 = -219854.328123 nChanged 10 SP:Iteration 9Q (42090.630000 sec): 3 clusters Score: Raw -223383.438841 + Penalty 3519.973804 = -219863.465037 nChanged 4 SP:Iteration 10Q (42090.820000 sec): 3 clusters Score: Raw -223385.612478 + Penalty 3519.973804 = -219865.638674 nChanged 0 SP:Iteration 11F (42090.980000 sec): 3 clusters Score: Raw -223385.612478 + Penalty 3519.973804 = -219865.638674 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42091.210000 sec): 2 clusters Score: Raw -4281447.071277 + Penalty 2505.999152 = -4278941.072124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42091.500000 sec): 3 clusters Score: Raw -4266967.250256 + Penalty 5011.998305 = -4261955.251951 nChanged 11042 SP:Iteration 1F (42091.810000 sec): 3 clusters Score: Raw -4272863.748153 + Penalty 5011.998305 = -4267851.749849 nChanged 1278 SP:Iteration 2F (42092.160000 sec): 3 clusters Score: Raw -4273388.207145 + Penalty 5011.998305 = -4268376.208841 nChanged 1233 SP:Iteration 3F (42092.510000 sec): 3 clusters Score: Raw -4273892.021509 + Penalty 5011.998305 = -4268880.023204 nChanged 1133 SP:Iteration 4Q (42092.860000 sec): 3 clusters Score: Raw -4274368.071306 + Penalty 5011.998305 = -4269356.073002 nChanged 1149 SP:Iteration 5Q (42093.180000 sec): 3 clusters Score: Raw -4274898.087724 + Penalty 5011.998305 = -4269886.089420 nChanged 1172 SP:Iteration 6Q (42093.490000 sec): 3 clusters Score: Raw -4275463.055609 + Penalty 5011.998305 = -4270451.057305 nChanged 1220 SP:Iteration 7Q (42093.790000 sec): 3 clusters Score: Raw -4276136.529603 + Penalty 5011.998305 = -4271124.531298 nChanged 1269 SP:Iteration 8F (42094.100000 sec): 3 clusters Score: Raw -4276943.329880 + Penalty 5011.998305 = -4271931.331575 nChanged 1268 SP:Iteration 9F (42094.410000 sec): 3 clusters Score: Raw -4277775.158517 + Penalty 5011.998305 = -4272763.160212 nChanged 1184 SP:Iteration 10Q (42094.740000 sec): 3 clusters Score: Raw -4278560.432585 + Penalty 5011.998305 = -4273548.434280 nChanged 1058 SP:Iteration 11Q (42095.100000 sec): 3 clusters Score: Raw -4279227.417595 + Penalty 5011.998305 = -4274215.419290 nChanged 889 SP:Iteration 12Q (42095.440000 sec): 3 clusters Score: Raw -4279666.538044 + Penalty 5011.998305 = -4274654.539740 nChanged 704 SP:Iteration 13Q (42095.830000 sec): 3 clusters Score: Raw -4279955.646134 + Penalty 5011.998305 = -4274943.647829 nChanged 549 SP:Iteration 14Q (42096.100000 sec): 3 clusters Score: Raw -4280139.702220 + Penalty 5011.998305 = -4275127.703915 nChanged 444 SP:Iteration 15Q (42096.420000 sec): 3 clusters Score: Raw -4280270.452930 + Penalty 5011.998305 = -4275258.454626 nChanged 353 SP:Iteration 16Q (42096.740000 sec): 3 clusters Score: Raw -4280357.478752 + Penalty 5011.998305 = -4275345.480448 nChanged 276 SP:Iteration 17Q (42097.060000 sec): 3 clusters Score: Raw -4280413.820446 + Penalty 5011.998305 = -4275401.822141 nChanged 237 SP:Iteration 18Q (42097.440000 sec): 3 clusters Score: Raw -4280459.747087 + Penalty 5011.998305 = -4275447.748783 nChanged 191 SP:Iteration 19Q (42097.750000 sec): 3 clusters Score: Raw -4280495.039603 + Penalty 5011.998305 = -4275483.041298 nChanged 159 SP:Iteration 20F (42098.110000 sec): 3 clusters Score: Raw -4280522.158967 + Penalty 5011.998305 = -4275510.160663 nChanged 153 SP:Iteration 21Q (42098.410000 sec): 3 clusters Score: Raw -4280543.384187 + Penalty 5011.998305 = -4275531.385883 nChanged 109 SP:Iteration 22Q (42098.710000 sec): 3 clusters Score: Raw -4280557.303496 + Penalty 5011.998305 = -4275545.305191 nChanged 85 SP:Iteration 23Q (42099.100000 sec): 3 clusters Score: Raw -4280567.367742 + Penalty 5011.998305 = -4275555.369438 nChanged 73 SP:Iteration 24Q (42099.430000 sec): 3 clusters Score: Raw -4280575.777283 + Penalty 5011.998305 = -4275563.778979 nChanged 65 SP:Iteration 25Q (42099.740000 sec): 3 clusters Score: Raw -4280581.161328 + Penalty 5011.998305 = -4275569.163023 nChanged 41 SP:Iteration 26Q (42100.040000 sec): 3 clusters Score: Raw -4280585.785368 + Penalty 5011.998305 = -4275573.787064 nChanged 48 SP:Iteration 27Q (42100.360000 sec): 3 clusters Score: Raw -4280589.306677 + Penalty 5011.998305 = -4275577.308373 nChanged 23 SP:Iteration 28Q (42100.640000 sec): 3 clusters Score: Raw -4280591.040094 + Penalty 5011.998305 = -4275579.041789 nChanged 24 SP:Iteration 29Q (42101.000000 sec): 3 clusters Score: Raw -4280593.405790 + Penalty 5011.998305 = -4275581.407486 nChanged 26 SP:Iteration 30Q (42101.320000 sec): 3 clusters Score: Raw -4280595.593912 + Penalty 5011.998305 = -4275583.595607 nChanged 18 SP:Iteration 31Q (42101.650000 sec): 3 clusters Score: Raw -4280596.705062 + Penalty 5011.998305 = -4275584.706758 nChanged 14 SP:Iteration 32Q (42101.990000 sec): 3 clusters Score: Raw -4280597.540577 + Penalty 5011.998305 = -4275585.542272 nChanged 9 SP:Iteration 33Q (42102.360000 sec): 3 clusters Score: Raw -4280598.157386 + Penalty 5011.998305 = -4275586.159082 nChanged 9 SP:Iteration 34Q (42102.660000 sec): 3 clusters Score: Raw -4280598.878364 + Penalty 5011.998305 = -4275586.880060 nChanged 8 SP:Iteration 35Q (42102.920000 sec): 3 clusters Score: Raw -4280599.349229 + Penalty 5011.998305 = -4275587.350924 nChanged 6 SP:Iteration 36Q (42103.260000 sec): 3 clusters Score: Raw -4280600.042007 + Penalty 5011.998305 = -4275588.043702 nChanged 8 SP:Iteration 37Q (42103.560000 sec): 3 clusters Score: Raw -4280600.892056 + Penalty 5011.998305 = -4275588.893751 nChanged 10 SP:Iteration 38Q (42103.830000 sec): 3 clusters Score: Raw -4280601.549007 + Penalty 5011.998305 = -4275589.550703 nChanged 6 SP:Iteration 39Q (42104.200000 sec): 3 clusters Score: Raw -4280601.982119 + Penalty 5011.998305 = -4275589.983814 nChanged 4 SP:Iteration 40F (42104.500000 sec): 3 clusters Score: Raw -4280602.217303 + Penalty 5011.998305 = -4275590.218998 nChanged 5 SP:Iteration 41Q (42104.870000 sec): 3 clusters Score: Raw -4280602.523853 + Penalty 5011.998305 = -4275590.525548 nChanged 5 SP:Iteration 42Q (42105.160000 sec): 3 clusters Score: Raw -4280602.981947 + Penalty 5011.998305 = -4275590.983642 nChanged 8 SP:Iteration 43Q (42105.500000 sec): 3 clusters Score: Raw -4280603.489369 + Penalty 5011.998305 = -4275591.491064 nChanged 5 SP:Iteration 44Q (42105.830000 sec): 3 clusters Score: Raw -4280603.937623 + Penalty 5011.998305 = -4275591.939318 nChanged 5 SP:Iteration 45Q (42106.160000 sec): 3 clusters Score: Raw -4280604.412538 + Penalty 5011.998305 = -4275592.414233 nChanged 9 SP:Iteration 46Q (42106.530000 sec): 3 clusters Score: Raw -4280605.363776 + Penalty 5011.998305 = -4275593.365471 nChanged 14 SP:Iteration 47Q (42106.890000 sec): 3 clusters Score: Raw -4280606.408512 + Penalty 5011.998305 = -4275594.410208 nChanged 11 SP:Iteration 48Q (42107.240000 sec): 3 clusters Score: Raw -4280607.058562 + Penalty 5011.998305 = -4275595.060258 nChanged 3 SP:Iteration 49Q (42107.570000 sec): 3 clusters Score: Raw -4280607.227351 + Penalty 5011.998305 = -4275595.229046 nChanged 2 SP:Iteration 50Q (42107.930000 sec): 3 clusters Score: Raw -4280607.337555 + Penalty 5011.998305 = -4275595.339251 nChanged 2 SP:Iteration 51Q (42108.270000 sec): 3 clusters Score: Raw -4280607.536198 + Penalty 5011.998305 = -4275595.537893 nChanged 4 SP:Iteration 52Q (42108.660000 sec): 3 clusters Score: Raw -4280607.751164 + Penalty 5011.998305 = -4275595.752859 nChanged 3 SP:Iteration 53Q (42109.050000 sec): 3 clusters Score: Raw -4280607.918221 + Penalty 5011.998305 = -4275595.919916 nChanged 3 SP:Iteration 54Q (42109.420000 sec): 3 clusters Score: Raw -4280608.122492 + Penalty 5011.998305 = -4275596.124187 nChanged 0 SP:Iteration 55F (42109.750000 sec): 3 clusters Score: Raw -4280608.122492 + Penalty 5011.998305 = -4275596.124187 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42109.850000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42110.030000 sec): 3 clusters Score: Raw -93817.450434 + Penalty 3143.065563 = -90674.384872 nChanged 102 SP:Iteration 1F (42110.230000 sec): 3 clusters Score: Raw -93993.293112 + Penalty 3143.065563 = -90850.227549 nChanged 24 SP:Iteration 2Q (42110.390000 sec): 3 clusters Score: Raw -94041.416625 + Penalty 3143.065563 = -90898.351062 nChanged 7 SP:Iteration 3Q (42110.540000 sec): 3 clusters Score: Raw -94056.898229 + Penalty 3143.065563 = -90913.832666 nChanged 7 SP:Iteration 4Q (42110.730000 sec): 3 clusters Score: Raw -94069.128338 + Penalty 3143.065563 = -90926.062775 nChanged 0 SP:Iteration 5F (42110.910000 sec): 3 clusters Score: Raw -94069.128338 + Penalty 3143.065563 = -90926.062775 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42111.130000 sec): 2 clusters Score: Raw -4389389.574556 + Penalty 2514.352997 = -4386875.221559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42111.460000 sec): 3 clusters Score: Raw -4374376.371576 + Penalty 5028.705994 = -4369347.665582 nChanged 11303 SP:Iteration 1F (42111.720000 sec): 3 clusters Score: Raw -4380691.176304 + Penalty 5028.705994 = -4375662.470311 nChanged 1378 SP:Iteration 2F (42112.020000 sec): 3 clusters Score: Raw -4381231.229323 + Penalty 5028.705994 = -4376202.523329 nChanged 1231 SP:Iteration 3Q (42112.430000 sec): 3 clusters Score: Raw -4381756.952570 + Penalty 5028.705994 = -4376728.246577 nChanged 1157 SP:Iteration 4Q (42112.780000 sec): 3 clusters Score: Raw -4382338.582322 + Penalty 5028.705994 = -4377309.876328 nChanged 1227 SP:Iteration 5Q (42113.140000 sec): 3 clusters Score: Raw -4383078.402468 + Penalty 5028.705994 = -4378049.696474 nChanged 1363 SP:Iteration 6F (42113.490000 sec): 3 clusters Score: Raw -4383950.838515 + Penalty 5028.705994 = -4378922.132522 nChanged 1360 SP:Iteration 7F (42113.800000 sec): 3 clusters Score: Raw -4384811.964938 + Penalty 5028.705994 = -4379783.258945 nChanged 1320 SP:Iteration 8F (42114.110000 sec): 3 clusters Score: Raw -4385666.689101 + Penalty 5028.705994 = -4380637.983108 nChanged 1202 SP:Iteration 9Q (42114.450000 sec): 3 clusters Score: Raw -4386466.606182 + Penalty 5028.705994 = -4381437.900188 nChanged 1125 SP:Iteration 10Q (42114.820000 sec): 3 clusters Score: Raw -4387225.268872 + Penalty 5028.705994 = -4382196.562878 nChanged 970 SP:Iteration 11Q (42115.180000 sec): 3 clusters Score: Raw -4387797.220192 + Penalty 5028.705994 = -4382768.514198 nChanged 716 SP:Iteration 12Q (42115.520000 sec): 3 clusters Score: Raw -4388144.651729 + Penalty 5028.705994 = -4383115.945735 nChanged 526 SP:Iteration 13Q (42115.880000 sec): 3 clusters Score: Raw -4388353.650926 + Penalty 5028.705994 = -4383324.944932 nChanged 436 SP:Iteration 14Q (42116.170000 sec): 3 clusters Score: Raw -4388525.849645 + Penalty 5028.705994 = -4383497.143651 nChanged 414 SP:Iteration 15Q (42116.490000 sec): 3 clusters Score: Raw -4388684.185340 + Penalty 5028.705994 = -4383655.479347 nChanged 376 SP:Iteration 16Q (42116.910000 sec): 3 clusters Score: Raw -4388820.896465 + Penalty 5028.705994 = -4383792.190472 nChanged 357 SP:Iteration 17Q (42117.200000 sec): 3 clusters Score: Raw -4388954.423930 + Penalty 5028.705994 = -4383925.717936 nChanged 315 SP:Iteration 18Q (42117.490000 sec): 3 clusters Score: Raw -4389074.857403 + Penalty 5028.705994 = -4384046.151410 nChanged 323 SP:Iteration 19Q (42117.850000 sec): 3 clusters Score: Raw -4389202.226441 + Penalty 5028.705994 = -4384173.520448 nChanged 346 SP:Iteration 20F (42118.180000 sec): 3 clusters Score: Raw -4389344.471452 + Penalty 5028.705994 = -4384315.765458 nChanged 348 SP:Iteration 21Q (42118.520000 sec): 3 clusters Score: Raw -4389503.664663 + Penalty 5028.705994 = -4384474.958669 nChanged 338 SP:Iteration 22Q (42118.830000 sec): 3 clusters Score: Raw -4389665.136952 + Penalty 5028.705994 = -4384636.430959 nChanged 300 SP:Iteration 23Q (42119.160000 sec): 3 clusters Score: Raw -4389792.170883 + Penalty 5028.705994 = -4384763.464890 nChanged 266 SP:Iteration 24Q (42119.490000 sec): 3 clusters Score: Raw -4389897.496412 + Penalty 5028.705994 = -4384868.790419 nChanged 243 SP:Iteration 25Q (42119.790000 sec): 3 clusters Score: Raw -4389990.992180 + Penalty 5028.705994 = -4384962.286186 nChanged 224 SP:Iteration 26Q (42120.100000 sec): 3 clusters Score: Raw -4390078.294836 + Penalty 5028.705994 = -4385049.588843 nChanged 225 SP:Iteration 27Q (42120.450000 sec): 3 clusters Score: Raw -4390161.335942 + Penalty 5028.705994 = -4385132.629948 nChanged 183 SP:Iteration 28Q (42120.780000 sec): 3 clusters Score: Raw -4390223.678408 + Penalty 5028.705994 = -4385194.972415 nChanged 161 SP:Iteration 29Q (42121.100000 sec): 3 clusters Score: Raw -4390273.017300 + Penalty 5028.705994 = -4385244.311306 nChanged 137 SP:Iteration 30Q (42121.450000 sec): 3 clusters Score: Raw -4390314.095643 + Penalty 5028.705994 = -4385285.389649 nChanged 131 SP:Iteration 31Q (42121.740000 sec): 3 clusters Score: Raw -4390347.697175 + Penalty 5028.705994 = -4385318.991181 nChanged 106 SP:Iteration 32Q (42122.030000 sec): 3 clusters Score: Raw -4390376.874556 + Penalty 5028.705994 = -4385348.168563 nChanged 102 SP:Iteration 33Q (42122.350000 sec): 3 clusters Score: Raw -4390404.334038 + Penalty 5028.705994 = -4385375.628044 nChanged 87 SP:Iteration 34Q (42122.670000 sec): 3 clusters Score: Raw -4390426.460704 + Penalty 5028.705994 = -4385397.754710 nChanged 66 SP:Iteration 35Q (42122.960000 sec): 3 clusters Score: Raw -4390443.745978 + Penalty 5028.705994 = -4385415.039984 nChanged 63 SP:Iteration 36Q (42123.270000 sec): 3 clusters Score: Raw -4390458.336543 + Penalty 5028.705994 = -4385429.630550 nChanged 62 SP:Iteration 37Q (42123.620000 sec): 3 clusters Score: Raw -4390471.826682 + Penalty 5028.705994 = -4385443.120689 nChanged 48 SP:Iteration 38Q (42123.900000 sec): 3 clusters Score: Raw -4390482.716916 + Penalty 5028.705994 = -4385454.010922 nChanged 41 SP:Iteration 39Q (42124.190000 sec): 3 clusters Score: Raw -4390493.324929 + Penalty 5028.705994 = -4385464.618936 nChanged 45 SP:Iteration 40F (42124.470000 sec): 3 clusters Score: Raw -4390507.058889 + Penalty 5028.705994 = -4385478.352895 nChanged 49 SP:Iteration 41Q (42124.780000 sec): 3 clusters Score: Raw -4390521.462593 + Penalty 5028.705994 = -4385492.756600 nChanged 51 SP:Iteration 42Q (42125.100000 sec): 3 clusters Score: Raw -4390541.154223 + Penalty 5028.705994 = -4385512.448230 nChanged 52 SP:Iteration 43Q (42125.420000 sec): 3 clusters Score: Raw -4390563.779897 + Penalty 5028.705994 = -4385535.073903 nChanged 63 SP:Iteration 44Q (42125.770000 sec): 3 clusters Score: Raw -4390585.249313 + Penalty 5028.705994 = -4385556.543320 nChanged 59 SP:Iteration 45Q (42126.120000 sec): 3 clusters Score: Raw -4390599.935983 + Penalty 5028.705994 = -4385571.229990 nChanged 60 SP:Iteration 46Q (42126.430000 sec): 3 clusters Score: Raw -4390614.799712 + Penalty 5028.705994 = -4385586.093719 nChanged 50 SP:Iteration 47Q (42126.730000 sec): 3 clusters Score: Raw -4390624.241091 + Penalty 5028.705994 = -4385595.535098 nChanged 39 SP:Iteration 48Q (42127.030000 sec): 3 clusters Score: Raw -4390632.245564 + Penalty 5028.705994 = -4385603.539571 nChanged 30 SP:Iteration 49Q (42127.330000 sec): 3 clusters Score: Raw -4390639.195837 + Penalty 5028.705994 = -4385610.489844 nChanged 22 SP:Iteration 50Q (42127.660000 sec): 3 clusters Score: Raw -4390643.824657 + Penalty 5028.705994 = -4385615.118664 nChanged 12 SP:Iteration 51Q (42127.960000 sec): 3 clusters Score: Raw -4390645.793811 + Penalty 5028.705994 = -4385617.087817 nChanged 13 SP:Iteration 52Q (42128.260000 sec): 3 clusters Score: Raw -4390648.584923 + Penalty 5028.705994 = -4385619.878930 nChanged 13 SP:Iteration 53Q (42128.580000 sec): 3 clusters Score: Raw -4390650.813542 + Penalty 5028.705994 = -4385622.107548 nChanged 9 SP:Iteration 54Q (42128.920000 sec): 3 clusters Score: Raw -4390652.420028 + Penalty 5028.705994 = -4385623.714034 nChanged 11 SP:Iteration 55Q (42129.220000 sec): 3 clusters Score: Raw -4390654.218423 + Penalty 5028.705994 = -4385625.512429 nChanged 10 SP:Iteration 56Q (42129.500000 sec): 3 clusters Score: Raw -4390656.270443 + Penalty 5028.705994 = -4385627.564449 nChanged 8 SP:Iteration 57Q (42129.800000 sec): 3 clusters Score: Raw -4390657.430445 + Penalty 5028.705994 = -4385628.724452 nChanged 5 SP:Iteration 58Q (42130.110000 sec): 3 clusters Score: Raw -4390657.867780 + Penalty 5028.705994 = -4385629.161786 nChanged 3 SP:Iteration 59Q (42130.380000 sec): 3 clusters Score: Raw -4390658.386044 + Penalty 5028.705994 = -4385629.680050 nChanged 5 SP:Iteration 60F (42130.670000 sec): 3 clusters Score: Raw -4390659.123207 + Penalty 5028.705994 = -4385630.417214 nChanged 4 SP:Iteration 61Q (42131.000000 sec): 3 clusters Score: Raw -4390659.768627 + Penalty 5028.705994 = -4385631.062634 nChanged 5 SP:Iteration 62Q (42131.270000 sec): 3 clusters Score: Raw -4390660.472791 + Penalty 5028.705994 = -4385631.766798 nChanged 6 SP:Iteration 63Q (42131.560000 sec): 3 clusters Score: Raw -4390661.110117 + Penalty 5028.705994 = -4385632.404123 nChanged 5 SP:Iteration 64Q (42131.850000 sec): 3 clusters Score: Raw -4390661.613959 + Penalty 5028.705994 = -4385632.907965 nChanged 0 SP:Iteration 65F (42132.150000 sec): 3 clusters Score: Raw -4390661.613959 + Penalty 5028.705994 = -4385632.907965 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42132.270000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42132.440000 sec): 3 clusters Score: Raw -96466.840333 + Penalty 3126.099012 = -93340.741321 nChanged 120 SP:Iteration 1F (42132.620000 sec): 3 clusters Score: Raw -96682.543795 + Penalty 3126.099012 = -93556.444783 nChanged 28 SP:Iteration 2F (42132.790000 sec): 3 clusters Score: Raw -96735.514508 + Penalty 3126.099012 = -93609.415496 nChanged 14 SP:Iteration 3Q (42132.960000 sec): 3 clusters Score: Raw -96762.662213 + Penalty 3126.099012 = -93636.563201 nChanged 6 SP:Iteration 4Q (42133.120000 sec): 3 clusters Score: Raw -96769.706800 + Penalty 3126.099012 = -93643.607788 nChanged 3 SP:Iteration 5Q (42133.290000 sec): 3 clusters Score: Raw -96773.663405 + Penalty 3126.099012 = -93647.564393 nChanged 1 SP:Iteration 6Q (42133.460000 sec): 3 clusters Score: Raw -96780.930626 + Penalty 3126.099012 = -93654.831614 nChanged 0 SP:Iteration 7F (42133.630000 sec): 3 clusters Score: Raw -96780.930626 + Penalty 3126.099012 = -93654.831614 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42133.850000 sec): 2 clusters Score: Raw -2971746.275373 + Penalty 2406.546457 = -2969339.728916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42134.090000 sec): 3 clusters Score: Raw -2962374.243194 + Penalty 4813.092913 = -2957561.150281 nChanged 7127 SP:Iteration 1F (42134.360000 sec): 3 clusters Score: Raw -2966126.312319 + Penalty 4813.092913 = -2961313.219406 nChanged 984 SP:Iteration 2F (42134.640000 sec): 3 clusters Score: Raw -2966553.076460 + Penalty 4813.092913 = -2961739.983547 nChanged 847 SP:Iteration 3F (42134.900000 sec): 3 clusters Score: Raw -2966908.915795 + Penalty 4813.092913 = -2962095.822882 nChanged 771 SP:Iteration 4Q (42135.190000 sec): 3 clusters Score: Raw -2967265.426465 + Penalty 4813.092913 = -2962452.333552 nChanged 757 SP:Iteration 5Q (42135.460000 sec): 3 clusters Score: Raw -2967640.651891 + Penalty 4813.092913 = -2962827.558978 nChanged 763 SP:Iteration 6Q (42135.770000 sec): 3 clusters Score: Raw -2968030.009700 + Penalty 4813.092913 = -2963216.916786 nChanged 789 SP:Iteration 7Q (42136.090000 sec): 3 clusters Score: Raw -2968486.305621 + Penalty 4813.092913 = -2963673.212708 nChanged 847 SP:Iteration 8F (42136.350000 sec): 3 clusters Score: Raw -2969059.384101 + Penalty 4813.092913 = -2964246.291188 nChanged 869 SP:Iteration 9F (42136.610000 sec): 3 clusters Score: Raw -2969742.899372 + Penalty 4813.092913 = -2964929.806459 nChanged 810 SP:Iteration 10Q (42136.890000 sec): 3 clusters Score: Raw -2970381.503612 + Penalty 4813.092913 = -2965568.410699 nChanged 667 SP:Iteration 11Q (42137.160000 sec): 3 clusters Score: Raw -2970892.784866 + Penalty 4813.092913 = -2966079.691952 nChanged 534 SP:Iteration 12Q (42137.430000 sec): 3 clusters Score: Raw -2971281.938143 + Penalty 4813.092913 = -2966468.845230 nChanged 396 SP:Iteration 13Q (42137.760000 sec): 3 clusters Score: Raw -2971571.416106 + Penalty 4813.092913 = -2966758.323193 nChanged 329 SP:Iteration 14Q (42138.020000 sec): 3 clusters Score: Raw -2971785.545588 + Penalty 4813.092913 = -2966972.452675 nChanged 262 SP:Iteration 15Q (42138.290000 sec): 3 clusters Score: Raw -2971938.089025 + Penalty 4813.092913 = -2967124.996111 nChanged 191 SP:Iteration 16Q (42138.590000 sec): 3 clusters Score: Raw -2972030.261368 + Penalty 4813.092913 = -2967217.168454 nChanged 158 SP:Iteration 17Q (42138.900000 sec): 3 clusters Score: Raw -2972091.112600 + Penalty 4813.092913 = -2967278.019687 nChanged 102 SP:Iteration 18Q (42139.160000 sec): 3 clusters Score: Raw -2972135.065449 + Penalty 4813.092913 = -2967321.972535 nChanged 101 SP:Iteration 19Q (42139.410000 sec): 3 clusters Score: Raw -2972175.939830 + Penalty 4813.092913 = -2967362.846917 nChanged 86 SP:Iteration 20F (42139.670000 sec): 3 clusters Score: Raw -2972209.231654 + Penalty 4813.092913 = -2967396.138741 nChanged 85 SP:Iteration 21Q (42139.920000 sec): 3 clusters Score: Raw -2972241.399165 + Penalty 4813.092913 = -2967428.306252 nChanged 77 SP:Iteration 22Q (42140.210000 sec): 3 clusters Score: Raw -2972276.904267 + Penalty 4813.092913 = -2967463.811353 nChanged 88 SP:Iteration 23Q (42140.450000 sec): 3 clusters Score: Raw -2972316.052933 + Penalty 4813.092913 = -2967502.960020 nChanged 73 SP:Iteration 24Q (42140.710000 sec): 3 clusters Score: Raw -2972349.234760 + Penalty 4813.092913 = -2967536.141846 nChanged 69 SP:Iteration 25Q (42140.940000 sec): 3 clusters Score: Raw -2972379.897677 + Penalty 4813.092913 = -2967566.804764 nChanged 59 SP:Iteration 26Q (42141.240000 sec): 3 clusters Score: Raw -2972408.088719 + Penalty 4813.092913 = -2967594.995806 nChanged 59 SP:Iteration 27Q (42141.530000 sec): 3 clusters Score: Raw -2972437.288747 + Penalty 4813.092913 = -2967624.195834 nChanged 66 SP:Iteration 28Q (42141.760000 sec): 3 clusters Score: Raw -2972468.339339 + Penalty 4813.092913 = -2967655.246425 nChanged 54 SP:Iteration 29Q (42142.050000 sec): 3 clusters Score: Raw -2972488.950998 + Penalty 4813.092913 = -2967675.858085 nChanged 50 SP:Iteration 30Q (42142.290000 sec): 3 clusters Score: Raw -2972508.197497 + Penalty 4813.092913 = -2967695.104583 nChanged 49 SP:Iteration 31Q (42142.580000 sec): 3 clusters Score: Raw -2972524.621611 + Penalty 4813.092913 = -2967711.528697 nChanged 26 SP:Iteration 32Q (42142.800000 sec): 3 clusters Score: Raw -2972534.694656 + Penalty 4813.092913 = -2967721.601743 nChanged 27 SP:Iteration 33Q (42143.120000 sec): 3 clusters Score: Raw -2972543.217689 + Penalty 4813.092913 = -2967730.124775 nChanged 28 SP:Iteration 34Q (42143.380000 sec): 3 clusters Score: Raw -2972552.418052 + Penalty 4813.092913 = -2967739.325139 nChanged 29 SP:Iteration 35Q (42143.610000 sec): 3 clusters Score: Raw -2972564.409925 + Penalty 4813.092913 = -2967751.317012 nChanged 31 SP:Iteration 36Q (42143.880000 sec): 3 clusters Score: Raw -2972577.109579 + Penalty 4813.092913 = -2967764.016665 nChanged 32 SP:Iteration 37Q (42144.110000 sec): 3 clusters Score: Raw -2972587.461815 + Penalty 4813.092913 = -2967774.368902 nChanged 30 SP:Iteration 38Q (42144.410000 sec): 3 clusters Score: Raw -2972597.076081 + Penalty 4813.092913 = -2967783.983168 nChanged 24 SP:Iteration 39Q (42144.690000 sec): 3 clusters Score: Raw -2972604.637027 + Penalty 4813.092913 = -2967791.544113 nChanged 29 SP:Iteration 40F (42144.960000 sec): 3 clusters Score: Raw -2972615.516950 + Penalty 4813.092913 = -2967802.424037 nChanged 23 SP:Iteration 41Q (42145.230000 sec): 3 clusters Score: Raw -2972622.480278 + Penalty 4813.092913 = -2967809.387365 nChanged 19 SP:Iteration 42Q (42145.480000 sec): 3 clusters Score: Raw -2972628.251683 + Penalty 4813.092913 = -2967815.158769 nChanged 15 SP:Iteration 43Q (42145.750000 sec): 3 clusters Score: Raw -2972632.064791 + Penalty 4813.092913 = -2967818.971878 nChanged 17 SP:Iteration 44Q (42146.080000 sec): 3 clusters Score: Raw -2972635.574227 + Penalty 4813.092913 = -2967822.481313 nChanged 9 SP:Iteration 45Q (42146.340000 sec): 3 clusters Score: Raw -2972638.106135 + Penalty 4813.092913 = -2967825.013222 nChanged 13 SP:Iteration 46Q (42146.560000 sec): 3 clusters Score: Raw -2972640.886746 + Penalty 4813.092913 = -2967827.793833 nChanged 10 SP:Iteration 47Q (42146.840000 sec): 3 clusters Score: Raw -2972643.617485 + Penalty 4813.092913 = -2967830.524572 nChanged 14 SP:Iteration 48Q (42147.090000 sec): 3 clusters Score: Raw -2972648.750481 + Penalty 4813.092913 = -2967835.657567 nChanged 11 SP:Iteration 49Q (42147.310000 sec): 3 clusters Score: Raw -2972651.634323 + Penalty 4813.092913 = -2967838.541410 nChanged 9 SP:Iteration 50Q (42147.610000 sec): 3 clusters Score: Raw -2972654.385358 + Penalty 4813.092913 = -2967841.292444 nChanged 10 SP:Iteration 51Q (42147.840000 sec): 3 clusters Score: Raw -2972657.624133 + Penalty 4813.092913 = -2967844.531220 nChanged 13 SP:Iteration 52Q (42148.110000 sec): 3 clusters Score: Raw -2972661.491832 + Penalty 4813.092913 = -2967848.398919 nChanged 13 SP:Iteration 53Q (42148.340000 sec): 3 clusters Score: Raw -2972665.946774 + Penalty 4813.092913 = -2967852.853860 nChanged 11 SP:Iteration 54Q (42148.580000 sec): 3 clusters Score: Raw -2972668.653577 + Penalty 4813.092913 = -2967855.560663 nChanged 15 SP:Iteration 55Q (42148.820000 sec): 3 clusters Score: Raw -2972673.756099 + Penalty 4813.092913 = -2967860.663186 nChanged 11 SP:Iteration 56Q (42149.100000 sec): 3 clusters Score: Raw -2972676.312734 + Penalty 4813.092913 = -2967863.219821 nChanged 9 SP:Iteration 57Q (42149.370000 sec): 3 clusters Score: Raw -2972678.300490 + Penalty 4813.092913 = -2967865.207577 nChanged 12 SP:Iteration 58Q (42149.640000 sec): 3 clusters Score: Raw -2972681.508491 + Penalty 4813.092913 = -2967868.415578 nChanged 7 SP:Iteration 59Q (42149.880000 sec): 3 clusters Score: Raw -2972683.164161 + Penalty 4813.092913 = -2967870.071248 nChanged 1 SP:Iteration 60F (42150.190000 sec): 3 clusters Score: Raw -2972683.822895 + Penalty 4813.092913 = -2967870.729982 nChanged 3 SP:Iteration 61Q (42150.470000 sec): 3 clusters Score: Raw -2972684.685342 + Penalty 4813.092913 = -2967871.592429 nChanged 2 SP:Iteration 62Q (42150.680000 sec): 3 clusters Score: Raw -2972685.072186 + Penalty 4813.092913 = -2967871.979272 nChanged 3 SP:Iteration 63Q (42150.900000 sec): 3 clusters Score: Raw -2972685.577001 + Penalty 4813.092913 = -2967872.484088 nChanged 1 SP:Iteration 64Q (42151.160000 sec): 3 clusters Score: Raw -2972686.136992 + Penalty 4813.092913 = -2967873.044079 nChanged 3 SP:Iteration 65Q (42151.520000 sec): 3 clusters Score: Raw -2972687.056123 + Penalty 4813.092913 = -2967873.963209 nChanged 3 SP:Iteration 66Q (42151.790000 sec): 3 clusters Score: Raw -2972688.127436 + Penalty 4813.092913 = -2967875.034522 nChanged 3 SP:Iteration 67Q (42152.030000 sec): 3 clusters Score: Raw -2972688.493490 + Penalty 4813.092913 = -2967875.400576 nChanged 0 SP:Iteration 68F (42152.340000 sec): 3 clusters Score: Raw -2972688.493490 + Penalty 4813.092913 = -2967875.400576 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42152.400000 sec): 2 clusters Score: Raw -25631.326804 + Penalty 1362.279238 = -24269.047566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42152.630000 sec): 3 clusters Score: Raw -25920.151649 + Penalty 2724.558476 = -23195.593173 nChanged 37 SP:Iteration 1F (42152.810000 sec): 3 clusters Score: Raw -26056.771196 + Penalty 2724.558476 = -23332.212720 nChanged 18 SP:Iteration 2F (42152.990000 sec): 3 clusters Score: Raw -26116.773084 + Penalty 2724.558476 = -23392.214608 nChanged 5 SP:Iteration 3Q (42153.180000 sec): 3 clusters Score: Raw -26135.139672 + Penalty 2724.558476 = -23410.581196 nChanged 3 SP:Iteration 4Q (42153.350000 sec): 3 clusters Score: Raw -26146.254222 + Penalty 2724.558476 = -23421.695746 nChanged 1 SP:Iteration 5Q (42153.550000 sec): 3 clusters Score: Raw -26150.224659 + Penalty 2724.558476 = -23425.666183 nChanged 0 SP:Iteration 6F (42153.750000 sec): 3 clusters Score: Raw -26150.224659 + Penalty 2724.558476 = -23425.666183 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42153.850000 sec): 2 clusters Score: Raw -336120.283021 + Penalty 1883.656045 = -334236.626976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42154.010000 sec): 3 clusters Score: Raw -335402.122359 + Penalty 3767.312090 = -331634.810269 nChanged 648 SP:Iteration 1F (42154.180000 sec): 3 clusters Score: Raw -335904.373365 + Penalty 3767.312090 = -332137.061274 nChanged 163 SP:Iteration 2F (42154.300000 sec): 3 clusters Score: Raw -336095.399558 + Penalty 3767.312090 = -332328.087468 nChanged 126 SP:Iteration 3F (42154.410000 sec): 3 clusters Score: Raw -336231.828325 + Penalty 3767.312090 = -332464.516235 nChanged 98 SP:Iteration 4Q (42154.520000 sec): 3 clusters Score: Raw -336335.290630 + Penalty 3767.312090 = -332567.978539 nChanged 69 SP:Iteration 5Q (42154.630000 sec): 3 clusters Score: Raw -336431.018177 + Penalty 3767.312090 = -332663.706087 nChanged 63 SP:Iteration 6Q (42154.760000 sec): 3 clusters Score: Raw -336521.786077 + Penalty 3767.312090 = -332754.473986 nChanged 62 SP:Iteration 7Q (42154.880000 sec): 3 clusters Score: Raw -336605.498967 + Penalty 3767.312090 = -332838.186877 nChanged 62 SP:Iteration 8Q (42155.080000 sec): 3 clusters Score: Raw -336709.972682 + Penalty 3767.312090 = -332942.660592 nChanged 62 SP:Iteration 9Q (42155.240000 sec): 3 clusters Score: Raw -336788.721371 + Penalty 3767.312090 = -333021.409281 nChanged 40 SP:Iteration 10Q (42155.460000 sec): 3 clusters Score: Raw -336840.212943 + Penalty 3767.312090 = -333072.900853 nChanged 43 SP:Iteration 11Q (42155.630000 sec): 3 clusters Score: Raw -336882.449779 + Penalty 3767.312090 = -333115.137689 nChanged 29 SP:Iteration 12Q (42155.840000 sec): 3 clusters Score: Raw -336910.882180 + Penalty 3767.312090 = -333143.570090 nChanged 21 SP:Iteration 13Q (42156.050000 sec): 3 clusters Score: Raw -336932.927204 + Penalty 3767.312090 = -333165.615113 nChanged 18 SP:Iteration 14Q (42156.200000 sec): 3 clusters Score: Raw -336946.735980 + Penalty 3767.312090 = -333179.423890 nChanged 17 SP:Iteration 15Q (42156.400000 sec): 3 clusters Score: Raw -336961.427378 + Penalty 3767.312090 = -333194.115287 nChanged 17 SP:Iteration 16Q (42156.550000 sec): 3 clusters Score: Raw -336971.575692 + Penalty 3767.312090 = -333204.263602 nChanged 10 SP:Iteration 17Q (42156.730000 sec): 3 clusters Score: Raw -336977.237907 + Penalty 3767.312090 = -333209.925817 nChanged 5 SP:Iteration 18Q (42156.910000 sec): 3 clusters Score: Raw -336979.661587 + Penalty 3767.312090 = -333212.349496 nChanged 7 SP:Iteration 19Q (42157.110000 sec): 3 clusters Score: Raw -336984.038697 + Penalty 3767.312090 = -333216.726607 nChanged 5 SP:Iteration 20F (42157.320000 sec): 3 clusters Score: Raw -336987.837038 + Penalty 3767.312090 = -333220.524948 nChanged 5 SP:Iteration 21Q (42157.460000 sec): 3 clusters Score: Raw -336990.656461 + Penalty 3767.312090 = -333223.344371 nChanged 2 SP:Iteration 22Q (42157.630000 sec): 3 clusters Score: Raw -336991.661271 + Penalty 3767.312090 = -333224.349181 nChanged 0 SP:Iteration 23F (42157.810000 sec): 3 clusters Score: Raw -336991.661271 + Penalty 3767.312090 = -333224.349181 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42158.380000 sec): 2 clusters Score: Raw -17304265.950887 + Penalty 2840.671683 = -17301425.279204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42159.040000 sec): 3 clusters Score: Raw -17244180.929876 + Penalty 5681.343365 = -17238499.586511 nChanged 44330 SP:Iteration 1F (42159.720000 sec): 3 clusters Score: Raw -17269479.210297 + Penalty 5681.343365 = -17263797.866932 nChanged 3323 SP:Iteration 2Q (42160.390000 sec): 3 clusters Score: Raw -17270391.578801 + Penalty 5681.343365 = -17264710.235436 nChanged 3402 SP:Iteration 3Q (42161.080000 sec): 3 clusters Score: Raw -17271454.487849 + Penalty 5681.343365 = -17265773.144484 nChanged 3644 SP:Iteration 4Q (42161.830000 sec): 3 clusters Score: Raw -17272756.959726 + Penalty 5681.343365 = -17267075.616361 nChanged 3929 SP:Iteration 5Q (42162.490000 sec): 3 clusters Score: Raw -17274234.685659 + Penalty 5681.343365 = -17268553.342294 nChanged 4048 SP:Iteration 6Q (42163.130000 sec): 3 clusters Score: Raw -17275830.469643 + Penalty 5681.343365 = -17270149.126278 nChanged 4140 SP:Iteration 7Q (42163.790000 sec): 3 clusters Score: Raw -17277478.656913 + Penalty 5681.343365 = -17271797.313548 nChanged 4127 SP:Iteration 8Q (42164.420000 sec): 3 clusters Score: Raw -17279123.431273 + Penalty 5681.343365 = -17273442.087908 nChanged 4066 SP:Iteration 9Q (42165.100000 sec): 3 clusters Score: Raw -17280726.887653 + Penalty 5681.343365 = -17275045.544288 nChanged 3883 SP:Iteration 10Q (42165.880000 sec): 3 clusters Score: Raw -17282224.543306 + Penalty 5681.343365 = -17276543.199941 nChanged 3841 SP:Iteration 11Q (42166.580000 sec): 3 clusters Score: Raw -17283837.816135 + Penalty 5681.343365 = -17278156.472770 nChanged 4010 SP:Iteration 12Q (42167.320000 sec): 3 clusters Score: Raw -17285729.768556 + Penalty 5681.343365 = -17280048.425191 nChanged 4326 SP:Iteration 13Q (42168.020000 sec): 3 clusters Score: Raw -17288072.125379 + Penalty 5681.343365 = -17282390.782014 nChanged 4615 SP:Iteration 14Q (42168.790000 sec): 3 clusters Score: Raw -17291010.540607 + Penalty 5681.343365 = -17285329.197242 nChanged 4729 SP:Iteration 15F (42169.450000 sec): 3 clusters Score: Raw -17294508.732241 + Penalty 5681.343365 = -17288827.388875 nChanged 4289 SP:Iteration 16Q (42170.140000 sec): 3 clusters Score: Raw -17297870.641299 + Penalty 5681.343365 = -17292189.297933 nChanged 3312 SP:Iteration 17Q (42170.820000 sec): 3 clusters Score: Raw -17300452.023788 + Penalty 5681.343365 = -17294770.680422 nChanged 2367 SP:Iteration 18Q (42171.510000 sec): 3 clusters Score: Raw -17302057.620888 + Penalty 5681.343365 = -17296376.277523 nChanged 1663 SP:Iteration 19Q (42172.210000 sec): 3 clusters Score: Raw -17303072.380714 + Penalty 5681.343365 = -17297391.037349 nChanged 1154 SP:Iteration 20F (42172.950000 sec): 3 clusters Score: Raw -17303701.364323 + Penalty 5681.343365 = -17298020.020958 nChanged 850 SP:Iteration 21Q (42173.630000 sec): 3 clusters Score: Raw -17304120.155304 + Penalty 5681.343365 = -17298438.811939 nChanged 643 SP:Iteration 22Q (42174.250000 sec): 3 clusters Score: Raw -17304383.672206 + Penalty 5681.343365 = -17298702.328841 nChanged 457 SP:Iteration 23Q (42174.980000 sec): 3 clusters Score: Raw -17304561.140251 + Penalty 5681.343365 = -17298879.796886 nChanged 333 SP:Iteration 24Q (42175.580000 sec): 3 clusters Score: Raw -17304678.735411 + Penalty 5681.343365 = -17298997.392046 nChanged 276 SP:Iteration 25Q (42176.180000 sec): 3 clusters Score: Raw -17304765.519898 + Penalty 5681.343365 = -17299084.176533 nChanged 199 SP:Iteration 26Q (42176.820000 sec): 3 clusters Score: Raw -17304822.225370 + Penalty 5681.343365 = -17299140.882005 nChanged 168 SP:Iteration 27Q (42177.420000 sec): 3 clusters Score: Raw -17304861.641998 + Penalty 5681.343365 = -17299180.298633 nChanged 116 SP:Iteration 28Q (42178.000000 sec): 3 clusters Score: Raw -17304891.392836 + Penalty 5681.343365 = -17299210.049471 nChanged 112 SP:Iteration 29Q (42178.620000 sec): 3 clusters Score: Raw -17304920.869399 + Penalty 5681.343365 = -17299239.526034 nChanged 88 SP:Iteration 30Q (42179.210000 sec): 3 clusters Score: Raw -17304942.141073 + Penalty 5681.343365 = -17299260.797708 nChanged 73 SP:Iteration 31Q (42179.820000 sec): 3 clusters Score: Raw -17304957.531054 + Penalty 5681.343365 = -17299276.187689 nChanged 62 SP:Iteration 32Q (42180.460000 sec): 3 clusters Score: Raw -17304971.896685 + Penalty 5681.343365 = -17299290.553320 nChanged 55 SP:Iteration 33Q (42181.050000 sec): 3 clusters Score: Raw -17304984.764123 + Penalty 5681.343365 = -17299303.420758 nChanged 55 SP:Iteration 34Q (42181.620000 sec): 3 clusters Score: Raw -17304995.745949 + Penalty 5681.343365 = -17299314.402583 nChanged 37 SP:Iteration 35Q (42182.210000 sec): 3 clusters Score: Raw -17305002.434723 + Penalty 5681.343365 = -17299321.091358 nChanged 36 SP:Iteration 36Q (42182.870000 sec): 3 clusters Score: Raw -17305008.859585 + Penalty 5681.343365 = -17299327.516220 nChanged 30 SP:Iteration 37Q (42183.540000 sec): 3 clusters Score: Raw -17305014.397293 + Penalty 5681.343365 = -17299333.053928 nChanged 24 SP:Iteration 38Q (42184.220000 sec): 3 clusters Score: Raw -17305018.676199 + Penalty 5681.343365 = -17299337.332834 nChanged 15 SP:Iteration 39Q (42184.880000 sec): 3 clusters Score: Raw -17305021.366606 + Penalty 5681.343365 = -17299340.023241 nChanged 19 SP:Iteration 40F (42185.620000 sec): 3 clusters Score: Raw -17305024.571135 + Penalty 5681.343365 = -17299343.227770 nChanged 22 SP:Iteration 41Q (42186.270000 sec): 3 clusters Score: Raw -17305028.127064 + Penalty 5681.343365 = -17299346.783699 nChanged 24 SP:Iteration 42Q (42186.870000 sec): 3 clusters Score: Raw -17305031.974618 + Penalty 5681.343365 = -17299350.631253 nChanged 16 SP:Iteration 43Q (42187.490000 sec): 3 clusters Score: Raw -17305034.679807 + Penalty 5681.343365 = -17299353.336442 nChanged 14 SP:Iteration 44Q (42188.130000 sec): 3 clusters Score: Raw -17305037.278334 + Penalty 5681.343365 = -17299355.934969 nChanged 20 SP:Iteration 45Q (42188.770000 sec): 3 clusters Score: Raw -17305040.735554 + Penalty 5681.343365 = -17299359.392189 nChanged 11 SP:Iteration 46Q (42189.340000 sec): 3 clusters Score: Raw -17305042.400151 + Penalty 5681.343365 = -17299361.056786 nChanged 14 SP:Iteration 47Q (42189.920000 sec): 3 clusters Score: Raw -17305044.318157 + Penalty 5681.343365 = -17299362.974792 nChanged 5 SP:Iteration 48Q (42190.550000 sec): 3 clusters Score: Raw -17305044.870322 + Penalty 5681.343365 = -17299363.526957 nChanged 5 SP:Iteration 49Q (42191.170000 sec): 3 clusters Score: Raw -17305045.848183 + Penalty 5681.343365 = -17299364.504818 nChanged 8 SP:Iteration 50Q (42191.760000 sec): 3 clusters Score: Raw -17305047.069519 + Penalty 5681.343365 = -17299365.726153 nChanged 5 SP:Iteration 51Q (42192.380000 sec): 3 clusters Score: Raw -17305047.811444 + Penalty 5681.343365 = -17299366.468079 nChanged 2 SP:Iteration 52Q (42193.000000 sec): 3 clusters Score: Raw -17305048.034558 + Penalty 5681.343365 = -17299366.691193 nChanged 4 SP:Iteration 53Q (42193.580000 sec): 3 clusters Score: Raw -17305048.645424 + Penalty 5681.343365 = -17299367.302059 nChanged 6 SP:Iteration 54Q (42194.150000 sec): 3 clusters Score: Raw -17305049.585737 + Penalty 5681.343365 = -17299368.242372 nChanged 6 SP:Iteration 55Q (42194.650000 sec): 3 clusters Score: Raw -17305050.397887 + Penalty 5681.343365 = -17299369.054522 nChanged 3 SP:Iteration 56Q (42195.120000 sec): 3 clusters Score: Raw -17305050.726452 + Penalty 5681.343365 = -17299369.383087 nChanged 2 SP:Iteration 57Q (42195.670000 sec): 3 clusters Score: Raw -17305051.088378 + Penalty 5681.343365 = -17299369.745013 nChanged 1 SP:Iteration 58Q (42196.250000 sec): 3 clusters Score: Raw -17305051.173133 + Penalty 5681.343365 = -17299369.829768 nChanged 0 SP:Iteration 59F (42196.890000 sec): 3 clusters Score: Raw -17305051.173133 + Penalty 5681.343365 = -17299369.829768 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42197.020000 sec): 2 clusters Score: Raw -64337.069337 + Penalty 1516.193181 = -62820.876156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42197.240000 sec): 3 clusters Score: Raw -64499.590445 + Penalty 3032.386361 = -61467.204084 nChanged 103 SP:Iteration 1F (42197.390000 sec): 3 clusters Score: Raw -64844.780003 + Penalty 3032.386361 = -61812.393642 nChanged 43 SP:Iteration 2F (42197.610000 sec): 3 clusters Score: Raw -65012.768905 + Penalty 3032.386361 = -61980.382544 nChanged 23 SP:Iteration 3F (42197.800000 sec): 3 clusters Score: Raw -65114.330155 + Penalty 3032.386361 = -62081.943793 nChanged 11 SP:Iteration 4Q (42197.990000 sec): 3 clusters Score: Raw -65172.104521 + Penalty 3032.386361 = -62139.718160 nChanged 11 SP:Iteration 5Q (42198.180000 sec): 3 clusters Score: Raw -65208.295899 + Penalty 3032.386361 = -62175.909538 nChanged 6 SP:Iteration 6Q (42198.370000 sec): 3 clusters Score: Raw -65239.852046 + Penalty 3032.386361 = -62207.465685 nChanged 2 SP:Iteration 7Q (42198.500000 sec): 3 clusters Score: Raw -65245.015140 + Penalty 3032.386361 = -62212.628779 nChanged 1 SP:Iteration 8Q (42198.670000 sec): 3 clusters Score: Raw -65246.528302 + Penalty 3032.386361 = -62214.141941 nChanged 0 SP:Iteration 9F (42198.830000 sec): 3 clusters Score: Raw -65246.528302 + Penalty 3032.386361 = -62214.141941 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42198.960000 sec): 2 clusters Score: Raw -702577.536402 + Penalty 2049.050634 = -700528.485769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42199.140000 sec): 3 clusters Score: Raw -700800.699306 + Penalty 4098.101267 = -696702.598039 nChanged 1429 SP:Iteration 1F (42199.330000 sec): 3 clusters Score: Raw -701717.587912 + Penalty 4098.101267 = -697619.486644 nChanged 343 SP:Iteration 2F (42199.530000 sec): 3 clusters Score: Raw -702027.991317 + Penalty 4098.101267 = -697929.890050 nChanged 249 SP:Iteration 3F (42199.740000 sec): 3 clusters Score: Raw -702255.628463 + Penalty 4098.101267 = -698157.527196 nChanged 201 SP:Iteration 4F (42199.920000 sec): 3 clusters Score: Raw -702448.855319 + Penalty 4098.101267 = -698350.754052 nChanged 172 SP:Iteration 5Q (42200.150000 sec): 3 clusters Score: Raw -702605.207124 + Penalty 4098.101267 = -698507.105857 nChanged 173 SP:Iteration 6Q (42200.350000 sec): 3 clusters Score: Raw -702748.738169 + Penalty 4098.101267 = -698650.636902 nChanged 155 SP:Iteration 7Q (42200.570000 sec): 3 clusters Score: Raw -702890.632075 + Penalty 4098.101267 = -698792.530808 nChanged 140 SP:Iteration 8Q (42200.770000 sec): 3 clusters Score: Raw -703015.076053 + Penalty 4098.101267 = -698916.974786 nChanged 132 SP:Iteration 9Q (42200.960000 sec): 3 clusters Score: Raw -703110.206017 + Penalty 4098.101267 = -699012.104750 nChanged 112 SP:Iteration 10Q (42201.130000 sec): 3 clusters Score: Raw -703186.319039 + Penalty 4098.101267 = -699088.217772 nChanged 91 SP:Iteration 11Q (42201.330000 sec): 3 clusters Score: Raw -703241.550795 + Penalty 4098.101267 = -699143.449528 nChanged 70 SP:Iteration 12Q (42201.550000 sec): 3 clusters Score: Raw -703291.040354 + Penalty 4098.101267 = -699192.939087 nChanged 74 SP:Iteration 13Q (42201.740000 sec): 3 clusters Score: Raw -703352.848598 + Penalty 4098.101267 = -699254.747331 nChanged 68 SP:Iteration 14Q (42201.940000 sec): 3 clusters Score: Raw -703410.862145 + Penalty 4098.101267 = -699312.760878 nChanged 54 SP:Iteration 15Q (42202.140000 sec): 3 clusters Score: Raw -703451.054968 + Penalty 4098.101267 = -699352.953701 nChanged 53 SP:Iteration 16Q (42202.360000 sec): 3 clusters Score: Raw -703483.289864 + Penalty 4098.101267 = -699385.188597 nChanged 45 SP:Iteration 17Q (42202.570000 sec): 3 clusters Score: Raw -703509.503273 + Penalty 4098.101267 = -699411.402006 nChanged 30 SP:Iteration 18Q (42202.710000 sec): 3 clusters Score: Raw -703527.504728 + Penalty 4098.101267 = -699429.403460 nChanged 33 SP:Iteration 19Q (42202.880000 sec): 3 clusters Score: Raw -703548.701450 + Penalty 4098.101267 = -699450.600183 nChanged 22 SP:Iteration 20F (42203.060000 sec): 3 clusters Score: Raw -703564.751288 + Penalty 4098.101267 = -699466.650020 nChanged 18 SP:Iteration 21Q (42203.300000 sec): 3 clusters Score: Raw -703576.531307 + Penalty 4098.101267 = -699478.430040 nChanged 15 SP:Iteration 22Q (42203.520000 sec): 3 clusters Score: Raw -703585.278841 + Penalty 4098.101267 = -699487.177574 nChanged 13 SP:Iteration 23Q (42203.680000 sec): 3 clusters Score: Raw -703590.976942 + Penalty 4098.101267 = -699492.875675 nChanged 9 SP:Iteration 24Q (42203.890000 sec): 3 clusters Score: Raw -703594.274366 + Penalty 4098.101267 = -699496.173099 nChanged 6 SP:Iteration 25Q (42204.100000 sec): 3 clusters Score: Raw -703597.532666 + Penalty 4098.101267 = -699499.431399 nChanged 3 SP:Iteration 26Q (42204.330000 sec): 3 clusters Score: Raw -703598.605551 + Penalty 4098.101267 = -699500.504283 nChanged 3 SP:Iteration 27Q (42204.560000 sec): 3 clusters Score: Raw -703599.178917 + Penalty 4098.101267 = -699501.077649 nChanged 2 SP:Iteration 28Q (42204.780000 sec): 3 clusters Score: Raw -703599.861863 + Penalty 4098.101267 = -699501.760595 nChanged 1 SP:Iteration 29Q (42204.990000 sec): 3 clusters Score: Raw -703600.207051 + Penalty 4098.101267 = -699502.105784 nChanged 2 SP:Iteration 30Q (42205.210000 sec): 3 clusters Score: Raw -703600.936865 + Penalty 4098.101267 = -699502.835598 nChanged 1 SP:Iteration 31Q (42205.430000 sec): 3 clusters Score: Raw -703601.424196 + Penalty 4098.101267 = -699503.322929 nChanged 2 SP:Iteration 32Q (42205.710000 sec): 3 clusters Score: Raw -703601.821453 + Penalty 4098.101267 = -699503.720186 nChanged 1 SP:Iteration 33Q (42205.890000 sec): 3 clusters Score: Raw -703602.186315 + Penalty 4098.101267 = -699504.085048 nChanged 0 SP:Iteration 34F (42206.080000 sec): 3 clusters Score: Raw -703602.186315 + Penalty 4098.101267 = -699504.085048 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42206.210000 sec): 2 clusters Score: Raw -152655.966501 + Penalty 1694.324484 = -150961.642017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42206.410000 sec): 3 clusters Score: Raw -152514.377805 + Penalty 3388.648969 = -149125.728836 nChanged 250 SP:Iteration 1F (42206.580000 sec): 3 clusters Score: Raw -152922.837762 + Penalty 3388.648969 = -149534.188793 nChanged 103 SP:Iteration 2F (42206.780000 sec): 3 clusters Score: Raw -153231.555040 + Penalty 3388.648969 = -149842.906071 nChanged 67 SP:Iteration 3F (42206.930000 sec): 3 clusters Score: Raw -153461.379003 + Penalty 3388.648969 = -150072.730034 nChanged 49 SP:Iteration 4F (42207.080000 sec): 3 clusters Score: Raw -153564.332343 + Penalty 3388.648969 = -150175.683374 nChanged 31 SP:Iteration 5Q (42207.260000 sec): 3 clusters Score: Raw -153645.597823 + Penalty 3388.648969 = -150256.948855 nChanged 30 SP:Iteration 6Q (42207.450000 sec): 3 clusters Score: Raw -153691.942459 + Penalty 3388.648969 = -150303.293490 nChanged 16 SP:Iteration 7Q (42207.680000 sec): 3 clusters Score: Raw -153724.195294 + Penalty 3388.648969 = -150335.546326 nChanged 9 SP:Iteration 8Q (42207.840000 sec): 3 clusters Score: Raw -153761.043928 + Penalty 3388.648969 = -150372.394959 nChanged 10 SP:Iteration 9Q (42208.010000 sec): 3 clusters Score: Raw -153800.137133 + Penalty 3388.648969 = -150411.488165 nChanged 7 SP:Iteration 10Q (42208.190000 sec): 3 clusters Score: Raw -153818.123724 + Penalty 3388.648969 = -150429.474756 nChanged 7 SP:Iteration 11Q (42208.380000 sec): 3 clusters Score: Raw -153828.734746 + Penalty 3388.648969 = -150440.085778 nChanged 4 SP:Iteration 12Q (42208.560000 sec): 3 clusters Score: Raw -153833.620662 + Penalty 3388.648969 = -150444.971694 nChanged 2 SP:Iteration 13Q (42208.730000 sec): 3 clusters Score: Raw -153836.138345 + Penalty 3388.648969 = -150447.489376 nChanged 1 SP:Iteration 14Q (42208.910000 sec): 3 clusters Score: Raw -153836.858247 + Penalty 3388.648969 = -150448.209278 nChanged 2 SP:Iteration 15Q (42209.080000 sec): 3 clusters Score: Raw -153843.098694 + Penalty 3388.648969 = -150454.449725 nChanged 2 SP:Iteration 16Q (42209.260000 sec): 3 clusters Score: Raw -153845.315114 + Penalty 3388.648969 = -150456.666145 nChanged 2 SP:Iteration 17Q (42209.450000 sec): 3 clusters Score: Raw -153847.015107 + Penalty 3388.648969 = -150458.366138 nChanged 2 SP:Iteration 18Q (42209.650000 sec): 3 clusters Score: Raw -153849.089629 + Penalty 3388.648969 = -150460.440660 nChanged 0 SP:Iteration 19F (42209.840000 sec): 3 clusters Score: Raw -153849.343729 + Penalty 3388.648969 = -150460.694761 nChanged 1 SP:Iteration 20F (42210.000000 sec): 3 clusters Score: Raw -153860.434086 + Penalty 3388.648969 = -150471.785117 nChanged 2 SP:Iteration 21Q (42210.180000 sec): 3 clusters Score: Raw -153864.140107 + Penalty 3388.648969 = -150475.491138 nChanged 1 SP:Iteration 22Q (42210.350000 sec): 3 clusters Score: Raw -153865.043159 + Penalty 3388.648969 = -150476.394191 nChanged 1 SP:Iteration 23Q (42210.540000 sec): 3 clusters Score: Raw -153866.415548 + Penalty 3388.648969 = -150477.766580 nChanged 2 SP:Iteration 24Q (42210.730000 sec): 3 clusters Score: Raw -153868.464746 + Penalty 3388.648969 = -150479.815778 nChanged 0 SP:Iteration 25F (42210.880000 sec): 3 clusters Score: Raw -153868.464746 + Penalty 3388.648969 = -150479.815778 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42211.040000 sec): 2 clusters Score: Raw -23900.224690 + Penalty 1392.959232 = -22507.265458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42211.180000 sec): 3 clusters Score: Raw -24319.794923 + Penalty 2785.918464 = -21533.876459 nChanged 57 SP:Iteration 1F (42211.400000 sec): 3 clusters Score: Raw -24653.965304 + Penalty 2785.918464 = -21868.046839 nChanged 23 SP:Iteration 2F (42211.590000 sec): 3 clusters Score: Raw -24850.652009 + Penalty 2785.918464 = -22064.733544 nChanged 18 SP:Iteration 3F (42211.730000 sec): 3 clusters Score: Raw -24972.566081 + Penalty 2785.918464 = -22186.647617 nChanged 6 SP:Iteration 4Q (42211.930000 sec): 3 clusters Score: Raw -25055.857762 + Penalty 2785.918464 = -22269.939298 nChanged 3 SP:Iteration 5Q (42212.140000 sec): 3 clusters Score: Raw -25115.803392 + Penalty 2785.918464 = -22329.884928 nChanged 1 SP:Iteration 6Q (42212.290000 sec): 3 clusters Score: Raw -25139.073957 + Penalty 2785.918464 = -22353.155492 nChanged 2 SP:Iteration 7Q (42212.520000 sec): 3 clusters Score: Raw -25161.773457 + Penalty 2785.918464 = -22375.854992 nChanged 1 SP:Iteration 8Q (42212.680000 sec): 3 clusters Score: Raw -25164.098608 + Penalty 2785.918464 = -22378.180143 nChanged 0 SP:Iteration 9F (42212.900000 sec): 3 clusters Score: Raw -25164.098608 + Penalty 2785.918464 = -22378.180143 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42213.030000 sec): 2 clusters Score: Raw -46898.110984 + Penalty 1416.185900 = -45481.925084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42213.200000 sec): 3 clusters Score: Raw -47048.953491 + Penalty 2832.371801 = -44216.581690 nChanged 43 SP:Iteration 1F (42213.420000 sec): 3 clusters Score: Raw -47182.354180 + Penalty 2832.371801 = -44349.982380 nChanged 10 SP:Iteration 2Q (42213.590000 sec): 3 clusters Score: Raw -47220.431265 + Penalty 2832.371801 = -44388.059464 nChanged 4 SP:Iteration 3Q (42213.750000 sec): 3 clusters Score: Raw -47240.591570 + Penalty 2832.371801 = -44408.219770 nChanged 4 SP:Iteration 4Q (42213.940000 sec): 3 clusters Score: Raw -47263.825876 + Penalty 2832.371801 = -44431.454075 nChanged 4 SP:Iteration 5Q (42214.160000 sec): 3 clusters Score: Raw -47281.968071 + Penalty 2832.371801 = -44449.596270 nChanged 1 SP:Iteration 6Q (42214.420000 sec): 3 clusters Score: Raw -47286.820834 + Penalty 2832.371801 = -44454.449033 nChanged 3 SP:Iteration 7Q (42214.590000 sec): 3 clusters Score: Raw -47316.921424 + Penalty 2832.371801 = -44484.549623 nChanged 6 SP:Iteration 8Q (42214.760000 sec): 3 clusters Score: Raw -47334.750020 + Penalty 2832.371801 = -44502.378219 nChanged 0 SP:Iteration 9F (42214.970000 sec): 3 clusters Score: Raw -47334.750020 + Penalty 2832.371801 = -44502.378219 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42215.090000 sec): 2 clusters Score: Raw -37236.288426 + Penalty 1358.162961 = -35878.125466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42215.270000 sec): 3 clusters Score: Raw -37468.369029 + Penalty 2716.325922 = -34752.043107 nChanged 33 SP:Iteration 1F (42215.420000 sec): 3 clusters Score: Raw -37568.061019 + Penalty 2716.325922 = -34851.735098 nChanged 6 SP:Iteration 2Q (42215.660000 sec): 3 clusters Score: Raw -37586.651279 + Penalty 2716.325922 = -34870.325357 nChanged 0 SP:Iteration 3F (42215.800000 sec): 3 clusters Score: Raw -37586.651279 + Penalty 2716.325922 = -34870.325357 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42215.930000 sec): 2 clusters Score: Raw -1310273.166810 + Penalty 2205.674110 = -1308067.492700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42216.140000 sec): 3 clusters Score: Raw -1306493.372421 + Penalty 4411.348220 = -1302082.024201 nChanged 2954 SP:Iteration 1F (42216.320000 sec): 3 clusters Score: Raw -1308220.926246 + Penalty 4411.348220 = -1303809.578026 nChanged 574 SP:Iteration 2F (42216.550000 sec): 3 clusters Score: Raw -1308656.600991 + Penalty 4411.348220 = -1304245.252771 nChanged 510 SP:Iteration 3F (42216.740000 sec): 3 clusters Score: Raw -1309060.641290 + Penalty 4411.348220 = -1304649.293070 nChanged 428 SP:Iteration 4F (42216.940000 sec): 3 clusters Score: Raw -1309358.365193 + Penalty 4411.348220 = -1304947.016973 nChanged 363 SP:Iteration 5Q (42217.140000 sec): 3 clusters Score: Raw -1309589.310477 + Penalty 4411.348220 = -1305177.962257 nChanged 298 SP:Iteration 6Q (42217.310000 sec): 3 clusters Score: Raw -1309758.650027 + Penalty 4411.348220 = -1305347.301807 nChanged 237 SP:Iteration 7Q (42217.510000 sec): 3 clusters Score: Raw -1309893.166222 + Penalty 4411.348220 = -1305481.818002 nChanged 216 SP:Iteration 8Q (42217.740000 sec): 3 clusters Score: Raw -1309993.466451 + Penalty 4411.348220 = -1305582.118231 nChanged 177 SP:Iteration 9Q (42218.000000 sec): 3 clusters Score: Raw -1310069.150133 + Penalty 4411.348220 = -1305657.801913 nChanged 146 SP:Iteration 10Q (42218.190000 sec): 3 clusters Score: Raw -1310137.683621 + Penalty 4411.348220 = -1305726.335401 nChanged 141 SP:Iteration 11Q (42218.400000 sec): 3 clusters Score: Raw -1310196.155932 + Penalty 4411.348220 = -1305784.807712 nChanged 112 SP:Iteration 12Q (42218.600000 sec): 3 clusters Score: Raw -1310232.936207 + Penalty 4411.348220 = -1305821.587987 nChanged 90 SP:Iteration 13Q (42218.800000 sec): 3 clusters Score: Raw -1310264.755647 + Penalty 4411.348220 = -1305853.407427 nChanged 78 SP:Iteration 14Q (42218.990000 sec): 3 clusters Score: Raw -1310293.813889 + Penalty 4411.348220 = -1305882.465669 nChanged 68 SP:Iteration 15Q (42219.280000 sec): 3 clusters Score: Raw -1310314.178037 + Penalty 4411.348220 = -1305902.829817 nChanged 62 SP:Iteration 16Q (42219.500000 sec): 3 clusters Score: Raw -1310334.484661 + Penalty 4411.348220 = -1305923.136441 nChanged 59 SP:Iteration 17Q (42219.740000 sec): 3 clusters Score: Raw -1310352.626914 + Penalty 4411.348220 = -1305941.278694 nChanged 49 SP:Iteration 18Q (42219.970000 sec): 3 clusters Score: Raw -1310367.621249 + Penalty 4411.348220 = -1305956.273029 nChanged 32 SP:Iteration 19Q (42220.240000 sec): 3 clusters Score: Raw -1310375.155504 + Penalty 4411.348220 = -1305963.807284 nChanged 29 SP:Iteration 20F (42220.460000 sec): 3 clusters Score: Raw -1310382.542347 + Penalty 4411.348220 = -1305971.194127 nChanged 16 SP:Iteration 21Q (42220.660000 sec): 3 clusters Score: Raw -1310386.427511 + Penalty 4411.348220 = -1305975.079291 nChanged 16 SP:Iteration 22Q (42220.890000 sec): 3 clusters Score: Raw -1310389.803385 + Penalty 4411.348220 = -1305978.455166 nChanged 12 SP:Iteration 23Q (42221.140000 sec): 3 clusters Score: Raw -1310392.885165 + Penalty 4411.348220 = -1305981.536945 nChanged 19 SP:Iteration 24Q (42221.340000 sec): 3 clusters Score: Raw -1310396.772621 + Penalty 4411.348220 = -1305985.424401 nChanged 18 SP:Iteration 25Q (42221.560000 sec): 3 clusters Score: Raw -1310400.811507 + Penalty 4411.348220 = -1305989.463287 nChanged 16 SP:Iteration 26Q (42221.800000 sec): 3 clusters Score: Raw -1310403.928235 + Penalty 4411.348220 = -1305992.580015 nChanged 15 SP:Iteration 27Q (42222.070000 sec): 3 clusters Score: Raw -1310406.830276 + Penalty 4411.348220 = -1305995.482056 nChanged 13 SP:Iteration 28Q (42222.280000 sec): 3 clusters Score: Raw -1310409.113729 + Penalty 4411.348220 = -1305997.765509 nChanged 11 SP:Iteration 29Q (42222.500000 sec): 3 clusters Score: Raw -1310411.194286 + Penalty 4411.348220 = -1305999.846066 nChanged 6 SP:Iteration 30Q (42222.760000 sec): 3 clusters Score: Raw -1310412.583318 + Penalty 4411.348220 = -1306001.235098 nChanged 6 SP:Iteration 31Q (42222.980000 sec): 3 clusters Score: Raw -1310414.430206 + Penalty 4411.348220 = -1306003.081986 nChanged 9 SP:Iteration 32Q (42223.220000 sec): 3 clusters Score: Raw -1310416.466990 + Penalty 4411.348220 = -1306005.118770 nChanged 4 SP:Iteration 33Q (42223.460000 sec): 3 clusters Score: Raw -1310417.661886 + Penalty 4411.348220 = -1306006.313666 nChanged 4 SP:Iteration 34Q (42223.720000 sec): 3 clusters Score: Raw -1310418.267906 + Penalty 4411.348220 = -1306006.919686 nChanged 2 SP:Iteration 35Q (42223.960000 sec): 3 clusters Score: Raw -1310418.560772 + Penalty 4411.348220 = -1306007.212552 nChanged 1 SP:Iteration 36Q (42224.200000 sec): 3 clusters Score: Raw -1310418.756685 + Penalty 4411.348220 = -1306007.408465 nChanged 3 SP:Iteration 37Q (42224.390000 sec): 3 clusters Score: Raw -1310419.393677 + Penalty 4411.348220 = -1306008.045457 nChanged 1 SP:Iteration 38Q (42224.630000 sec): 3 clusters Score: Raw -1310419.478610 + Penalty 4411.348220 = -1306008.130390 nChanged 0 SP:Iteration 39F (42224.860000 sec): 3 clusters Score: Raw -1310419.478610 + Penalty 4411.348220 = -1306008.130390 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42224.960000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42225.150000 sec): 3 clusters Score: Raw -197961.442239 + Penalty 3463.959823 = -194497.482416 nChanged 284 SP:Iteration 1F (42225.320000 sec): 3 clusters Score: Raw -198270.089395 + Penalty 3463.959823 = -194806.129573 nChanged 65 SP:Iteration 2F (42225.520000 sec): 3 clusters Score: Raw -198363.886316 + Penalty 3463.959823 = -194899.926493 nChanged 46 SP:Iteration 3Q (42225.710000 sec): 3 clusters Score: Raw -198433.767656 + Penalty 3463.959823 = -194969.807834 nChanged 31 SP:Iteration 4Q (42225.850000 sec): 3 clusters Score: Raw -198475.261777 + Penalty 3463.959823 = -195011.301954 nChanged 26 SP:Iteration 5Q (42226.030000 sec): 3 clusters Score: Raw -198510.834689 + Penalty 3463.959823 = -195046.874866 nChanged 25 SP:Iteration 6Q (42226.230000 sec): 3 clusters Score: Raw -198549.896686 + Penalty 3463.959823 = -195085.936863 nChanged 29 SP:Iteration 7Q (42226.380000 sec): 3 clusters Score: Raw -198587.652968 + Penalty 3463.959823 = -195123.693145 nChanged 23 SP:Iteration 8Q (42226.600000 sec): 3 clusters Score: Raw -198620.150072 + Penalty 3463.959823 = -195156.190250 nChanged 19 SP:Iteration 9Q (42226.780000 sec): 3 clusters Score: Raw -198639.451100 + Penalty 3463.959823 = -195175.491277 nChanged 8 SP:Iteration 10Q (42226.940000 sec): 3 clusters Score: Raw -198650.101216 + Penalty 3463.959823 = -195186.141393 nChanged 8 SP:Iteration 11Q (42227.130000 sec): 3 clusters Score: Raw -198661.035913 + Penalty 3463.959823 = -195197.076091 nChanged 8 SP:Iteration 12Q (42227.270000 sec): 3 clusters Score: Raw -198671.612038 + Penalty 3463.959823 = -195207.652215 nChanged 6 SP:Iteration 13Q (42227.460000 sec): 3 clusters Score: Raw -198681.294250 + Penalty 3463.959823 = -195217.334427 nChanged 4 SP:Iteration 14Q (42227.630000 sec): 3 clusters Score: Raw -198689.875249 + Penalty 3463.959823 = -195225.915427 nChanged 7 SP:Iteration 15Q (42227.820000 sec): 3 clusters Score: Raw -198711.362327 + Penalty 3463.959823 = -195247.402504 nChanged 10 SP:Iteration 16Q (42228.020000 sec): 3 clusters Score: Raw -198746.209864 + Penalty 3463.959823 = -195282.250041 nChanged 14 SP:Iteration 17Q (42228.180000 sec): 3 clusters Score: Raw -198781.876987 + Penalty 3463.959823 = -195317.917164 nChanged 15 SP:Iteration 18Q (42228.380000 sec): 3 clusters Score: Raw -198809.905680 + Penalty 3463.959823 = -195345.945857 nChanged 16 SP:Iteration 19Q (42228.540000 sec): 3 clusters Score: Raw -198830.579560 + Penalty 3463.959823 = -195366.619738 nChanged 11 SP:Iteration 20F (42228.700000 sec): 3 clusters Score: Raw -198853.654111 + Penalty 3463.959823 = -195389.694288 nChanged 15 SP:Iteration 21Q (42228.920000 sec): 3 clusters Score: Raw -198892.000793 + Penalty 3463.959823 = -195428.040970 nChanged 22 SP:Iteration 22Q (42229.080000 sec): 3 clusters Score: Raw -198972.637530 + Penalty 3463.959823 = -195508.677707 nChanged 23 SP:Iteration 23Q (42229.260000 sec): 3 clusters Score: Raw -199020.487969 + Penalty 3463.959823 = -195556.528147 nChanged 14 SP:Iteration 24Q (42229.500000 sec): 3 clusters Score: Raw -199053.877495 + Penalty 3463.959823 = -195589.917672 nChanged 18 SP:Iteration 25Q (42229.640000 sec): 3 clusters Score: Raw -199093.807993 + Penalty 3463.959823 = -195629.848170 nChanged 19 SP:Iteration 26Q (42229.810000 sec): 3 clusters Score: Raw -199130.507727 + Penalty 3463.959823 = -195666.547905 nChanged 21 SP:Iteration 27Q (42230.040000 sec): 3 clusters Score: Raw -199172.152708 + Penalty 3463.959823 = -195708.192885 nChanged 17 SP:Iteration 28Q (42230.180000 sec): 3 clusters Score: Raw -199211.502610 + Penalty 3463.959823 = -195747.542787 nChanged 19 SP:Iteration 29Q (42230.380000 sec): 3 clusters Score: Raw -199262.210865 + Penalty 3463.959823 = -195798.251042 nChanged 25 SP:Iteration 30Q (42230.520000 sec): 3 clusters Score: Raw -199334.618485 + Penalty 3463.959823 = -195870.658662 nChanged 27 SP:Iteration 31Q (42230.710000 sec): 3 clusters Score: Raw -199416.225093 + Penalty 3463.959823 = -195952.265270 nChanged 22 SP:Iteration 32Q (42230.890000 sec): 3 clusters Score: Raw -199465.286473 + Penalty 3463.959823 = -196001.326650 nChanged 16 SP:Iteration 33Q (42231.060000 sec): 3 clusters Score: Raw -199496.709718 + Penalty 3463.959823 = -196032.749896 nChanged 12 SP:Iteration 34Q (42231.220000 sec): 3 clusters Score: Raw -199516.589108 + Penalty 3463.959823 = -196052.629286 nChanged 7 SP:Iteration 35Q (42231.360000 sec): 3 clusters Score: Raw -199526.757597 + Penalty 3463.959823 = -196062.797774 nChanged 2 SP:Iteration 36Q (42231.560000 sec): 3 clusters Score: Raw -199529.543706 + Penalty 3463.959823 = -196065.583883 nChanged 2 SP:Iteration 37Q (42231.700000 sec): 3 clusters Score: Raw -199531.832935 + Penalty 3463.959823 = -196067.873112 nChanged 0 SP:Iteration 38F (42231.890000 sec): 3 clusters Score: Raw -199532.458526 + Penalty 3463.959823 = -196068.498704 nChanged 1 SP:Iteration 39Q (42232.040000 sec): 3 clusters Score: Raw -199534.128239 + Penalty 3463.959823 = -196070.168416 nChanged 2 SP:Iteration 40F (42232.180000 sec): 3 clusters Score: Raw -199537.544378 + Penalty 3463.959823 = -196073.584556 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42232.280000 sec): 2 clusters Score: Raw -589363.884338 + Penalty 2016.035399 = -587347.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42232.460000 sec): 3 clusters Score: Raw -587863.388673 + Penalty 4032.070798 = -583831.317875 nChanged 1250 SP:Iteration 1F (42232.660000 sec): 3 clusters Score: Raw -588770.509147 + Penalty 4032.070798 = -584738.438349 nChanged 305 SP:Iteration 2F (42232.880000 sec): 3 clusters Score: Raw -589099.434636 + Penalty 4032.070798 = -585067.363838 nChanged 241 SP:Iteration 3F (42233.110000 sec): 3 clusters Score: Raw -589343.477591 + Penalty 4032.070798 = -585311.406792 nChanged 209 SP:Iteration 4F (42233.310000 sec): 3 clusters Score: Raw -589573.275748 + Penalty 4032.070798 = -585541.204949 nChanged 184 SP:Iteration 5F (42233.510000 sec): 3 clusters Score: Raw -589761.413281 + Penalty 4032.070798 = -585729.342482 nChanged 141 SP:Iteration 6Q (42233.700000 sec): 3 clusters Score: Raw -589883.297269 + Penalty 4032.070798 = -585851.226470 nChanged 96 SP:Iteration 7Q (42233.900000 sec): 3 clusters Score: Raw -589969.859659 + Penalty 4032.070798 = -585937.788860 nChanged 82 SP:Iteration 8Q (42234.060000 sec): 3 clusters Score: Raw -590039.712678 + Penalty 4032.070798 = -586007.641880 nChanged 77 SP:Iteration 9Q (42234.250000 sec): 3 clusters Score: Raw -590097.935208 + Penalty 4032.070798 = -586065.864409 nChanged 57 SP:Iteration 10Q (42234.420000 sec): 3 clusters Score: Raw -590135.960182 + Penalty 4032.070798 = -586103.889384 nChanged 46 SP:Iteration 11Q (42234.600000 sec): 3 clusters Score: Raw -590164.521782 + Penalty 4032.070798 = -586132.450983 nChanged 31 SP:Iteration 12Q (42234.800000 sec): 3 clusters Score: Raw -590185.098354 + Penalty 4032.070798 = -586153.027556 nChanged 19 SP:Iteration 13Q (42234.960000 sec): 3 clusters Score: Raw -590193.940123 + Penalty 4032.070798 = -586161.869324 nChanged 12 SP:Iteration 14Q (42235.150000 sec): 3 clusters Score: Raw -590201.342951 + Penalty 4032.070798 = -586169.272152 nChanged 6 SP:Iteration 15Q (42235.330000 sec): 3 clusters Score: Raw -590204.292849 + Penalty 4032.070798 = -586172.222050 nChanged 4 SP:Iteration 16Q (42235.510000 sec): 3 clusters Score: Raw -590205.597826 + Penalty 4032.070798 = -586173.527028 nChanged 3 SP:Iteration 17Q (42235.690000 sec): 3 clusters Score: Raw -590207.065127 + Penalty 4032.070798 = -586174.994328 nChanged 3 SP:Iteration 18Q (42235.860000 sec): 3 clusters Score: Raw -590208.754318 + Penalty 4032.070798 = -586176.683519 nChanged 2 SP:Iteration 19Q (42236.060000 sec): 3 clusters Score: Raw -590210.090089 + Penalty 4032.070798 = -586178.019290 nChanged 3 SP:Iteration 20F (42236.270000 sec): 3 clusters Score: Raw -590211.366125 + Penalty 4032.070798 = -586179.295326 nChanged 3 SP:Iteration 21Q (42236.460000 sec): 3 clusters Score: Raw -590212.932056 + Penalty 4032.070798 = -586180.861257 nChanged 4 SP:Iteration 22Q (42236.660000 sec): 3 clusters Score: Raw -590214.767639 + Penalty 4032.070798 = -586182.696840 nChanged 0 SP:Iteration 23F (42236.830000 sec): 3 clusters Score: Raw -590214.767639 + Penalty 4032.070798 = -586182.696840 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42236.970000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42237.150000 sec): 3 clusters Score: Raw -292862.176775 + Penalty 3636.855126 = -289225.321649 nChanged 458 SP:Iteration 1F (42237.300000 sec): 3 clusters Score: Raw -293230.256454 + Penalty 3636.855126 = -289593.401328 nChanged 101 SP:Iteration 2F (42237.510000 sec): 3 clusters Score: Raw -293330.882887 + Penalty 3636.855126 = -289694.027761 nChanged 56 SP:Iteration 3Q (42237.700000 sec): 3 clusters Score: Raw -293381.620826 + Penalty 3636.855126 = -289744.765699 nChanged 34 SP:Iteration 4Q (42237.930000 sec): 3 clusters Score: Raw -293411.529615 + Penalty 3636.855126 = -289774.674489 nChanged 33 SP:Iteration 5Q (42238.100000 sec): 3 clusters Score: Raw -293444.291335 + Penalty 3636.855126 = -289807.436209 nChanged 27 SP:Iteration 6Q (42238.280000 sec): 3 clusters Score: Raw -293464.960378 + Penalty 3636.855126 = -289828.105252 nChanged 17 SP:Iteration 7Q (42238.460000 sec): 3 clusters Score: Raw -293480.802396 + Penalty 3636.855126 = -289843.947270 nChanged 13 SP:Iteration 8Q (42238.640000 sec): 3 clusters Score: Raw -293491.456444 + Penalty 3636.855126 = -289854.601318 nChanged 8 SP:Iteration 9Q (42238.820000 sec): 3 clusters Score: Raw -293497.859131 + Penalty 3636.855126 = -289861.004005 nChanged 10 SP:Iteration 10Q (42239.010000 sec): 3 clusters Score: Raw -293508.567115 + Penalty 3636.855126 = -289871.711988 nChanged 9 SP:Iteration 11Q (42239.220000 sec): 3 clusters Score: Raw -293517.971759 + Penalty 3636.855126 = -289881.116633 nChanged 5 SP:Iteration 12Q (42239.430000 sec): 3 clusters Score: Raw -293520.555204 + Penalty 3636.855126 = -289883.700078 nChanged 2 SP:Iteration 13Q (42239.650000 sec): 3 clusters Score: Raw -293521.610614 + Penalty 3636.855126 = -289884.755488 nChanged 0 SP:Iteration 14F (42239.850000 sec): 3 clusters Score: Raw -293521.610614 + Penalty 3636.855126 = -289884.755488 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42239.960000 sec): 2 clusters Score: Raw -64064.905629 + Penalty 1478.329324 = -62586.576305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42240.110000 sec): 3 clusters Score: Raw -64493.828897 + Penalty 2956.658648 = -61537.170249 nChanged 82 SP:Iteration 1F (42240.280000 sec): 3 clusters Score: Raw -64737.558639 + Penalty 2956.658648 = -61780.899991 nChanged 29 SP:Iteration 2F (42240.490000 sec): 3 clusters Score: Raw -64806.970916 + Penalty 2956.658648 = -61850.312268 nChanged 15 SP:Iteration 3Q (42240.680000 sec): 3 clusters Score: Raw -64846.403188 + Penalty 2956.658648 = -61889.744540 nChanged 19 SP:Iteration 4Q (42240.840000 sec): 3 clusters Score: Raw -64904.775305 + Penalty 2956.658648 = -61948.116657 nChanged 18 SP:Iteration 5Q (42241.030000 sec): 3 clusters Score: Raw -64961.513986 + Penalty 2956.658648 = -62004.855338 nChanged 10 SP:Iteration 6Q (42241.200000 sec): 3 clusters Score: Raw -64987.698968 + Penalty 2956.658648 = -62031.040320 nChanged 6 SP:Iteration 7Q (42241.420000 sec): 3 clusters Score: Raw -65000.060619 + Penalty 2956.658648 = -62043.401970 nChanged 5 SP:Iteration 8Q (42241.610000 sec): 3 clusters Score: Raw -65015.743907 + Penalty 2956.658648 = -62059.085259 nChanged 3 SP:Iteration 9Q (42241.770000 sec): 3 clusters Score: Raw -65032.596533 + Penalty 2956.658648 = -62075.937884 nChanged 2 SP:Iteration 10Q (42241.980000 sec): 3 clusters Score: Raw -65043.568724 + Penalty 2956.658648 = -62086.910076 nChanged 0 SP:Iteration 11F (42242.170000 sec): 3 clusters Score: Raw -65043.568724 + Penalty 2956.658648 = -62086.910076 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42242.250000 sec): 2 clusters Score: Raw -111680.659861 + Penalty 1624.667923 = -110055.991938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42242.450000 sec): 3 clusters Score: Raw -111627.717625 + Penalty 3249.335846 = -108378.381779 nChanged 150 SP:Iteration 1F (42242.670000 sec): 3 clusters Score: Raw -111869.369985 + Penalty 3249.335846 = -108620.034138 nChanged 43 SP:Iteration 2F (42242.840000 sec): 3 clusters Score: Raw -112016.841889 + Penalty 3249.335846 = -108767.506043 nChanged 35 SP:Iteration 3Q (42242.990000 sec): 3 clusters Score: Raw -112130.884105 + Penalty 3249.335846 = -108881.548259 nChanged 26 SP:Iteration 4Q (42243.240000 sec): 3 clusters Score: Raw -112184.938043 + Penalty 3249.335846 = -108935.602197 nChanged 21 SP:Iteration 5Q (42243.390000 sec): 3 clusters Score: Raw -112261.572427 + Penalty 3249.335846 = -109012.236581 nChanged 25 SP:Iteration 6Q (42243.590000 sec): 3 clusters Score: Raw -112368.803580 + Penalty 3249.335846 = -109119.467734 nChanged 31 SP:Iteration 7Q (42243.750000 sec): 3 clusters Score: Raw -112458.751797 + Penalty 3249.335846 = -109209.415951 nChanged 33 SP:Iteration 8Q (42243.990000 sec): 3 clusters Score: Raw -112585.292945 + Penalty 3249.335846 = -109335.957098 nChanged 30 SP:Iteration 9Q (42244.150000 sec): 3 clusters Score: Raw -112671.505905 + Penalty 3249.335846 = -109422.170058 nChanged 30 SP:Iteration 10Q (42244.340000 sec): 3 clusters Score: Raw -112749.636135 + Penalty 3249.335846 = -109500.300289 nChanged 24 SP:Iteration 11Q (42244.540000 sec): 3 clusters Score: Raw -112821.236166 + Penalty 3249.335846 = -109571.900320 nChanged 17 SP:Iteration 12Q (42244.760000 sec): 3 clusters Score: Raw -112898.329800 + Penalty 3249.335846 = -109648.993954 nChanged 15 SP:Iteration 13Q (42244.930000 sec): 3 clusters Score: Raw -112963.046052 + Penalty 3249.335846 = -109713.710205 nChanged 10 SP:Iteration 14Q (42245.150000 sec): 3 clusters Score: Raw -113004.335649 + Penalty 3249.335846 = -109754.999803 nChanged 10 SP:Iteration 15Q (42245.360000 sec): 3 clusters Score: Raw -113037.140184 + Penalty 3249.335846 = -109787.804338 nChanged 6 SP:Iteration 16Q (42245.590000 sec): 3 clusters Score: Raw -113057.536752 + Penalty 3249.335846 = -109808.200906 nChanged 4 SP:Iteration 17Q (42245.830000 sec): 3 clusters Score: Raw -113069.695424 + Penalty 3249.335846 = -109820.359578 nChanged 3 SP:Iteration 18Q (42246.030000 sec): 3 clusters Score: Raw -113080.075742 + Penalty 3249.335846 = -109830.739896 nChanged 2 SP:Iteration 19Q (42246.240000 sec): 3 clusters Score: Raw -113085.868693 + Penalty 3249.335846 = -109836.532847 nChanged 2 SP:Iteration 20F (42246.430000 sec): 3 clusters Score: Raw -113096.847769 + Penalty 3249.335846 = -109847.511923 nChanged 2 SP:Iteration 21Q (42246.600000 sec): 3 clusters Score: Raw -113103.469036 + Penalty 3249.335846 = -109854.133190 nChanged 0 SP:Iteration 22F (42246.760000 sec): 3 clusters Score: Raw -113103.469036 + Penalty 3249.335846 = -109854.133190 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42246.840000 sec): 2 clusters Score: Raw -52602.600459 + Penalty 1500.918114 = -51101.682345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42247.010000 sec): 3 clusters Score: Raw -52664.631481 + Penalty 3001.836228 = -49662.795253 nChanged 80 SP:Iteration 1F (42247.220000 sec): 3 clusters Score: Raw -52862.906889 + Penalty 3001.836228 = -49861.070661 nChanged 29 SP:Iteration 2F (42247.430000 sec): 3 clusters Score: Raw -52971.914412 + Penalty 3001.836228 = -49970.078185 nChanged 14 SP:Iteration 3Q (42247.590000 sec): 3 clusters Score: Raw -53028.595361 + Penalty 3001.836228 = -50026.759133 nChanged 13 SP:Iteration 4Q (42247.830000 sec): 3 clusters Score: Raw -53059.085429 + Penalty 3001.836228 = -50057.249201 nChanged 7 SP:Iteration 5Q (42248.000000 sec): 3 clusters Score: Raw -53080.490957 + Penalty 3001.836228 = -50078.654729 nChanged 6 SP:Iteration 6Q (42248.170000 sec): 3 clusters Score: Raw -53096.680144 + Penalty 3001.836228 = -50094.843916 nChanged 4 SP:Iteration 7Q (42248.410000 sec): 3 clusters Score: Raw -53120.102234 + Penalty 3001.836228 = -50118.266006 nChanged 6 SP:Iteration 8Q (42248.620000 sec): 3 clusters Score: Raw -53159.299551 + Penalty 3001.836228 = -50157.463324 nChanged 8 SP:Iteration 9Q (42248.810000 sec): 3 clusters Score: Raw -53183.634679 + Penalty 3001.836228 = -50181.798451 nChanged 7 SP:Iteration 10Q (42249.070000 sec): 3 clusters Score: Raw -53210.234672 + Penalty 3001.836228 = -50208.398444 nChanged 5 SP:Iteration 11Q (42249.240000 sec): 3 clusters Score: Raw -53221.533283 + Penalty 3001.836228 = -50219.697055 nChanged 0 SP:Iteration 12F (42249.430000 sec): 3 clusters Score: Raw -53222.131253 + Penalty 3001.836228 = -50220.295025 nChanged 1 SP:Iteration 13Q (42249.620000 sec): 3 clusters Score: Raw -53227.158499 + Penalty 3001.836228 = -50225.322272 nChanged 1 SP:Iteration 14Q (42249.790000 sec): 3 clusters Score: Raw -53232.135429 + Penalty 3001.836228 = -50230.299201 nChanged 3 SP:Iteration 15Q (42249.940000 sec): 3 clusters Score: Raw -53260.006285 + Penalty 3001.836228 = -50258.170058 nChanged 6 SP:Iteration 16Q (42250.120000 sec): 3 clusters Score: Raw -53282.156185 + Penalty 3001.836228 = -50280.319957 nChanged 4 SP:Iteration 17Q (42250.290000 sec): 3 clusters Score: Raw -53296.890514 + Penalty 3001.836228 = -50295.054286 nChanged 2 SP:Iteration 18Q (42250.470000 sec): 3 clusters Score: Raw -53298.359657 + Penalty 3001.836228 = -50296.523429 nChanged 0 SP:Iteration 19F (42250.640000 sec): 3 clusters Score: Raw -53298.359657 + Penalty 3001.836228 = -50296.523429 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42250.750000 sec): 2 clusters Score: Raw -22236.394645 + Penalty 1220.155270 = -21016.239375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42250.930000 sec): 3 clusters Score: Raw -22656.742077 + Penalty 2440.310539 = -20216.431538 nChanged 9 SP:Iteration 1F (42251.090000 sec): 3 clusters Score: Raw -22698.217535 + Penalty 2440.310539 = -20257.906995 nChanged 5 SP:Iteration 2Q (42251.290000 sec): 3 clusters Score: Raw -22726.242315 + Penalty 2440.310539 = -20285.931776 nChanged 2 SP:Iteration 3Q (42251.470000 sec): 3 clusters Score: Raw -22738.514568 + Penalty 2440.310539 = -20298.204029 nChanged 1 SP:Iteration 4Q (42251.630000 sec): 3 clusters Score: Raw -22743.966571 + Penalty 2440.310539 = -20303.656032 nChanged 0 SP:Iteration 5F (42251.810000 sec): 3 clusters Score: Raw -22743.966571 + Penalty 2440.310539 = -20303.656032 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42251.910000 sec): 2 clusters Score: Raw -49043.178230 + Penalty 1425.058391 = -47618.119839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42252.130000 sec): 3 clusters Score: Raw -49364.759180 + Penalty 2850.116783 = -46514.642398 nChanged 49 SP:Iteration 1F (42252.310000 sec): 3 clusters Score: Raw -49598.923865 + Penalty 2850.116783 = -46748.807082 nChanged 22 SP:Iteration 2F (42252.480000 sec): 3 clusters Score: Raw -49688.176427 + Penalty 2850.116783 = -46838.059645 nChanged 5 SP:Iteration 3Q (42252.650000 sec): 3 clusters Score: Raw -49709.437322 + Penalty 2850.116783 = -46859.320540 nChanged 3 SP:Iteration 4Q (42252.840000 sec): 3 clusters Score: Raw -49721.467029 + Penalty 2850.116783 = -46871.350247 nChanged 4 SP:Iteration 5Q (42253.000000 sec): 3 clusters Score: Raw -49739.984423 + Penalty 2850.116783 = -46889.867640 nChanged 4 SP:Iteration 6Q (42253.220000 sec): 3 clusters Score: Raw -49762.639333 + Penalty 2850.116783 = -46912.522550 nChanged 1 SP:Iteration 7Q (42253.390000 sec): 3 clusters Score: Raw -49770.093504 + Penalty 2850.116783 = -46919.976722 nChanged 0 SP:Iteration 8F (42253.570000 sec): 3 clusters Score: Raw -49770.093504 + Penalty 2850.116783 = -46919.976722 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42253.670000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42253.880000 sec): 3 clusters Score: Raw -101997.828505 + Penalty 3151.767540 = -98846.060964 nChanged 112 SP:Iteration 1F (42254.030000 sec): 3 clusters Score: Raw -102169.379194 + Penalty 3151.767540 = -99017.611654 nChanged 25 SP:Iteration 2Q (42254.230000 sec): 3 clusters Score: Raw -102214.247017 + Penalty 3151.767540 = -99062.479477 nChanged 13 SP:Iteration 3Q (42254.410000 sec): 3 clusters Score: Raw -102248.695564 + Penalty 3151.767540 = -99096.928024 nChanged 6 SP:Iteration 4Q (42254.580000 sec): 3 clusters Score: Raw -102263.793276 + Penalty 3151.767540 = -99112.025736 nChanged 4 SP:Iteration 5Q (42254.730000 sec): 3 clusters Score: Raw -102268.604964 + Penalty 3151.767540 = -99116.837424 nChanged 0 SP:Iteration 6F (42254.940000 sec): 3 clusters Score: Raw -102268.604964 + Penalty 3151.767540 = -99116.837424 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42255.070000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42255.200000 sec): 3 clusters Score: Raw -99671.131584 + Penalty 3166.219291 = -96504.912293 nChanged 110 SP:Iteration 1F (42255.440000 sec): 3 clusters Score: Raw -99880.312461 + Penalty 3166.219291 = -96714.093170 nChanged 33 SP:Iteration 2F (42255.610000 sec): 3 clusters Score: Raw -99958.325551 + Penalty 3166.219291 = -96792.106260 nChanged 14 SP:Iteration 3Q (42255.780000 sec): 3 clusters Score: Raw -100001.574780 + Penalty 3166.219291 = -96835.355489 nChanged 8 SP:Iteration 4Q (42255.930000 sec): 3 clusters Score: Raw -100024.734024 + Penalty 3166.219291 = -96858.514734 nChanged 3 SP:Iteration 5Q (42256.100000 sec): 3 clusters Score: Raw -100029.944842 + Penalty 3166.219291 = -96863.725551 nChanged 2 SP:Iteration 6Q (42256.280000 sec): 3 clusters Score: Raw -100033.034697 + Penalty 3166.219291 = -96866.815406 nChanged 0 SP:Iteration 7F (42256.460000 sec): 3 clusters Score: Raw -100033.034697 + Penalty 3166.219291 = -96866.815406 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42256.570000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42256.730000 sec): 3 clusters Score: Raw -119994.461180 + Penalty 3267.424807 = -116727.036373 nChanged 171 SP:Iteration 1F (42256.850000 sec): 3 clusters Score: Raw -120241.511264 + Penalty 3267.424807 = -116974.086457 nChanged 41 SP:Iteration 2F (42257.010000 sec): 3 clusters Score: Raw -120305.180934 + Penalty 3267.424807 = -117037.756127 nChanged 23 SP:Iteration 3Q (42257.180000 sec): 3 clusters Score: Raw -120357.679061 + Penalty 3267.424807 = -117090.254254 nChanged 20 SP:Iteration 4Q (42257.370000 sec): 3 clusters Score: Raw -120407.523336 + Penalty 3267.424807 = -117140.098529 nChanged 14 SP:Iteration 5Q (42257.530000 sec): 3 clusters Score: Raw -120447.257503 + Penalty 3267.424807 = -117179.832696 nChanged 13 SP:Iteration 6Q (42257.710000 sec): 3 clusters Score: Raw -120491.660423 + Penalty 3267.424807 = -117224.235615 nChanged 7 SP:Iteration 7Q (42257.910000 sec): 3 clusters Score: Raw -120508.790412 + Penalty 3267.424807 = -117241.365604 nChanged 10 SP:Iteration 8Q (42258.130000 sec): 3 clusters Score: Raw -120535.475548 + Penalty 3267.424807 = -117268.050741 nChanged 10 SP:Iteration 9Q (42258.330000 sec): 3 clusters Score: Raw -120574.890658 + Penalty 3267.424807 = -117307.465850 nChanged 10 SP:Iteration 10Q (42258.500000 sec): 3 clusters Score: Raw -120587.494644 + Penalty 3267.424807 = -117320.069837 nChanged 7 SP:Iteration 11Q (42258.690000 sec): 3 clusters Score: Raw -120601.052217 + Penalty 3267.424807 = -117333.627410 nChanged 3 SP:Iteration 12Q (42258.870000 sec): 3 clusters Score: Raw -120602.649635 + Penalty 3267.424807 = -117335.224827 nChanged 0 SP:Iteration 13F (42259.080000 sec): 3 clusters Score: Raw -120602.649635 + Penalty 3267.424807 = -117335.224827 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42259.150000 sec): 2 clusters Score: Raw -78041.405499 + Penalty 1593.367518 = -76448.037981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42259.370000 sec): 3 clusters Score: Raw -78145.168193 + Penalty 3186.735036 = -74958.433157 nChanged 165 SP:Iteration 1F (42259.510000 sec): 3 clusters Score: Raw -78565.802607 + Penalty 3186.735036 = -75379.067571 nChanged 74 SP:Iteration 2F (42259.710000 sec): 3 clusters Score: Raw -78847.566673 + Penalty 3186.735036 = -75660.831637 nChanged 42 SP:Iteration 3F (42259.960000 sec): 3 clusters Score: Raw -79049.423087 + Penalty 3186.735036 = -75862.688051 nChanged 32 SP:Iteration 4F (42260.100000 sec): 3 clusters Score: Raw -79172.718409 + Penalty 3186.735036 = -75985.983373 nChanged 22 SP:Iteration 5Q (42260.290000 sec): 3 clusters Score: Raw -79251.284112 + Penalty 3186.735036 = -76064.549076 nChanged 14 SP:Iteration 6Q (42260.510000 sec): 3 clusters Score: Raw -79298.963787 + Penalty 3186.735036 = -76112.228751 nChanged 9 SP:Iteration 7Q (42260.670000 sec): 3 clusters Score: Raw -79327.439849 + Penalty 3186.735036 = -76140.704814 nChanged 4 SP:Iteration 8Q (42260.830000 sec): 3 clusters Score: Raw -79339.998231 + Penalty 3186.735036 = -76153.263196 nChanged 9 SP:Iteration 9Q (42260.980000 sec): 3 clusters Score: Raw -79356.502777 + Penalty 3186.735036 = -76169.767741 nChanged 7 SP:Iteration 10Q (42261.170000 sec): 3 clusters Score: Raw -79362.573895 + Penalty 3186.735036 = -76175.838860 nChanged 2 SP:Iteration 11Q (42261.320000 sec): 3 clusters Score: Raw -79363.027013 + Penalty 3186.735036 = -76176.291977 nChanged 3 SP:Iteration 12Q (42261.520000 sec): 3 clusters Score: Raw -79366.645496 + Penalty 3186.735036 = -76179.910461 nChanged 4 SP:Iteration 13Q (42261.720000 sec): 3 clusters Score: Raw -79369.018491 + Penalty 3186.735036 = -76182.283455 nChanged 4 SP:Iteration 14Q (42261.870000 sec): 3 clusters Score: Raw -79375.753214 + Penalty 3186.735036 = -76189.018178 nChanged 1 SP:Iteration 15Q (42262.060000 sec): 3 clusters Score: Raw -79376.778795 + Penalty 3186.735036 = -76190.043759 nChanged 0 SP:Iteration 16F (42262.260000 sec): 3 clusters Score: Raw -79376.778795 + Penalty 3186.735036 = -76190.043759 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42262.380000 sec): 2 clusters Score: Raw -162902.554083 + Penalty 1696.190157 = -161206.363926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42262.570000 sec): 3 clusters Score: Raw -162813.113783 + Penalty 3392.380313 = -159420.733469 nChanged 232 SP:Iteration 1F (42262.730000 sec): 3 clusters Score: Raw -163406.594741 + Penalty 3392.380313 = -160014.214427 nChanged 97 SP:Iteration 2F (42262.940000 sec): 3 clusters Score: Raw -163584.275387 + Penalty 3392.380313 = -160191.895074 nChanged 49 SP:Iteration 3F (42263.150000 sec): 3 clusters Score: Raw -163708.330133 + Penalty 3392.380313 = -160315.949820 nChanged 37 SP:Iteration 4Q (42263.350000 sec): 3 clusters Score: Raw -163799.272338 + Penalty 3392.380313 = -160406.892024 nChanged 24 SP:Iteration 5Q (42263.520000 sec): 3 clusters Score: Raw -163858.999729 + Penalty 3392.380313 = -160466.619415 nChanged 23 SP:Iteration 6Q (42263.730000 sec): 3 clusters Score: Raw -163917.025013 + Penalty 3392.380313 = -160524.644700 nChanged 15 SP:Iteration 7Q (42263.890000 sec): 3 clusters Score: Raw -163951.697425 + Penalty 3392.380313 = -160559.317112 nChanged 9 SP:Iteration 8Q (42264.110000 sec): 3 clusters Score: Raw -163975.424602 + Penalty 3392.380313 = -160583.044288 nChanged 8 SP:Iteration 9Q (42264.250000 sec): 3 clusters Score: Raw -163994.268613 + Penalty 3392.380313 = -160601.888299 nChanged 7 SP:Iteration 10Q (42264.460000 sec): 3 clusters Score: Raw -164017.103036 + Penalty 3392.380313 = -160624.722722 nChanged 10 SP:Iteration 11Q (42264.630000 sec): 3 clusters Score: Raw -164048.840075 + Penalty 3392.380313 = -160656.459762 nChanged 7 SP:Iteration 12Q (42264.810000 sec): 3 clusters Score: Raw -164062.014429 + Penalty 3392.380313 = -160669.634115 nChanged 4 SP:Iteration 13Q (42265.020000 sec): 3 clusters Score: Raw -164071.009735 + Penalty 3392.380313 = -160678.629421 nChanged 5 SP:Iteration 14Q (42265.200000 sec): 3 clusters Score: Raw -164086.989035 + Penalty 3392.380313 = -160694.608722 nChanged 4 SP:Iteration 15Q (42265.380000 sec): 3 clusters Score: Raw -164092.019865 + Penalty 3392.380313 = -160699.639551 nChanged 2 SP:Iteration 16Q (42265.540000 sec): 3 clusters Score: Raw -164096.215854 + Penalty 3392.380313 = -160703.835540 nChanged 0 SP:Iteration 17F (42265.700000 sec): 3 clusters Score: Raw -164100.895071 + Penalty 3392.380313 = -160708.514758 nChanged 2 SP:Iteration 18Q (42265.920000 sec): 3 clusters Score: Raw -164114.754163 + Penalty 3392.380313 = -160722.373849 nChanged 6 SP:Iteration 19Q (42266.130000 sec): 3 clusters Score: Raw -164133.258789 + Penalty 3392.380313 = -160740.878476 nChanged 6 SP:Iteration 20F (42266.240000 sec): 3 clusters Score: Raw -164149.337086 + Penalty 3392.380313 = -160756.956773 nChanged 6 SP:Iteration 21Q (42266.400000 sec): 3 clusters Score: Raw -164163.545292 + Penalty 3392.380313 = -160771.164978 nChanged 6 SP:Iteration 22Q (42266.560000 sec): 3 clusters Score: Raw -164233.507034 + Penalty 3392.380313 = -160841.126721 nChanged 8 SP:Iteration 23Q (42266.720000 sec): 3 clusters Score: Raw -164262.359079 + Penalty 3392.380313 = -160869.978766 nChanged 9 SP:Iteration 24Q (42266.870000 sec): 3 clusters Score: Raw -164281.156858 + Penalty 3392.380313 = -160888.776545 nChanged 4 SP:Iteration 25Q (42267.040000 sec): 3 clusters Score: Raw -164288.687704 + Penalty 3392.380313 = -160896.307390 nChanged 6 SP:Iteration 26Q (42267.230000 sec): 3 clusters Score: Raw -164300.008167 + Penalty 3392.380313 = -160907.627854 nChanged 3 SP:Iteration 27Q (42267.390000 sec): 3 clusters Score: Raw -164302.634506 + Penalty 3392.380313 = -160910.254193 nChanged 1 SP:Iteration 28Q (42267.570000 sec): 3 clusters Score: Raw -164306.371362 + Penalty 3392.380313 = -160913.991048 nChanged 2 SP:Iteration 29Q (42267.740000 sec): 3 clusters Score: Raw -164313.113591 + Penalty 3392.380313 = -160920.733277 nChanged 1 SP:Iteration 30Q (42267.920000 sec): 3 clusters Score: Raw -164314.420032 + Penalty 3392.380313 = -160922.039718 nChanged 1 SP:Iteration 31Q (42268.100000 sec): 3 clusters Score: Raw -164316.545022 + Penalty 3392.380313 = -160924.164709 nChanged 1 SP:Iteration 32Q (42268.290000 sec): 3 clusters Score: Raw -164317.877329 + Penalty 3392.380313 = -160925.497016 nChanged 2 SP:Iteration 33Q (42268.490000 sec): 3 clusters Score: Raw -164320.988812 + Penalty 3392.380313 = -160928.608499 nChanged 1 SP:Iteration 34Q (42268.680000 sec): 3 clusters Score: Raw -164321.704567 + Penalty 3392.380313 = -160929.324254 nChanged 0 SP:Iteration 35F (42268.850000 sec): 3 clusters Score: Raw -164321.704567 + Penalty 3392.380313 = -160929.324254 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42268.940000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42269.150000 sec): 3 clusters Score: Raw -27621.981280 + Penalty 2544.429763 = -25077.551518 nChanged 6 SP:Iteration 1Q (42269.310000 sec): 3 clusters Score: Raw -27655.174728 + Penalty 2544.429763 = -25110.744965 nChanged 1 SP:Iteration 2Q (42269.470000 sec): 3 clusters Score: Raw -27669.949903 + Penalty 2544.429763 = -25125.520140 nChanged 0 SP:Iteration 3F (42269.650000 sec): 3 clusters Score: Raw -27669.949903 + Penalty 2544.429763 = -25125.520140 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42269.780000 sec): 2 clusters Score: Raw -59749.760130 + Penalty 1466.548745 = -58283.211385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42269.970000 sec): 3 clusters Score: Raw -59819.878081 + Penalty 2933.097491 = -56886.780590 nChanged 52 SP:Iteration 1F (42270.160000 sec): 3 clusters Score: Raw -59964.520189 + Penalty 2933.097491 = -57031.422698 nChanged 17 SP:Iteration 2Q (42270.350000 sec): 3 clusters Score: Raw -60031.906855 + Penalty 2933.097491 = -57098.809364 nChanged 10 SP:Iteration 3Q (42270.540000 sec): 3 clusters Score: Raw -60069.971835 + Penalty 2933.097491 = -57136.874345 nChanged 4 SP:Iteration 4Q (42270.680000 sec): 3 clusters Score: Raw -60086.603022 + Penalty 2933.097491 = -57153.505531 nChanged 5 SP:Iteration 5Q (42270.900000 sec): 3 clusters Score: Raw -60102.146981 + Penalty 2933.097491 = -57169.049490 nChanged 5 SP:Iteration 6Q (42271.070000 sec): 3 clusters Score: Raw -60113.914389 + Penalty 2933.097491 = -57180.816898 nChanged 2 SP:Iteration 7Q (42271.260000 sec): 3 clusters Score: Raw -60119.616033 + Penalty 2933.097491 = -57186.518542 nChanged 0 SP:Iteration 8F (42271.440000 sec): 3 clusters Score: Raw -60119.616033 + Penalty 2933.097491 = -57186.518542 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42271.550000 sec): 2 clusters Score: Raw -89296.435677 + Penalty 1549.993860 = -87746.441817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42271.770000 sec): 3 clusters Score: Raw -89335.943467 + Penalty 3099.987720 = -86235.955747 nChanged 90 SP:Iteration 1F (42271.990000 sec): 3 clusters Score: Raw -89512.732425 + Penalty 3099.987720 = -86412.744705 nChanged 19 SP:Iteration 2Q (42272.190000 sec): 3 clusters Score: Raw -89552.595949 + Penalty 3099.987720 = -86452.608229 nChanged 11 SP:Iteration 3Q (42272.400000 sec): 3 clusters Score: Raw -89577.383140 + Penalty 3099.987720 = -86477.395420 nChanged 7 SP:Iteration 4Q (42272.570000 sec): 3 clusters Score: Raw -89587.319052 + Penalty 3099.987720 = -86487.331331 nChanged 0 SP:Iteration 5F (42272.770000 sec): 3 clusters Score: Raw -89587.319052 + Penalty 3099.987720 = -86487.331331 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42272.880000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42273.070000 sec): 3 clusters Score: Raw -12532.309624 + Penalty 2185.732747 = -10346.576877 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42273.830000 sec): 2 clusters Score: Raw -22906998.673251 + Penalty 2911.234589 = -22904087.438662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42274.720000 sec): 3 clusters Score: Raw -22825742.521905 + Penalty 5822.469177 = -22819920.052728 nChanged 59549 SP:Iteration 1F (42275.590000 sec): 3 clusters Score: Raw -22860169.967631 + Penalty 5822.469177 = -22854347.498454 nChanged 4047 SP:Iteration 2Q (42276.470000 sec): 3 clusters Score: Raw -22861171.885660 + Penalty 5822.469177 = -22855349.416483 nChanged 4352 SP:Iteration 3Q (42277.360000 sec): 3 clusters Score: Raw -22862447.962988 + Penalty 5822.469177 = -22856625.493811 nChanged 5001 SP:Iteration 4Q (42278.280000 sec): 3 clusters Score: Raw -22864292.577040 + Penalty 5822.469177 = -22858470.107863 nChanged 6105 SP:Iteration 5Q (42279.110000 sec): 3 clusters Score: Raw -22867223.983600 + Penalty 5822.469177 = -22861401.514422 nChanged 7592 SP:Iteration 6F (42280.000000 sec): 3 clusters Score: Raw -22871950.852881 + Penalty 5822.469177 = -22866128.383704 nChanged 8844 SP:Iteration 7F (42280.890000 sec): 3 clusters Score: Raw -22878742.620014 + Penalty 5822.469177 = -22872920.150837 nChanged 9060 SP:Iteration 8F (42281.790000 sec): 3 clusters Score: Raw -22886889.322217 + Penalty 5822.469177 = -22881066.853039 nChanged 7600 SP:Iteration 9F (42282.650000 sec): 3 clusters Score: Raw -22894105.171291 + Penalty 5822.469177 = -22888282.702114 nChanged 5251 SP:Iteration 10Q (42283.540000 sec): 3 clusters Score: Raw -22898965.579015 + Penalty 5822.469177 = -22893143.109837 nChanged 3389 SP:Iteration 11Q (42284.370000 sec): 3 clusters Score: Raw -22901989.099571 + Penalty 5822.469177 = -22896166.630394 nChanged 2249 SP:Iteration 12Q (42285.120000 sec): 3 clusters Score: Raw -22903863.374319 + Penalty 5822.469177 = -22898040.905142 nChanged 1562 SP:Iteration 13Q (42285.780000 sec): 3 clusters Score: Raw -22905076.360074 + Penalty 5822.469177 = -22899253.890897 nChanged 1160 SP:Iteration 14Q (42286.540000 sec): 3 clusters Score: Raw -22905930.031110 + Penalty 5822.469177 = -22900107.561933 nChanged 867 SP:Iteration 15Q (42287.310000 sec): 3 clusters Score: Raw -22906490.891667 + Penalty 5822.469177 = -22900668.422490 nChanged 670 SP:Iteration 16Q (42288.110000 sec): 3 clusters Score: Raw -22906864.881034 + Penalty 5822.469177 = -22901042.411857 nChanged 513 SP:Iteration 17Q (42288.900000 sec): 3 clusters Score: Raw -22907086.310403 + Penalty 5822.469177 = -22901263.841226 nChanged 381 SP:Iteration 18Q (42289.690000 sec): 3 clusters Score: Raw -22907219.511889 + Penalty 5822.469177 = -22901397.042711 nChanged 276 SP:Iteration 19Q (42290.450000 sec): 3 clusters Score: Raw -22907307.708390 + Penalty 5822.469177 = -22901485.239212 nChanged 228 SP:Iteration 20F (42291.260000 sec): 3 clusters Score: Raw -22907371.728079 + Penalty 5822.469177 = -22901549.258901 nChanged 180 SP:Iteration 21Q (42292.060000 sec): 3 clusters Score: Raw -22907418.737028 + Penalty 5822.469177 = -22901596.267851 nChanged 165 SP:Iteration 22Q (42292.730000 sec): 3 clusters Score: Raw -22907461.944063 + Penalty 5822.469177 = -22901639.474885 nChanged 137 SP:Iteration 23Q (42293.450000 sec): 3 clusters Score: Raw -22907495.100446 + Penalty 5822.469177 = -22901672.631268 nChanged 115 SP:Iteration 24Q (42294.200000 sec): 3 clusters Score: Raw -22907520.361703 + Penalty 5822.469177 = -22901697.892526 nChanged 103 SP:Iteration 25Q (42294.920000 sec): 3 clusters Score: Raw -22907540.471416 + Penalty 5822.469177 = -22901718.002239 nChanged 79 SP:Iteration 26Q (42295.730000 sec): 3 clusters Score: Raw -22907557.106493 + Penalty 5822.469177 = -22901734.637315 nChanged 74 SP:Iteration 27Q (42296.610000 sec): 3 clusters Score: Raw -22907572.225149 + Penalty 5822.469177 = -22901749.755972 nChanged 74 SP:Iteration 28Q (42297.340000 sec): 3 clusters Score: Raw -22907588.137014 + Penalty 5822.469177 = -22901765.667836 nChanged 65 SP:Iteration 29Q (42298.060000 sec): 3 clusters Score: Raw -22907600.301817 + Penalty 5822.469177 = -22901777.832639 nChanged 46 SP:Iteration 30Q (42298.720000 sec): 3 clusters Score: Raw -22907608.463302 + Penalty 5822.469177 = -22901785.994125 nChanged 39 SP:Iteration 31Q (42299.530000 sec): 3 clusters Score: Raw -22907615.598430 + Penalty 5822.469177 = -22901793.129253 nChanged 44 SP:Iteration 32Q (42300.260000 sec): 3 clusters Score: Raw -22907622.864564 + Penalty 5822.469177 = -22901800.395386 nChanged 45 SP:Iteration 33Q (42300.930000 sec): 3 clusters Score: Raw -22907630.006863 + Penalty 5822.469177 = -22901807.537686 nChanged 38 SP:Iteration 34Q (42301.670000 sec): 3 clusters Score: Raw -22907635.859441 + Penalty 5822.469177 = -22901813.390263 nChanged 37 SP:Iteration 35Q (42302.530000 sec): 3 clusters Score: Raw -22907641.389756 + Penalty 5822.469177 = -22901818.920578 nChanged 30 SP:Iteration 36Q (42303.260000 sec): 3 clusters Score: Raw -22907646.570865 + Penalty 5822.469177 = -22901824.101688 nChanged 31 SP:Iteration 37Q (42303.970000 sec): 3 clusters Score: Raw -22907652.526272 + Penalty 5822.469177 = -22901830.057094 nChanged 31 SP:Iteration 38Q (42304.670000 sec): 3 clusters Score: Raw -22907657.948250 + Penalty 5822.469177 = -22901835.479073 nChanged 32 SP:Iteration 39Q (42305.390000 sec): 3 clusters Score: Raw -22907664.454986 + Penalty 5822.469177 = -22901841.985808 nChanged 24 SP:Iteration 40F (42306.180000 sec): 3 clusters Score: Raw -22907668.131222 + Penalty 5822.469177 = -22901845.662045 nChanged 19 SP:Iteration 41Q (42306.860000 sec): 3 clusters Score: Raw -22907670.885010 + Penalty 5822.469177 = -22901848.415832 nChanged 12 SP:Iteration 42Q (42307.590000 sec): 3 clusters Score: Raw -22907672.254925 + Penalty 5822.469177 = -22901849.785748 nChanged 10 SP:Iteration 43Q (42308.340000 sec): 3 clusters Score: Raw -22907673.682173 + Penalty 5822.469177 = -22901851.212996 nChanged 14 SP:Iteration 44Q (42309.120000 sec): 3 clusters Score: Raw -22907675.569478 + Penalty 5822.469177 = -22901853.100300 nChanged 11 SP:Iteration 45Q (42309.820000 sec): 3 clusters Score: Raw -22907677.496812 + Penalty 5822.469177 = -22901855.027635 nChanged 18 SP:Iteration 46Q (42310.640000 sec): 3 clusters Score: Raw -22907680.448351 + Penalty 5822.469177 = -22901857.979173 nChanged 10 SP:Iteration 47Q (42311.430000 sec): 3 clusters Score: Raw -22907682.071564 + Penalty 5822.469177 = -22901859.602387 nChanged 10 SP:Iteration 48Q (42312.260000 sec): 3 clusters Score: Raw -22907683.648219 + Penalty 5822.469177 = -22901861.179041 nChanged 8 SP:Iteration 49Q (42313.010000 sec): 3 clusters Score: Raw -22907684.564004 + Penalty 5822.469177 = -22901862.094827 nChanged 10 SP:Iteration 50Q (42313.880000 sec): 3 clusters Score: Raw -22907685.800718 + Penalty 5822.469177 = -22901863.331541 nChanged 8 SP:Iteration 51Q (42314.600000 sec): 3 clusters Score: Raw -22907686.674500 + Penalty 5822.469177 = -22901864.205323 nChanged 5 SP:Iteration 52Q (42315.320000 sec): 3 clusters Score: Raw -22907687.404329 + Penalty 5822.469177 = -22901864.935151 nChanged 4 SP:Iteration 53Q (42316.000000 sec): 3 clusters Score: Raw -22907687.778413 + Penalty 5822.469177 = -22901865.309235 nChanged 2 SP:Iteration 54Q (42316.760000 sec): 3 clusters Score: Raw -22907688.015783 + Penalty 5822.469177 = -22901865.546606 nChanged 1 SP:Iteration 55Q (42317.510000 sec): 3 clusters Score: Raw -22907688.059363 + Penalty 5822.469177 = -22901865.590185 nChanged 0 SP:Iteration 56F (42318.430000 sec): 3 clusters Score: Raw -22907688.059363 + Penalty 5822.469177 = -22901865.590185 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42318.580000 sec): 2 clusters Score: Raw -264012.079441 + Penalty 1818.102956 = -262193.976485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42318.740000 sec): 3 clusters Score: Raw -263568.240835 + Penalty 3636.205911 = -259932.034923 nChanged 444 SP:Iteration 1F (42318.930000 sec): 3 clusters Score: Raw -264047.173000 + Penalty 3636.205911 = -260410.967089 nChanged 131 SP:Iteration 2F (42319.120000 sec): 3 clusters Score: Raw -264206.260891 + Penalty 3636.205911 = -260570.054979 nChanged 82 SP:Iteration 3F (42319.300000 sec): 3 clusters Score: Raw -264330.510127 + Penalty 3636.205911 = -260694.304216 nChanged 77 SP:Iteration 4F (42319.480000 sec): 3 clusters Score: Raw -264442.611806 + Penalty 3636.205911 = -260806.405894 nChanged 59 SP:Iteration 5Q (42319.640000 sec): 3 clusters Score: Raw -264522.049895 + Penalty 3636.205911 = -260885.843983 nChanged 41 SP:Iteration 6Q (42319.810000 sec): 3 clusters Score: Raw -264565.717306 + Penalty 3636.205911 = -260929.511395 nChanged 26 SP:Iteration 7Q (42319.980000 sec): 3 clusters Score: Raw -264595.831812 + Penalty 3636.205911 = -260959.625901 nChanged 26 SP:Iteration 8Q (42320.190000 sec): 3 clusters Score: Raw -264620.656977 + Penalty 3636.205911 = -260984.451065 nChanged 16 SP:Iteration 9Q (42320.340000 sec): 3 clusters Score: Raw -264633.176612 + Penalty 3636.205911 = -260996.970701 nChanged 6 SP:Iteration 10Q (42320.520000 sec): 3 clusters Score: Raw -264636.575641 + Penalty 3636.205911 = -261000.369729 nChanged 3 SP:Iteration 11Q (42320.680000 sec): 3 clusters Score: Raw -264638.961098 + Penalty 3636.205911 = -261002.755186 nChanged 1 SP:Iteration 12Q (42320.850000 sec): 3 clusters Score: Raw -264639.497355 + Penalty 3636.205911 = -261003.291443 nChanged 0 SP:Iteration 13F (42321.030000 sec): 3 clusters Score: Raw -264639.497355 + Penalty 3636.205911 = -261003.291443 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42321.150000 sec): 2 clusters Score: Raw -185831.310871 + Penalty 1725.459348 = -184105.851523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42321.290000 sec): 3 clusters Score: Raw -185616.146209 + Penalty 3450.918696 = -182165.227513 nChanged 299 SP:Iteration 1F (42321.470000 sec): 3 clusters Score: Raw -186014.501631 + Penalty 3450.918696 = -182563.582935 nChanged 91 SP:Iteration 2F (42321.650000 sec): 3 clusters Score: Raw -186253.844930 + Penalty 3450.918696 = -182802.926234 nChanged 71 SP:Iteration 3F (42321.860000 sec): 3 clusters Score: Raw -186446.944015 + Penalty 3450.918696 = -182996.025319 nChanged 51 SP:Iteration 4Q (42322.060000 sec): 3 clusters Score: Raw -186573.282472 + Penalty 3450.918696 = -183122.363776 nChanged 43 SP:Iteration 5Q (42322.230000 sec): 3 clusters Score: Raw -186677.013007 + Penalty 3450.918696 = -183226.094311 nChanged 35 SP:Iteration 6Q (42322.410000 sec): 3 clusters Score: Raw -186730.495028 + Penalty 3450.918696 = -183279.576332 nChanged 18 SP:Iteration 7Q (42322.640000 sec): 3 clusters Score: Raw -186767.665207 + Penalty 3450.918696 = -183316.746511 nChanged 20 SP:Iteration 8Q (42322.820000 sec): 3 clusters Score: Raw -186798.526396 + Penalty 3450.918696 = -183347.607700 nChanged 14 SP:Iteration 9Q (42323.000000 sec): 3 clusters Score: Raw -186825.308815 + Penalty 3450.918696 = -183374.390119 nChanged 5 SP:Iteration 10Q (42323.210000 sec): 3 clusters Score: Raw -186830.935372 + Penalty 3450.918696 = -183380.016676 nChanged 7 SP:Iteration 11Q (42323.370000 sec): 3 clusters Score: Raw -186839.742100 + Penalty 3450.918696 = -183388.823405 nChanged 4 SP:Iteration 12Q (42323.560000 sec): 3 clusters Score: Raw -186846.539237 + Penalty 3450.918696 = -183395.620541 nChanged 4 SP:Iteration 13Q (42323.750000 sec): 3 clusters Score: Raw -186852.042129 + Penalty 3450.918696 = -183401.123433 nChanged 2 SP:Iteration 14Q (42323.990000 sec): 3 clusters Score: Raw -186854.960043 + Penalty 3450.918696 = -183404.041347 nChanged 0 SP:Iteration 15F (42324.150000 sec): 3 clusters Score: Raw -186854.960043 + Penalty 3450.918696 = -183404.041347 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42324.260000 sec): 2 clusters Score: Raw -113534.630289 + Penalty 1627.135605 = -111907.494684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42324.480000 sec): 3 clusters Score: Raw -113483.474920 + Penalty 3254.271210 = -110229.203710 nChanged 178 SP:Iteration 1F (42324.660000 sec): 3 clusters Score: Raw -113822.140589 + Penalty 3254.271210 = -110567.869379 nChanged 43 SP:Iteration 2F (42324.840000 sec): 3 clusters Score: Raw -113913.727729 + Penalty 3254.271210 = -110659.456519 nChanged 28 SP:Iteration 3Q (42325.060000 sec): 3 clusters Score: Raw -114008.746537 + Penalty 3254.271210 = -110754.475327 nChanged 18 SP:Iteration 4Q (42325.230000 sec): 3 clusters Score: Raw -114063.833628 + Penalty 3254.271210 = -110809.562418 nChanged 17 SP:Iteration 5Q (42325.410000 sec): 3 clusters Score: Raw -114119.176879 + Penalty 3254.271210 = -110864.905669 nChanged 13 SP:Iteration 6Q (42325.600000 sec): 3 clusters Score: Raw -114157.759787 + Penalty 3254.271210 = -110903.488577 nChanged 13 SP:Iteration 7Q (42325.750000 sec): 3 clusters Score: Raw -114187.019310 + Penalty 3254.271210 = -110932.748100 nChanged 9 SP:Iteration 8Q (42325.920000 sec): 3 clusters Score: Raw -114246.594929 + Penalty 3254.271210 = -110992.323719 nChanged 12 SP:Iteration 9Q (42326.120000 sec): 3 clusters Score: Raw -114334.581107 + Penalty 3254.271210 = -111080.309897 nChanged 19 SP:Iteration 10Q (42326.300000 sec): 3 clusters Score: Raw -114370.566499 + Penalty 3254.271210 = -111116.295289 nChanged 18 SP:Iteration 11Q (42326.540000 sec): 3 clusters Score: Raw -114422.543921 + Penalty 3254.271210 = -111168.272711 nChanged 11 SP:Iteration 12Q (42326.730000 sec): 3 clusters Score: Raw -114465.130234 + Penalty 3254.271210 = -111210.859023 nChanged 11 SP:Iteration 13Q (42326.920000 sec): 3 clusters Score: Raw -114485.303690 + Penalty 3254.271210 = -111231.032480 nChanged 2 SP:Iteration 14Q (42327.130000 sec): 3 clusters Score: Raw -114487.929113 + Penalty 3254.271210 = -111233.657903 nChanged 1 SP:Iteration 15Q (42327.310000 sec): 3 clusters Score: Raw -114490.072520 + Penalty 3254.271210 = -111235.801310 nChanged 1 SP:Iteration 16Q (42327.520000 sec): 3 clusters Score: Raw -114492.532213 + Penalty 3254.271210 = -111238.261002 nChanged 0 SP:Iteration 17F (42327.740000 sec): 3 clusters Score: Raw -114492.532213 + Penalty 3254.271210 = -111238.261002 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42327.840000 sec): 2 clusters Score: Raw -26879.739979 + Penalty 1267.772972 = -25611.967008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42328.020000 sec): 3 clusters Score: Raw -27203.164297 + Penalty 2535.545943 = -24667.618354 nChanged 16 SP:Iteration 1F (42328.190000 sec): 3 clusters Score: Raw -27301.910322 + Penalty 2535.545943 = -24766.364379 nChanged 1 SP:Iteration 2Q (42328.380000 sec): 3 clusters Score: Raw -27315.817028 + Penalty 2535.545943 = -24780.271085 nChanged 0 SP:Iteration 3F (42328.560000 sec): 3 clusters Score: Raw -27315.817028 + Penalty 2535.545943 = -24780.271085 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42328.680000 sec): 2 clusters Score: Raw -90819.833801 + Penalty 1548.071370 = -89271.762431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42328.840000 sec): 3 clusters Score: Raw -90876.047646 + Penalty 3096.142740 = -87779.904907 nChanged 101 SP:Iteration 1F (42329.060000 sec): 3 clusters Score: Raw -91065.271761 + Penalty 3096.142740 = -87969.129021 nChanged 30 SP:Iteration 2F (42329.220000 sec): 3 clusters Score: Raw -91127.962261 + Penalty 3096.142740 = -88031.819521 nChanged 17 SP:Iteration 3Q (42329.410000 sec): 3 clusters Score: Raw -91180.275351 + Penalty 3096.142740 = -88084.132611 nChanged 15 SP:Iteration 4Q (42329.600000 sec): 3 clusters Score: Raw -91206.607631 + Penalty 3096.142740 = -88110.464891 nChanged 5 SP:Iteration 5Q (42329.800000 sec): 3 clusters Score: Raw -91215.687576 + Penalty 3096.142740 = -88119.544837 nChanged 5 SP:Iteration 6Q (42330.030000 sec): 3 clusters Score: Raw -91223.048581 + Penalty 3096.142740 = -88126.905841 nChanged 2 SP:Iteration 7Q (42330.160000 sec): 3 clusters Score: Raw -91223.936728 + Penalty 3096.142740 = -88127.793988 nChanged 1 SP:Iteration 8Q (42330.420000 sec): 3 clusters Score: Raw -91228.438726 + Penalty 3096.142740 = -88132.295986 nChanged 1 SP:Iteration 9Q (42330.570000 sec): 3 clusters Score: Raw -91229.458308 + Penalty 3096.142740 = -88133.315568 nChanged 2 SP:Iteration 10Q (42330.730000 sec): 3 clusters Score: Raw -91233.012118 + Penalty 3096.142740 = -88136.869378 nChanged 3 SP:Iteration 11Q (42330.950000 sec): 3 clusters Score: Raw -91242.856472 + Penalty 3096.142740 = -88146.713732 nChanged 7 SP:Iteration 12Q (42331.090000 sec): 3 clusters Score: Raw -91255.289136 + Penalty 3096.142740 = -88159.146397 nChanged 4 SP:Iteration 13Q (42331.290000 sec): 3 clusters Score: Raw -91261.948291 + Penalty 3096.142740 = -88165.805551 nChanged 2 SP:Iteration 14Q (42331.450000 sec): 3 clusters Score: Raw -91266.107967 + Penalty 3096.142740 = -88169.965227 nChanged 3 SP:Iteration 15Q (42331.680000 sec): 3 clusters Score: Raw -91271.041153 + Penalty 3096.142740 = -88174.898413 nChanged 5 SP:Iteration 16Q (42331.820000 sec): 3 clusters Score: Raw -91302.235644 + Penalty 3096.142740 = -88206.092904 nChanged 7 SP:Iteration 17Q (42331.990000 sec): 3 clusters Score: Raw -91314.945757 + Penalty 3096.142740 = -88218.803017 nChanged 9 SP:Iteration 18Q (42332.190000 sec): 3 clusters Score: Raw -91338.324131 + Penalty 3096.142740 = -88242.181392 nChanged 5 SP:Iteration 19Q (42332.350000 sec): 3 clusters Score: Raw -91347.029847 + Penalty 3096.142740 = -88250.887108 nChanged 3 SP:Iteration 20F (42332.510000 sec): 3 clusters Score: Raw -91350.292991 + Penalty 3096.142740 = -88254.150251 nChanged 6 SP:Iteration 21Q (42332.700000 sec): 3 clusters Score: Raw -91377.091160 + Penalty 3096.142740 = -88280.948420 nChanged 7 SP:Iteration 22Q (42332.890000 sec): 3 clusters Score: Raw -91388.085144 + Penalty 3096.142740 = -88291.942405 nChanged 9 SP:Iteration 23Q (42333.080000 sec): 3 clusters Score: Raw -91404.688808 + Penalty 3096.142740 = -88308.546068 nChanged 11 SP:Iteration 24Q (42333.250000 sec): 3 clusters Score: Raw -91432.141852 + Penalty 3096.142740 = -88335.999112 nChanged 7 SP:Iteration 25Q (42333.440000 sec): 3 clusters Score: Raw -91446.356294 + Penalty 3096.142740 = -88350.213555 nChanged 8 SP:Iteration 26Q (42333.670000 sec): 3 clusters Score: Raw -91530.858902 + Penalty 3096.142740 = -88434.716162 nChanged 20 SP:Iteration 27Q (42333.850000 sec): 3 clusters Score: Raw -91592.723708 + Penalty 3096.142740 = -88496.580969 nChanged 14 SP:Iteration 28Q (42334.050000 sec): 3 clusters Score: Raw -91630.046514 + Penalty 3096.142740 = -88533.903774 nChanged 4 SP:Iteration 29Q (42334.230000 sec): 3 clusters Score: Raw -91638.422868 + Penalty 3096.142740 = -88542.280129 nChanged 1 SP:Iteration 30Q (42334.440000 sec): 3 clusters Score: Raw -91641.309457 + Penalty 3096.142740 = -88545.166717 nChanged 1 SP:Iteration 31Q (42334.630000 sec): 3 clusters Score: Raw -91642.484154 + Penalty 3096.142740 = -88546.341414 nChanged 0 SP:Iteration 32F (42334.830000 sec): 3 clusters Score: Raw -91642.484154 + Penalty 3096.142740 = -88546.341414 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42334.960000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42335.130000 sec): 3 clusters Score: Raw -234732.114723 + Penalty 3572.150493 = -231159.964229 nChanged 398 SP:Iteration 1F (42335.300000 sec): 3 clusters Score: Raw -235139.261959 + Penalty 3572.150493 = -231567.111466 nChanged 102 SP:Iteration 2F (42335.500000 sec): 3 clusters Score: Raw -235271.689523 + Penalty 3572.150493 = -231699.539030 nChanged 69 SP:Iteration 3F (42335.690000 sec): 3 clusters Score: Raw -235375.518841 + Penalty 3572.150493 = -231803.368347 nChanged 48 SP:Iteration 4Q (42335.890000 sec): 3 clusters Score: Raw -235442.913460 + Penalty 3572.150493 = -231870.762966 nChanged 34 SP:Iteration 5Q (42336.080000 sec): 3 clusters Score: Raw -235496.236168 + Penalty 3572.150493 = -231924.085675 nChanged 36 SP:Iteration 6Q (42336.240000 sec): 3 clusters Score: Raw -235560.071398 + Penalty 3572.150493 = -231987.920905 nChanged 37 SP:Iteration 7Q (42336.460000 sec): 3 clusters Score: Raw -235637.669079 + Penalty 3572.150493 = -232065.518585 nChanged 42 SP:Iteration 8Q (42336.610000 sec): 3 clusters Score: Raw -235699.513268 + Penalty 3572.150493 = -232127.362774 nChanged 39 SP:Iteration 9Q (42336.790000 sec): 3 clusters Score: Raw -235750.692268 + Penalty 3572.150493 = -232178.541774 nChanged 36 SP:Iteration 10Q (42337.010000 sec): 3 clusters Score: Raw -235796.657660 + Penalty 3572.150493 = -232224.507167 nChanged 26 SP:Iteration 11Q (42337.190000 sec): 3 clusters Score: Raw -235826.638821 + Penalty 3572.150493 = -232254.488328 nChanged 19 SP:Iteration 12Q (42337.390000 sec): 3 clusters Score: Raw -235856.328005 + Penalty 3572.150493 = -232284.177512 nChanged 20 SP:Iteration 13Q (42337.560000 sec): 3 clusters Score: Raw -235881.368966 + Penalty 3572.150493 = -232309.218472 nChanged 9 SP:Iteration 14Q (42337.740000 sec): 3 clusters Score: Raw -235890.541152 + Penalty 3572.150493 = -232318.390658 nChanged 8 SP:Iteration 15Q (42337.970000 sec): 3 clusters Score: Raw -235898.839674 + Penalty 3572.150493 = -232326.689181 nChanged 7 SP:Iteration 16Q (42338.150000 sec): 3 clusters Score: Raw -235904.410076 + Penalty 3572.150493 = -232332.259583 nChanged 6 SP:Iteration 17Q (42338.330000 sec): 3 clusters Score: Raw -235909.121130 + Penalty 3572.150493 = -232336.970637 nChanged 2 SP:Iteration 18Q (42338.520000 sec): 3 clusters Score: Raw -235911.412662 + Penalty 3572.150493 = -232339.262169 nChanged 0 SP:Iteration 19F (42338.700000 sec): 3 clusters Score: Raw -235911.412662 + Penalty 3572.150493 = -232339.262169 nChanged 0 Iteration 339Q (42450.660000 sec): 66 clusters Score: Raw -340465523.847839 + Penalty 232621.907752 = -340232901.940087 nChanged 2 Iteration 340F (42688.000000 sec): 66 clusters Score: Raw -340465523.851871 + Penalty 232621.907752 = -340232901.944119 nChanged 1 Iteration 341Q (42796.790000 sec): 66 clusters Score: Raw -340465523.853517 + Penalty 232621.907752 = -340232901.945766 nChanged 0 Iteration 342F (43031.000000 sec): 66 clusters Score: Raw -340465523.853517 + Penalty 232621.907752 = -340232901.945766 nChanged 0 Compute initial score before splitting: Score: Raw -340465523.853517 + Penalty 232621.907752 = -340232901.945766 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43033.220000 sec): 2 clusters Score: Raw -92668148.686755 + Penalty 3243.088693 = -92664905.598062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43035.780000 sec): 3 clusters Score: Raw -92349318.752960 + Penalty 6486.177386 = -92342832.575574 nChanged 232489 SP:Iteration 1F (43038.430000 sec): 3 clusters Score: Raw -92490423.625786 + Penalty 6486.177386 = -92483937.448401 nChanged 17154 SP:Iteration 2Q (43041.580000 sec): 3 clusters Score: Raw -92495440.169947 + Penalty 6486.177386 = -92488953.992561 nChanged 21765 SP:Iteration 3Q (43044.310000 sec): 3 clusters Score: Raw -92503834.739135 + Penalty 6486.177386 = -92497348.561749 nChanged 27500 SP:Iteration 4F (43046.960000 sec): 3 clusters Score: Raw -92517769.425264 + Penalty 6486.177386 = -92511283.247879 nChanged 34052 SP:Iteration 5F (43049.480000 sec): 3 clusters Score: Raw -92540188.134828 + Penalty 6486.177386 = -92533701.957443 nChanged 40140 SP:Iteration 6F (43052.300000 sec): 3 clusters Score: Raw -92573668.891142 + Penalty 6486.177386 = -92567182.713756 nChanged 41008 SP:Iteration 7F (43054.910000 sec): 3 clusters Score: Raw -92614658.779112 + Penalty 6486.177386 = -92608172.601727 nChanged 31461 SP:Iteration 8F (43057.540000 sec): 3 clusters Score: Raw -92648240.776423 + Penalty 6486.177386 = -92641754.599037 nChanged 14760 SP:Iteration 9Q (43060.350000 sec): 3 clusters Score: Raw -92663317.122518 + Penalty 6486.177386 = -92656830.945132 nChanged 4118 SP:Iteration 10Q (43063.210000 sec): 3 clusters Score: Raw -92667264.422901 + Penalty 6486.177386 = -92660778.245515 nChanged 796 SP:Iteration 11Q (43065.210000 sec): 3 clusters Score: Raw -92668089.145320 + Penalty 6486.177386 = -92661602.967934 nChanged 104 SP:Iteration 12Q (43067.230000 sec): 3 clusters Score: Raw -92668263.891156 + Penalty 6486.177386 = -92661777.713770 nChanged 32 SP:Iteration 13Q (43069.360000 sec): 3 clusters Score: Raw -92668329.303460 + Penalty 6486.177386 = -92661843.126074 nChanged 17 SP:Iteration 14Q (43071.400000 sec): 3 clusters Score: Raw -92668364.471850 + Penalty 6486.177386 = -92661878.294464 nChanged 10 SP:Iteration 15Q (43073.440000 sec): 3 clusters Score: Raw -92668391.361243 + Penalty 6486.177386 = -92661905.183857 nChanged 7 SP:Iteration 16Q (43075.600000 sec): 3 clusters Score: Raw -92668407.116508 + Penalty 6486.177386 = -92661920.939122 nChanged 4 SP:Iteration 17Q (43077.880000 sec): 3 clusters Score: Raw -92668417.987942 + Penalty 6486.177386 = -92661931.810556 nChanged 5 SP:Iteration 18Q (43079.880000 sec): 3 clusters Score: Raw -92668430.695281 + Penalty 6486.177386 = -92661944.517895 nChanged 5 SP:Iteration 19Q (43082.130000 sec): 3 clusters Score: Raw -92668440.652224 + Penalty 6486.177386 = -92661954.474838 nChanged 1 SP:Iteration 20F (43084.560000 sec): 3 clusters Score: Raw -92668442.542918 + Penalty 6486.177386 = -92661956.365532 nChanged 1 SP:Iteration 21Q (43086.560000 sec): 3 clusters Score: Raw -92668446.028626 + Penalty 6486.177386 = -92661959.851240 nChanged 0 SP:Iteration 22F (43089.040000 sec): 3 clusters Score: Raw -92668446.028626 + Penalty 6486.177386 = -92661959.851240 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43089.370000 sec): 2 clusters Score: Raw -3127372.658423 + Penalty 2414.575747 = -3124958.082675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43089.660000 sec): 3 clusters Score: Raw -3117653.969877 + Penalty 4829.151495 = -3112824.818383 nChanged 7337 SP:Iteration 1F (43089.960000 sec): 3 clusters Score: Raw -3121784.167263 + Penalty 4829.151495 = -3116955.015768 nChanged 1174 SP:Iteration 2F (43090.200000 sec): 3 clusters Score: Raw -3122527.799022 + Penalty 4829.151495 = -3117698.647528 nChanged 1187 SP:Iteration 3F (43090.400000 sec): 3 clusters Score: Raw -3123432.236150 + Penalty 4829.151495 = -3118603.084655 nChanged 1308 SP:Iteration 4F (43090.610000 sec): 3 clusters Score: Raw -3124498.242416 + Penalty 4829.151495 = -3119669.090921 nChanged 1259 SP:Iteration 5F (43090.880000 sec): 3 clusters Score: Raw -3125480.657912 + Penalty 4829.151495 = -3120651.506417 nChanged 1086 SP:Iteration 6F (43091.190000 sec): 3 clusters Score: Raw -3126104.340954 + Penalty 4829.151495 = -3121275.189459 nChanged 782 SP:Iteration 7Q (43091.390000 sec): 3 clusters Score: Raw -3126458.936175 + Penalty 4829.151495 = -3121629.784680 nChanged 578 SP:Iteration 8Q (43091.640000 sec): 3 clusters Score: Raw -3126666.504875 + Penalty 4829.151495 = -3121837.353381 nChanged 417 SP:Iteration 9Q (43091.860000 sec): 3 clusters Score: Raw -3126793.743326 + Penalty 4829.151495 = -3121964.591831 nChanged 298 SP:Iteration 10Q (43092.080000 sec): 3 clusters Score: Raw -3126874.695716 + Penalty 4829.151495 = -3122045.544222 nChanged 219 SP:Iteration 11Q (43092.310000 sec): 3 clusters Score: Raw -3126928.403435 + Penalty 4829.151495 = -3122099.251941 nChanged 176 SP:Iteration 12Q (43092.590000 sec): 3 clusters Score: Raw -3126969.629386 + Penalty 4829.151495 = -3122140.477892 nChanged 166 SP:Iteration 13Q (43092.860000 sec): 3 clusters Score: Raw -3127006.894359 + Penalty 4829.151495 = -3122177.742864 nChanged 146 SP:Iteration 14Q (43093.120000 sec): 3 clusters Score: Raw -3127039.237519 + Penalty 4829.151495 = -3122210.086024 nChanged 154 SP:Iteration 15Q (43093.410000 sec): 3 clusters Score: Raw -3127076.878319 + Penalty 4829.151495 = -3122247.726824 nChanged 161 SP:Iteration 16Q (43093.660000 sec): 3 clusters Score: Raw -3127115.835854 + Penalty 4829.151495 = -3122286.684360 nChanged 160 SP:Iteration 17Q (43093.900000 sec): 3 clusters Score: Raw -3127154.077394 + Penalty 4829.151495 = -3122324.925899 nChanged 161 SP:Iteration 18Q (43094.200000 sec): 3 clusters Score: Raw -3127194.671709 + Penalty 4829.151495 = -3122365.520214 nChanged 183 SP:Iteration 19Q (43094.470000 sec): 3 clusters Score: Raw -3127243.805926 + Penalty 4829.151495 = -3122414.654432 nChanged 164 SP:Iteration 20F (43094.770000 sec): 3 clusters Score: Raw -3127286.858543 + Penalty 4829.151495 = -3122457.707049 nChanged 154 SP:Iteration 21Q (43095.040000 sec): 3 clusters Score: Raw -3127328.281179 + Penalty 4829.151495 = -3122499.129684 nChanged 159 SP:Iteration 22Q (43095.350000 sec): 3 clusters Score: Raw -3127371.564660 + Penalty 4829.151495 = -3122542.413165 nChanged 163 SP:Iteration 23Q (43095.650000 sec): 3 clusters Score: Raw -3127420.049158 + Penalty 4829.151495 = -3122590.897663 nChanged 175 SP:Iteration 24Q (43095.900000 sec): 3 clusters Score: Raw -3127469.709913 + Penalty 4829.151495 = -3122640.558418 nChanged 164 SP:Iteration 25Q (43096.220000 sec): 3 clusters Score: Raw -3127518.120348 + Penalty 4829.151495 = -3122688.968853 nChanged 159 SP:Iteration 26Q (43096.470000 sec): 3 clusters Score: Raw -3127568.023797 + Penalty 4829.151495 = -3122738.872303 nChanged 171 SP:Iteration 27Q (43096.760000 sec): 3 clusters Score: Raw -3127626.004855 + Penalty 4829.151495 = -3122796.853361 nChanged 161 SP:Iteration 28Q (43097.040000 sec): 3 clusters Score: Raw -3127681.800670 + Penalty 4829.151495 = -3122852.649175 nChanged 141 SP:Iteration 29Q (43097.310000 sec): 3 clusters Score: Raw -3127733.331363 + Penalty 4829.151495 = -3122904.179868 nChanged 132 SP:Iteration 30Q (43097.610000 sec): 3 clusters Score: Raw -3127782.310236 + Penalty 4829.151495 = -3122953.158741 nChanged 121 SP:Iteration 31Q (43097.870000 sec): 3 clusters Score: Raw -3127833.426667 + Penalty 4829.151495 = -3123004.275173 nChanged 137 SP:Iteration 32Q (43098.140000 sec): 3 clusters Score: Raw -3127896.941664 + Penalty 4829.151495 = -3123067.790169 nChanged 131 SP:Iteration 33Q (43098.410000 sec): 3 clusters Score: Raw -3127957.152168 + Penalty 4829.151495 = -3123128.000674 nChanged 120 SP:Iteration 34Q (43098.690000 sec): 3 clusters Score: Raw -3128016.517244 + Penalty 4829.151495 = -3123187.365749 nChanged 113 SP:Iteration 35Q (43098.950000 sec): 3 clusters Score: Raw -3128064.468797 + Penalty 4829.151495 = -3123235.317303 nChanged 99 SP:Iteration 36Q (43099.220000 sec): 3 clusters Score: Raw -3128110.910372 + Penalty 4829.151495 = -3123281.758877 nChanged 87 SP:Iteration 37Q (43099.500000 sec): 3 clusters Score: Raw -3128149.925291 + Penalty 4829.151495 = -3123320.773796 nChanged 83 SP:Iteration 38Q (43099.760000 sec): 3 clusters Score: Raw -3128180.723827 + Penalty 4829.151495 = -3123351.572332 nChanged 60 SP:Iteration 39Q (43099.970000 sec): 3 clusters Score: Raw -3128205.437782 + Penalty 4829.151495 = -3123376.286288 nChanged 59 SP:Iteration 40F (43100.240000 sec): 3 clusters Score: Raw -3128226.480324 + Penalty 4829.151495 = -3123397.328830 nChanged 52 SP:Iteration 41Q (43100.520000 sec): 3 clusters Score: Raw -3128245.624362 + Penalty 4829.151495 = -3123416.472867 nChanged 42 SP:Iteration 42Q (43100.770000 sec): 3 clusters Score: Raw -3128260.682822 + Penalty 4829.151495 = -3123431.531328 nChanged 44 SP:Iteration 43Q (43101.060000 sec): 3 clusters Score: Raw -3128277.987321 + Penalty 4829.151495 = -3123448.835826 nChanged 38 SP:Iteration 44Q (43101.270000 sec): 3 clusters Score: Raw -3128293.389780 + Penalty 4829.151495 = -3123464.238285 nChanged 30 SP:Iteration 45Q (43101.540000 sec): 3 clusters Score: Raw -3128304.264704 + Penalty 4829.151495 = -3123475.113209 nChanged 21 SP:Iteration 46Q (43101.830000 sec): 3 clusters Score: Raw -3128311.937645 + Penalty 4829.151495 = -3123482.786150 nChanged 23 SP:Iteration 47Q (43102.160000 sec): 3 clusters Score: Raw -3128322.560776 + Penalty 4829.151495 = -3123493.409281 nChanged 26 SP:Iteration 48Q (43102.450000 sec): 3 clusters Score: Raw -3128333.404363 + Penalty 4829.151495 = -3123504.252868 nChanged 28 SP:Iteration 49Q (43102.760000 sec): 3 clusters Score: Raw -3128343.656507 + Penalty 4829.151495 = -3123514.505013 nChanged 21 SP:Iteration 50Q (43103.040000 sec): 3 clusters Score: Raw -3128352.574718 + Penalty 4829.151495 = -3123523.423223 nChanged 22 SP:Iteration 51Q (43103.380000 sec): 3 clusters Score: Raw -3128360.362817 + Penalty 4829.151495 = -3123531.211323 nChanged 17 SP:Iteration 52Q (43103.620000 sec): 3 clusters Score: Raw -3128367.333958 + Penalty 4829.151495 = -3123538.182463 nChanged 16 SP:Iteration 53Q (43103.910000 sec): 3 clusters Score: Raw -3128372.710153 + Penalty 4829.151495 = -3123543.558658 nChanged 16 SP:Iteration 54Q (43104.200000 sec): 3 clusters Score: Raw -3128376.593075 + Penalty 4829.151495 = -3123547.441580 nChanged 7 SP:Iteration 55Q (43104.440000 sec): 3 clusters Score: Raw -3128377.746379 + Penalty 4829.151495 = -3123548.594885 nChanged 8 SP:Iteration 56Q (43104.700000 sec): 3 clusters Score: Raw -3128379.303282 + Penalty 4829.151495 = -3123550.151787 nChanged 5 SP:Iteration 57Q (43104.970000 sec): 3 clusters Score: Raw -3128380.467382 + Penalty 4829.151495 = -3123551.315887 nChanged 6 SP:Iteration 58Q (43105.220000 sec): 3 clusters Score: Raw -3128381.539420 + Penalty 4829.151495 = -3123552.387926 nChanged 3 SP:Iteration 59Q (43105.460000 sec): 3 clusters Score: Raw -3128382.321616 + Penalty 4829.151495 = -3123553.170122 nChanged 3 SP:Iteration 60F (43105.730000 sec): 3 clusters Score: Raw -3128383.021845 + Penalty 4829.151495 = -3123553.870351 nChanged 1 SP:Iteration 61Q (43106.040000 sec): 3 clusters Score: Raw -3128383.253917 + Penalty 4829.151495 = -3123554.102422 nChanged 2 SP:Iteration 62Q (43106.310000 sec): 3 clusters Score: Raw -3128383.561050 + Penalty 4829.151495 = -3123554.409555 nChanged 3 SP:Iteration 63Q (43106.540000 sec): 3 clusters Score: Raw -3128384.217696 + Penalty 4829.151495 = -3123555.066202 nChanged 4 SP:Iteration 64Q (43106.780000 sec): 3 clusters Score: Raw -3128385.316761 + Penalty 4829.151495 = -3123556.165266 nChanged 2 SP:Iteration 65Q (43107.040000 sec): 3 clusters Score: Raw -3128385.746095 + Penalty 4829.151495 = -3123556.594600 nChanged 1 SP:Iteration 66Q (43107.330000 sec): 3 clusters Score: Raw -3128386.177722 + Penalty 4829.151495 = -3123557.026227 nChanged 2 SP:Iteration 67Q (43107.630000 sec): 3 clusters Score: Raw -3128386.972909 + Penalty 4829.151495 = -3123557.821415 nChanged 2 SP:Iteration 68Q (43107.910000 sec): 3 clusters Score: Raw -3128387.744091 + Penalty 4829.151495 = -3123558.592596 nChanged 6 SP:Iteration 69Q (43108.180000 sec): 3 clusters Score: Raw -3128389.814615 + Penalty 4829.151495 = -3123560.663120 nChanged 7 SP:Iteration 70Q (43108.480000 sec): 3 clusters Score: Raw -3128392.000515 + Penalty 4829.151495 = -3123562.849021 nChanged 5 SP:Iteration 71Q (43108.740000 sec): 3 clusters Score: Raw -3128393.486807 + Penalty 4829.151495 = -3123564.335313 nChanged 8 SP:Iteration 72Q (43109.020000 sec): 3 clusters Score: Raw -3128396.595890 + Penalty 4829.151495 = -3123567.444395 nChanged 11 SP:Iteration 73Q (43109.300000 sec): 3 clusters Score: Raw -3128399.467099 + Penalty 4829.151495 = -3123570.315604 nChanged 10 SP:Iteration 74Q (43109.600000 sec): 3 clusters Score: Raw -3128401.971693 + Penalty 4829.151495 = -3123572.820198 nChanged 6 SP:Iteration 75Q (43109.870000 sec): 3 clusters Score: Raw -3128403.330209 + Penalty 4829.151495 = -3123574.178715 nChanged 5 SP:Iteration 76Q (43110.120000 sec): 3 clusters Score: Raw -3128404.964764 + Penalty 4829.151495 = -3123575.813269 nChanged 4 SP:Iteration 77Q (43110.360000 sec): 3 clusters Score: Raw -3128406.230833 + Penalty 4829.151495 = -3123577.079338 nChanged 3 SP:Iteration 78Q (43110.660000 sec): 3 clusters Score: Raw -3128407.301200 + Penalty 4829.151495 = -3123578.149705 nChanged 5 SP:Iteration 79Q (43110.880000 sec): 3 clusters Score: Raw -3128408.575838 + Penalty 4829.151495 = -3123579.424343 nChanged 3 SP:Iteration 80F (43111.110000 sec): 3 clusters Score: Raw -3128410.083548 + Penalty 4829.151495 = -3123580.932053 nChanged 4 SP:Iteration 81Q (43111.400000 sec): 3 clusters Score: Raw -3128411.945530 + Penalty 4829.151495 = -3123582.794035 nChanged 4 SP:Iteration 82Q (43111.680000 sec): 3 clusters Score: Raw -3128413.005045 + Penalty 4829.151495 = -3123583.853551 nChanged 2 SP:Iteration 83Q (43111.940000 sec): 3 clusters Score: Raw -3128413.473307 + Penalty 4829.151495 = -3123584.321813 nChanged 3 SP:Iteration 84Q (43112.210000 sec): 3 clusters Score: Raw -3128414.222662 + Penalty 4829.151495 = -3123585.071167 nChanged 1 SP:Iteration 85Q (43112.520000 sec): 3 clusters Score: Raw -3128414.377420 + Penalty 4829.151495 = -3123585.225925 nChanged 1 SP:Iteration 86Q (43112.760000 sec): 3 clusters Score: Raw -3128415.026089 + Penalty 4829.151495 = -3123585.874594 nChanged 3 SP:Iteration 87Q (43113.060000 sec): 3 clusters Score: Raw -3128415.995558 + Penalty 4829.151495 = -3123586.844063 nChanged 6 SP:Iteration 88Q (43113.330000 sec): 3 clusters Score: Raw -3128417.867076 + Penalty 4829.151495 = -3123588.715581 nChanged 2 SP:Iteration 89Q (43113.600000 sec): 3 clusters Score: Raw -3128418.910212 + Penalty 4829.151495 = -3123589.758717 nChanged 4 SP:Iteration 90Q (43113.910000 sec): 3 clusters Score: Raw -3128419.918504 + Penalty 4829.151495 = -3123590.767009 nChanged 1 SP:Iteration 91Q (43114.160000 sec): 3 clusters Score: Raw -3128420.128752 + Penalty 4829.151495 = -3123590.977257 nChanged 1 SP:Iteration 92Q (43114.400000 sec): 3 clusters Score: Raw -3128420.523621 + Penalty 4829.151495 = -3123591.372127 nChanged 1 SP:Iteration 93Q (43114.660000 sec): 3 clusters Score: Raw -3128420.797337 + Penalty 4829.151495 = -3123591.645842 nChanged 1 SP:Iteration 94Q (43114.900000 sec): 3 clusters Score: Raw -3128420.866419 + Penalty 4829.151495 = -3123591.714925 nChanged 0 SP:Iteration 95F (43115.210000 sec): 3 clusters Score: Raw -3128420.866419 + Penalty 4829.151495 = -3123591.714925 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43115.320000 sec): 2 clusters Score: Raw -85817.876668 + Penalty 1573.717817 = -84244.158850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43115.480000 sec): 3 clusters Score: Raw -85924.181395 + Penalty 3147.435635 = -82776.745760 nChanged 132 SP:Iteration 1F (43115.630000 sec): 3 clusters Score: Raw -86154.750043 + Penalty 3147.435635 = -83007.314408 nChanged 29 SP:Iteration 2F (43115.800000 sec): 3 clusters Score: Raw -86239.932306 + Penalty 3147.435635 = -83092.496671 nChanged 16 SP:Iteration 3Q (43116.010000 sec): 3 clusters Score: Raw -86278.414907 + Penalty 3147.435635 = -83130.979272 nChanged 7 SP:Iteration 4Q (43116.200000 sec): 3 clusters Score: Raw -86289.289998 + Penalty 3147.435635 = -83141.854364 nChanged 3 SP:Iteration 5Q (43116.420000 sec): 3 clusters Score: Raw -86298.359076 + Penalty 3147.435635 = -83150.923441 nChanged 3 SP:Iteration 6Q (43116.570000 sec): 3 clusters Score: Raw -86308.092065 + Penalty 3147.435635 = -83160.656430 nChanged 7 SP:Iteration 7Q (43116.750000 sec): 3 clusters Score: Raw -86320.528997 + Penalty 3147.435635 = -83173.093362 nChanged 7 SP:Iteration 8Q (43116.890000 sec): 3 clusters Score: Raw -86334.805745 + Penalty 3147.435635 = -83187.370110 nChanged 7 SP:Iteration 9Q (43117.070000 sec): 3 clusters Score: Raw -86347.879404 + Penalty 3147.435635 = -83200.443769 nChanged 5 SP:Iteration 10Q (43117.270000 sec): 3 clusters Score: Raw -86357.757093 + Penalty 3147.435635 = -83210.321458 nChanged 7 SP:Iteration 11Q (43117.460000 sec): 3 clusters Score: Raw -86390.130787 + Penalty 3147.435635 = -83242.695152 nChanged 14 SP:Iteration 12Q (43117.640000 sec): 3 clusters Score: Raw -86432.837088 + Penalty 3147.435635 = -83285.401453 nChanged 11 SP:Iteration 13Q (43117.810000 sec): 3 clusters Score: Raw -86470.457939 + Penalty 3147.435635 = -83323.022304 nChanged 9 SP:Iteration 14Q (43118.030000 sec): 3 clusters Score: Raw -86490.757462 + Penalty 3147.435635 = -83343.321827 nChanged 7 SP:Iteration 15Q (43118.230000 sec): 3 clusters Score: Raw -86507.973933 + Penalty 3147.435635 = -83360.538298 nChanged 3 SP:Iteration 16Q (43118.390000 sec): 3 clusters Score: Raw -86519.934005 + Penalty 3147.435635 = -83372.498370 nChanged 3 SP:Iteration 17Q (43118.570000 sec): 3 clusters Score: Raw -86526.645161 + Penalty 3147.435635 = -83379.209526 nChanged 4 SP:Iteration 18Q (43118.770000 sec): 3 clusters Score: Raw -86535.786858 + Penalty 3147.435635 = -83388.351223 nChanged 4 SP:Iteration 19Q (43118.930000 sec): 3 clusters Score: Raw -86572.620217 + Penalty 3147.435635 = -83425.184582 nChanged 8 SP:Iteration 20F (43119.170000 sec): 3 clusters Score: Raw -86609.432753 + Penalty 3147.435635 = -83461.997118 nChanged 11 SP:Iteration 21Q (43119.350000 sec): 3 clusters Score: Raw -86767.255944 + Penalty 3147.435635 = -83619.820309 nChanged 15 SP:Iteration 22Q (43119.510000 sec): 3 clusters Score: Raw -86797.851198 + Penalty 3147.435635 = -83650.415563 nChanged 7 SP:Iteration 23Q (43119.740000 sec): 3 clusters Score: Raw -86811.669409 + Penalty 3147.435635 = -83664.233774 nChanged 4 SP:Iteration 24Q (43119.960000 sec): 3 clusters Score: Raw -86834.383922 + Penalty 3147.435635 = -83686.948287 nChanged 4 SP:Iteration 25Q (43120.110000 sec): 3 clusters Score: Raw -86847.239867 + Penalty 3147.435635 = -83699.804232 nChanged 5 SP:Iteration 26Q (43120.290000 sec): 3 clusters Score: Raw -86862.856170 + Penalty 3147.435635 = -83715.420536 nChanged 3 SP:Iteration 27Q (43120.510000 sec): 3 clusters Score: Raw -86866.724179 + Penalty 3147.435635 = -83719.288544 nChanged 0 SP:Iteration 28F (43120.700000 sec): 3 clusters Score: Raw -86866.724179 + Penalty 3147.435635 = -83719.288544 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43121.460000 sec): 2 clusters Score: Raw -24731781.927674 + Penalty 2928.912131 = -24728853.015543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43122.440000 sec): 3 clusters Score: Raw -24644645.881766 + Penalty 5857.824261 = -24638788.057505 nChanged 64120 SP:Iteration 1F (43123.340000 sec): 3 clusters Score: Raw -24681397.396763 + Penalty 5857.824261 = -24675539.572502 nChanged 3794 SP:Iteration 2Q (43124.170000 sec): 3 clusters Score: Raw -24682100.798135 + Penalty 5857.824261 = -24676242.973874 nChanged 3617 SP:Iteration 3Q (43125.050000 sec): 3 clusters Score: Raw -24682805.730815 + Penalty 5857.824261 = -24676947.906554 nChanged 3553 SP:Iteration 4Q (43126.020000 sec): 3 clusters Score: Raw -24683543.298120 + Penalty 5857.824261 = -24677685.473859 nChanged 3729 SP:Iteration 5Q (43126.960000 sec): 3 clusters Score: Raw -24684380.015595 + Penalty 5857.824261 = -24678522.191334 nChanged 3926 SP:Iteration 6Q (43128.030000 sec): 3 clusters Score: Raw -24685418.158747 + Penalty 5857.824261 = -24679560.334485 nChanged 4294 SP:Iteration 7Q (43129.080000 sec): 3 clusters Score: Raw -24686850.467760 + Penalty 5857.824261 = -24680992.643499 nChanged 5204 SP:Iteration 8Q (43130.060000 sec): 3 clusters Score: Raw -24689052.793737 + Penalty 5857.824261 = -24683194.969476 nChanged 6671 SP:Iteration 9Q (43131.040000 sec): 3 clusters Score: Raw -24692666.395647 + Penalty 5857.824261 = -24686808.571386 nChanged 8673 SP:Iteration 10F (43131.940000 sec): 3 clusters Score: Raw -24698490.773054 + Penalty 5857.824261 = -24692632.948792 nChanged 10553 SP:Iteration 11F (43132.880000 sec): 3 clusters Score: Raw -24706882.383539 + Penalty 5857.824261 = -24701024.559278 nChanged 10831 SP:Iteration 12F (43133.750000 sec): 3 clusters Score: Raw -24716448.110760 + Penalty 5857.824261 = -24710590.286499 nChanged 8754 SP:Iteration 13F (43134.610000 sec): 3 clusters Score: Raw -24724472.555874 + Penalty 5857.824261 = -24718614.731613 nChanged 5142 SP:Iteration 14Q (43135.400000 sec): 3 clusters Score: Raw -24729084.270185 + Penalty 5857.824261 = -24723226.445924 nChanged 2157 SP:Iteration 15Q (43136.180000 sec): 3 clusters Score: Raw -24730931.321346 + Penalty 5857.824261 = -24725073.497085 nChanged 793 SP:Iteration 16Q (43136.980000 sec): 3 clusters Score: Raw -24731634.842708 + Penalty 5857.824261 = -24725777.018446 nChanged 267 SP:Iteration 17Q (43137.830000 sec): 3 clusters Score: Raw -24731898.900016 + Penalty 5857.824261 = -24726041.075755 nChanged 101 SP:Iteration 18Q (43138.700000 sec): 3 clusters Score: Raw -24732001.465932 + Penalty 5857.824261 = -24726143.641670 nChanged 52 SP:Iteration 19Q (43139.500000 sec): 3 clusters Score: Raw -24732056.044682 + Penalty 5857.824261 = -24726198.220421 nChanged 41 SP:Iteration 20F (43140.410000 sec): 3 clusters Score: Raw -24732098.341083 + Penalty 5857.824261 = -24726240.516822 nChanged 26 SP:Iteration 21Q (43141.170000 sec): 3 clusters Score: Raw -24732123.068370 + Penalty 5857.824261 = -24726265.244109 nChanged 12 SP:Iteration 22Q (43141.950000 sec): 3 clusters Score: Raw -24732134.295712 + Penalty 5857.824261 = -24726276.471451 nChanged 11 SP:Iteration 23Q (43142.740000 sec): 3 clusters Score: Raw -24732142.715964 + Penalty 5857.824261 = -24726284.891703 nChanged 5 SP:Iteration 24Q (43143.550000 sec): 3 clusters Score: Raw -24732148.010532 + Penalty 5857.824261 = -24726290.186271 nChanged 6 SP:Iteration 25Q (43144.160000 sec): 3 clusters Score: Raw -24732152.049724 + Penalty 5857.824261 = -24726294.225463 nChanged 4 SP:Iteration 26Q (43144.750000 sec): 3 clusters Score: Raw -24732155.116630 + Penalty 5857.824261 = -24726297.292369 nChanged 4 SP:Iteration 27Q (43145.370000 sec): 3 clusters Score: Raw -24732159.787337 + Penalty 5857.824261 = -24726301.963076 nChanged 6 SP:Iteration 28Q (43146.050000 sec): 3 clusters Score: Raw -24732167.848718 + Penalty 5857.824261 = -24726310.024457 nChanged 3 SP:Iteration 29Q (43146.850000 sec): 3 clusters Score: Raw -24732170.506587 + Penalty 5857.824261 = -24726312.682326 nChanged 2 SP:Iteration 30Q (43147.650000 sec): 3 clusters Score: Raw -24732171.760639 + Penalty 5857.824261 = -24726313.936378 nChanged 2 SP:Iteration 31Q (43148.430000 sec): 3 clusters Score: Raw -24732173.603823 + Penalty 5857.824261 = -24726315.779562 nChanged 2 SP:Iteration 32Q (43149.250000 sec): 3 clusters Score: Raw -24732176.152248 + Penalty 5857.824261 = -24726318.327987 nChanged 1 SP:Iteration 33Q (43150.010000 sec): 3 clusters Score: Raw -24732176.899189 + Penalty 5857.824261 = -24726319.074928 nChanged 0 SP:Iteration 34F (43150.860000 sec): 3 clusters Score: Raw -24732176.899189 + Penalty 5857.824261 = -24726319.074928 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43151.020000 sec): 2 clusters Score: Raw -566715.545191 + Penalty 2005.887172 = -564709.658018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43151.220000 sec): 3 clusters Score: Raw -565325.450580 + Penalty 4011.774345 = -561313.676236 nChanged 1200 SP:Iteration 1F (43151.430000 sec): 3 clusters Score: Raw -566120.292520 + Penalty 4011.774345 = -562108.518176 nChanged 260 SP:Iteration 2F (43151.610000 sec): 3 clusters Score: Raw -566312.797399 + Penalty 4011.774345 = -562301.023055 nChanged 151 SP:Iteration 3Q (43151.810000 sec): 3 clusters Score: Raw -566432.370422 + Penalty 4011.774345 = -562420.596078 nChanged 135 SP:Iteration 4Q (43152.010000 sec): 3 clusters Score: Raw -566540.034857 + Penalty 4011.774345 = -562528.260513 nChanged 112 SP:Iteration 5Q (43152.230000 sec): 3 clusters Score: Raw -566640.917913 + Penalty 4011.774345 = -562629.143569 nChanged 114 SP:Iteration 6Q (43152.390000 sec): 3 clusters Score: Raw -566732.486196 + Penalty 4011.774345 = -562720.711852 nChanged 114 SP:Iteration 7Q (43152.570000 sec): 3 clusters Score: Raw -566836.682241 + Penalty 4011.774345 = -562824.907896 nChanged 107 SP:Iteration 8Q (43152.740000 sec): 3 clusters Score: Raw -566938.763644 + Penalty 4011.774345 = -562926.989300 nChanged 89 SP:Iteration 9Q (43152.930000 sec): 3 clusters Score: Raw -567063.492250 + Penalty 4011.774345 = -563051.717905 nChanged 101 SP:Iteration 10Q (43153.100000 sec): 3 clusters Score: Raw -567172.619270 + Penalty 4011.774345 = -563160.844926 nChanged 95 SP:Iteration 11Q (43153.350000 sec): 3 clusters Score: Raw -567258.030764 + Penalty 4011.774345 = -563246.256420 nChanged 79 SP:Iteration 12Q (43153.540000 sec): 3 clusters Score: Raw -567330.720842 + Penalty 4011.774345 = -563318.946498 nChanged 68 SP:Iteration 13Q (43153.730000 sec): 3 clusters Score: Raw -567386.278901 + Penalty 4011.774345 = -563374.504556 nChanged 60 SP:Iteration 14Q (43153.950000 sec): 3 clusters Score: Raw -567431.732021 + Penalty 4011.774345 = -563419.957676 nChanged 47 SP:Iteration 15Q (43154.130000 sec): 3 clusters Score: Raw -567462.369583 + Penalty 4011.774345 = -563450.595238 nChanged 42 SP:Iteration 16Q (43154.340000 sec): 3 clusters Score: Raw -567489.631710 + Penalty 4011.774345 = -563477.857365 nChanged 45 SP:Iteration 17Q (43154.530000 sec): 3 clusters Score: Raw -567514.021418 + Penalty 4011.774345 = -563502.247074 nChanged 41 SP:Iteration 18Q (43154.730000 sec): 3 clusters Score: Raw -567535.906578 + Penalty 4011.774345 = -563524.132233 nChanged 32 SP:Iteration 19Q (43154.920000 sec): 3 clusters Score: Raw -567553.906587 + Penalty 4011.774345 = -563542.132243 nChanged 23 SP:Iteration 20F (43155.110000 sec): 3 clusters Score: Raw -567570.184751 + Penalty 4011.774345 = -563558.410407 nChanged 33 SP:Iteration 21Q (43155.310000 sec): 3 clusters Score: Raw -567594.755706 + Penalty 4011.774345 = -563582.981361 nChanged 26 SP:Iteration 22Q (43155.510000 sec): 3 clusters Score: Raw -567611.404108 + Penalty 4011.774345 = -563599.629763 nChanged 26 SP:Iteration 23Q (43155.660000 sec): 3 clusters Score: Raw -567623.246695 + Penalty 4011.774345 = -563611.472350 nChanged 13 SP:Iteration 24Q (43155.850000 sec): 3 clusters Score: Raw -567628.315613 + Penalty 4011.774345 = -563616.541268 nChanged 10 SP:Iteration 25Q (43156.070000 sec): 3 clusters Score: Raw -567634.995493 + Penalty 4011.774345 = -563623.221148 nChanged 12 SP:Iteration 26Q (43156.270000 sec): 3 clusters Score: Raw -567641.502901 + Penalty 4011.774345 = -563629.728557 nChanged 9 SP:Iteration 27Q (43156.410000 sec): 3 clusters Score: Raw -567647.159294 + Penalty 4011.774345 = -563635.384949 nChanged 19 SP:Iteration 28Q (43156.610000 sec): 3 clusters Score: Raw -567658.986180 + Penalty 4011.774345 = -563647.211836 nChanged 16 SP:Iteration 29Q (43156.800000 sec): 3 clusters Score: Raw -567668.684703 + Penalty 4011.774345 = -563656.910358 nChanged 13 SP:Iteration 30Q (43156.970000 sec): 3 clusters Score: Raw -567676.541928 + Penalty 4011.774345 = -563664.767583 nChanged 16 SP:Iteration 31Q (43157.170000 sec): 3 clusters Score: Raw -567684.307665 + Penalty 4011.774345 = -563672.533321 nChanged 11 SP:Iteration 32Q (43157.340000 sec): 3 clusters Score: Raw -567689.717985 + Penalty 4011.774345 = -563677.943640 nChanged 9 SP:Iteration 33Q (43157.530000 sec): 3 clusters Score: Raw -567693.883588 + Penalty 4011.774345 = -563682.109244 nChanged 6 SP:Iteration 34Q (43157.710000 sec): 3 clusters Score: Raw -567696.013648 + Penalty 4011.774345 = -563684.239304 nChanged 1 SP:Iteration 35Q (43157.930000 sec): 3 clusters Score: Raw -567696.657982 + Penalty 4011.774345 = -563684.883637 nChanged 5 SP:Iteration 36Q (43158.120000 sec): 3 clusters Score: Raw -567698.603092 + Penalty 4011.774345 = -563686.828747 nChanged 3 SP:Iteration 37Q (43158.310000 sec): 3 clusters Score: Raw -567699.378089 + Penalty 4011.774345 = -563687.603744 nChanged 1 SP:Iteration 38Q (43158.500000 sec): 3 clusters Score: Raw -567699.632421 + Penalty 4011.774345 = -563687.858076 nChanged 0 SP:Iteration 39F (43158.680000 sec): 3 clusters Score: Raw -567699.632421 + Penalty 4011.774345 = -563687.858076 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43158.800000 sec): 2 clusters Score: Raw -29863.293254 + Penalty 1412.045570 = -28451.247684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43158.950000 sec): 3 clusters Score: Raw -30121.918386 + Penalty 2824.091141 = -27297.827245 nChanged 48 SP:Iteration 1F (43159.150000 sec): 3 clusters Score: Raw -30294.797845 + Penalty 2824.091141 = -27470.706704 nChanged 13 SP:Iteration 2Q (43159.290000 sec): 3 clusters Score: Raw -30381.216766 + Penalty 2824.091141 = -27557.125625 nChanged 4 SP:Iteration 3Q (43159.430000 sec): 3 clusters Score: Raw -30398.092179 + Penalty 2824.091141 = -27574.001038 nChanged 1 SP:Iteration 4Q (43159.630000 sec): 3 clusters Score: Raw -30403.443624 + Penalty 2824.091141 = -27579.352483 nChanged 1 SP:Iteration 5Q (43159.770000 sec): 3 clusters Score: Raw -30408.465551 + Penalty 2824.091141 = -27584.374411 nChanged 1 SP:Iteration 6Q (43159.970000 sec): 3 clusters Score: Raw -30414.451525 + Penalty 2824.091141 = -27590.360384 nChanged 1 SP:Iteration 7Q (43160.130000 sec): 3 clusters Score: Raw -30420.804565 + Penalty 2824.091141 = -27596.713424 nChanged 0 SP:Iteration 8F (43160.290000 sec): 3 clusters Score: Raw -30420.804565 + Penalty 2824.091141 = -27596.713424 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43160.370000 sec): 2 clusters Score: Raw -214673.902731 + Penalty 1766.470931 = -212907.431800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43160.580000 sec): 3 clusters Score: Raw -214297.286949 + Penalty 3532.941863 = -210764.345086 nChanged 366 SP:Iteration 1F (43160.760000 sec): 3 clusters Score: Raw -214670.520844 + Penalty 3532.941863 = -211137.578981 nChanged 93 SP:Iteration 2F (43160.930000 sec): 3 clusters Score: Raw -214780.627065 + Penalty 3532.941863 = -211247.685202 nChanged 47 SP:Iteration 3Q (43161.110000 sec): 3 clusters Score: Raw -214850.126899 + Penalty 3532.941863 = -211317.185036 nChanged 35 SP:Iteration 4Q (43161.320000 sec): 3 clusters Score: Raw -214895.075644 + Penalty 3532.941863 = -211362.133781 nChanged 27 SP:Iteration 5Q (43161.470000 sec): 3 clusters Score: Raw -214929.931815 + Penalty 3532.941863 = -211396.989952 nChanged 19 SP:Iteration 6Q (43161.700000 sec): 3 clusters Score: Raw -214947.921899 + Penalty 3532.941863 = -211414.980036 nChanged 13 SP:Iteration 7Q (43161.850000 sec): 3 clusters Score: Raw -214959.433532 + Penalty 3532.941863 = -211426.491669 nChanged 7 SP:Iteration 8Q (43162.020000 sec): 3 clusters Score: Raw -214966.097762 + Penalty 3532.941863 = -211433.155899 nChanged 5 SP:Iteration 9Q (43162.200000 sec): 3 clusters Score: Raw -214969.868055 + Penalty 3532.941863 = -211436.926192 nChanged 7 SP:Iteration 10Q (43162.380000 sec): 3 clusters Score: Raw -214975.627500 + Penalty 3532.941863 = -211442.685638 nChanged 2 SP:Iteration 11Q (43162.570000 sec): 3 clusters Score: Raw -214977.909594 + Penalty 3532.941863 = -211444.967732 nChanged 4 SP:Iteration 12Q (43162.740000 sec): 3 clusters Score: Raw -214980.855396 + Penalty 3532.941863 = -211447.913533 nChanged 3 SP:Iteration 13Q (43162.940000 sec): 3 clusters Score: Raw -214983.276727 + Penalty 3532.941863 = -211450.334865 nChanged 2 SP:Iteration 14Q (43163.130000 sec): 3 clusters Score: Raw -214989.648812 + Penalty 3532.941863 = -211456.706949 nChanged 5 SP:Iteration 15Q (43163.300000 sec): 3 clusters Score: Raw -214995.670241 + Penalty 3532.941863 = -211462.728378 nChanged 4 SP:Iteration 16Q (43163.510000 sec): 3 clusters Score: Raw -215002.946610 + Penalty 3532.941863 = -211470.004747 nChanged 2 SP:Iteration 17Q (43163.690000 sec): 3 clusters Score: Raw -215005.235676 + Penalty 3532.941863 = -211472.293813 nChanged 2 SP:Iteration 18Q (43163.890000 sec): 3 clusters Score: Raw -215007.073329 + Penalty 3532.941863 = -211474.131466 nChanged 2 SP:Iteration 19Q (43164.030000 sec): 3 clusters Score: Raw -215008.790498 + Penalty 3532.941863 = -211475.848636 nChanged 6 SP:Iteration 20F (43164.190000 sec): 3 clusters Score: Raw -215013.514503 + Penalty 3532.941863 = -211480.572640 nChanged 2 SP:Iteration 21Q (43164.390000 sec): 3 clusters Score: Raw -215017.052426 + Penalty 3532.941863 = -211484.110563 nChanged 6 SP:Iteration 22Q (43164.550000 sec): 3 clusters Score: Raw -215024.052822 + Penalty 3532.941863 = -211491.110960 nChanged 8 SP:Iteration 23Q (43164.730000 sec): 3 clusters Score: Raw -215032.303016 + Penalty 3532.941863 = -211499.361153 nChanged 8 SP:Iteration 24Q (43164.910000 sec): 3 clusters Score: Raw -215037.421865 + Penalty 3532.941863 = -211504.480002 nChanged 2 SP:Iteration 25Q (43165.080000 sec): 3 clusters Score: Raw -215039.326714 + Penalty 3532.941863 = -211506.384851 nChanged 1 SP:Iteration 26Q (43165.270000 sec): 3 clusters Score: Raw -215040.563248 + Penalty 3532.941863 = -211507.621385 nChanged 1 SP:Iteration 27Q (43165.470000 sec): 3 clusters Score: Raw -215041.205259 + Penalty 3532.941863 = -211508.263396 nChanged 1 SP:Iteration 28Q (43165.700000 sec): 3 clusters Score: Raw -215042.800681 + Penalty 3532.941863 = -211509.858819 nChanged 3 SP:Iteration 29Q (43165.890000 sec): 3 clusters Score: Raw -215045.159580 + Penalty 3532.941863 = -211512.217717 nChanged 4 SP:Iteration 30Q (43166.080000 sec): 3 clusters Score: Raw -215050.445845 + Penalty 3532.941863 = -211517.503983 nChanged 3 SP:Iteration 31Q (43166.240000 sec): 3 clusters Score: Raw -215052.180298 + Penalty 3532.941863 = -211519.238436 nChanged 2 SP:Iteration 32Q (43166.440000 sec): 3 clusters Score: Raw -215058.464193 + Penalty 3532.941863 = -211525.522331 nChanged 7 SP:Iteration 33Q (43166.610000 sec): 3 clusters Score: Raw -215087.283403 + Penalty 3532.941863 = -211554.341540 nChanged 15 SP:Iteration 34Q (43166.800000 sec): 3 clusters Score: Raw -215124.200854 + Penalty 3532.941863 = -211591.258991 nChanged 17 SP:Iteration 35Q (43166.990000 sec): 3 clusters Score: Raw -215142.295327 + Penalty 3532.941863 = -211609.353464 nChanged 16 SP:Iteration 36Q (43167.170000 sec): 3 clusters Score: Raw -215161.925893 + Penalty 3532.941863 = -211628.984031 nChanged 7 SP:Iteration 37Q (43167.360000 sec): 3 clusters Score: Raw -215168.823470 + Penalty 3532.941863 = -211635.881607 nChanged 10 SP:Iteration 38Q (43167.560000 sec): 3 clusters Score: Raw -215180.626633 + Penalty 3532.941863 = -211647.684771 nChanged 10 SP:Iteration 39Q (43167.730000 sec): 3 clusters Score: Raw -215205.285002 + Penalty 3532.941863 = -211672.343139 nChanged 12 SP:Iteration 40F (43167.900000 sec): 3 clusters Score: Raw -215233.753435 + Penalty 3532.941863 = -211700.811572 nChanged 13 SP:Iteration 41Q (43168.050000 sec): 3 clusters Score: Raw -215261.479127 + Penalty 3532.941863 = -211728.537264 nChanged 10 SP:Iteration 42Q (43168.270000 sec): 3 clusters Score: Raw -215275.935306 + Penalty 3532.941863 = -211742.993443 nChanged 5 SP:Iteration 43Q (43168.440000 sec): 3 clusters Score: Raw -215284.053184 + Penalty 3532.941863 = -211751.111321 nChanged 10 SP:Iteration 44Q (43168.640000 sec): 3 clusters Score: Raw -215296.467713 + Penalty 3532.941863 = -211763.525851 nChanged 8 SP:Iteration 45Q (43168.810000 sec): 3 clusters Score: Raw -215306.205969 + Penalty 3532.941863 = -211773.264107 nChanged 7 SP:Iteration 46Q (43168.970000 sec): 3 clusters Score: Raw -215316.662681 + Penalty 3532.941863 = -211783.720818 nChanged 5 SP:Iteration 47Q (43169.170000 sec): 3 clusters Score: Raw -215322.392399 + Penalty 3532.941863 = -211789.450536 nChanged 4 SP:Iteration 48Q (43169.330000 sec): 3 clusters Score: Raw -215327.257513 + Penalty 3532.941863 = -211794.315651 nChanged 2 SP:Iteration 49Q (43169.510000 sec): 3 clusters Score: Raw -215331.165369 + Penalty 3532.941863 = -211798.223506 nChanged 5 SP:Iteration 50Q (43169.690000 sec): 3 clusters Score: Raw -215336.760704 + Penalty 3532.941863 = -211803.818842 nChanged 4 SP:Iteration 51Q (43169.890000 sec): 3 clusters Score: Raw -215341.327048 + Penalty 3532.941863 = -211808.385185 nChanged 3 SP:Iteration 52Q (43170.050000 sec): 3 clusters Score: Raw -215344.178649 + Penalty 3532.941863 = -211811.236787 nChanged 1 SP:Iteration 53Q (43170.230000 sec): 3 clusters Score: Raw -215345.295254 + Penalty 3532.941863 = -211812.353391 nChanged 0 SP:Iteration 54F (43170.450000 sec): 3 clusters Score: Raw -215345.295254 + Penalty 3532.941863 = -211812.353391 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43170.790000 sec): 2 clusters Score: Raw -8783140.721667 + Penalty 2669.144316 = -8780471.577351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43171.250000 sec): 3 clusters Score: Raw -8754188.008047 + Penalty 5338.288631 = -8748849.719416 nChanged 21655 SP:Iteration 1F (43171.660000 sec): 3 clusters Score: Raw -8766149.975124 + Penalty 5338.288631 = -8760811.686492 nChanged 2096 SP:Iteration 2Q (43172.130000 sec): 3 clusters Score: Raw -8766792.097437 + Penalty 5338.288631 = -8761453.808805 nChanged 2013 SP:Iteration 3Q (43172.650000 sec): 3 clusters Score: Raw -8767458.819786 + Penalty 5338.288631 = -8762120.531155 nChanged 2169 SP:Iteration 4Q (43173.130000 sec): 3 clusters Score: Raw -8768345.843853 + Penalty 5338.288631 = -8763007.555222 nChanged 2557 SP:Iteration 5F (43173.600000 sec): 3 clusters Score: Raw -8769687.053045 + Penalty 5338.288631 = -8764348.764413 nChanged 3109 SP:Iteration 6F (43174.050000 sec): 3 clusters Score: Raw -8771781.117646 + Penalty 5338.288631 = -8766442.829014 nChanged 3589 SP:Iteration 7F (43174.470000 sec): 3 clusters Score: Raw -8774726.366237 + Penalty 5338.288631 = -8769388.077605 nChanged 3456 SP:Iteration 8F (43174.940000 sec): 3 clusters Score: Raw -8777869.911517 + Penalty 5338.288631 = -8772531.622886 nChanged 2769 SP:Iteration 9F (43175.440000 sec): 3 clusters Score: Raw -8780479.545581 + Penalty 5338.288631 = -8775141.256950 nChanged 1724 SP:Iteration 10Q (43175.910000 sec): 3 clusters Score: Raw -8782045.658052 + Penalty 5338.288631 = -8776707.369420 nChanged 890 SP:Iteration 11Q (43176.370000 sec): 3 clusters Score: Raw -8782853.130422 + Penalty 5338.288631 = -8777514.841790 nChanged 447 SP:Iteration 12Q (43176.790000 sec): 3 clusters Score: Raw -8783227.740245 + Penalty 5338.288631 = -8777889.451613 nChanged 221 SP:Iteration 13Q (43177.170000 sec): 3 clusters Score: Raw -8783429.831604 + Penalty 5338.288631 = -8778091.542972 nChanged 144 SP:Iteration 14Q (43177.530000 sec): 3 clusters Score: Raw -8783553.378204 + Penalty 5338.288631 = -8778215.089573 nChanged 92 SP:Iteration 15Q (43177.930000 sec): 3 clusters Score: Raw -8783629.718444 + Penalty 5338.288631 = -8778291.429813 nChanged 59 SP:Iteration 16Q (43178.340000 sec): 3 clusters Score: Raw -8783676.635982 + Penalty 5338.288631 = -8778338.347350 nChanged 48 SP:Iteration 17Q (43178.700000 sec): 3 clusters Score: Raw -8783709.432934 + Penalty 5338.288631 = -8778371.144303 nChanged 38 SP:Iteration 18Q (43179.070000 sec): 3 clusters Score: Raw -8783730.585402 + Penalty 5338.288631 = -8778392.296770 nChanged 20 SP:Iteration 19Q (43179.430000 sec): 3 clusters Score: Raw -8783741.472547 + Penalty 5338.288631 = -8778403.183915 nChanged 16 SP:Iteration 20F (43179.850000 sec): 3 clusters Score: Raw -8783752.308560 + Penalty 5338.288631 = -8778414.019929 nChanged 16 SP:Iteration 21Q (43180.230000 sec): 3 clusters Score: Raw -8783761.077872 + Penalty 5338.288631 = -8778422.789240 nChanged 6 SP:Iteration 22Q (43180.670000 sec): 3 clusters Score: Raw -8783763.622045 + Penalty 5338.288631 = -8778425.333413 nChanged 2 SP:Iteration 23Q (43181.090000 sec): 3 clusters Score: Raw -8783764.433840 + Penalty 5338.288631 = -8778426.145208 nChanged 1 SP:Iteration 24Q (43181.470000 sec): 3 clusters Score: Raw -8783765.401471 + Penalty 5338.288631 = -8778427.112840 nChanged 3 SP:Iteration 25Q (43181.870000 sec): 3 clusters Score: Raw -8783767.872436 + Penalty 5338.288631 = -8778429.583805 nChanged 3 SP:Iteration 26Q (43182.300000 sec): 3 clusters Score: Raw -8783770.254735 + Penalty 5338.288631 = -8778431.966103 nChanged 4 SP:Iteration 27Q (43182.710000 sec): 3 clusters Score: Raw -8783772.021833 + Penalty 5338.288631 = -8778433.733202 nChanged 2 SP:Iteration 28Q (43183.130000 sec): 3 clusters Score: Raw -8783773.173712 + Penalty 5338.288631 = -8778434.885081 nChanged 1 SP:Iteration 29Q (43183.600000 sec): 3 clusters Score: Raw -8783773.567796 + Penalty 5338.288631 = -8778435.279165 nChanged 0 SP:Iteration 30F (43184.050000 sec): 3 clusters Score: Raw -8783773.567796 + Penalty 5338.288631 = -8778435.279165 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43184.160000 sec): 2 clusters Score: Raw -77145.655364 + Penalty 1530.581748 = -75615.073615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43184.390000 sec): 3 clusters Score: Raw -77228.704890 + Penalty 3061.163496 = -74167.541394 nChanged 96 SP:Iteration 1F (43184.540000 sec): 3 clusters Score: Raw -77471.530792 + Penalty 3061.163496 = -74410.367295 nChanged 34 SP:Iteration 2F (43184.770000 sec): 3 clusters Score: Raw -77608.774775 + Penalty 3061.163496 = -74547.611279 nChanged 23 SP:Iteration 3Q (43184.910000 sec): 3 clusters Score: Raw -77698.827757 + Penalty 3061.163496 = -74637.664261 nChanged 18 SP:Iteration 4Q (43185.100000 sec): 3 clusters Score: Raw -77772.536675 + Penalty 3061.163496 = -74711.373179 nChanged 14 SP:Iteration 5Q (43185.310000 sec): 3 clusters Score: Raw -77818.963474 + Penalty 3061.163496 = -74757.799977 nChanged 8 SP:Iteration 6Q (43185.450000 sec): 3 clusters Score: Raw -77854.709505 + Penalty 3061.163496 = -74793.546009 nChanged 8 SP:Iteration 7Q (43185.650000 sec): 3 clusters Score: Raw -77874.905179 + Penalty 3061.163496 = -74813.741682 nChanged 3 SP:Iteration 8Q (43185.870000 sec): 3 clusters Score: Raw -77884.306437 + Penalty 3061.163496 = -74823.142940 nChanged 0 SP:Iteration 9F (43186.070000 sec): 3 clusters Score: Raw -77884.306437 + Penalty 3061.163496 = -74823.142940 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43186.200000 sec): 2 clusters Score: Raw -1528994.107478 + Penalty 2230.030874 = -1526764.076604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43186.390000 sec): 3 clusters Score: Raw -1524812.652506 + Penalty 4460.061748 = -1520352.590758 nChanged 3135 SP:Iteration 1F (43186.590000 sec): 3 clusters Score: Raw -1526501.985835 + Penalty 4460.061748 = -1522041.924087 nChanged 543 SP:Iteration 2F (43186.830000 sec): 3 clusters Score: Raw -1526797.366586 + Penalty 4460.061748 = -1522337.304837 nChanged 414 SP:Iteration 3F (43187.080000 sec): 3 clusters Score: Raw -1527010.515872 + Penalty 4460.061748 = -1522550.454124 nChanged 359 SP:Iteration 4Q (43187.320000 sec): 3 clusters Score: Raw -1527201.130297 + Penalty 4460.061748 = -1522741.068549 nChanged 317 SP:Iteration 5Q (43187.520000 sec): 3 clusters Score: Raw -1527426.697012 + Penalty 4460.061748 = -1522966.635264 nChanged 337 SP:Iteration 6Q (43187.740000 sec): 3 clusters Score: Raw -1527685.267331 + Penalty 4460.061748 = -1523225.205583 nChanged 312 SP:Iteration 7Q (43187.990000 sec): 3 clusters Score: Raw -1527926.351986 + Penalty 4460.061748 = -1523466.290238 nChanged 334 SP:Iteration 8Q (43188.240000 sec): 3 clusters Score: Raw -1528146.592375 + Penalty 4460.061748 = -1523686.530626 nChanged 301 SP:Iteration 9Q (43188.500000 sec): 3 clusters Score: Raw -1528309.905860 + Penalty 4460.061748 = -1523849.844112 nChanged 260 SP:Iteration 10Q (43188.770000 sec): 3 clusters Score: Raw -1528448.606886 + Penalty 4460.061748 = -1523988.545137 nChanged 252 SP:Iteration 11Q (43188.940000 sec): 3 clusters Score: Raw -1528574.919353 + Penalty 4460.061748 = -1524114.857605 nChanged 234 SP:Iteration 12Q (43189.160000 sec): 3 clusters Score: Raw -1528681.492560 + Penalty 4460.061748 = -1524221.430811 nChanged 214 SP:Iteration 13Q (43189.380000 sec): 3 clusters Score: Raw -1528777.997115 + Penalty 4460.061748 = -1524317.935367 nChanged 189 SP:Iteration 14Q (43189.590000 sec): 3 clusters Score: Raw -1528859.017999 + Penalty 4460.061748 = -1524398.956251 nChanged 175 SP:Iteration 15Q (43189.820000 sec): 3 clusters Score: Raw -1528938.735327 + Penalty 4460.061748 = -1524478.673579 nChanged 168 SP:Iteration 16Q (43190.050000 sec): 3 clusters Score: Raw -1529003.990395 + Penalty 4460.061748 = -1524543.928647 nChanged 157 SP:Iteration 17Q (43190.270000 sec): 3 clusters Score: Raw -1529063.139572 + Penalty 4460.061748 = -1524603.077824 nChanged 142 SP:Iteration 18Q (43190.500000 sec): 3 clusters Score: Raw -1529118.069872 + Penalty 4460.061748 = -1524658.008124 nChanged 142 SP:Iteration 19Q (43190.730000 sec): 3 clusters Score: Raw -1529170.303972 + Penalty 4460.061748 = -1524710.242224 nChanged 148 SP:Iteration 20F (43191.000000 sec): 3 clusters Score: Raw -1529227.227872 + Penalty 4460.061748 = -1524767.166124 nChanged 141 SP:Iteration 21Q (43191.280000 sec): 3 clusters Score: Raw -1529277.287919 + Penalty 4460.061748 = -1524817.226171 nChanged 125 SP:Iteration 22Q (43191.500000 sec): 3 clusters Score: Raw -1529325.079530 + Penalty 4460.061748 = -1524865.017782 nChanged 130 SP:Iteration 23Q (43191.760000 sec): 3 clusters Score: Raw -1529374.452537 + Penalty 4460.061748 = -1524914.390788 nChanged 115 SP:Iteration 24Q (43191.970000 sec): 3 clusters Score: Raw -1529415.665368 + Penalty 4460.061748 = -1524955.603620 nChanged 103 SP:Iteration 25Q (43192.210000 sec): 3 clusters Score: Raw -1529450.662153 + Penalty 4460.061748 = -1524990.600405 nChanged 87 SP:Iteration 26Q (43192.470000 sec): 3 clusters Score: Raw -1529481.439611 + Penalty 4460.061748 = -1525021.377862 nChanged 88 SP:Iteration 27Q (43192.680000 sec): 3 clusters Score: Raw -1529510.505568 + Penalty 4460.061748 = -1525050.443819 nChanged 81 SP:Iteration 28Q (43192.890000 sec): 3 clusters Score: Raw -1529535.690176 + Penalty 4460.061748 = -1525075.628428 nChanged 69 SP:Iteration 29Q (43193.130000 sec): 3 clusters Score: Raw -1529555.935810 + Penalty 4460.061748 = -1525095.874062 nChanged 58 SP:Iteration 30Q (43193.410000 sec): 3 clusters Score: Raw -1529569.646034 + Penalty 4460.061748 = -1525109.584286 nChanged 44 SP:Iteration 31Q (43193.610000 sec): 3 clusters Score: Raw -1529580.803608 + Penalty 4460.061748 = -1525120.741860 nChanged 43 SP:Iteration 32Q (43193.880000 sec): 3 clusters Score: Raw -1529593.135962 + Penalty 4460.061748 = -1525133.074214 nChanged 50 SP:Iteration 33Q (43194.070000 sec): 3 clusters Score: Raw -1529611.930836 + Penalty 4460.061748 = -1525151.869088 nChanged 54 SP:Iteration 34Q (43194.280000 sec): 3 clusters Score: Raw -1529637.527493 + Penalty 4460.061748 = -1525177.465745 nChanged 72 SP:Iteration 35Q (43194.510000 sec): 3 clusters Score: Raw -1529679.158283 + Penalty 4460.061748 = -1525219.096535 nChanged 97 SP:Iteration 36Q (43194.750000 sec): 3 clusters Score: Raw -1529754.023759 + Penalty 4460.061748 = -1525293.962011 nChanged 113 SP:Iteration 37Q (43194.970000 sec): 3 clusters Score: Raw -1529866.597897 + Penalty 4460.061748 = -1525406.536149 nChanged 145 SP:Iteration 38Q (43195.220000 sec): 3 clusters Score: Raw -1530048.444526 + Penalty 4460.061748 = -1525588.382777 nChanged 180 SP:Iteration 39Q (43195.440000 sec): 3 clusters Score: Raw -1530256.656959 + Penalty 4460.061748 = -1525796.595211 nChanged 185 SP:Iteration 40F (43195.600000 sec): 3 clusters Score: Raw -1530417.724161 + Penalty 4460.061748 = -1525957.662413 nChanged 147 SP:Iteration 41Q (43195.800000 sec): 3 clusters Score: Raw -1530528.275788 + Penalty 4460.061748 = -1526068.214040 nChanged 119 SP:Iteration 42Q (43196.020000 sec): 3 clusters Score: Raw -1530605.472619 + Penalty 4460.061748 = -1526145.410871 nChanged 90 SP:Iteration 43Q (43196.230000 sec): 3 clusters Score: Raw -1530648.283407 + Penalty 4460.061748 = -1526188.221659 nChanged 64 SP:Iteration 44Q (43196.440000 sec): 3 clusters Score: Raw -1530670.843846 + Penalty 4460.061748 = -1526210.782098 nChanged 47 SP:Iteration 45Q (43196.700000 sec): 3 clusters Score: Raw -1530687.163047 + Penalty 4460.061748 = -1526227.101298 nChanged 46 SP:Iteration 46Q (43196.960000 sec): 3 clusters Score: Raw -1530702.395706 + Penalty 4460.061748 = -1526242.333958 nChanged 38 SP:Iteration 47Q (43197.140000 sec): 3 clusters Score: Raw -1530712.467291 + Penalty 4460.061748 = -1526252.405543 nChanged 20 SP:Iteration 48Q (43197.360000 sec): 3 clusters Score: Raw -1530717.625480 + Penalty 4460.061748 = -1526257.563732 nChanged 15 SP:Iteration 49Q (43197.600000 sec): 3 clusters Score: Raw -1530720.996461 + Penalty 4460.061748 = -1526260.934713 nChanged 12 SP:Iteration 50Q (43197.870000 sec): 3 clusters Score: Raw -1530723.337859 + Penalty 4460.061748 = -1526263.276110 nChanged 9 SP:Iteration 51Q (43198.080000 sec): 3 clusters Score: Raw -1530724.658640 + Penalty 4460.061748 = -1526264.596892 nChanged 8 SP:Iteration 52Q (43198.270000 sec): 3 clusters Score: Raw -1530725.932610 + Penalty 4460.061748 = -1526265.870861 nChanged 7 SP:Iteration 53Q (43198.510000 sec): 3 clusters Score: Raw -1530727.579519 + Penalty 4460.061748 = -1526267.517771 nChanged 8 SP:Iteration 54Q (43198.740000 sec): 3 clusters Score: Raw -1530728.628304 + Penalty 4460.061748 = -1526268.566556 nChanged 6 SP:Iteration 55Q (43198.910000 sec): 3 clusters Score: Raw -1530729.553380 + Penalty 4460.061748 = -1526269.491632 nChanged 3 SP:Iteration 56Q (43199.130000 sec): 3 clusters Score: Raw -1530729.991091 + Penalty 4460.061748 = -1526269.929343 nChanged 1 SP:Iteration 57Q (43199.420000 sec): 3 clusters Score: Raw -1530730.138387 + Penalty 4460.061748 = -1526270.076639 nChanged 2 SP:Iteration 58Q (43199.630000 sec): 3 clusters Score: Raw -1530730.581512 + Penalty 4460.061748 = -1526270.519764 nChanged 2 SP:Iteration 59Q (43199.880000 sec): 3 clusters Score: Raw -1530730.955046 + Penalty 4460.061748 = -1526270.893297 nChanged 2 SP:Iteration 60F (43200.090000 sec): 3 clusters Score: Raw -1530731.166390 + Penalty 4460.061748 = -1526271.104642 nChanged 2 SP:Iteration 61Q (43200.330000 sec): 3 clusters Score: Raw -1530731.497602 + Penalty 4460.061748 = -1526271.435854 nChanged 1 SP:Iteration 62Q (43200.530000 sec): 3 clusters Score: Raw -1530731.593267 + Penalty 4460.061748 = -1526271.531519 nChanged 0 SP:Iteration 63F (43200.750000 sec): 3 clusters Score: Raw -1530731.593267 + Penalty 4460.061748 = -1526271.531519 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43201.190000 sec): 2 clusters Score: Raw -12157485.696163 + Penalty 2757.999016 = -12154727.697147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43201.740000 sec): 3 clusters Score: Raw -12115128.956151 + Penalty 5515.998032 = -12109612.958119 nChanged 31425 SP:Iteration 1F (43202.290000 sec): 3 clusters Score: Raw -12132700.670435 + Penalty 5515.998032 = -12127184.672403 nChanged 2648 SP:Iteration 2Q (43202.890000 sec): 3 clusters Score: Raw -12133483.872765 + Penalty 5515.998032 = -12127967.874733 nChanged 2738 SP:Iteration 3Q (43203.410000 sec): 3 clusters Score: Raw -12134361.722336 + Penalty 5515.998032 = -12128845.724305 nChanged 2953 SP:Iteration 4Q (43204.050000 sec): 3 clusters Score: Raw -12135444.949519 + Penalty 5515.998032 = -12129928.951487 nChanged 3164 SP:Iteration 5Q (43204.660000 sec): 3 clusters Score: Raw -12136840.370254 + Penalty 5515.998032 = -12131324.372222 nChanged 3704 SP:Iteration 6F (43205.270000 sec): 3 clusters Score: Raw -12138772.300946 + Penalty 5515.998032 = -12133256.302914 nChanged 4066 SP:Iteration 7F (43205.870000 sec): 3 clusters Score: Raw -12141197.560929 + Penalty 5515.998032 = -12135681.562897 nChanged 4358 SP:Iteration 8F (43206.410000 sec): 3 clusters Score: Raw -12144230.601991 + Penalty 5515.998032 = -12138714.603959 nChanged 4367 SP:Iteration 9F (43206.940000 sec): 3 clusters Score: Raw -12147598.790128 + Penalty 5515.998032 = -12142082.792096 nChanged 3958 SP:Iteration 10F (43207.490000 sec): 3 clusters Score: Raw -12150829.086540 + Penalty 5515.998032 = -12145313.088508 nChanged 3063 SP:Iteration 11Q (43208.030000 sec): 3 clusters Score: Raw -12153517.250021 + Penalty 5515.998032 = -12148001.251989 nChanged 2200 SP:Iteration 12Q (43208.590000 sec): 3 clusters Score: Raw -12155529.612801 + Penalty 5515.998032 = -12150013.614769 nChanged 1237 SP:Iteration 13Q (43209.130000 sec): 3 clusters Score: Raw -12156690.596454 + Penalty 5515.998032 = -12151174.598422 nChanged 600 SP:Iteration 14Q (43209.690000 sec): 3 clusters Score: Raw -12157253.421713 + Penalty 5515.998032 = -12151737.423681 nChanged 289 SP:Iteration 15Q (43210.240000 sec): 3 clusters Score: Raw -12157532.666351 + Penalty 5515.998032 = -12152016.668320 nChanged 153 SP:Iteration 16Q (43210.730000 sec): 3 clusters Score: Raw -12157687.392557 + Penalty 5515.998032 = -12152171.394525 nChanged 90 SP:Iteration 17Q (43211.170000 sec): 3 clusters Score: Raw -12157765.972060 + Penalty 5515.998032 = -12152249.974028 nChanged 58 SP:Iteration 18Q (43211.710000 sec): 3 clusters Score: Raw -12157814.426615 + Penalty 5515.998032 = -12152298.428583 nChanged 38 SP:Iteration 19Q (43212.240000 sec): 3 clusters Score: Raw -12157848.286680 + Penalty 5515.998032 = -12152332.288648 nChanged 26 SP:Iteration 20F (43212.820000 sec): 3 clusters Score: Raw -12157869.725259 + Penalty 5515.998032 = -12152353.727227 nChanged 18 SP:Iteration 21Q (43213.310000 sec): 3 clusters Score: Raw -12157882.339945 + Penalty 5515.998032 = -12152366.341913 nChanged 16 SP:Iteration 22Q (43213.800000 sec): 3 clusters Score: Raw -12157893.007845 + Penalty 5515.998032 = -12152377.009813 nChanged 17 SP:Iteration 23Q (43214.290000 sec): 3 clusters Score: Raw -12157903.880584 + Penalty 5515.998032 = -12152387.882552 nChanged 14 SP:Iteration 24Q (43214.770000 sec): 3 clusters Score: Raw -12157913.284129 + Penalty 5515.998032 = -12152397.286097 nChanged 13 SP:Iteration 25Q (43215.240000 sec): 3 clusters Score: Raw -12157924.226659 + Penalty 5515.998032 = -12152408.228627 nChanged 12 SP:Iteration 26Q (43215.730000 sec): 3 clusters Score: Raw -12157932.385916 + Penalty 5515.998032 = -12152416.387884 nChanged 10 SP:Iteration 27Q (43216.180000 sec): 3 clusters Score: Raw -12157938.399089 + Penalty 5515.998032 = -12152422.401057 nChanged 5 SP:Iteration 28Q (43216.650000 sec): 3 clusters Score: Raw -12157941.438973 + Penalty 5515.998032 = -12152425.440941 nChanged 7 SP:Iteration 29Q (43217.130000 sec): 3 clusters Score: Raw -12157944.564649 + Penalty 5515.998032 = -12152428.566617 nChanged 1 SP:Iteration 30Q (43217.650000 sec): 3 clusters Score: Raw -12157944.993952 + Penalty 5515.998032 = -12152428.995920 nChanged 2 SP:Iteration 31Q (43218.130000 sec): 3 clusters Score: Raw -12157946.684540 + Penalty 5515.998032 = -12152430.686508 nChanged 1 SP:Iteration 32Q (43218.640000 sec): 3 clusters Score: Raw -12157946.851557 + Penalty 5515.998032 = -12152430.853525 nChanged 0 SP:Iteration 33F (43219.170000 sec): 3 clusters Score: Raw -12157946.851557 + Penalty 5515.998032 = -12152430.853525 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43219.310000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43219.490000 sec): 3 clusters Score: Raw -121487.692781 + Penalty 3242.917353 = -118244.775428 nChanged 148 SP:Iteration 1F (43219.670000 sec): 3 clusters Score: Raw -121699.841734 + Penalty 3242.917353 = -118456.924382 nChanged 38 SP:Iteration 2F (43219.830000 sec): 3 clusters Score: Raw -121761.697902 + Penalty 3242.917353 = -118518.780549 nChanged 17 SP:Iteration 3Q (43220.010000 sec): 3 clusters Score: Raw -121792.204490 + Penalty 3242.917353 = -118549.287137 nChanged 8 SP:Iteration 4Q (43220.220000 sec): 3 clusters Score: Raw -121804.537926 + Penalty 3242.917353 = -118561.620573 nChanged 4 SP:Iteration 5Q (43220.370000 sec): 3 clusters Score: Raw -121811.018763 + Penalty 3242.917353 = -118568.101410 nChanged 5 SP:Iteration 6Q (43220.540000 sec): 3 clusters Score: Raw -121815.471510 + Penalty 3242.917353 = -118572.554157 nChanged 2 SP:Iteration 7Q (43220.760000 sec): 3 clusters Score: Raw -121817.167784 + Penalty 3242.917353 = -118574.250432 nChanged 0 SP:Iteration 8F (43220.910000 sec): 3 clusters Score: Raw -121817.167784 + Penalty 3242.917353 = -118574.250432 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43221.030000 sec): 2 clusters Score: Raw -412803.633470 + Penalty 1939.170145 = -410864.463325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43221.230000 sec): 3 clusters Score: Raw -411855.292833 + Penalty 3878.340289 = -407976.952544 nChanged 842 SP:Iteration 1F (43221.450000 sec): 3 clusters Score: Raw -412655.499135 + Penalty 3878.340289 = -408777.158845 nChanged 273 SP:Iteration 2F (43221.690000 sec): 3 clusters Score: Raw -413086.398558 + Penalty 3878.340289 = -409208.058269 nChanged 196 SP:Iteration 3F (43221.920000 sec): 3 clusters Score: Raw -413374.640383 + Penalty 3878.340289 = -409496.300094 nChanged 161 SP:Iteration 4F (43222.080000 sec): 3 clusters Score: Raw -413621.751556 + Penalty 3878.340289 = -409743.411267 nChanged 120 SP:Iteration 5Q (43222.310000 sec): 3 clusters Score: Raw -413788.240963 + Penalty 3878.340289 = -409909.900674 nChanged 95 SP:Iteration 6Q (43222.500000 sec): 3 clusters Score: Raw -413892.418177 + Penalty 3878.340289 = -410014.077888 nChanged 59 SP:Iteration 7Q (43222.750000 sec): 3 clusters Score: Raw -413964.522898 + Penalty 3878.340289 = -410086.182609 nChanged 58 SP:Iteration 8Q (43222.980000 sec): 3 clusters Score: Raw -414016.655272 + Penalty 3878.340289 = -410138.314983 nChanged 45 SP:Iteration 9Q (43223.200000 sec): 3 clusters Score: Raw -414053.553617 + Penalty 3878.340289 = -410175.213328 nChanged 37 SP:Iteration 10Q (43223.410000 sec): 3 clusters Score: Raw -414086.302202 + Penalty 3878.340289 = -410207.961913 nChanged 31 SP:Iteration 11Q (43223.600000 sec): 3 clusters Score: Raw -414114.174525 + Penalty 3878.340289 = -410235.834236 nChanged 36 SP:Iteration 12Q (43223.790000 sec): 3 clusters Score: Raw -414141.443999 + Penalty 3878.340289 = -410263.103710 nChanged 16 SP:Iteration 13Q (43224.010000 sec): 3 clusters Score: Raw -414152.220260 + Penalty 3878.340289 = -410273.879970 nChanged 12 SP:Iteration 14Q (43224.210000 sec): 3 clusters Score: Raw -414158.501982 + Penalty 3878.340289 = -410280.161693 nChanged 11 SP:Iteration 15Q (43224.400000 sec): 3 clusters Score: Raw -414167.493112 + Penalty 3878.340289 = -410289.152823 nChanged 9 SP:Iteration 16Q (43224.610000 sec): 3 clusters Score: Raw -414174.796755 + Penalty 3878.340289 = -410296.456466 nChanged 10 SP:Iteration 17Q (43224.790000 sec): 3 clusters Score: Raw -414182.034464 + Penalty 3878.340289 = -410303.694175 nChanged 11 SP:Iteration 18Q (43224.970000 sec): 3 clusters Score: Raw -414187.151191 + Penalty 3878.340289 = -410308.810901 nChanged 3 SP:Iteration 19Q (43225.110000 sec): 3 clusters Score: Raw -414187.863122 + Penalty 3878.340289 = -410309.522833 nChanged 1 SP:Iteration 20F (43225.270000 sec): 3 clusters Score: Raw -414188.582504 + Penalty 3878.340289 = -410310.242215 nChanged 1 SP:Iteration 21Q (43225.460000 sec): 3 clusters Score: Raw -414188.878563 + Penalty 3878.340289 = -410310.538274 nChanged 0 SP:Iteration 22F (43225.640000 sec): 3 clusters Score: Raw -414188.878563 + Penalty 3878.340289 = -410310.538274 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43225.730000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43225.870000 sec): 3 clusters Score: Raw -211329.251039 + Penalty 3489.056413 = -207840.194626 nChanged 329 SP:Iteration 1F (43226.050000 sec): 3 clusters Score: Raw -211656.433045 + Penalty 3489.056413 = -208167.376632 nChanged 83 SP:Iteration 2F (43226.180000 sec): 3 clusters Score: Raw -211766.002885 + Penalty 3489.056413 = -208276.946472 nChanged 51 SP:Iteration 3Q (43226.360000 sec): 3 clusters Score: Raw -211824.010650 + Penalty 3489.056413 = -208334.954236 nChanged 29 SP:Iteration 4Q (43226.540000 sec): 3 clusters Score: Raw -211860.522395 + Penalty 3489.056413 = -208371.465981 nChanged 20 SP:Iteration 5Q (43226.680000 sec): 3 clusters Score: Raw -211886.650059 + Penalty 3489.056413 = -208397.593646 nChanged 15 SP:Iteration 6Q (43226.840000 sec): 3 clusters Score: Raw -211904.513721 + Penalty 3489.056413 = -208415.457308 nChanged 15 SP:Iteration 7Q (43227.020000 sec): 3 clusters Score: Raw -211917.280091 + Penalty 3489.056413 = -208428.223678 nChanged 5 SP:Iteration 8Q (43227.190000 sec): 3 clusters Score: Raw -211927.275690 + Penalty 3489.056413 = -208438.219276 nChanged 8 SP:Iteration 9Q (43227.390000 sec): 3 clusters Score: Raw -211935.391930 + Penalty 3489.056413 = -208446.335517 nChanged 6 SP:Iteration 10Q (43227.560000 sec): 3 clusters Score: Raw -211943.509692 + Penalty 3489.056413 = -208454.453279 nChanged 3 SP:Iteration 11Q (43227.770000 sec): 3 clusters Score: Raw -211949.365964 + Penalty 3489.056413 = -208460.309550 nChanged 3 SP:Iteration 12Q (43227.920000 sec): 3 clusters Score: Raw -211952.469416 + Penalty 3489.056413 = -208463.413003 nChanged 4 SP:Iteration 13Q (43228.100000 sec): 3 clusters Score: Raw -211958.087140 + Penalty 3489.056413 = -208469.030727 nChanged 5 SP:Iteration 14Q (43228.260000 sec): 3 clusters Score: Raw -211963.482249 + Penalty 3489.056413 = -208474.425836 nChanged 4 SP:Iteration 15Q (43228.400000 sec): 3 clusters Score: Raw -211969.616013 + Penalty 3489.056413 = -208480.559600 nChanged 3 SP:Iteration 16Q (43228.620000 sec): 3 clusters Score: Raw -211973.925342 + Penalty 3489.056413 = -208484.868928 nChanged 3 SP:Iteration 17Q (43228.800000 sec): 3 clusters Score: Raw -211976.112479 + Penalty 3489.056413 = -208487.056066 nChanged 0 SP:Iteration 18F (43228.980000 sec): 3 clusters Score: Raw -211976.112479 + Penalty 3489.056413 = -208487.056066 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43229.100000 sec): 2 clusters Score: Raw -1056230.706140 + Penalty 2158.016410 = -1054072.689730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43229.320000 sec): 3 clusters Score: Raw -1053232.061730 + Penalty 4316.032819 = -1048916.028911 nChanged 2395 SP:Iteration 1F (43229.570000 sec): 3 clusters Score: Raw -1054847.464848 + Penalty 4316.032819 = -1050531.432028 nChanged 563 SP:Iteration 2F (43229.840000 sec): 3 clusters Score: Raw -1055362.597928 + Penalty 4316.032819 = -1051046.565109 nChanged 471 SP:Iteration 3F (43230.050000 sec): 3 clusters Score: Raw -1055860.995376 + Penalty 4316.032819 = -1051544.962557 nChanged 445 SP:Iteration 4F (43230.220000 sec): 3 clusters Score: Raw -1056311.661334 + Penalty 4316.032819 = -1051995.628514 nChanged 436 SP:Iteration 5F (43230.430000 sec): 3 clusters Score: Raw -1056714.758696 + Penalty 4316.032819 = -1052398.725877 nChanged 327 SP:Iteration 6F (43230.660000 sec): 3 clusters Score: Raw -1056988.657026 + Penalty 4316.032819 = -1052672.624207 nChanged 262 SP:Iteration 7Q (43230.880000 sec): 3 clusters Score: Raw -1057167.021913 + Penalty 4316.032819 = -1052850.989094 nChanged 176 SP:Iteration 8Q (43231.070000 sec): 3 clusters Score: Raw -1057266.312258 + Penalty 4316.032819 = -1052950.279439 nChanged 117 SP:Iteration 9Q (43231.260000 sec): 3 clusters Score: Raw -1057323.732352 + Penalty 4316.032819 = -1053007.699533 nChanged 87 SP:Iteration 10Q (43231.500000 sec): 3 clusters Score: Raw -1057365.022488 + Penalty 4316.032819 = -1053048.989669 nChanged 55 SP:Iteration 11Q (43231.650000 sec): 3 clusters Score: Raw -1057386.251514 + Penalty 4316.032819 = -1053070.218695 nChanged 36 SP:Iteration 12Q (43231.880000 sec): 3 clusters Score: Raw -1057398.312714 + Penalty 4316.032819 = -1053082.279895 nChanged 18 SP:Iteration 13Q (43232.120000 sec): 3 clusters Score: Raw -1057402.789733 + Penalty 4316.032819 = -1053086.756913 nChanged 14 SP:Iteration 14Q (43232.310000 sec): 3 clusters Score: Raw -1057407.660146 + Penalty 4316.032819 = -1053091.627327 nChanged 22 SP:Iteration 15Q (43232.580000 sec): 3 clusters Score: Raw -1057415.156673 + Penalty 4316.032819 = -1053099.123854 nChanged 21 SP:Iteration 16Q (43232.810000 sec): 3 clusters Score: Raw -1057423.281553 + Penalty 4316.032819 = -1053107.248733 nChanged 24 SP:Iteration 17Q (43233.000000 sec): 3 clusters Score: Raw -1057430.879401 + Penalty 4316.032819 = -1053114.846582 nChanged 18 SP:Iteration 18Q (43233.230000 sec): 3 clusters Score: Raw -1057437.347287 + Penalty 4316.032819 = -1053121.314468 nChanged 15 SP:Iteration 19Q (43233.460000 sec): 3 clusters Score: Raw -1057441.008037 + Penalty 4316.032819 = -1053124.975217 nChanged 11 SP:Iteration 20F (43233.630000 sec): 3 clusters Score: Raw -1057445.166526 + Penalty 4316.032819 = -1053129.133706 nChanged 6 SP:Iteration 21Q (43233.810000 sec): 3 clusters Score: Raw -1057446.872530 + Penalty 4316.032819 = -1053130.839711 nChanged 4 SP:Iteration 22Q (43234.080000 sec): 3 clusters Score: Raw -1057447.847756 + Penalty 4316.032819 = -1053131.814937 nChanged 2 SP:Iteration 23Q (43234.330000 sec): 3 clusters Score: Raw -1057448.397753 + Penalty 4316.032819 = -1053132.364933 nChanged 3 SP:Iteration 24Q (43234.500000 sec): 3 clusters Score: Raw -1057449.319758 + Penalty 4316.032819 = -1053133.286939 nChanged 4 SP:Iteration 25Q (43234.740000 sec): 3 clusters Score: Raw -1057450.475683 + Penalty 4316.032819 = -1053134.442864 nChanged 7 SP:Iteration 26Q (43234.980000 sec): 3 clusters Score: Raw -1057452.975310 + Penalty 4316.032819 = -1053136.942490 nChanged 6 SP:Iteration 27Q (43235.190000 sec): 3 clusters Score: Raw -1057454.701218 + Penalty 4316.032819 = -1053138.668399 nChanged 4 SP:Iteration 28Q (43235.420000 sec): 3 clusters Score: Raw -1057456.346184 + Penalty 4316.032819 = -1053140.313365 nChanged 1 SP:Iteration 29Q (43235.630000 sec): 3 clusters Score: Raw -1057456.545226 + Penalty 4316.032819 = -1053140.512407 nChanged 0 SP:Iteration 30F (43235.830000 sec): 3 clusters Score: Raw -1057456.545226 + Penalty 4316.032819 = -1053140.512407 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 16 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43235.910000 sec): 2 clusters Score: Raw -21162.767475 + Penalty 1294.648245 = -19868.119230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43236.110000 sec): 3 clusters Score: Raw -21905.175081 + Penalty 2589.296489 = -19315.878592 nChanged 41 SP:Iteration 1F (43236.290000 sec): 3 clusters Score: Raw -22224.774230 + Penalty 2589.296489 = -19635.477741 nChanged 12 SP:Iteration 2F (43236.470000 sec): 3 clusters Score: Raw -22328.047111 + Penalty 2589.296489 = -19738.750622 nChanged 7 SP:Iteration 3Q (43236.660000 sec): 3 clusters Score: Raw -22435.504953 + Penalty 2589.296489 = -19846.208463 nChanged 4 SP:Iteration 4Q (43236.820000 sec): 3 clusters Score: Raw -22475.759409 + Penalty 2589.296489 = -19886.462920 nChanged 2 SP:Iteration 5Q (43237.030000 sec): 3 clusters Score: Raw -22486.846273 + Penalty 2589.296489 = -19897.549783 nChanged 1 SP:Iteration 6Q (43237.210000 sec): 3 clusters Score: Raw -22504.143767 + Penalty 2589.296489 = -19914.847278 nChanged 1 SP:Iteration 7Q (43237.420000 sec): 3 clusters Score: Raw -22561.041763 + Penalty 2589.296489 = -19971.745273 nChanged 0 SP:Iteration 8F (43237.580000 sec): 3 clusters Score: Raw -22561.041763 + Penalty 2589.296489 = -19971.745273 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43237.680000 sec): 2 clusters Score: Raw -34879.588061 + Penalty 1403.551590 = -33476.036471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43237.850000 sec): 3 clusters Score: Raw -35066.552916 + Penalty 2807.103179 = -32259.449737 nChanged 50 SP:Iteration 1F (43238.070000 sec): 3 clusters Score: Raw -35236.249093 + Penalty 2807.103179 = -32429.145914 nChanged 10 SP:Iteration 2Q (43238.180000 sec): 3 clusters Score: Raw -35268.903445 + Penalty 2807.103179 = -32461.800266 nChanged 2 SP:Iteration 3Q (43238.360000 sec): 3 clusters Score: Raw -35278.340723 + Penalty 2807.103179 = -32471.237544 nChanged 0 SP:Iteration 4F (43238.570000 sec): 3 clusters Score: Raw -35278.340723 + Penalty 2807.103179 = -32471.237544 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43238.800000 sec): 2 clusters Score: Raw -5458867.463466 + Penalty 2542.966683 = -5456324.496783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43239.130000 sec): 3 clusters Score: Raw -5441990.496060 + Penalty 5085.933366 = -5436904.562694 nChanged 12813 SP:Iteration 1F (43239.470000 sec): 3 clusters Score: Raw -5448854.840252 + Penalty 5085.933366 = -5443768.906886 nChanged 1349 SP:Iteration 2Q (43239.810000 sec): 3 clusters Score: Raw -5449274.362678 + Penalty 5085.933366 = -5444188.429312 nChanged 1212 SP:Iteration 3Q (43240.120000 sec): 3 clusters Score: Raw -5449655.780393 + Penalty 5085.933366 = -5444569.847027 nChanged 1075 SP:Iteration 4Q (43240.450000 sec): 3 clusters Score: Raw -5449987.961099 + Penalty 5085.933366 = -5444902.027733 nChanged 980 SP:Iteration 5Q (43240.770000 sec): 3 clusters Score: Raw -5450302.035732 + Penalty 5085.933366 = -5445216.102366 nChanged 973 SP:Iteration 6Q (43241.070000 sec): 3 clusters Score: Raw -5450682.591728 + Penalty 5085.933366 = -5445596.658362 nChanged 1134 SP:Iteration 7Q (43241.420000 sec): 3 clusters Score: Raw -5451232.308140 + Penalty 5085.933366 = -5446146.374774 nChanged 1336 SP:Iteration 8Q (43241.770000 sec): 3 clusters Score: Raw -5452004.418758 + Penalty 5085.933366 = -5446918.485392 nChanged 1549 SP:Iteration 9F (43242.090000 sec): 3 clusters Score: Raw -5453078.126820 + Penalty 5085.933366 = -5447992.193454 nChanged 1651 SP:Iteration 10F (43242.490000 sec): 3 clusters Score: Raw -5454378.444532 + Penalty 5085.933366 = -5449292.511167 nChanged 1667 SP:Iteration 11F (43242.840000 sec): 3 clusters Score: Raw -5455814.475759 + Penalty 5085.933366 = -5450728.542393 nChanged 1363 SP:Iteration 12Q (43243.200000 sec): 3 clusters Score: Raw -5457019.278381 + Penalty 5085.933366 = -5451933.345015 nChanged 950 SP:Iteration 13Q (43243.510000 sec): 3 clusters Score: Raw -5457874.789988 + Penalty 5085.933366 = -5452788.856622 nChanged 620 SP:Iteration 14Q (43243.900000 sec): 3 clusters Score: Raw -5458387.804700 + Penalty 5085.933366 = -5453301.871334 nChanged 338 SP:Iteration 15Q (43244.240000 sec): 3 clusters Score: Raw -5458668.736199 + Penalty 5085.933366 = -5453582.802833 nChanged 214 SP:Iteration 16Q (43244.590000 sec): 3 clusters Score: Raw -5458843.251846 + Penalty 5085.933366 = -5453757.318480 nChanged 118 SP:Iteration 17Q (43244.860000 sec): 3 clusters Score: Raw -5458954.257991 + Penalty 5085.933366 = -5453868.324625 nChanged 80 SP:Iteration 18Q (43245.180000 sec): 3 clusters Score: Raw -5459021.738452 + Penalty 5085.933366 = -5453935.805086 nChanged 55 SP:Iteration 19Q (43245.580000 sec): 3 clusters Score: Raw -5459079.821495 + Penalty 5085.933366 = -5453993.888129 nChanged 34 SP:Iteration 20F (43245.900000 sec): 3 clusters Score: Raw -5459116.090525 + Penalty 5085.933366 = -5454030.157160 nChanged 25 SP:Iteration 21Q (43246.320000 sec): 3 clusters Score: Raw -5459145.365807 + Penalty 5085.933366 = -5454059.432442 nChanged 21 SP:Iteration 22Q (43246.670000 sec): 3 clusters Score: Raw -5459169.464970 + Penalty 5085.933366 = -5454083.531604 nChanged 16 SP:Iteration 23Q (43247.010000 sec): 3 clusters Score: Raw -5459184.781707 + Penalty 5085.933366 = -5454098.848341 nChanged 13 SP:Iteration 24Q (43247.310000 sec): 3 clusters Score: Raw -5459196.945108 + Penalty 5085.933366 = -5454111.011742 nChanged 8 SP:Iteration 25Q (43247.620000 sec): 3 clusters Score: Raw -5459204.569742 + Penalty 5085.933366 = -5454118.636377 nChanged 7 SP:Iteration 26Q (43247.920000 sec): 3 clusters Score: Raw -5459210.463407 + Penalty 5085.933366 = -5454124.530041 nChanged 7 SP:Iteration 27Q (43248.230000 sec): 3 clusters Score: Raw -5459216.753187 + Penalty 5085.933366 = -5454130.819821 nChanged 2 SP:Iteration 28Q (43248.580000 sec): 3 clusters Score: Raw -5459218.880915 + Penalty 5085.933366 = -5454132.947549 nChanged 3 SP:Iteration 29Q (43248.860000 sec): 3 clusters Score: Raw -5459220.785826 + Penalty 5085.933366 = -5454134.852460 nChanged 3 SP:Iteration 30Q (43249.130000 sec): 3 clusters Score: Raw -5459223.129298 + Penalty 5085.933366 = -5454137.195932 nChanged 1 SP:Iteration 31Q (43249.420000 sec): 3 clusters Score: Raw -5459224.058423 + Penalty 5085.933366 = -5454138.125057 nChanged 2 SP:Iteration 32Q (43249.730000 sec): 3 clusters Score: Raw -5459225.931918 + Penalty 5085.933366 = -5454139.998552 nChanged 5 SP:Iteration 33Q (43250.000000 sec): 3 clusters Score: Raw -5459230.242511 + Penalty 5085.933366 = -5454144.309145 nChanged 2 SP:Iteration 34Q (43250.300000 sec): 3 clusters Score: Raw -5459231.881591 + Penalty 5085.933366 = -5454145.948225 nChanged 1 SP:Iteration 35Q (43250.620000 sec): 3 clusters Score: Raw -5459232.593907 + Penalty 5085.933366 = -5454146.660541 nChanged 1 SP:Iteration 36Q (43250.980000 sec): 3 clusters Score: Raw -5459233.456868 + Penalty 5085.933366 = -5454147.523502 nChanged 1 SP:Iteration 37Q (43251.280000 sec): 3 clusters Score: Raw -5459234.650340 + Penalty 5085.933366 = -5454148.716974 nChanged 0 SP:Iteration 38F (43251.640000 sec): 3 clusters Score: Raw -5459234.650340 + Penalty 5085.933366 = -5454148.716974 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43251.740000 sec): 2 clusters Score: Raw -72075.896745 + Penalty 1540.726312 = -70535.170433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43251.960000 sec): 3 clusters Score: Raw -72213.869521 + Penalty 3081.452623 = -69132.416898 nChanged 103 SP:Iteration 1F (43252.150000 sec): 3 clusters Score: Raw -72546.159688 + Penalty 3081.452623 = -69464.707065 nChanged 34 SP:Iteration 2F (43252.370000 sec): 3 clusters Score: Raw -72660.502733 + Penalty 3081.452623 = -69579.050109 nChanged 16 SP:Iteration 3Q (43252.520000 sec): 3 clusters Score: Raw -72715.302291 + Penalty 3081.452623 = -69633.849667 nChanged 7 SP:Iteration 4Q (43252.680000 sec): 3 clusters Score: Raw -72735.278624 + Penalty 3081.452623 = -69653.826000 nChanged 4 SP:Iteration 5Q (43252.850000 sec): 3 clusters Score: Raw -72745.944788 + Penalty 3081.452623 = -69664.492164 nChanged 0 SP:Iteration 6F (43253.040000 sec): 3 clusters Score: Raw -72745.944788 + Penalty 3081.452623 = -69664.492164 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43253.120000 sec): 2 clusters Score: Raw -37491.023995 + Penalty 1416.185900 = -36074.838095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43253.330000 sec): 3 clusters Score: Raw -37860.978807 + Penalty 2832.371801 = -35028.607007 nChanged 80 SP:Iteration 1F (43253.500000 sec): 3 clusters Score: Raw -38149.012975 + Penalty 2832.371801 = -35316.641174 nChanged 29 SP:Iteration 2F (43253.690000 sec): 3 clusters Score: Raw -38338.599473 + Penalty 2832.371801 = -35506.227673 nChanged 16 SP:Iteration 3F (43253.860000 sec): 3 clusters Score: Raw -38404.399173 + Penalty 2832.371801 = -35572.027372 nChanged 8 SP:Iteration 4Q (43254.020000 sec): 3 clusters Score: Raw -38470.584800 + Penalty 2832.371801 = -35638.212999 nChanged 6 SP:Iteration 5Q (43254.190000 sec): 3 clusters Score: Raw -38497.884813 + Penalty 2832.371801 = -35665.513013 nChanged 1 SP:Iteration 6Q (43254.370000 sec): 3 clusters Score: Raw -38499.178450 + Penalty 2832.371801 = -35666.806649 nChanged 1 SP:Iteration 7Q (43254.550000 sec): 3 clusters Score: Raw -38502.335242 + Penalty 2832.371801 = -35669.963441 nChanged 0 SP:Iteration 8F (43254.740000 sec): 3 clusters Score: Raw -38502.335242 + Penalty 2832.371801 = -35669.963441 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43257.900000 sec): 2 clusters Score: Raw -131291662.062090 + Penalty 3340.324150 = -131288321.737939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43261.760000 sec): 3 clusters Score: Raw -130816147.514185 + Penalty 6680.648301 = -130809466.865884 nChanged 346405 SP:Iteration 1F (43265.670000 sec): 3 clusters Score: Raw -131024352.479772 + Penalty 6680.648301 = -131017671.831471 nChanged 14589 SP:Iteration 2Q (43269.170000 sec): 3 clusters Score: Raw -131026604.406301 + Penalty 6680.648301 = -131019923.758000 nChanged 15968 SP:Iteration 3Q (43272.910000 sec): 3 clusters Score: Raw -131029468.493934 + Penalty 6680.648301 = -131022787.845633 nChanged 18042 SP:Iteration 4Q (43276.700000 sec): 3 clusters Score: Raw -131033209.605392 + Penalty 6680.648301 = -131026528.957091 nChanged 20481 SP:Iteration 5Q (43280.450000 sec): 3 clusters Score: Raw -131038143.853504 + Penalty 6680.648301 = -131031463.205203 nChanged 23172 SP:Iteration 6Q (43284.250000 sec): 3 clusters Score: Raw -131044724.067592 + Penalty 6680.648301 = -131038043.419291 nChanged 26499 SP:Iteration 7Q (43288.170000 sec): 3 clusters Score: Raw -131053699.119544 + Penalty 6680.648301 = -131047018.471243 nChanged 30141 SP:Iteration 8Q (43292.630000 sec): 3 clusters Score: Raw -131066078.433831 + Penalty 6680.648301 = -131059397.785530 nChanged 33814 SP:Iteration 9Q (43296.500000 sec): 3 clusters Score: Raw -131083184.479393 + Penalty 6680.648301 = -131076503.831092 nChanged 37971 SP:Iteration 10F (43300.170000 sec): 3 clusters Score: Raw -131106738.836195 + Penalty 6680.648301 = -131100058.187895 nChanged 41072 SP:Iteration 11F (43304.240000 sec): 3 clusters Score: Raw -131134070.253364 + Penalty 6680.648301 = -131127389.605063 nChanged 38491 SP:Iteration 12F (43309.600000 sec): 3 clusters Score: Raw -131154637.065611 + Penalty 6680.648301 = -131147956.417310 nChanged 28139 SP:Iteration 13Q (43313.690000 sec): 3 clusters Score: Raw -131163362.304424 + Penalty 6680.648301 = -131156681.656123 nChanged 16093 SP:Iteration 14Q (43317.690000 sec): 3 clusters Score: Raw -131165848.359786 + Penalty 6680.648301 = -131159167.711486 nChanged 8296 SP:Iteration 15Q (43321.560000 sec): 3 clusters Score: Raw -131166642.436118 + Penalty 6680.648301 = -131159961.787817 nChanged 5156 SP:Iteration 16Q (43326.770000 sec): 3 clusters Score: Raw -131167098.709935 + Penalty 6680.648301 = -131160418.061634 nChanged 4250 SP:Iteration 17Q (43330.650000 sec): 3 clusters Score: Raw -131167504.456818 + Penalty 6680.648301 = -131160823.808517 nChanged 4212 SP:Iteration 18Q (43334.650000 sec): 3 clusters Score: Raw -131167926.197327 + Penalty 6680.648301 = -131161245.549026 nChanged 4254 SP:Iteration 19Q (43338.380000 sec): 3 clusters Score: Raw -131168376.157834 + Penalty 6680.648301 = -131161695.509533 nChanged 4439 SP:Iteration 20F (43342.420000 sec): 3 clusters Score: Raw -131168867.876317 + Penalty 6680.648301 = -131162187.228016 nChanged 4788 SP:Iteration 21Q (43346.230000 sec): 3 clusters Score: Raw -131169431.196187 + Penalty 6680.648301 = -131162750.547886 nChanged 5095 SP:Iteration 22Q (43349.730000 sec): 3 clusters Score: Raw -131170081.142334 + Penalty 6680.648301 = -131163400.494033 nChanged 5444 SP:Iteration 23Q (43353.290000 sec): 3 clusters Score: Raw -131170813.452517 + Penalty 6680.648301 = -131164132.804216 nChanged 5763 SP:Iteration 24Q (43357.420000 sec): 3 clusters Score: Raw -131171616.888996 + Penalty 6680.648301 = -131164936.240695 nChanged 6108 SP:Iteration 25Q (43361.240000 sec): 3 clusters Score: Raw -131172511.113607 + Penalty 6680.648301 = -131165830.465306 nChanged 6464 SP:Iteration 26Q (43365.060000 sec): 3 clusters Score: Raw -131173528.893916 + Penalty 6680.648301 = -131166848.245615 nChanged 7084 SP:Iteration 27Q (43368.900000 sec): 3 clusters Score: Raw -131174710.823288 + Penalty 6680.648301 = -131168030.174987 nChanged 7531 SP:Iteration 28Q (43373.360000 sec): 3 clusters Score: Raw -131176031.827674 + Penalty 6680.648301 = -131169351.179373 nChanged 8131 SP:Iteration 29Q (43377.050000 sec): 3 clusters Score: Raw -131177561.994957 + Penalty 6680.648301 = -131170881.346656 nChanged 8711 SP:Iteration 30Q (43380.810000 sec): 3 clusters Score: Raw -131179289.493054 + Penalty 6680.648301 = -131172608.844753 nChanged 9390 SP:Iteration 31Q (43384.400000 sec): 3 clusters Score: Raw -131181264.098342 + Penalty 6680.648301 = -131174583.450041 nChanged 10000 SP:Iteration 32Q (43388.300000 sec): 3 clusters Score: Raw -131183510.730099 + Penalty 6680.648301 = -131176830.081798 nChanged 10617 SP:Iteration 33Q (43392.120000 sec): 3 clusters Score: Raw -131186054.207648 + Penalty 6680.648301 = -131179373.559347 nChanged 11334 SP:Iteration 34Q (43395.710000 sec): 3 clusters Score: Raw -131188971.406926 + Penalty 6680.648301 = -131182290.758625 nChanged 11965 SP:Iteration 35Q (43399.370000 sec): 3 clusters Score: Raw -131192255.855485 + Penalty 6680.648301 = -131185575.207185 nChanged 12570 SP:Iteration 36Q (43402.990000 sec): 3 clusters Score: Raw -131195958.854437 + Penalty 6680.648301 = -131189278.206136 nChanged 13119 SP:Iteration 37Q (43407.050000 sec): 3 clusters Score: Raw -131200090.003588 + Penalty 6680.648301 = -131193409.355288 nChanged 13519 SP:Iteration 38Q (43410.640000 sec): 3 clusters Score: Raw -131204626.060838 + Penalty 6680.648301 = -131197945.412537 nChanged 13943 SP:Iteration 39Q (43414.130000 sec): 3 clusters Score: Raw -131209616.886321 + Penalty 6680.648301 = -131202936.238020 nChanged 14215 SP:Iteration 40F (43417.560000 sec): 3 clusters Score: Raw -131215090.730114 + Penalty 6680.648301 = -131208410.081813 nChanged 14269 SP:Iteration 41Q (43421.080000 sec): 3 clusters Score: Raw -131220985.856489 + Penalty 6680.648301 = -131214305.208188 nChanged 14249 SP:Iteration 42Q (43424.630000 sec): 3 clusters Score: Raw -131227378.571770 + Penalty 6680.648301 = -131220697.923469 nChanged 14192 SP:Iteration 43Q (43428.170000 sec): 3 clusters Score: Raw -131234334.574066 + Penalty 6680.648301 = -131227653.925766 nChanged 13902 SP:Iteration 44Q (43431.510000 sec): 3 clusters Score: Raw -131241776.024873 + Penalty 6680.648301 = -131235095.376572 nChanged 13131 SP:Iteration 45Q (43435.020000 sec): 3 clusters Score: Raw -131249363.459484 + Penalty 6680.648301 = -131242682.811183 nChanged 12049 SP:Iteration 46Q (43438.650000 sec): 3 clusters Score: Raw -131256933.162284 + Penalty 6680.648301 = -131250252.513983 nChanged 10831 SP:Iteration 47Q (43441.960000 sec): 3 clusters Score: Raw -131264259.411895 + Penalty 6680.648301 = -131257578.763594 nChanged 9292 SP:Iteration 48Q (43444.990000 sec): 3 clusters Score: Raw -131270844.908551 + Penalty 6680.648301 = -131264164.260250 nChanged 7680 SP:Iteration 49Q (43448.340000 sec): 3 clusters Score: Raw -131276483.813965 + Penalty 6680.648301 = -131269803.165664 nChanged 6243 SP:Iteration 50Q (43451.670000 sec): 3 clusters Score: Raw -131281185.564480 + Penalty 6680.648301 = -131274504.916179 nChanged 4938 SP:Iteration 51Q (43454.620000 sec): 3 clusters Score: Raw -131284955.568557 + Penalty 6680.648301 = -131278274.920256 nChanged 3712 SP:Iteration 52Q (43457.760000 sec): 3 clusters Score: Raw -131287782.840163 + Penalty 6680.648301 = -131281102.191862 nChanged 2530 SP:Iteration 53Q (43460.990000 sec): 3 clusters Score: Raw -131289649.501155 + Penalty 6680.648301 = -131282968.852854 nChanged 1492 SP:Iteration 54Q (43464.050000 sec): 3 clusters Score: Raw -131290700.821309 + Penalty 6680.648301 = -131284020.173008 nChanged 824 SP:Iteration 55Q (43467.100000 sec): 3 clusters Score: Raw -131291271.970492 + Penalty 6680.648301 = -131284591.322191 nChanged 440 SP:Iteration 56Q (43469.930000 sec): 3 clusters Score: Raw -131291565.100471 + Penalty 6680.648301 = -131284884.452170 nChanged 246 SP:Iteration 57Q (43472.960000 sec): 3 clusters Score: Raw -131291738.374117 + Penalty 6680.648301 = -131285057.725816 nChanged 165 SP:Iteration 58Q (43475.800000 sec): 3 clusters Score: Raw -131291846.799237 + Penalty 6680.648301 = -131285166.150936 nChanged 108 SP:Iteration 59Q (43478.900000 sec): 3 clusters Score: Raw -131291919.086309 + Penalty 6680.648301 = -131285238.438008 nChanged 80 SP:Iteration 60F (43482.610000 sec): 3 clusters Score: Raw -131291978.314397 + Penalty 6680.648301 = -131285297.666096 nChanged 48 SP:Iteration 61Q (43485.650000 sec): 3 clusters Score: Raw -131292008.700878 + Penalty 6680.648301 = -131285328.052577 nChanged 29 SP:Iteration 62Q (43488.660000 sec): 3 clusters Score: Raw -131292026.391908 + Penalty 6680.648301 = -131285345.743607 nChanged 19 SP:Iteration 63Q (43491.570000 sec): 3 clusters Score: Raw -131292036.212277 + Penalty 6680.648301 = -131285355.563976 nChanged 11 SP:Iteration 64Q (43494.780000 sec): 3 clusters Score: Raw -131292043.091649 + Penalty 6680.648301 = -131285362.443348 nChanged 11 SP:Iteration 65Q (43497.620000 sec): 3 clusters Score: Raw -131292051.515514 + Penalty 6680.648301 = -131285370.867213 nChanged 10 SP:Iteration 66Q (43500.570000 sec): 3 clusters Score: Raw -131292056.635434 + Penalty 6680.648301 = -131285375.987133 nChanged 4 SP:Iteration 67Q (43503.630000 sec): 3 clusters Score: Raw -131292059.628326 + Penalty 6680.648301 = -131285378.980025 nChanged 8 SP:Iteration 68Q (43506.510000 sec): 3 clusters Score: Raw -131292065.393023 + Penalty 6680.648301 = -131285384.744722 nChanged 9 SP:Iteration 69Q (43509.680000 sec): 3 clusters Score: Raw -131292070.506535 + Penalty 6680.648301 = -131285389.858234 nChanged 9 SP:Iteration 70Q (43513.190000 sec): 3 clusters Score: Raw -131292075.408384 + Penalty 6680.648301 = -131285394.760083 nChanged 9 SP:Iteration 71Q (43516.180000 sec): 3 clusters Score: Raw -131292081.418467 + Penalty 6680.648301 = -131285400.770166 nChanged 7 SP:Iteration 72Q (43519.180000 sec): 3 clusters Score: Raw -131292085.004863 + Penalty 6680.648301 = -131285404.356562 nChanged 5 SP:Iteration 73Q (43522.070000 sec): 3 clusters Score: Raw -131292088.138607 + Penalty 6680.648301 = -131285407.490307 nChanged 2 SP:Iteration 74Q (43525.470000 sec): 3 clusters Score: Raw -131292089.900419 + Penalty 6680.648301 = -131285409.252118 nChanged 4 SP:Iteration 75Q (43528.320000 sec): 3 clusters Score: Raw -131292091.795980 + Penalty 6680.648301 = -131285411.147679 nChanged 3 SP:Iteration 76Q (43531.260000 sec): 3 clusters Score: Raw -131292092.955852 + Penalty 6680.648301 = -131285412.307551 nChanged 0 SP:Iteration 77F (43534.940000 sec): 3 clusters Score: Raw -131292092.955852 + Penalty 6680.648301 = -131285412.307551 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43535.370000 sec): 2 clusters Score: Raw -95106.715158 + Penalty 1570.653348 = -93536.061811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43535.590000 sec): 3 clusters Score: Raw -95225.547756 + Penalty 3141.306696 = -92084.241060 nChanged 110 SP:Iteration 1F (43535.830000 sec): 3 clusters Score: Raw -95539.218145 + Penalty 3141.306696 = -92397.911449 nChanged 42 SP:Iteration 2F (43536.050000 sec): 3 clusters Score: Raw -95654.212015 + Penalty 3141.306696 = -92512.905319 nChanged 21 SP:Iteration 3Q (43536.280000 sec): 3 clusters Score: Raw -95723.913450 + Penalty 3141.306696 = -92582.606754 nChanged 14 SP:Iteration 4Q (43536.440000 sec): 3 clusters Score: Raw -95778.678591 + Penalty 3141.306696 = -92637.371895 nChanged 15 SP:Iteration 5Q (43536.630000 sec): 3 clusters Score: Raw -95833.598781 + Penalty 3141.306696 = -92692.292085 nChanged 12 SP:Iteration 6Q (43536.850000 sec): 3 clusters Score: Raw -95910.370049 + Penalty 3141.306696 = -92769.063354 nChanged 14 SP:Iteration 7Q (43537.050000 sec): 3 clusters Score: Raw -95986.729922 + Penalty 3141.306696 = -92845.423227 nChanged 14 SP:Iteration 8Q (43537.240000 sec): 3 clusters Score: Raw -96018.649210 + Penalty 3141.306696 = -92877.342514 nChanged 7 SP:Iteration 9Q (43537.430000 sec): 3 clusters Score: Raw -96042.270495 + Penalty 3141.306696 = -92900.963799 nChanged 4 SP:Iteration 10Q (43537.620000 sec): 3 clusters Score: Raw -96061.795969 + Penalty 3141.306696 = -92920.489274 nChanged 1 SP:Iteration 11Q (43537.750000 sec): 3 clusters Score: Raw -96065.876717 + Penalty 3141.306696 = -92924.570022 nChanged 1 SP:Iteration 12Q (43537.970000 sec): 3 clusters Score: Raw -96072.040121 + Penalty 3141.306696 = -92930.733426 nChanged 1 SP:Iteration 13Q (43538.130000 sec): 3 clusters Score: Raw -96078.672622 + Penalty 3141.306696 = -92937.365926 nChanged 1 SP:Iteration 14Q (43538.310000 sec): 3 clusters Score: Raw -96080.258401 + Penalty 3141.306696 = -92938.951705 nChanged 0 SP:Iteration 15F (43538.490000 sec): 3 clusters Score: Raw -96080.258401 + Penalty 3141.306696 = -92938.951705 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43538.600000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43538.740000 sec): 3 clusters Score: Raw -20055.073943 + Penalty 2414.297087 = -17640.776856 nChanged 6 SP:Iteration 1Q (43538.920000 sec): 3 clusters Score: Raw -20092.925938 + Penalty 2414.297087 = -17678.628850 nChanged 1 SP:Iteration 2Q (43539.160000 sec): 3 clusters Score: Raw -20103.341649 + Penalty 2414.297087 = -17689.044562 nChanged 0 SP:Iteration 3F (43539.300000 sec): 3 clusters Score: Raw -20103.341649 + Penalty 2414.297087 = -17689.044562 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43539.390000 sec): 2 clusters Score: Raw -37851.062505 + Penalty 1355.030288 = -36496.032217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43539.580000 sec): 3 clusters Score: Raw -37973.714629 + Penalty 2710.060575 = -35263.654054 nChanged 24 SP:Iteration 1F (43539.770000 sec): 3 clusters Score: Raw -38062.983650 + Penalty 2710.060575 = -35352.923075 nChanged 5 SP:Iteration 2Q (43539.930000 sec): 3 clusters Score: Raw -38093.089192 + Penalty 2710.060575 = -35383.028617 nChanged 1 SP:Iteration 3Q (43540.140000 sec): 3 clusters Score: Raw -38098.804075 + Penalty 2710.060575 = -35388.743500 nChanged 0 SP:Iteration 4F (43540.300000 sec): 3 clusters Score: Raw -38098.804075 + Penalty 2710.060575 = -35388.743500 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43540.510000 sec): 2 clusters Score: Raw -3319149.264293 + Penalty 2428.498461 = -3316720.765832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43540.800000 sec): 3 clusters Score: Raw -3308864.514513 + Penalty 4856.996922 = -3304007.517591 nChanged 7933 SP:Iteration 1F (43541.090000 sec): 3 clusters Score: Raw -3313173.135679 + Penalty 4856.996922 = -3308316.138757 nChanged 1011 SP:Iteration 2F (43541.380000 sec): 3 clusters Score: Raw -3313638.638375 + Penalty 4856.996922 = -3308781.641453 nChanged 1010 SP:Iteration 3F (43541.660000 sec): 3 clusters Score: Raw -3314144.350000 + Penalty 4856.996922 = -3309287.353079 nChanged 986 SP:Iteration 4F (43541.940000 sec): 3 clusters Score: Raw -3314713.526100 + Penalty 4856.996922 = -3309856.529178 nChanged 1020 SP:Iteration 5F (43542.250000 sec): 3 clusters Score: Raw -3315339.699465 + Penalty 4856.996922 = -3310482.702543 nChanged 1014 SP:Iteration 6F (43542.560000 sec): 3 clusters Score: Raw -3315949.762002 + Penalty 4856.996922 = -3311092.765081 nChanged 966 SP:Iteration 7F (43542.870000 sec): 3 clusters Score: Raw -3316468.578306 + Penalty 4856.996922 = -3311611.581384 nChanged 815 SP:Iteration 8Q (43543.180000 sec): 3 clusters Score: Raw -3316877.168567 + Penalty 4856.996922 = -3312020.171645 nChanged 727 SP:Iteration 9Q (43543.460000 sec): 3 clusters Score: Raw -3317217.040259 + Penalty 4856.996922 = -3312360.043337 nChanged 601 SP:Iteration 10Q (43543.720000 sec): 3 clusters Score: Raw -3317488.083468 + Penalty 4856.996922 = -3312631.086547 nChanged 491 SP:Iteration 11Q (43544.020000 sec): 3 clusters Score: Raw -3317730.580930 + Penalty 4856.996922 = -3312873.584009 nChanged 467 SP:Iteration 12Q (43544.320000 sec): 3 clusters Score: Raw -3318015.857551 + Penalty 4856.996922 = -3313158.860629 nChanged 476 SP:Iteration 13Q (43544.580000 sec): 3 clusters Score: Raw -3318347.109842 + Penalty 4856.996922 = -3313490.112921 nChanged 440 SP:Iteration 14Q (43544.880000 sec): 3 clusters Score: Raw -3318670.516676 + Penalty 4856.996922 = -3313813.519754 nChanged 414 SP:Iteration 15Q (43545.160000 sec): 3 clusters Score: Raw -3318968.603844 + Penalty 4856.996922 = -3314111.606922 nChanged 349 SP:Iteration 16Q (43545.460000 sec): 3 clusters Score: Raw -3319164.049392 + Penalty 4856.996922 = -3314307.052471 nChanged 242 SP:Iteration 17Q (43545.760000 sec): 3 clusters Score: Raw -3319265.921804 + Penalty 4856.996922 = -3314408.924882 nChanged 157 SP:Iteration 18Q (43546.000000 sec): 3 clusters Score: Raw -3319325.782336 + Penalty 4856.996922 = -3314468.785414 nChanged 126 SP:Iteration 19Q (43546.260000 sec): 3 clusters Score: Raw -3319372.156130 + Penalty 4856.996922 = -3314515.159209 nChanged 121 SP:Iteration 20F (43546.550000 sec): 3 clusters Score: Raw -3319414.090063 + Penalty 4856.996922 = -3314557.093141 nChanged 98 SP:Iteration 21Q (43546.800000 sec): 3 clusters Score: Raw -3319444.016406 + Penalty 4856.996922 = -3314587.019484 nChanged 67 SP:Iteration 22Q (43547.160000 sec): 3 clusters Score: Raw -3319462.736068 + Penalty 4856.996922 = -3314605.739146 nChanged 64 SP:Iteration 23Q (43547.480000 sec): 3 clusters Score: Raw -3319477.295047 + Penalty 4856.996922 = -3314620.298125 nChanged 48 SP:Iteration 24Q (43547.770000 sec): 3 clusters Score: Raw -3319489.753006 + Penalty 4856.996922 = -3314632.756085 nChanged 49 SP:Iteration 25Q (43548.080000 sec): 3 clusters Score: Raw -3319502.058309 + Penalty 4856.996922 = -3314645.061387 nChanged 38 SP:Iteration 26Q (43548.380000 sec): 3 clusters Score: Raw -3319509.870401 + Penalty 4856.996922 = -3314652.873479 nChanged 28 SP:Iteration 27Q (43548.670000 sec): 3 clusters Score: Raw -3319514.508531 + Penalty 4856.996922 = -3314657.511610 nChanged 30 SP:Iteration 28Q (43548.930000 sec): 3 clusters Score: Raw -3319521.081025 + Penalty 4856.996922 = -3314664.084103 nChanged 25 SP:Iteration 29Q (43549.200000 sec): 3 clusters Score: Raw -3319526.035384 + Penalty 4856.996922 = -3314669.038463 nChanged 23 SP:Iteration 30Q (43549.500000 sec): 3 clusters Score: Raw -3319530.563491 + Penalty 4856.996922 = -3314673.566569 nChanged 21 SP:Iteration 31Q (43549.790000 sec): 3 clusters Score: Raw -3319534.307305 + Penalty 4856.996922 = -3314677.310383 nChanged 18 SP:Iteration 32Q (43550.060000 sec): 3 clusters Score: Raw -3319536.953004 + Penalty 4856.996922 = -3314679.956082 nChanged 19 SP:Iteration 33Q (43550.380000 sec): 3 clusters Score: Raw -3319539.836905 + Penalty 4856.996922 = -3314682.839983 nChanged 16 SP:Iteration 34Q (43550.610000 sec): 3 clusters Score: Raw -3319542.129948 + Penalty 4856.996922 = -3314685.133026 nChanged 18 SP:Iteration 35Q (43550.950000 sec): 3 clusters Score: Raw -3319544.419234 + Penalty 4856.996922 = -3314687.422313 nChanged 13 SP:Iteration 36Q (43551.210000 sec): 3 clusters Score: Raw -3319546.432028 + Penalty 4856.996922 = -3314689.435106 nChanged 18 SP:Iteration 37Q (43551.560000 sec): 3 clusters Score: Raw -3319548.916120 + Penalty 4856.996922 = -3314691.919198 nChanged 14 SP:Iteration 38Q (43551.870000 sec): 3 clusters Score: Raw -3319550.613091 + Penalty 4856.996922 = -3314693.616170 nChanged 13 SP:Iteration 39Q (43552.160000 sec): 3 clusters Score: Raw -3319553.475201 + Penalty 4856.996922 = -3314696.478280 nChanged 18 SP:Iteration 40F (43552.460000 sec): 3 clusters Score: Raw -3319557.679694 + Penalty 4856.996922 = -3314700.682773 nChanged 20 SP:Iteration 41Q (43552.750000 sec): 3 clusters Score: Raw -3319561.178698 + Penalty 4856.996922 = -3314704.181777 nChanged 20 SP:Iteration 42Q (43553.020000 sec): 3 clusters Score: Raw -3319565.785376 + Penalty 4856.996922 = -3314708.788455 nChanged 23 SP:Iteration 43Q (43553.310000 sec): 3 clusters Score: Raw -3319571.726999 + Penalty 4856.996922 = -3314714.730078 nChanged 22 SP:Iteration 44Q (43553.550000 sec): 3 clusters Score: Raw -3319577.094438 + Penalty 4856.996922 = -3314720.097517 nChanged 23 SP:Iteration 45Q (43553.840000 sec): 3 clusters Score: Raw -3319581.539399 + Penalty 4856.996922 = -3314724.542478 nChanged 25 SP:Iteration 46Q (43554.160000 sec): 3 clusters Score: Raw -3319587.407539 + Penalty 4856.996922 = -3314730.410617 nChanged 19 SP:Iteration 47Q (43554.440000 sec): 3 clusters Score: Raw -3319591.415660 + Penalty 4856.996922 = -3314734.418739 nChanged 14 SP:Iteration 48Q (43554.720000 sec): 3 clusters Score: Raw -3319594.410812 + Penalty 4856.996922 = -3314737.413890 nChanged 14 SP:Iteration 49Q (43555.010000 sec): 3 clusters Score: Raw -3319597.250687 + Penalty 4856.996922 = -3314740.253765 nChanged 18 SP:Iteration 50Q (43555.290000 sec): 3 clusters Score: Raw -3319600.688233 + Penalty 4856.996922 = -3314743.691312 nChanged 20 SP:Iteration 51Q (43555.500000 sec): 3 clusters Score: Raw -3319604.792100 + Penalty 4856.996922 = -3314747.795178 nChanged 19 SP:Iteration 52Q (43555.780000 sec): 3 clusters Score: Raw -3319608.055269 + Penalty 4856.996922 = -3314751.058348 nChanged 19 SP:Iteration 53Q (43556.070000 sec): 3 clusters Score: Raw -3319612.058968 + Penalty 4856.996922 = -3314755.062046 nChanged 24 SP:Iteration 54Q (43556.370000 sec): 3 clusters Score: Raw -3319617.163034 + Penalty 4856.996922 = -3314760.166112 nChanged 23 SP:Iteration 55Q (43556.660000 sec): 3 clusters Score: Raw -3319621.299709 + Penalty 4856.996922 = -3314764.302788 nChanged 16 SP:Iteration 56Q (43556.960000 sec): 3 clusters Score: Raw -3319624.020825 + Penalty 4856.996922 = -3314767.023903 nChanged 14 SP:Iteration 57Q (43557.160000 sec): 3 clusters Score: Raw -3319626.963779 + Penalty 4856.996922 = -3314769.966857 nChanged 16 SP:Iteration 58Q (43557.440000 sec): 3 clusters Score: Raw -3319629.874532 + Penalty 4856.996922 = -3314772.877611 nChanged 19 SP:Iteration 59Q (43557.700000 sec): 3 clusters Score: Raw -3319633.165078 + Penalty 4856.996922 = -3314776.168156 nChanged 14 SP:Iteration 60F (43557.980000 sec): 3 clusters Score: Raw -3319636.622702 + Penalty 4856.996922 = -3314779.625780 nChanged 18 SP:Iteration 61Q (43558.250000 sec): 3 clusters Score: Raw -3319641.157819 + Penalty 4856.996922 = -3314784.160898 nChanged 26 SP:Iteration 62Q (43558.530000 sec): 3 clusters Score: Raw -3319647.056965 + Penalty 4856.996922 = -3314790.060044 nChanged 22 SP:Iteration 63Q (43558.800000 sec): 3 clusters Score: Raw -3319651.336735 + Penalty 4856.996922 = -3314794.339813 nChanged 18 SP:Iteration 64Q (43559.100000 sec): 3 clusters Score: Raw -3319655.116040 + Penalty 4856.996922 = -3314798.119118 nChanged 15 SP:Iteration 65Q (43559.380000 sec): 3 clusters Score: Raw -3319657.923274 + Penalty 4856.996922 = -3314800.926352 nChanged 15 SP:Iteration 66Q (43559.680000 sec): 3 clusters Score: Raw -3319662.510988 + Penalty 4856.996922 = -3314805.514066 nChanged 13 SP:Iteration 67Q (43559.980000 sec): 3 clusters Score: Raw -3319666.631988 + Penalty 4856.996922 = -3314809.635067 nChanged 11 SP:Iteration 68Q (43560.210000 sec): 3 clusters Score: Raw -3319668.968681 + Penalty 4856.996922 = -3314811.971760 nChanged 8 SP:Iteration 69Q (43560.480000 sec): 3 clusters Score: Raw -3319670.834155 + Penalty 4856.996922 = -3314813.837234 nChanged 13 SP:Iteration 70Q (43560.770000 sec): 3 clusters Score: Raw -3319674.130516 + Penalty 4856.996922 = -3314817.133594 nChanged 14 SP:Iteration 71Q (43561.050000 sec): 3 clusters Score: Raw -3319677.120017 + Penalty 4856.996922 = -3314820.123095 nChanged 11 SP:Iteration 72Q (43561.360000 sec): 3 clusters Score: Raw -3319679.185640 + Penalty 4856.996922 = -3314822.188718 nChanged 10 SP:Iteration 73Q (43561.630000 sec): 3 clusters Score: Raw -3319680.429920 + Penalty 4856.996922 = -3314823.432998 nChanged 4 SP:Iteration 74Q (43561.950000 sec): 3 clusters Score: Raw -3319681.036595 + Penalty 4856.996922 = -3314824.039673 nChanged 2 SP:Iteration 75Q (43562.230000 sec): 3 clusters Score: Raw -3319681.583734 + Penalty 4856.996922 = -3314824.586813 nChanged 5 SP:Iteration 76Q (43562.500000 sec): 3 clusters Score: Raw -3319682.458317 + Penalty 4856.996922 = -3314825.461395 nChanged 4 SP:Iteration 77Q (43562.800000 sec): 3 clusters Score: Raw -3319683.141497 + Penalty 4856.996922 = -3314826.144576 nChanged 2 SP:Iteration 78Q (43563.060000 sec): 3 clusters Score: Raw -3319683.405364 + Penalty 4856.996922 = -3314826.408442 nChanged 0 SP:Iteration 79F (43563.360000 sec): 3 clusters Score: Raw -3319683.405364 + Penalty 4856.996922 = -3314826.408442 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43563.470000 sec): 2 clusters Score: Raw -223178.015313 + Penalty 1759.986902 = -221418.028412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43563.630000 sec): 3 clusters Score: Raw -222861.852902 + Penalty 3519.973804 = -219341.879098 nChanged 329 SP:Iteration 1F (43563.830000 sec): 3 clusters Score: Raw -223216.382640 + Penalty 3519.973804 = -219696.408836 nChanged 91 SP:Iteration 2F (43564.010000 sec): 3 clusters Score: Raw -223325.215992 + Penalty 3519.973804 = -219805.242188 nChanged 38 SP:Iteration 3Q (43564.180000 sec): 3 clusters Score: Raw -223370.244357 + Penalty 3519.973804 = -219850.270553 nChanged 23 SP:Iteration 4Q (43564.340000 sec): 3 clusters Score: Raw -223398.026835 + Penalty 3519.973804 = -219878.053031 nChanged 12 SP:Iteration 5Q (43564.490000 sec): 3 clusters Score: Raw -223410.991343 + Penalty 3519.973804 = -219891.017539 nChanged 10 SP:Iteration 6Q (43564.660000 sec): 3 clusters Score: Raw -223423.379553 + Penalty 3519.973804 = -219903.405749 nChanged 11 SP:Iteration 7Q (43564.830000 sec): 3 clusters Score: Raw -223434.308892 + Penalty 3519.973804 = -219914.335088 nChanged 8 SP:Iteration 8Q (43564.980000 sec): 3 clusters Score: Raw -223440.749559 + Penalty 3519.973804 = -219920.775755 nChanged 5 SP:Iteration 9Q (43565.090000 sec): 3 clusters Score: Raw -223445.805645 + Penalty 3519.973804 = -219925.831841 nChanged 5 SP:Iteration 10Q (43565.260000 sec): 3 clusters Score: Raw -223451.222831 + Penalty 3519.973804 = -219931.249027 nChanged 7 SP:Iteration 11Q (43565.430000 sec): 3 clusters Score: Raw -223457.956733 + Penalty 3519.973804 = -219937.982929 nChanged 8 SP:Iteration 12Q (43565.580000 sec): 3 clusters Score: Raw -223464.422122 + Penalty 3519.973804 = -219944.448319 nChanged 3 SP:Iteration 13Q (43565.790000 sec): 3 clusters Score: Raw -223467.909577 + Penalty 3519.973804 = -219947.935774 nChanged 2 SP:Iteration 14Q (43565.940000 sec): 3 clusters Score: Raw -223469.742352 + Penalty 3519.973804 = -219949.768548 nChanged 1 SP:Iteration 15Q (43566.150000 sec): 3 clusters Score: Raw -223470.644109 + Penalty 3519.973804 = -219950.670305 nChanged 3 SP:Iteration 16Q (43566.320000 sec): 3 clusters Score: Raw -223475.781972 + Penalty 3519.973804 = -219955.808169 nChanged 6 SP:Iteration 17Q (43566.500000 sec): 3 clusters Score: Raw -223481.144446 + Penalty 3519.973804 = -219961.170642 nChanged 4 SP:Iteration 18Q (43566.690000 sec): 3 clusters Score: Raw -223489.384051 + Penalty 3519.973804 = -219969.410247 nChanged 2 SP:Iteration 19Q (43566.860000 sec): 3 clusters Score: Raw -223491.539116 + Penalty 3519.973804 = -219971.565312 nChanged 1 SP:Iteration 20F (43567.030000 sec): 3 clusters Score: Raw -223493.347772 + Penalty 3519.973804 = -219973.373968 nChanged 1 SP:Iteration 21Q (43567.200000 sec): 3 clusters Score: Raw -223494.313540 + Penalty 3519.973804 = -219974.339737 nChanged 1 SP:Iteration 22Q (43567.380000 sec): 3 clusters Score: Raw -223494.883263 + Penalty 3519.973804 = -219974.909460 nChanged 0 SP:Iteration 23F (43567.530000 sec): 3 clusters Score: Raw -223494.883263 + Penalty 3519.973804 = -219974.909460 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43567.810000 sec): 2 clusters Score: Raw -4281447.071277 + Penalty 2505.999152 = -4278941.072124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43568.100000 sec): 3 clusters Score: Raw -4267120.664266 + Penalty 5011.998305 = -4262108.665962 nChanged 10774 SP:Iteration 1F (43568.430000 sec): 3 clusters Score: Raw -4273037.764869 + Penalty 5011.998305 = -4268025.766565 nChanged 1473 SP:Iteration 2F (43568.810000 sec): 3 clusters Score: Raw -4273770.412233 + Penalty 5011.998305 = -4268758.413928 nChanged 1467 SP:Iteration 3F (43569.130000 sec): 3 clusters Score: Raw -4274645.484633 + Penalty 5011.998305 = -4269633.486328 nChanged 1582 SP:Iteration 4F (43569.510000 sec): 3 clusters Score: Raw -4275701.415557 + Penalty 5011.998305 = -4270689.417252 nChanged 1705 SP:Iteration 5F (43569.850000 sec): 3 clusters Score: Raw -4276936.633403 + Penalty 5011.998305 = -4271924.635098 nChanged 1597 SP:Iteration 6F (43570.240000 sec): 3 clusters Score: Raw -4278114.360095 + Penalty 5011.998305 = -4273102.361791 nChanged 1399 SP:Iteration 7F (43570.580000 sec): 3 clusters Score: Raw -4279023.046685 + Penalty 5011.998305 = -4274011.048380 nChanged 1103 SP:Iteration 8Q (43570.940000 sec): 3 clusters Score: Raw -4279641.048518 + Penalty 5011.998305 = -4274629.050214 nChanged 856 SP:Iteration 9Q (43571.280000 sec): 3 clusters Score: Raw -4280030.900147 + Penalty 5011.998305 = -4275018.901842 nChanged 593 SP:Iteration 10Q (43571.620000 sec): 3 clusters Score: Raw -4280238.996293 + Penalty 5011.998305 = -4275226.997989 nChanged 457 SP:Iteration 11Q (43571.960000 sec): 3 clusters Score: Raw -4280378.583191 + Penalty 5011.998305 = -4275366.584887 nChanged 364 SP:Iteration 12Q (43572.330000 sec): 3 clusters Score: Raw -4280487.291277 + Penalty 5011.998305 = -4275475.292972 nChanged 297 SP:Iteration 13Q (43572.680000 sec): 3 clusters Score: Raw -4280573.672304 + Penalty 5011.998305 = -4275561.673999 nChanged 248 SP:Iteration 14Q (43572.920000 sec): 3 clusters Score: Raw -4280642.715094 + Penalty 5011.998305 = -4275630.716789 nChanged 195 SP:Iteration 15Q (43573.280000 sec): 3 clusters Score: Raw -4280694.978228 + Penalty 5011.998305 = -4275682.979924 nChanged 177 SP:Iteration 16Q (43573.590000 sec): 3 clusters Score: Raw -4280741.649975 + Penalty 5011.998305 = -4275729.651670 nChanged 170 SP:Iteration 17Q (43573.900000 sec): 3 clusters Score: Raw -4280778.342021 + Penalty 5011.998305 = -4275766.343716 nChanged 139 SP:Iteration 18Q (43574.240000 sec): 3 clusters Score: Raw -4280806.658371 + Penalty 5011.998305 = -4275794.660066 nChanged 118 SP:Iteration 19Q (43574.580000 sec): 3 clusters Score: Raw -4280831.667695 + Penalty 5011.998305 = -4275819.669390 nChanged 128 SP:Iteration 20F (43574.920000 sec): 3 clusters Score: Raw -4280865.672374 + Penalty 5011.998305 = -4275853.674069 nChanged 135 SP:Iteration 21Q (43575.230000 sec): 3 clusters Score: Raw -4280901.975487 + Penalty 5011.998305 = -4275889.977183 nChanged 140 SP:Iteration 22Q (43575.550000 sec): 3 clusters Score: Raw -4280937.555938 + Penalty 5011.998305 = -4275925.557634 nChanged 137 SP:Iteration 23Q (43575.880000 sec): 3 clusters Score: Raw -4280974.733785 + Penalty 5011.998305 = -4275962.735481 nChanged 134 SP:Iteration 24Q (43576.260000 sec): 3 clusters Score: Raw -4281007.083098 + Penalty 5011.998305 = -4275995.084793 nChanged 115 SP:Iteration 25Q (43576.590000 sec): 3 clusters Score: Raw -4281033.444108 + Penalty 5011.998305 = -4276021.445803 nChanged 122 SP:Iteration 26Q (43576.950000 sec): 3 clusters Score: Raw -4281062.448342 + Penalty 5011.998305 = -4276050.450037 nChanged 113 SP:Iteration 27Q (43577.210000 sec): 3 clusters Score: Raw -4281093.145181 + Penalty 5011.998305 = -4276081.146877 nChanged 115 SP:Iteration 28Q (43577.520000 sec): 3 clusters Score: Raw -4281120.480638 + Penalty 5011.998305 = -4276108.482333 nChanged 108 SP:Iteration 29Q (43577.830000 sec): 3 clusters Score: Raw -4281148.175158 + Penalty 5011.998305 = -4276136.176854 nChanged 102 SP:Iteration 30Q (43578.160000 sec): 3 clusters Score: Raw -4281174.506181 + Penalty 5011.998305 = -4276162.507876 nChanged 107 SP:Iteration 31Q (43578.470000 sec): 3 clusters Score: Raw -4281203.357069 + Penalty 5011.998305 = -4276191.358765 nChanged 112 SP:Iteration 32Q (43578.770000 sec): 3 clusters Score: Raw -4281235.064091 + Penalty 5011.998305 = -4276223.065787 nChanged 109 SP:Iteration 33Q (43579.110000 sec): 3 clusters Score: Raw -4281264.430326 + Penalty 5011.998305 = -4276252.432021 nChanged 96 SP:Iteration 34Q (43579.400000 sec): 3 clusters Score: Raw -4281289.440526 + Penalty 5011.998305 = -4276277.442221 nChanged 76 SP:Iteration 35Q (43579.770000 sec): 3 clusters Score: Raw -4281308.841500 + Penalty 5011.998305 = -4276296.843195 nChanged 80 SP:Iteration 36Q (43580.090000 sec): 3 clusters Score: Raw -4281330.171933 + Penalty 5011.998305 = -4276318.173629 nChanged 72 SP:Iteration 37Q (43580.440000 sec): 3 clusters Score: Raw -4281349.220384 + Penalty 5011.998305 = -4276337.222080 nChanged 79 SP:Iteration 38Q (43580.760000 sec): 3 clusters Score: Raw -4281374.450253 + Penalty 5011.998305 = -4276362.451949 nChanged 67 SP:Iteration 39Q (43581.070000 sec): 3 clusters Score: Raw -4281392.189893 + Penalty 5011.998305 = -4276380.191588 nChanged 69 SP:Iteration 40F (43581.350000 sec): 3 clusters Score: Raw -4281409.497331 + Penalty 5011.998305 = -4276397.499027 nChanged 61 SP:Iteration 41Q (43581.650000 sec): 3 clusters Score: Raw -4281429.298301 + Penalty 5011.998305 = -4276417.299996 nChanged 72 SP:Iteration 42Q (43581.980000 sec): 3 clusters Score: Raw -4281454.589062 + Penalty 5011.998305 = -4276442.590757 nChanged 68 SP:Iteration 43Q (43582.280000 sec): 3 clusters Score: Raw -4281474.556858 + Penalty 5011.998305 = -4276462.558553 nChanged 63 SP:Iteration 44Q (43582.550000 sec): 3 clusters Score: Raw -4281496.054807 + Penalty 5011.998305 = -4276484.056502 nChanged 65 SP:Iteration 45Q (43582.850000 sec): 3 clusters Score: Raw -4281515.894338 + Penalty 5011.998305 = -4276503.896034 nChanged 60 SP:Iteration 46Q (43583.150000 sec): 3 clusters Score: Raw -4281534.643658 + Penalty 5011.998305 = -4276522.645353 nChanged 58 SP:Iteration 47Q (43583.430000 sec): 3 clusters Score: Raw -4281552.547778 + Penalty 5011.998305 = -4276540.549474 nChanged 51 SP:Iteration 48Q (43583.740000 sec): 3 clusters Score: Raw -4281569.630215 + Penalty 5011.998305 = -4276557.631910 nChanged 49 SP:Iteration 49Q (43584.070000 sec): 3 clusters Score: Raw -4281589.269599 + Penalty 5011.998305 = -4276577.271295 nChanged 48 SP:Iteration 50Q (43584.350000 sec): 3 clusters Score: Raw -4281608.181187 + Penalty 5011.998305 = -4276596.182882 nChanged 55 SP:Iteration 51Q (43584.700000 sec): 3 clusters Score: Raw -4281627.791782 + Penalty 5011.998305 = -4276615.793477 nChanged 44 SP:Iteration 52Q (43585.010000 sec): 3 clusters Score: Raw -4281640.913622 + Penalty 5011.998305 = -4276628.915317 nChanged 33 SP:Iteration 53Q (43585.300000 sec): 3 clusters Score: Raw -4281651.969261 + Penalty 5011.998305 = -4276639.970956 nChanged 33 SP:Iteration 54Q (43585.580000 sec): 3 clusters Score: Raw -4281663.292001 + Penalty 5011.998305 = -4276651.293696 nChanged 28 SP:Iteration 55Q (43585.890000 sec): 3 clusters Score: Raw -4281672.061104 + Penalty 5011.998305 = -4276660.062799 nChanged 30 SP:Iteration 56Q (43586.230000 sec): 3 clusters Score: Raw -4281682.250169 + Penalty 5011.998305 = -4276670.251864 nChanged 28 SP:Iteration 57Q (43586.570000 sec): 3 clusters Score: Raw -4281690.348686 + Penalty 5011.998305 = -4276678.350381 nChanged 26 SP:Iteration 58Q (43586.890000 sec): 3 clusters Score: Raw -4281700.127564 + Penalty 5011.998305 = -4276688.129259 nChanged 21 SP:Iteration 59Q (43587.200000 sec): 3 clusters Score: Raw -4281707.402466 + Penalty 5011.998305 = -4276695.404162 nChanged 24 SP:Iteration 60F (43587.530000 sec): 3 clusters Score: Raw -4281717.278427 + Penalty 5011.998305 = -4276705.280122 nChanged 18 SP:Iteration 61Q (43587.870000 sec): 3 clusters Score: Raw -4281724.187467 + Penalty 5011.998305 = -4276712.189163 nChanged 22 SP:Iteration 62Q (43588.190000 sec): 3 clusters Score: Raw -4281732.347287 + Penalty 5011.998305 = -4276720.348982 nChanged 23 SP:Iteration 63Q (43588.490000 sec): 3 clusters Score: Raw -4281740.822699 + Penalty 5011.998305 = -4276728.824395 nChanged 23 SP:Iteration 64Q (43588.790000 sec): 3 clusters Score: Raw -4281749.234744 + Penalty 5011.998305 = -4276737.236439 nChanged 22 SP:Iteration 65Q (43589.110000 sec): 3 clusters Score: Raw -4281756.319837 + Penalty 5011.998305 = -4276744.321533 nChanged 15 SP:Iteration 66Q (43589.450000 sec): 3 clusters Score: Raw -4281762.037127 + Penalty 5011.998305 = -4276750.038823 nChanged 12 SP:Iteration 67Q (43589.790000 sec): 3 clusters Score: Raw -4281767.810856 + Penalty 5011.998305 = -4276755.812552 nChanged 15 SP:Iteration 68Q (43590.120000 sec): 3 clusters Score: Raw -4281772.037309 + Penalty 5011.998305 = -4276760.039005 nChanged 12 SP:Iteration 69Q (43590.430000 sec): 3 clusters Score: Raw -4281774.815352 + Penalty 5011.998305 = -4276762.817047 nChanged 11 SP:Iteration 70Q (43590.710000 sec): 3 clusters Score: Raw -4281777.770074 + Penalty 5011.998305 = -4276765.771769 nChanged 8 SP:Iteration 71Q (43590.970000 sec): 3 clusters Score: Raw -4281780.780603 + Penalty 5011.998305 = -4276768.782298 nChanged 10 SP:Iteration 72Q (43591.320000 sec): 3 clusters Score: Raw -4281784.854814 + Penalty 5011.998305 = -4276772.856510 nChanged 13 SP:Iteration 73Q (43591.670000 sec): 3 clusters Score: Raw -4281789.202956 + Penalty 5011.998305 = -4276777.204652 nChanged 11 SP:Iteration 74Q (43591.970000 sec): 3 clusters Score: Raw -4281792.357197 + Penalty 5011.998305 = -4276780.358892 nChanged 6 SP:Iteration 75Q (43592.280000 sec): 3 clusters Score: Raw -4281795.005810 + Penalty 5011.998305 = -4276783.007506 nChanged 10 SP:Iteration 76Q (43592.610000 sec): 3 clusters Score: Raw -4281798.493732 + Penalty 5011.998305 = -4276786.495427 nChanged 13 SP:Iteration 77Q (43592.950000 sec): 3 clusters Score: Raw -4281801.770123 + Penalty 5011.998305 = -4276789.771818 nChanged 7 SP:Iteration 78Q (43593.240000 sec): 3 clusters Score: Raw -4281804.373384 + Penalty 5011.998305 = -4276792.375080 nChanged 13 SP:Iteration 79Q (43593.540000 sec): 3 clusters Score: Raw -4281807.766397 + Penalty 5011.998305 = -4276795.768092 nChanged 10 SP:Iteration 80F (43593.890000 sec): 3 clusters Score: Raw -4281810.831517 + Penalty 5011.998305 = -4276798.833213 nChanged 7 SP:Iteration 81Q (43594.170000 sec): 3 clusters Score: Raw -4281814.380651 + Penalty 5011.998305 = -4276802.382347 nChanged 9 SP:Iteration 82Q (43594.410000 sec): 3 clusters Score: Raw -4281817.805778 + Penalty 5011.998305 = -4276805.807473 nChanged 14 SP:Iteration 83Q (43594.660000 sec): 3 clusters Score: Raw -4281822.718342 + Penalty 5011.998305 = -4276810.720037 nChanged 8 SP:Iteration 84Q (43594.990000 sec): 3 clusters Score: Raw -4281825.917605 + Penalty 5011.998305 = -4276813.919301 nChanged 7 SP:Iteration 85Q (43595.270000 sec): 3 clusters Score: Raw -4281828.458106 + Penalty 5011.998305 = -4276816.459802 nChanged 8 SP:Iteration 86Q (43595.540000 sec): 3 clusters Score: Raw -4281832.406448 + Penalty 5011.998305 = -4276820.408144 nChanged 8 SP:Iteration 87Q (43595.830000 sec): 3 clusters Score: Raw -4281835.861774 + Penalty 5011.998305 = -4276823.863469 nChanged 7 SP:Iteration 88Q (43596.110000 sec): 3 clusters Score: Raw -4281838.479172 + Penalty 5011.998305 = -4276826.480868 nChanged 11 SP:Iteration 89Q (43596.370000 sec): 3 clusters Score: Raw -4281841.662649 + Penalty 5011.998305 = -4276829.664345 nChanged 5 SP:Iteration 90Q (43596.640000 sec): 3 clusters Score: Raw -4281843.873035 + Penalty 5011.998305 = -4276831.874731 nChanged 5 SP:Iteration 91Q (43596.890000 sec): 3 clusters Score: Raw -4281846.241842 + Penalty 5011.998305 = -4276834.243538 nChanged 7 SP:Iteration 92Q (43597.190000 sec): 3 clusters Score: Raw -4281849.054950 + Penalty 5011.998305 = -4276837.056646 nChanged 7 SP:Iteration 93Q (43597.500000 sec): 3 clusters Score: Raw -4281852.104225 + Penalty 5011.998305 = -4276840.105920 nChanged 8 SP:Iteration 94Q (43597.770000 sec): 3 clusters Score: Raw -4281856.302756 + Penalty 5011.998305 = -4276844.304451 nChanged 8 SP:Iteration 95Q (43598.070000 sec): 3 clusters Score: Raw -4281859.900233 + Penalty 5011.998305 = -4276847.901928 nChanged 6 SP:Iteration 96Q (43598.410000 sec): 3 clusters Score: Raw -4281861.853061 + Penalty 5011.998305 = -4276849.854756 nChanged 6 SP:Iteration 97Q (43598.730000 sec): 3 clusters Score: Raw -4281864.554821 + Penalty 5011.998305 = -4276852.556517 nChanged 6 SP:Iteration 98Q (43599.010000 sec): 3 clusters Score: Raw -4281867.184525 + Penalty 5011.998305 = -4276855.186221 nChanged 7 SP:Iteration 99Q (43599.330000 sec): 3 clusters Score: Raw -4281870.651716 + Penalty 5011.998305 = -4276858.653412 nChanged 9 SP:Iteration 100F (43599.640000 sec): 3 clusters Score: Raw -4281873.864620 + Penalty 5011.998305 = -4276861.866315 nChanged 7 SP:Iteration 101Q (43599.930000 sec): 3 clusters Score: Raw -4281877.635629 + Penalty 5011.998305 = -4276865.637324 nChanged 8 SP:Iteration 102Q (43600.160000 sec): 3 clusters Score: Raw -4281880.563582 + Penalty 5011.998305 = -4276868.565278 nChanged 6 SP:Iteration 103Q (43600.440000 sec): 3 clusters Score: Raw -4281883.239141 + Penalty 5011.998305 = -4276871.240837 nChanged 5 SP:Iteration 104Q (43600.720000 sec): 3 clusters Score: Raw -4281886.926315 + Penalty 5011.998305 = -4276874.928010 nChanged 9 SP:Iteration 105Q (43601.060000 sec): 3 clusters Score: Raw -4281890.146476 + Penalty 5011.998305 = -4276878.148171 nChanged 9 SP:Iteration 106Q (43601.350000 sec): 3 clusters Score: Raw -4281894.300398 + Penalty 5011.998305 = -4276882.302093 nChanged 9 SP:Iteration 107Q (43601.670000 sec): 3 clusters Score: Raw -4281897.971479 + Penalty 5011.998305 = -4276885.973175 nChanged 8 SP:Iteration 108Q (43601.930000 sec): 3 clusters Score: Raw -4281901.128075 + Penalty 5011.998305 = -4276889.129770 nChanged 5 SP:Iteration 109Q (43602.240000 sec): 3 clusters Score: Raw -4281902.961453 + Penalty 5011.998305 = -4276890.963149 nChanged 4 SP:Iteration 110Q (43602.510000 sec): 3 clusters Score: Raw -4281904.101489 + Penalty 5011.998305 = -4276892.103184 nChanged 4 SP:Iteration 111Q (43602.850000 sec): 3 clusters Score: Raw -4281905.240853 + Penalty 5011.998305 = -4276893.242548 nChanged 2 SP:Iteration 112Q (43603.150000 sec): 3 clusters Score: Raw -4281906.728987 + Penalty 5011.998305 = -4276894.730682 nChanged 3 SP:Iteration 113Q (43603.420000 sec): 3 clusters Score: Raw -4281907.818379 + Penalty 5011.998305 = -4276895.820074 nChanged 2 SP:Iteration 114Q (43603.760000 sec): 3 clusters Score: Raw -4281908.183278 + Penalty 5011.998305 = -4276896.184973 nChanged 5 SP:Iteration 115Q (43604.060000 sec): 3 clusters Score: Raw -4281909.759948 + Penalty 5011.998305 = -4276897.761644 nChanged 5 SP:Iteration 116Q (43604.390000 sec): 3 clusters Score: Raw -4281912.162543 + Penalty 5011.998305 = -4276900.164239 nChanged 2 SP:Iteration 117Q (43604.690000 sec): 3 clusters Score: Raw -4281912.602105 + Penalty 5011.998305 = -4276900.603800 nChanged 1 SP:Iteration 118Q (43604.970000 sec): 3 clusters Score: Raw -4281913.040622 + Penalty 5011.998305 = -4276901.042318 nChanged 2 SP:Iteration 119Q (43605.250000 sec): 3 clusters Score: Raw -4281913.439543 + Penalty 5011.998305 = -4276901.441238 nChanged 1 SP:Iteration 120F (43605.580000 sec): 3 clusters Score: Raw -4281913.907668 + Penalty 5011.998305 = -4276901.909364 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43605.690000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43605.900000 sec): 3 clusters Score: Raw -93809.176310 + Penalty 3143.065563 = -90666.110747 nChanged 98 SP:Iteration 1F (43606.050000 sec): 3 clusters Score: Raw -94008.202316 + Penalty 3143.065563 = -90865.136753 nChanged 30 SP:Iteration 2F (43606.230000 sec): 3 clusters Score: Raw -94087.309512 + Penalty 3143.065563 = -90944.243950 nChanged 21 SP:Iteration 3Q (43606.370000 sec): 3 clusters Score: Raw -94191.984864 + Penalty 3143.065563 = -91048.919301 nChanged 15 SP:Iteration 4Q (43606.520000 sec): 3 clusters Score: Raw -94258.304891 + Penalty 3143.065563 = -91115.239328 nChanged 11 SP:Iteration 5Q (43606.700000 sec): 3 clusters Score: Raw -94302.168778 + Penalty 3143.065563 = -91159.103215 nChanged 9 SP:Iteration 6Q (43606.890000 sec): 3 clusters Score: Raw -94322.416103 + Penalty 3143.065563 = -91179.350541 nChanged 7 SP:Iteration 7Q (43607.090000 sec): 3 clusters Score: Raw -94337.058848 + Penalty 3143.065563 = -91193.993285 nChanged 8 SP:Iteration 8Q (43607.280000 sec): 3 clusters Score: Raw -94352.931189 + Penalty 3143.065563 = -91209.865626 nChanged 7 SP:Iteration 9Q (43607.470000 sec): 3 clusters Score: Raw -94370.843145 + Penalty 3143.065563 = -91227.777582 nChanged 6 SP:Iteration 10Q (43607.620000 sec): 3 clusters Score: Raw -94384.978507 + Penalty 3143.065563 = -91241.912944 nChanged 4 SP:Iteration 11Q (43607.800000 sec): 3 clusters Score: Raw -94395.150570 + Penalty 3143.065563 = -91252.085008 nChanged 2 SP:Iteration 12Q (43607.990000 sec): 3 clusters Score: Raw -94400.924657 + Penalty 3143.065563 = -91257.859094 nChanged 1 SP:Iteration 13Q (43608.190000 sec): 3 clusters Score: Raw -94403.522104 + Penalty 3143.065563 = -91260.456542 nChanged 2 SP:Iteration 14Q (43608.360000 sec): 3 clusters Score: Raw -94406.860648 + Penalty 3143.065563 = -91263.795085 nChanged 1 SP:Iteration 15Q (43608.520000 sec): 3 clusters Score: Raw -94412.356607 + Penalty 3143.065563 = -91269.291045 nChanged 3 SP:Iteration 16Q (43608.720000 sec): 3 clusters Score: Raw -94422.293470 + Penalty 3143.065563 = -91279.227907 nChanged 3 SP:Iteration 17Q (43608.950000 sec): 3 clusters Score: Raw -94429.965923 + Penalty 3143.065563 = -91286.900360 nChanged 4 SP:Iteration 18Q (43609.130000 sec): 3 clusters Score: Raw -94444.428876 + Penalty 3143.065563 = -91301.363313 nChanged 6 SP:Iteration 19Q (43609.350000 sec): 3 clusters Score: Raw -94459.132841 + Penalty 3143.065563 = -91316.067278 nChanged 5 SP:Iteration 20F (43609.530000 sec): 3 clusters Score: Raw -94474.211396 + Penalty 3143.065563 = -91331.145834 nChanged 2 SP:Iteration 21Q (43609.720000 sec): 3 clusters Score: Raw -94481.028546 + Penalty 3143.065563 = -91337.962984 nChanged 3 SP:Iteration 22Q (43609.950000 sec): 3 clusters Score: Raw -94486.951728 + Penalty 3143.065563 = -91343.886165 nChanged 2 SP:Iteration 23Q (43610.140000 sec): 3 clusters Score: Raw -94491.742928 + Penalty 3143.065563 = -91348.677366 nChanged 3 SP:Iteration 24Q (43610.290000 sec): 3 clusters Score: Raw -94496.596732 + Penalty 3143.065563 = -91353.531169 nChanged 5 SP:Iteration 25Q (43610.470000 sec): 3 clusters Score: Raw -94517.055500 + Penalty 3143.065563 = -91373.989938 nChanged 3 SP:Iteration 26Q (43610.630000 sec): 3 clusters Score: Raw -94525.959698 + Penalty 3143.065563 = -91382.894135 nChanged 3 SP:Iteration 27Q (43610.850000 sec): 3 clusters Score: Raw -94534.841575 + Penalty 3143.065563 = -91391.776013 nChanged 4 SP:Iteration 28Q (43611.080000 sec): 3 clusters Score: Raw -94545.164920 + Penalty 3143.065563 = -91402.099357 nChanged 1 SP:Iteration 29Q (43611.290000 sec): 3 clusters Score: Raw -94547.742468 + Penalty 3143.065563 = -91404.676905 nChanged 2 SP:Iteration 30Q (43611.460000 sec): 3 clusters Score: Raw -94551.983381 + Penalty 3143.065563 = -91408.917818 nChanged 1 SP:Iteration 31Q (43611.670000 sec): 3 clusters Score: Raw -94552.455713 + Penalty 3143.065563 = -91409.390150 nChanged 0 SP:Iteration 32F (43611.860000 sec): 3 clusters Score: Raw -94552.455713 + Penalty 3143.065563 = -91409.390150 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43612.090000 sec): 2 clusters Score: Raw -4389389.574556 + Penalty 2514.352997 = -4386875.221559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43612.410000 sec): 3 clusters Score: Raw -4374360.994575 + Penalty 5028.705994 = -4369332.288582 nChanged 11331 SP:Iteration 1F (43612.760000 sec): 3 clusters Score: Raw -4380335.118090 + Penalty 5028.705994 = -4375306.412097 nChanged 1245 SP:Iteration 2Q (43613.140000 sec): 3 clusters Score: Raw -4380771.356869 + Penalty 5028.705994 = -4375742.650876 nChanged 1077 SP:Iteration 3Q (43613.450000 sec): 3 clusters Score: Raw -4381180.351990 + Penalty 5028.705994 = -4376151.645997 nChanged 1046 SP:Iteration 4Q (43613.740000 sec): 3 clusters Score: Raw -4381605.805558 + Penalty 5028.705994 = -4376577.099564 nChanged 1037 SP:Iteration 5Q (43614.060000 sec): 3 clusters Score: Raw -4382063.389961 + Penalty 5028.705994 = -4377034.683968 nChanged 1096 SP:Iteration 6Q (43614.420000 sec): 3 clusters Score: Raw -4382579.656052 + Penalty 5028.705994 = -4377550.950058 nChanged 1106 SP:Iteration 7Q (43614.720000 sec): 3 clusters Score: Raw -4383111.378120 + Penalty 5028.705994 = -4378082.672126 nChanged 1075 SP:Iteration 8Q (43615.050000 sec): 3 clusters Score: Raw -4383629.167337 + Penalty 5028.705994 = -4378600.461344 nChanged 1118 SP:Iteration 9Q (43615.430000 sec): 3 clusters Score: Raw -4384164.707725 + Penalty 5028.705994 = -4379136.001731 nChanged 1092 SP:Iteration 10Q (43615.740000 sec): 3 clusters Score: Raw -4384674.940187 + Penalty 5028.705994 = -4379646.234194 nChanged 1051 SP:Iteration 11Q (43616.120000 sec): 3 clusters Score: Raw -4385175.248634 + Penalty 5028.705994 = -4380146.542640 nChanged 992 SP:Iteration 12Q (43616.450000 sec): 3 clusters Score: Raw -4385629.006117 + Penalty 5028.705994 = -4380600.300124 nChanged 904 SP:Iteration 13Q (43616.770000 sec): 3 clusters Score: Raw -4386008.562686 + Penalty 5028.705994 = -4380979.856692 nChanged 825 SP:Iteration 14Q (43617.080000 sec): 3 clusters Score: Raw -4386342.840024 + Penalty 5028.705994 = -4381314.134030 nChanged 700 SP:Iteration 15Q (43617.340000 sec): 3 clusters Score: Raw -4386607.859372 + Penalty 5028.705994 = -4381579.153378 nChanged 623 SP:Iteration 16Q (43617.680000 sec): 3 clusters Score: Raw -4386843.603177 + Penalty 5028.705994 = -4381814.897184 nChanged 557 SP:Iteration 17Q (43618.050000 sec): 3 clusters Score: Raw -4387068.408383 + Penalty 5028.705994 = -4382039.702390 nChanged 548 SP:Iteration 18Q (43618.350000 sec): 3 clusters Score: Raw -4387319.136145 + Penalty 5028.705994 = -4382290.430151 nChanged 531 SP:Iteration 19Q (43618.700000 sec): 3 clusters Score: Raw -4387584.886057 + Penalty 5028.705994 = -4382556.180064 nChanged 533 SP:Iteration 20F (43619.020000 sec): 3 clusters Score: Raw -4387838.346756 + Penalty 5028.705994 = -4382809.640762 nChanged 410 SP:Iteration 21Q (43619.300000 sec): 3 clusters Score: Raw -4388016.818527 + Penalty 5028.705994 = -4382988.112533 nChanged 410 SP:Iteration 22Q (43619.670000 sec): 3 clusters Score: Raw -4388191.506825 + Penalty 5028.705994 = -4383162.800832 nChanged 380 SP:Iteration 23Q (43619.990000 sec): 3 clusters Score: Raw -4388346.879107 + Penalty 5028.705994 = -4383318.173114 nChanged 358 SP:Iteration 24Q (43620.340000 sec): 3 clusters Score: Raw -4388495.805595 + Penalty 5028.705994 = -4383467.099602 nChanged 369 SP:Iteration 25Q (43620.660000 sec): 3 clusters Score: Raw -4388660.254209 + Penalty 5028.705994 = -4383631.548215 nChanged 370 SP:Iteration 26Q (43620.980000 sec): 3 clusters Score: Raw -4388840.874419 + Penalty 5028.705994 = -4383812.168425 nChanged 356 SP:Iteration 27Q (43621.330000 sec): 3 clusters Score: Raw -4389018.357737 + Penalty 5028.705994 = -4383989.651743 nChanged 321 SP:Iteration 28Q (43621.620000 sec): 3 clusters Score: Raw -4389178.380099 + Penalty 5028.705994 = -4384149.674106 nChanged 293 SP:Iteration 29Q (43621.920000 sec): 3 clusters Score: Raw -4389324.488120 + Penalty 5028.705994 = -4384295.782126 nChanged 275 SP:Iteration 30Q (43622.200000 sec): 3 clusters Score: Raw -4389458.567453 + Penalty 5028.705994 = -4384429.861459 nChanged 234 SP:Iteration 31Q (43622.480000 sec): 3 clusters Score: Raw -4389567.056535 + Penalty 5028.705994 = -4384538.350542 nChanged 210 SP:Iteration 32Q (43622.820000 sec): 3 clusters Score: Raw -4389668.247441 + Penalty 5028.705994 = -4384639.541447 nChanged 176 SP:Iteration 33Q (43623.130000 sec): 3 clusters Score: Raw -4389751.381093 + Penalty 5028.705994 = -4384722.675100 nChanged 162 SP:Iteration 34Q (43623.440000 sec): 3 clusters Score: Raw -4389829.282742 + Penalty 5028.705994 = -4384800.576748 nChanged 138 SP:Iteration 35Q (43623.730000 sec): 3 clusters Score: Raw -4389888.314596 + Penalty 5028.705994 = -4384859.608602 nChanged 128 SP:Iteration 36Q (43624.060000 sec): 3 clusters Score: Raw -4389935.179284 + Penalty 5028.705994 = -4384906.473291 nChanged 106 SP:Iteration 37Q (43624.350000 sec): 3 clusters Score: Raw -4389975.828485 + Penalty 5028.705994 = -4384947.122491 nChanged 79 SP:Iteration 38Q (43624.710000 sec): 3 clusters Score: Raw -4390006.224176 + Penalty 5028.705994 = -4384977.518182 nChanged 72 SP:Iteration 39Q (43625.010000 sec): 3 clusters Score: Raw -4390033.934291 + Penalty 5028.705994 = -4385005.228298 nChanged 60 SP:Iteration 40F (43625.370000 sec): 3 clusters Score: Raw -4390054.736818 + Penalty 5028.705994 = -4385026.030825 nChanged 51 SP:Iteration 41Q (43625.680000 sec): 3 clusters Score: Raw -4390071.261205 + Penalty 5028.705994 = -4385042.555211 nChanged 38 SP:Iteration 42Q (43626.000000 sec): 3 clusters Score: Raw -4390083.323608 + Penalty 5028.705994 = -4385054.617615 nChanged 29 SP:Iteration 43Q (43626.320000 sec): 3 clusters Score: Raw -4390093.267806 + Penalty 5028.705994 = -4385064.561812 nChanged 35 SP:Iteration 44Q (43626.590000 sec): 3 clusters Score: Raw -4390105.137792 + Penalty 5028.705994 = -4385076.431798 nChanged 30 SP:Iteration 45Q (43626.890000 sec): 3 clusters Score: Raw -4390115.532335 + Penalty 5028.705994 = -4385086.826341 nChanged 28 SP:Iteration 46Q (43627.170000 sec): 3 clusters Score: Raw -4390124.800430 + Penalty 5028.705994 = -4385096.094436 nChanged 24 SP:Iteration 47Q (43627.450000 sec): 3 clusters Score: Raw -4390132.316862 + Penalty 5028.705994 = -4385103.610868 nChanged 23 SP:Iteration 48Q (43627.770000 sec): 3 clusters Score: Raw -4390139.789036 + Penalty 5028.705994 = -4385111.083042 nChanged 20 SP:Iteration 49Q (43628.090000 sec): 3 clusters Score: Raw -4390145.496030 + Penalty 5028.705994 = -4385116.790036 nChanged 18 SP:Iteration 50Q (43628.380000 sec): 3 clusters Score: Raw -4390152.089985 + Penalty 5028.705994 = -4385123.383991 nChanged 18 SP:Iteration 51Q (43628.650000 sec): 3 clusters Score: Raw -4390160.065720 + Penalty 5028.705994 = -4385131.359727 nChanged 20 SP:Iteration 52Q (43628.950000 sec): 3 clusters Score: Raw -4390168.643929 + Penalty 5028.705994 = -4385139.937935 nChanged 22 SP:Iteration 53Q (43629.260000 sec): 3 clusters Score: Raw -4390176.189703 + Penalty 5028.705994 = -4385147.483709 nChanged 27 SP:Iteration 54Q (43629.610000 sec): 3 clusters Score: Raw -4390187.089336 + Penalty 5028.705994 = -4385158.383342 nChanged 32 SP:Iteration 55Q (43629.880000 sec): 3 clusters Score: Raw -4390203.902786 + Penalty 5028.705994 = -4385175.196792 nChanged 34 SP:Iteration 56Q (43630.160000 sec): 3 clusters Score: Raw -4390221.389180 + Penalty 5028.705994 = -4385192.683187 nChanged 45 SP:Iteration 57Q (43630.420000 sec): 3 clusters Score: Raw -4390239.214758 + Penalty 5028.705994 = -4385210.508765 nChanged 34 SP:Iteration 58Q (43630.720000 sec): 3 clusters Score: Raw -4390254.693024 + Penalty 5028.705994 = -4385225.987030 nChanged 31 SP:Iteration 59Q (43631.040000 sec): 3 clusters Score: Raw -4390271.145329 + Penalty 5028.705994 = -4385242.439336 nChanged 24 SP:Iteration 60F (43631.360000 sec): 3 clusters Score: Raw -4390282.286457 + Penalty 5028.705994 = -4385253.580464 nChanged 29 SP:Iteration 61Q (43631.580000 sec): 3 clusters Score: Raw -4390294.664764 + Penalty 5028.705994 = -4385265.958770 nChanged 18 SP:Iteration 62Q (43631.860000 sec): 3 clusters Score: Raw -4390302.205283 + Penalty 5028.705994 = -4385273.499290 nChanged 22 SP:Iteration 63Q (43632.140000 sec): 3 clusters Score: Raw -4390313.622545 + Penalty 5028.705994 = -4385284.916551 nChanged 22 SP:Iteration 64Q (43632.460000 sec): 3 clusters Score: Raw -4390328.123945 + Penalty 5028.705994 = -4385299.417952 nChanged 21 SP:Iteration 65Q (43632.780000 sec): 3 clusters Score: Raw -4390341.796827 + Penalty 5028.705994 = -4385313.090833 nChanged 23 SP:Iteration 66Q (43633.090000 sec): 3 clusters Score: Raw -4390358.853268 + Penalty 5028.705994 = -4385330.147274 nChanged 28 SP:Iteration 67Q (43633.460000 sec): 3 clusters Score: Raw -4390373.777772 + Penalty 5028.705994 = -4385345.071778 nChanged 19 SP:Iteration 68Q (43633.750000 sec): 3 clusters Score: Raw -4390381.931897 + Penalty 5028.705994 = -4385353.225904 nChanged 18 SP:Iteration 69Q (43634.050000 sec): 3 clusters Score: Raw -4390390.368175 + Penalty 5028.705994 = -4385361.662182 nChanged 19 SP:Iteration 70Q (43634.350000 sec): 3 clusters Score: Raw -4390398.230908 + Penalty 5028.705994 = -4385369.524914 nChanged 19 SP:Iteration 71Q (43634.640000 sec): 3 clusters Score: Raw -4390405.914997 + Penalty 5028.705994 = -4385377.209003 nChanged 14 SP:Iteration 72Q (43634.990000 sec): 3 clusters Score: Raw -4390411.223884 + Penalty 5028.705994 = -4385382.517890 nChanged 4 SP:Iteration 73Q (43635.260000 sec): 3 clusters Score: Raw -4390412.281948 + Penalty 5028.705994 = -4385383.575955 nChanged 2 SP:Iteration 74Q (43635.570000 sec): 3 clusters Score: Raw -4390413.326068 + Penalty 5028.705994 = -4385384.620074 nChanged 3 SP:Iteration 75Q (43635.850000 sec): 3 clusters Score: Raw -4390414.313041 + Penalty 5028.705994 = -4385385.607048 nChanged 2 SP:Iteration 76Q (43636.210000 sec): 3 clusters Score: Raw -4390414.868422 + Penalty 5028.705994 = -4385386.162428 nChanged 0 SP:Iteration 77F (43636.470000 sec): 3 clusters Score: Raw -4390414.868422 + Penalty 5028.705994 = -4385386.162428 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43636.590000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43636.780000 sec): 3 clusters Score: Raw -96455.891738 + Penalty 3126.099012 = -93329.792726 nChanged 118 SP:Iteration 1F (43636.930000 sec): 3 clusters Score: Raw -96681.776099 + Penalty 3126.099012 = -93555.677087 nChanged 46 SP:Iteration 2F (43637.100000 sec): 3 clusters Score: Raw -96836.511390 + Penalty 3126.099012 = -93710.412378 nChanged 35 SP:Iteration 3F (43637.270000 sec): 3 clusters Score: Raw -96957.561781 + Penalty 3126.099012 = -93831.462769 nChanged 26 SP:Iteration 4Q (43637.480000 sec): 3 clusters Score: Raw -97032.292723 + Penalty 3126.099012 = -93906.193711 nChanged 24 SP:Iteration 5Q (43637.640000 sec): 3 clusters Score: Raw -97106.726316 + Penalty 3126.099012 = -93980.627304 nChanged 10 SP:Iteration 6Q (43637.820000 sec): 3 clusters Score: Raw -97128.251041 + Penalty 3126.099012 = -94002.152029 nChanged 5 SP:Iteration 7Q (43638.000000 sec): 3 clusters Score: Raw -97138.682651 + Penalty 3126.099012 = -94012.583639 nChanged 5 SP:Iteration 8Q (43638.180000 sec): 3 clusters Score: Raw -97159.171498 + Penalty 3126.099012 = -94033.072486 nChanged 7 SP:Iteration 9Q (43638.360000 sec): 3 clusters Score: Raw -97184.700511 + Penalty 3126.099012 = -94058.601499 nChanged 4 SP:Iteration 10Q (43638.520000 sec): 3 clusters Score: Raw -97195.058696 + Penalty 3126.099012 = -94068.959684 nChanged 2 SP:Iteration 11Q (43638.730000 sec): 3 clusters Score: Raw -97203.135853 + Penalty 3126.099012 = -94077.036841 nChanged 3 SP:Iteration 12Q (43638.880000 sec): 3 clusters Score: Raw -97213.977538 + Penalty 3126.099012 = -94087.878526 nChanged 2 SP:Iteration 13Q (43639.060000 sec): 3 clusters Score: Raw -97219.623424 + Penalty 3126.099012 = -94093.524412 nChanged 1 SP:Iteration 14Q (43639.230000 sec): 3 clusters Score: Raw -97220.995269 + Penalty 3126.099012 = -94094.896257 nChanged 1 SP:Iteration 15Q (43639.420000 sec): 3 clusters Score: Raw -97223.567382 + Penalty 3126.099012 = -94097.468370 nChanged 1 SP:Iteration 16Q (43639.570000 sec): 3 clusters Score: Raw -97224.967248 + Penalty 3126.099012 = -94098.868236 nChanged 1 SP:Iteration 17Q (43639.760000 sec): 3 clusters Score: Raw -97227.737489 + Penalty 3126.099012 = -94101.638477 nChanged 0 SP:Iteration 18F (43639.920000 sec): 3 clusters Score: Raw -97227.737489 + Penalty 3126.099012 = -94101.638477 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43640.140000 sec): 2 clusters Score: Raw -2971746.275373 + Penalty 2406.546457 = -2969339.728916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43640.380000 sec): 3 clusters Score: Raw -2962357.532039 + Penalty 4813.092913 = -2957544.439126 nChanged 7068 SP:Iteration 1F (43640.650000 sec): 3 clusters Score: Raw -2966043.313802 + Penalty 4813.092913 = -2961230.220889 nChanged 919 SP:Iteration 2F (43640.920000 sec): 3 clusters Score: Raw -2966494.464957 + Penalty 4813.092913 = -2961681.372044 nChanged 909 SP:Iteration 3F (43641.220000 sec): 3 clusters Score: Raw -2967001.773638 + Penalty 4813.092913 = -2962188.680725 nChanged 935 SP:Iteration 4F (43641.450000 sec): 3 clusters Score: Raw -2967614.468000 + Penalty 4813.092913 = -2962801.375086 nChanged 986 SP:Iteration 5F (43641.730000 sec): 3 clusters Score: Raw -2968358.367406 + Penalty 4813.092913 = -2963545.274493 nChanged 1012 SP:Iteration 6F (43641.960000 sec): 3 clusters Score: Raw -2969210.699000 + Penalty 4813.092913 = -2964397.606087 nChanged 952 SP:Iteration 7F (43642.250000 sec): 3 clusters Score: Raw -2970123.977747 + Penalty 4813.092913 = -2965310.884834 nChanged 906 SP:Iteration 8F (43642.520000 sec): 3 clusters Score: Raw -2971001.862081 + Penalty 4813.092913 = -2966188.769168 nChanged 683 SP:Iteration 9Q (43642.830000 sec): 3 clusters Score: Raw -2971578.892842 + Penalty 4813.092913 = -2966765.799928 nChanged 521 SP:Iteration 10Q (43643.070000 sec): 3 clusters Score: Raw -2971965.631749 + Penalty 4813.092913 = -2967152.538835 nChanged 361 SP:Iteration 11Q (43643.350000 sec): 3 clusters Score: Raw -2972184.695705 + Penalty 4813.092913 = -2967371.602792 nChanged 274 SP:Iteration 12Q (43643.590000 sec): 3 clusters Score: Raw -2972307.381854 + Penalty 4813.092913 = -2967494.288941 nChanged 157 SP:Iteration 13Q (43643.890000 sec): 3 clusters Score: Raw -2972369.381647 + Penalty 4813.092913 = -2967556.288734 nChanged 138 SP:Iteration 14Q (43644.130000 sec): 3 clusters Score: Raw -2972415.076095 + Penalty 4813.092913 = -2967601.983182 nChanged 107 SP:Iteration 15Q (43644.430000 sec): 3 clusters Score: Raw -2972451.835402 + Penalty 4813.092913 = -2967638.742489 nChanged 92 SP:Iteration 16Q (43644.640000 sec): 3 clusters Score: Raw -2972485.535517 + Penalty 4813.092913 = -2967672.442604 nChanged 74 SP:Iteration 17Q (43644.950000 sec): 3 clusters Score: Raw -2972517.121477 + Penalty 4813.092913 = -2967704.028563 nChanged 73 SP:Iteration 18Q (43645.180000 sec): 3 clusters Score: Raw -2972546.392610 + Penalty 4813.092913 = -2967733.299697 nChanged 65 SP:Iteration 19Q (43645.420000 sec): 3 clusters Score: Raw -2972564.691951 + Penalty 4813.092913 = -2967751.599038 nChanged 57 SP:Iteration 20F (43645.670000 sec): 3 clusters Score: Raw -2972580.952748 + Penalty 4813.092913 = -2967767.859834 nChanged 54 SP:Iteration 21Q (43645.950000 sec): 3 clusters Score: Raw -2972596.367128 + Penalty 4813.092913 = -2967783.274215 nChanged 45 SP:Iteration 22Q (43646.220000 sec): 3 clusters Score: Raw -2972609.193641 + Penalty 4813.092913 = -2967796.100728 nChanged 34 SP:Iteration 23Q (43646.470000 sec): 3 clusters Score: Raw -2972618.877415 + Penalty 4813.092913 = -2967805.784501 nChanged 25 SP:Iteration 24Q (43646.690000 sec): 3 clusters Score: Raw -2972625.090984 + Penalty 4813.092913 = -2967811.998071 nChanged 19 SP:Iteration 25Q (43646.950000 sec): 3 clusters Score: Raw -2972628.840816 + Penalty 4813.092913 = -2967815.747903 nChanged 17 SP:Iteration 26Q (43647.210000 sec): 3 clusters Score: Raw -2972633.808492 + Penalty 4813.092913 = -2967820.715579 nChanged 15 SP:Iteration 27Q (43647.430000 sec): 3 clusters Score: Raw -2972637.413256 + Penalty 4813.092913 = -2967824.320343 nChanged 21 SP:Iteration 28Q (43647.650000 sec): 3 clusters Score: Raw -2972642.717124 + Penalty 4813.092913 = -2967829.624210 nChanged 22 SP:Iteration 29Q (43647.950000 sec): 3 clusters Score: Raw -2972647.954850 + Penalty 4813.092913 = -2967834.861937 nChanged 16 SP:Iteration 30Q (43648.180000 sec): 3 clusters Score: Raw -2972651.608683 + Penalty 4813.092913 = -2967838.515769 nChanged 17 SP:Iteration 31Q (43648.420000 sec): 3 clusters Score: Raw -2972654.639770 + Penalty 4813.092913 = -2967841.546857 nChanged 13 SP:Iteration 32Q (43648.670000 sec): 3 clusters Score: Raw -2972658.992661 + Penalty 4813.092913 = -2967845.899748 nChanged 20 SP:Iteration 33Q (43648.940000 sec): 3 clusters Score: Raw -2972664.465669 + Penalty 4813.092913 = -2967851.372755 nChanged 20 SP:Iteration 34Q (43649.220000 sec): 3 clusters Score: Raw -2972669.701477 + Penalty 4813.092913 = -2967856.608564 nChanged 20 SP:Iteration 35Q (43649.450000 sec): 3 clusters Score: Raw -2972673.410049 + Penalty 4813.092913 = -2967860.317135 nChanged 12 SP:Iteration 36Q (43649.710000 sec): 3 clusters Score: Raw -2972676.126151 + Penalty 4813.092913 = -2967863.033238 nChanged 10 SP:Iteration 37Q (43649.920000 sec): 3 clusters Score: Raw -2972678.314569 + Penalty 4813.092913 = -2967865.221655 nChanged 9 SP:Iteration 38Q (43650.160000 sec): 3 clusters Score: Raw -2972680.354729 + Penalty 4813.092913 = -2967867.261816 nChanged 7 SP:Iteration 39Q (43650.430000 sec): 3 clusters Score: Raw -2972682.072343 + Penalty 4813.092913 = -2967868.979429 nChanged 8 SP:Iteration 40F (43650.720000 sec): 3 clusters Score: Raw -2972683.539957 + Penalty 4813.092913 = -2967870.447044 nChanged 6 SP:Iteration 41Q (43650.940000 sec): 3 clusters Score: Raw -2972684.598621 + Penalty 4813.092913 = -2967871.505708 nChanged 3 SP:Iteration 42Q (43651.230000 sec): 3 clusters Score: Raw -2972685.205890 + Penalty 4813.092913 = -2967872.112977 nChanged 3 SP:Iteration 43Q (43651.420000 sec): 3 clusters Score: Raw -2972685.560477 + Penalty 4813.092913 = -2967872.467564 nChanged 2 SP:Iteration 44Q (43651.700000 sec): 3 clusters Score: Raw -2972685.791310 + Penalty 4813.092913 = -2967872.698397 nChanged 0 SP:Iteration 45F (43651.950000 sec): 3 clusters Score: Raw -2972685.791310 + Penalty 4813.092913 = -2967872.698397 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43652.060000 sec): 2 clusters Score: Raw -25631.326804 + Penalty 1362.279238 = -24269.047566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43652.230000 sec): 3 clusters Score: Raw -25923.928723 + Penalty 2724.558476 = -23199.370247 nChanged 36 SP:Iteration 1F (43652.440000 sec): 3 clusters Score: Raw -26058.043367 + Penalty 2724.558476 = -23333.484891 nChanged 7 SP:Iteration 2Q (43652.560000 sec): 3 clusters Score: Raw -26074.004937 + Penalty 2724.558476 = -23349.446461 nChanged 5 SP:Iteration 3Q (43652.740000 sec): 3 clusters Score: Raw -26103.042125 + Penalty 2724.558476 = -23378.483649 nChanged 3 SP:Iteration 4Q (43652.990000 sec): 3 clusters Score: Raw -26113.457035 + Penalty 2724.558476 = -23388.898559 nChanged 1 SP:Iteration 5Q (43653.140000 sec): 3 clusters Score: Raw -26119.358285 + Penalty 2724.558476 = -23394.799809 nChanged 1 SP:Iteration 6Q (43653.340000 sec): 3 clusters Score: Raw -26125.115659 + Penalty 2724.558476 = -23400.557183 nChanged 0 SP:Iteration 7F (43653.480000 sec): 3 clusters Score: Raw -26125.115659 + Penalty 2724.558476 = -23400.557183 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43653.570000 sec): 2 clusters Score: Raw -336120.283021 + Penalty 1883.656045 = -334236.626976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43653.780000 sec): 3 clusters Score: Raw -335375.784784 + Penalty 3767.312090 = -331608.472694 nChanged 617 SP:Iteration 1F (43653.940000 sec): 3 clusters Score: Raw -335913.723242 + Penalty 3767.312090 = -332146.411152 nChanged 179 SP:Iteration 2F (43654.160000 sec): 3 clusters Score: Raw -336136.302195 + Penalty 3767.312090 = -332368.990105 nChanged 128 SP:Iteration 3F (43654.340000 sec): 3 clusters Score: Raw -336343.551329 + Penalty 3767.312090 = -332576.239239 nChanged 113 SP:Iteration 4F (43654.530000 sec): 3 clusters Score: Raw -336504.623302 + Penalty 3767.312090 = -332737.311212 nChanged 91 SP:Iteration 5Q (43654.720000 sec): 3 clusters Score: Raw -336639.853139 + Penalty 3767.312090 = -332872.541049 nChanged 86 SP:Iteration 6Q (43654.880000 sec): 3 clusters Score: Raw -336762.058409 + Penalty 3767.312090 = -332994.746319 nChanged 70 SP:Iteration 7Q (43655.040000 sec): 3 clusters Score: Raw -336843.002975 + Penalty 3767.312090 = -333075.690885 nChanged 58 SP:Iteration 8Q (43655.270000 sec): 3 clusters Score: Raw -336898.960501 + Penalty 3767.312090 = -333131.648411 nChanged 31 SP:Iteration 9Q (43655.420000 sec): 3 clusters Score: Raw -336920.998661 + Penalty 3767.312090 = -333153.686571 nChanged 17 SP:Iteration 10Q (43655.610000 sec): 3 clusters Score: Raw -336944.369826 + Penalty 3767.312090 = -333177.057736 nChanged 15 SP:Iteration 11Q (43655.840000 sec): 3 clusters Score: Raw -336954.567421 + Penalty 3767.312090 = -333187.255330 nChanged 12 SP:Iteration 12Q (43656.040000 sec): 3 clusters Score: Raw -336963.956503 + Penalty 3767.312090 = -333196.644413 nChanged 7 SP:Iteration 13Q (43656.230000 sec): 3 clusters Score: Raw -336970.680386 + Penalty 3767.312090 = -333203.368296 nChanged 6 SP:Iteration 14Q (43656.330000 sec): 3 clusters Score: Raw -336974.380896 + Penalty 3767.312090 = -333207.068806 nChanged 4 SP:Iteration 15Q (43656.480000 sec): 3 clusters Score: Raw -336976.947952 + Penalty 3767.312090 = -333209.635861 nChanged 2 SP:Iteration 16Q (43656.710000 sec): 3 clusters Score: Raw -336978.221730 + Penalty 3767.312090 = -333210.909640 nChanged 3 SP:Iteration 17Q (43656.900000 sec): 3 clusters Score: Raw -336979.758669 + Penalty 3767.312090 = -333212.446578 nChanged 0 SP:Iteration 18F (43657.120000 sec): 3 clusters Score: Raw -336979.758669 + Penalty 3767.312090 = -333212.446578 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43657.740000 sec): 2 clusters Score: Raw -17304265.950887 + Penalty 2840.671683 = -17301425.279204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43658.550000 sec): 3 clusters Score: Raw -17244153.029863 + Penalty 5681.343365 = -17238471.686498 nChanged 44475 SP:Iteration 1F (43659.320000 sec): 3 clusters Score: Raw -17269941.878815 + Penalty 5681.343365 = -17264260.535450 nChanged 3627 SP:Iteration 2Q (43660.050000 sec): 3 clusters Score: Raw -17271083.350272 + Penalty 5681.343365 = -17265402.006907 nChanged 3928 SP:Iteration 3Q (43660.820000 sec): 3 clusters Score: Raw -17272523.762205 + Penalty 5681.343365 = -17266842.418840 nChanged 4342 SP:Iteration 4Q (43661.590000 sec): 3 clusters Score: Raw -17274408.815037 + Penalty 5681.343365 = -17268727.471672 nChanged 4880 SP:Iteration 5F (43662.350000 sec): 3 clusters Score: Raw -17276887.136574 + Penalty 5681.343365 = -17271205.793209 nChanged 5135 SP:Iteration 6F (43663.020000 sec): 3 clusters Score: Raw -17279773.843869 + Penalty 5681.343365 = -17274092.500504 nChanged 5159 SP:Iteration 7F (43663.710000 sec): 3 clusters Score: Raw -17282923.624023 + Penalty 5681.343365 = -17277242.280658 nChanged 5087 SP:Iteration 8F (43664.390000 sec): 3 clusters Score: Raw -17286116.043557 + Penalty 5681.343365 = -17280434.700192 nChanged 4682 SP:Iteration 9Q (43665.080000 sec): 3 clusters Score: Raw -17289117.097785 + Penalty 5681.343365 = -17283435.754420 nChanged 3967 SP:Iteration 10Q (43665.820000 sec): 3 clusters Score: Raw -17291266.782144 + Penalty 5681.343365 = -17285585.438778 nChanged 2997 SP:Iteration 11Q (43666.520000 sec): 3 clusters Score: Raw -17292564.140668 + Penalty 5681.343365 = -17286882.797303 nChanged 2195 SP:Iteration 12Q (43667.140000 sec): 3 clusters Score: Raw -17293390.199250 + Penalty 5681.343365 = -17287708.855885 nChanged 1773 SP:Iteration 13Q (43667.740000 sec): 3 clusters Score: Raw -17294022.421847 + Penalty 5681.343365 = -17288341.078482 nChanged 1620 SP:Iteration 14Q (43668.340000 sec): 3 clusters Score: Raw -17294584.167177 + Penalty 5681.343365 = -17288902.823812 nChanged 1678 SP:Iteration 15Q (43668.980000 sec): 3 clusters Score: Raw -17295173.425184 + Penalty 5681.343365 = -17289492.081819 nChanged 1684 SP:Iteration 16Q (43669.660000 sec): 3 clusters Score: Raw -17295784.019170 + Penalty 5681.343365 = -17290102.675805 nChanged 1711 SP:Iteration 17Q (43670.360000 sec): 3 clusters Score: Raw -17296415.531598 + Penalty 5681.343365 = -17290734.188233 nChanged 1678 SP:Iteration 18Q (43671.060000 sec): 3 clusters Score: Raw -17297061.117668 + Penalty 5681.343365 = -17291379.774303 nChanged 1686 SP:Iteration 19Q (43671.730000 sec): 3 clusters Score: Raw -17297738.958368 + Penalty 5681.343365 = -17292057.615003 nChanged 1680 SP:Iteration 20F (43672.440000 sec): 3 clusters Score: Raw -17298436.200130 + Penalty 5681.343365 = -17292754.856765 nChanged 1702 SP:Iteration 21Q (43673.130000 sec): 3 clusters Score: Raw -17299178.996789 + Penalty 5681.343365 = -17293497.653424 nChanged 1593 SP:Iteration 22Q (43673.870000 sec): 3 clusters Score: Raw -17299885.640052 + Penalty 5681.343365 = -17294204.296687 nChanged 1540 SP:Iteration 23Q (43674.580000 sec): 3 clusters Score: Raw -17300594.565895 + Penalty 5681.343365 = -17294913.222530 nChanged 1393 SP:Iteration 24Q (43675.210000 sec): 3 clusters Score: Raw -17301231.043552 + Penalty 5681.343365 = -17295549.700187 nChanged 1267 SP:Iteration 25Q (43675.850000 sec): 3 clusters Score: Raw -17301821.705475 + Penalty 5681.343365 = -17296140.362110 nChanged 1147 SP:Iteration 26Q (43676.560000 sec): 3 clusters Score: Raw -17302368.559465 + Penalty 5681.343365 = -17296687.216100 nChanged 1041 SP:Iteration 27Q (43677.220000 sec): 3 clusters Score: Raw -17302873.622925 + Penalty 5681.343365 = -17297192.279560 nChanged 878 SP:Iteration 28Q (43677.890000 sec): 3 clusters Score: Raw -17303293.358897 + Penalty 5681.343365 = -17297612.015532 nChanged 742 SP:Iteration 29Q (43678.600000 sec): 3 clusters Score: Raw -17303672.831870 + Penalty 5681.343365 = -17297991.488505 nChanged 640 SP:Iteration 30Q (43679.190000 sec): 3 clusters Score: Raw -17303984.156576 + Penalty 5681.343365 = -17298302.813211 nChanged 465 SP:Iteration 31Q (43679.790000 sec): 3 clusters Score: Raw -17304207.667865 + Penalty 5681.343365 = -17298526.324500 nChanged 401 SP:Iteration 32Q (43680.410000 sec): 3 clusters Score: Raw -17304390.436456 + Penalty 5681.343365 = -17298709.093091 nChanged 320 SP:Iteration 33Q (43681.010000 sec): 3 clusters Score: Raw -17304533.007364 + Penalty 5681.343365 = -17298851.663999 nChanged 231 SP:Iteration 34Q (43681.650000 sec): 3 clusters Score: Raw -17304633.594189 + Penalty 5681.343365 = -17298952.250824 nChanged 201 SP:Iteration 35Q (43682.230000 sec): 3 clusters Score: Raw -17304712.956097 + Penalty 5681.343365 = -17299031.612732 nChanged 144 SP:Iteration 36Q (43682.790000 sec): 3 clusters Score: Raw -17304766.514039 + Penalty 5681.343365 = -17299085.170674 nChanged 115 SP:Iteration 37Q (43683.370000 sec): 3 clusters Score: Raw -17304806.640049 + Penalty 5681.343365 = -17299125.296684 nChanged 85 SP:Iteration 38Q (43683.890000 sec): 3 clusters Score: Raw -17304836.721957 + Penalty 5681.343365 = -17299155.378592 nChanged 68 SP:Iteration 39Q (43684.420000 sec): 3 clusters Score: Raw -17304859.501328 + Penalty 5681.343365 = -17299178.157962 nChanged 58 SP:Iteration 40F (43685.050000 sec): 3 clusters Score: Raw -17304877.044115 + Penalty 5681.343365 = -17299195.700750 nChanged 46 SP:Iteration 41Q (43685.590000 sec): 3 clusters Score: Raw -17304892.103699 + Penalty 5681.343365 = -17299210.760334 nChanged 38 SP:Iteration 42Q (43686.190000 sec): 3 clusters Score: Raw -17304902.186740 + Penalty 5681.343365 = -17299220.843375 nChanged 25 SP:Iteration 43Q (43686.800000 sec): 3 clusters Score: Raw -17304910.836220 + Penalty 5681.343365 = -17299229.492855 nChanged 24 SP:Iteration 44Q (43687.430000 sec): 3 clusters Score: Raw -17304920.015411 + Penalty 5681.343365 = -17299238.672046 nChanged 25 SP:Iteration 45Q (43688.030000 sec): 3 clusters Score: Raw -17304927.854065 + Penalty 5681.343365 = -17299246.510700 nChanged 23 SP:Iteration 46Q (43688.620000 sec): 3 clusters Score: Raw -17304935.456975 + Penalty 5681.343365 = -17299254.113609 nChanged 28 SP:Iteration 47Q (43689.230000 sec): 3 clusters Score: Raw -17304947.091852 + Penalty 5681.343365 = -17299265.748487 nChanged 27 SP:Iteration 48Q (43689.880000 sec): 3 clusters Score: Raw -17304956.485893 + Penalty 5681.343365 = -17299275.142528 nChanged 22 SP:Iteration 49Q (43690.630000 sec): 3 clusters Score: Raw -17304962.746819 + Penalty 5681.343365 = -17299281.403454 nChanged 13 SP:Iteration 50Q (43691.320000 sec): 3 clusters Score: Raw -17304966.545982 + Penalty 5681.343365 = -17299285.202617 nChanged 15 SP:Iteration 51Q (43691.950000 sec): 3 clusters Score: Raw -17304971.376387 + Penalty 5681.343365 = -17299290.033022 nChanged 20 SP:Iteration 52Q (43692.580000 sec): 3 clusters Score: Raw -17304978.271126 + Penalty 5681.343365 = -17299296.927760 nChanged 20 SP:Iteration 53Q (43693.240000 sec): 3 clusters Score: Raw -17304985.375535 + Penalty 5681.343365 = -17299304.032170 nChanged 17 SP:Iteration 54Q (43693.880000 sec): 3 clusters Score: Raw -17304990.760504 + Penalty 5681.343365 = -17299309.417139 nChanged 15 SP:Iteration 55Q (43694.500000 sec): 3 clusters Score: Raw -17304995.570168 + Penalty 5681.343365 = -17299314.226803 nChanged 12 SP:Iteration 56Q (43695.060000 sec): 3 clusters Score: Raw -17304999.685700 + Penalty 5681.343365 = -17299318.342335 nChanged 16 SP:Iteration 57Q (43695.590000 sec): 3 clusters Score: Raw -17305005.702862 + Penalty 5681.343365 = -17299324.359496 nChanged 10 SP:Iteration 58Q (43696.140000 sec): 3 clusters Score: Raw -17305009.562338 + Penalty 5681.343365 = -17299328.218973 nChanged 13 SP:Iteration 59Q (43696.680000 sec): 3 clusters Score: Raw -17305013.575246 + Penalty 5681.343365 = -17299332.231881 nChanged 14 SP:Iteration 60F (43697.270000 sec): 3 clusters Score: Raw -17305018.173382 + Penalty 5681.343365 = -17299336.830017 nChanged 12 SP:Iteration 61Q (43697.810000 sec): 3 clusters Score: Raw -17305021.153795 + Penalty 5681.343365 = -17299339.810430 nChanged 6 SP:Iteration 62Q (43698.340000 sec): 3 clusters Score: Raw -17305023.462245 + Penalty 5681.343365 = -17299342.118880 nChanged 6 SP:Iteration 63Q (43698.900000 sec): 3 clusters Score: Raw -17305025.549705 + Penalty 5681.343365 = -17299344.206340 nChanged 4 SP:Iteration 64Q (43699.450000 sec): 3 clusters Score: Raw -17305026.659381 + Penalty 5681.343365 = -17299345.316016 nChanged 0 SP:Iteration 65F (43700.120000 sec): 3 clusters Score: Raw -17305026.659381 + Penalty 5681.343365 = -17299345.316016 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43700.240000 sec): 2 clusters Score: Raw -64337.069337 + Penalty 1516.193181 = -62820.876156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43700.450000 sec): 3 clusters Score: Raw -64500.699761 + Penalty 3032.386361 = -61468.313400 nChanged 100 SP:Iteration 1F (43700.620000 sec): 3 clusters Score: Raw -64697.257364 + Penalty 3032.386361 = -61664.871002 nChanged 22 SP:Iteration 2Q (43700.830000 sec): 3 clusters Score: Raw -64769.715192 + Penalty 3032.386361 = -61737.328831 nChanged 17 SP:Iteration 3Q (43701.000000 sec): 3 clusters Score: Raw -64809.992571 + Penalty 3032.386361 = -61777.606209 nChanged 13 SP:Iteration 4Q (43701.160000 sec): 3 clusters Score: Raw -64857.976723 + Penalty 3032.386361 = -61825.590362 nChanged 8 SP:Iteration 5Q (43701.360000 sec): 3 clusters Score: Raw -64873.887998 + Penalty 3032.386361 = -61841.501637 nChanged 5 SP:Iteration 6Q (43701.560000 sec): 3 clusters Score: Raw -64917.333462 + Penalty 3032.386361 = -61884.947101 nChanged 3 SP:Iteration 7Q (43701.750000 sec): 3 clusters Score: Raw -64929.272539 + Penalty 3032.386361 = -61896.886178 nChanged 3 SP:Iteration 8Q (43701.880000 sec): 3 clusters Score: Raw -64942.227546 + Penalty 3032.386361 = -61909.841185 nChanged 1 SP:Iteration 9Q (43702.080000 sec): 3 clusters Score: Raw -64951.509780 + Penalty 3032.386361 = -61919.123419 nChanged 1 SP:Iteration 10Q (43702.260000 sec): 3 clusters Score: Raw -64960.190617 + Penalty 3032.386361 = -61927.804255 nChanged 1 SP:Iteration 11Q (43702.440000 sec): 3 clusters Score: Raw -64967.566200 + Penalty 3032.386361 = -61935.179839 nChanged 3 SP:Iteration 12Q (43702.630000 sec): 3 clusters Score: Raw -64983.744046 + Penalty 3032.386361 = -61951.357685 nChanged 2 SP:Iteration 13Q (43702.800000 sec): 3 clusters Score: Raw -64990.875587 + Penalty 3032.386361 = -61958.489226 nChanged 1 SP:Iteration 14Q (43703.020000 sec): 3 clusters Score: Raw -64997.289612 + Penalty 3032.386361 = -61964.903251 nChanged 2 SP:Iteration 15Q (43703.240000 sec): 3 clusters Score: Raw -65000.641704 + Penalty 3032.386361 = -61968.255343 nChanged 1 SP:Iteration 16Q (43703.470000 sec): 3 clusters Score: Raw -65007.541065 + Penalty 3032.386361 = -61975.154704 nChanged 1 SP:Iteration 17Q (43703.670000 sec): 3 clusters Score: Raw -65009.227603 + Penalty 3032.386361 = -61976.841242 nChanged 0 SP:Iteration 18F (43703.840000 sec): 3 clusters Score: Raw -65009.227603 + Penalty 3032.386361 = -61976.841242 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43703.950000 sec): 2 clusters Score: Raw -702577.536402 + Penalty 2049.050634 = -700528.485769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43704.150000 sec): 3 clusters Score: Raw -700829.791823 + Penalty 4098.101267 = -696731.690556 nChanged 1466 SP:Iteration 1F (43704.330000 sec): 3 clusters Score: Raw -701840.515711 + Penalty 4098.101267 = -697742.414444 nChanged 318 SP:Iteration 2F (43704.560000 sec): 3 clusters Score: Raw -702092.273534 + Penalty 4098.101267 = -697994.172267 nChanged 225 SP:Iteration 3F (43704.760000 sec): 3 clusters Score: Raw -702241.661329 + Penalty 4098.101267 = -698143.560062 nChanged 173 SP:Iteration 4Q (43704.950000 sec): 3 clusters Score: Raw -702346.059480 + Penalty 4098.101267 = -698247.958213 nChanged 134 SP:Iteration 5Q (43705.140000 sec): 3 clusters Score: Raw -702425.586640 + Penalty 4098.101267 = -698327.485373 nChanged 129 SP:Iteration 6Q (43705.360000 sec): 3 clusters Score: Raw -702504.305194 + Penalty 4098.101267 = -698406.203927 nChanged 100 SP:Iteration 7Q (43705.610000 sec): 3 clusters Score: Raw -702571.794375 + Penalty 4098.101267 = -698473.693108 nChanged 87 SP:Iteration 8Q (43705.760000 sec): 3 clusters Score: Raw -702634.060954 + Penalty 4098.101267 = -698535.959687 nChanged 94 SP:Iteration 9Q (43705.950000 sec): 3 clusters Score: Raw -702697.860127 + Penalty 4098.101267 = -698599.758860 nChanged 88 SP:Iteration 10Q (43706.170000 sec): 3 clusters Score: Raw -702765.091326 + Penalty 4098.101267 = -698666.990059 nChanged 95 SP:Iteration 11Q (43706.380000 sec): 3 clusters Score: Raw -702834.130486 + Penalty 4098.101267 = -698736.029219 nChanged 105 SP:Iteration 12Q (43706.590000 sec): 3 clusters Score: Raw -702927.760681 + Penalty 4098.101267 = -698829.659414 nChanged 103 SP:Iteration 13Q (43706.780000 sec): 3 clusters Score: Raw -703036.738316 + Penalty 4098.101267 = -698938.637049 nChanged 114 SP:Iteration 14Q (43706.960000 sec): 3 clusters Score: Raw -703139.007878 + Penalty 4098.101267 = -699040.906611 nChanged 110 SP:Iteration 15Q (43707.170000 sec): 3 clusters Score: Raw -703229.152467 + Penalty 4098.101267 = -699131.051199 nChanged 93 SP:Iteration 16Q (43707.400000 sec): 3 clusters Score: Raw -703317.539504 + Penalty 4098.101267 = -699219.438237 nChanged 86 SP:Iteration 17Q (43707.610000 sec): 3 clusters Score: Raw -703393.778633 + Penalty 4098.101267 = -699295.677365 nChanged 71 SP:Iteration 18Q (43707.830000 sec): 3 clusters Score: Raw -703445.705293 + Penalty 4098.101267 = -699347.604026 nChanged 57 SP:Iteration 19Q (43708.030000 sec): 3 clusters Score: Raw -703488.781417 + Penalty 4098.101267 = -699390.680150 nChanged 46 SP:Iteration 20F (43708.240000 sec): 3 clusters Score: Raw -703519.866463 + Penalty 4098.101267 = -699421.765196 nChanged 32 SP:Iteration 21Q (43708.430000 sec): 3 clusters Score: Raw -703538.491463 + Penalty 4098.101267 = -699440.390196 nChanged 26 SP:Iteration 22Q (43708.610000 sec): 3 clusters Score: Raw -703552.442949 + Penalty 4098.101267 = -699454.341681 nChanged 14 SP:Iteration 23Q (43708.800000 sec): 3 clusters Score: Raw -703559.771427 + Penalty 4098.101267 = -699461.670160 nChanged 14 SP:Iteration 24Q (43708.990000 sec): 3 clusters Score: Raw -703568.481015 + Penalty 4098.101267 = -699470.379748 nChanged 12 SP:Iteration 25Q (43709.190000 sec): 3 clusters Score: Raw -703575.783514 + Penalty 4098.101267 = -699477.682246 nChanged 11 SP:Iteration 26Q (43709.390000 sec): 3 clusters Score: Raw -703582.372062 + Penalty 4098.101267 = -699484.270795 nChanged 15 SP:Iteration 27Q (43709.550000 sec): 3 clusters Score: Raw -703588.802480 + Penalty 4098.101267 = -699490.701213 nChanged 9 SP:Iteration 28Q (43709.770000 sec): 3 clusters Score: Raw -703594.046810 + Penalty 4098.101267 = -699495.945543 nChanged 6 SP:Iteration 29Q (43709.970000 sec): 3 clusters Score: Raw -703598.001133 + Penalty 4098.101267 = -699499.899866 nChanged 3 SP:Iteration 30Q (43710.150000 sec): 3 clusters Score: Raw -703599.112942 + Penalty 4098.101267 = -699501.011675 nChanged 3 SP:Iteration 31Q (43710.370000 sec): 3 clusters Score: Raw -703600.093596 + Penalty 4098.101267 = -699501.992329 nChanged 4 SP:Iteration 32Q (43710.540000 sec): 3 clusters Score: Raw -703602.708412 + Penalty 4098.101267 = -699504.607145 nChanged 5 SP:Iteration 33Q (43710.740000 sec): 3 clusters Score: Raw -703604.320580 + Penalty 4098.101267 = -699506.219313 nChanged 2 SP:Iteration 34Q (43710.990000 sec): 3 clusters Score: Raw -703604.991278 + Penalty 4098.101267 = -699506.890011 nChanged 2 SP:Iteration 35Q (43711.180000 sec): 3 clusters Score: Raw -703606.111743 + Penalty 4098.101267 = -699508.010476 nChanged 2 SP:Iteration 36Q (43711.360000 sec): 3 clusters Score: Raw -703606.798718 + Penalty 4098.101267 = -699508.697451 nChanged 1 SP:Iteration 37Q (43711.540000 sec): 3 clusters Score: Raw -703607.487115 + Penalty 4098.101267 = -699509.385848 nChanged 2 SP:Iteration 38Q (43711.720000 sec): 3 clusters Score: Raw -703608.259383 + Penalty 4098.101267 = -699510.158116 nChanged 3 SP:Iteration 39Q (43711.960000 sec): 3 clusters Score: Raw -703609.414438 + Penalty 4098.101267 = -699511.313171 nChanged 1 SP:Iteration 40F (43712.150000 sec): 3 clusters Score: Raw -703609.886035 + Penalty 4098.101267 = -699511.784768 nChanged 1 SP:Iteration 41Q (43712.370000 sec): 3 clusters Score: Raw -703610.229397 + Penalty 4098.101267 = -699512.128130 nChanged 0 SP:Iteration 42F (43712.550000 sec): 3 clusters Score: Raw -703610.229397 + Penalty 4098.101267 = -699512.128130 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43712.670000 sec): 2 clusters Score: Raw -152655.966501 + Penalty 1694.324484 = -150961.642017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43712.850000 sec): 3 clusters Score: Raw -152527.942297 + Penalty 3388.648969 = -149139.293328 nChanged 241 SP:Iteration 1F (43713.000000 sec): 3 clusters Score: Raw -152893.101212 + Penalty 3388.648969 = -149504.452244 nChanged 74 SP:Iteration 2F (43713.170000 sec): 3 clusters Score: Raw -153029.110345 + Penalty 3388.648969 = -149640.461376 nChanged 43 SP:Iteration 3Q (43713.370000 sec): 3 clusters Score: Raw -153086.682186 + Penalty 3388.648969 = -149698.033218 nChanged 29 SP:Iteration 4Q (43713.520000 sec): 3 clusters Score: Raw -153157.670169 + Penalty 3388.648969 = -149769.021201 nChanged 29 SP:Iteration 5Q (43713.720000 sec): 3 clusters Score: Raw -153249.293419 + Penalty 3388.648969 = -149860.644450 nChanged 27 SP:Iteration 6Q (43713.900000 sec): 3 clusters Score: Raw -153367.981627 + Penalty 3388.648969 = -149979.332658 nChanged 36 SP:Iteration 7Q (43714.110000 sec): 3 clusters Score: Raw -153476.905318 + Penalty 3388.648969 = -150088.256349 nChanged 29 SP:Iteration 8Q (43714.270000 sec): 3 clusters Score: Raw -153550.495596 + Penalty 3388.648969 = -150161.846627 nChanged 19 SP:Iteration 9Q (43714.450000 sec): 3 clusters Score: Raw -153614.635023 + Penalty 3388.648969 = -150225.986054 nChanged 9 SP:Iteration 10Q (43714.670000 sec): 3 clusters Score: Raw -153641.981318 + Penalty 3388.648969 = -150253.332350 nChanged 6 SP:Iteration 11Q (43714.810000 sec): 3 clusters Score: Raw -153655.424533 + Penalty 3388.648969 = -150266.775565 nChanged 7 SP:Iteration 12Q (43715.020000 sec): 3 clusters Score: Raw -153676.835719 + Penalty 3388.648969 = -150288.186750 nChanged 8 SP:Iteration 13Q (43715.250000 sec): 3 clusters Score: Raw -153700.461014 + Penalty 3388.648969 = -150311.812045 nChanged 7 SP:Iteration 14Q (43715.420000 sec): 3 clusters Score: Raw -153717.746720 + Penalty 3388.648969 = -150329.097751 nChanged 9 SP:Iteration 15Q (43715.620000 sec): 3 clusters Score: Raw -153732.379613 + Penalty 3388.648969 = -150343.730644 nChanged 2 SP:Iteration 16Q (43715.750000 sec): 3 clusters Score: Raw -153741.208136 + Penalty 3388.648969 = -150352.559168 nChanged 0 SP:Iteration 17F (43715.950000 sec): 3 clusters Score: Raw -153757.475526 + Penalty 3388.648969 = -150368.826558 nChanged 2 SP:Iteration 18Q (43716.120000 sec): 3 clusters Score: Raw -153785.975100 + Penalty 3388.648969 = -150397.326132 nChanged 4 SP:Iteration 19Q (43716.300000 sec): 3 clusters Score: Raw -153793.968999 + Penalty 3388.648969 = -150405.320031 nChanged 3 SP:Iteration 20F (43716.530000 sec): 3 clusters Score: Raw -153799.730416 + Penalty 3388.648969 = -150411.081447 nChanged 2 SP:Iteration 21Q (43716.690000 sec): 3 clusters Score: Raw -153805.940686 + Penalty 3388.648969 = -150417.291717 nChanged 2 SP:Iteration 22Q (43716.910000 sec): 3 clusters Score: Raw -153809.134968 + Penalty 3388.648969 = -150420.486000 nChanged 2 SP:Iteration 23Q (43717.080000 sec): 3 clusters Score: Raw -153813.387086 + Penalty 3388.648969 = -150424.738118 nChanged 4 SP:Iteration 24Q (43717.330000 sec): 3 clusters Score: Raw -153819.168521 + Penalty 3388.648969 = -150430.519553 nChanged 0 SP:Iteration 25F (43717.500000 sec): 3 clusters Score: Raw -153819.168521 + Penalty 3388.648969 = -150430.519553 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43717.580000 sec): 2 clusters Score: Raw -23900.224690 + Penalty 1392.959232 = -22507.265458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43717.760000 sec): 3 clusters Score: Raw -24228.594303 + Penalty 2785.918464 = -21442.675839 nChanged 52 SP:Iteration 1F (43717.970000 sec): 3 clusters Score: Raw -24434.753767 + Penalty 2785.918464 = -21648.835303 nChanged 14 SP:Iteration 2F (43718.150000 sec): 3 clusters Score: Raw -24489.494925 + Penalty 2785.918464 = -21703.576460 nChanged 7 SP:Iteration 3Q (43718.310000 sec): 3 clusters Score: Raw -24515.040281 + Penalty 2785.918464 = -21729.121817 nChanged 4 SP:Iteration 4Q (43718.480000 sec): 3 clusters Score: Raw -24528.967647 + Penalty 2785.918464 = -21743.049183 nChanged 1 SP:Iteration 5Q (43718.640000 sec): 3 clusters Score: Raw -24532.077345 + Penalty 2785.918464 = -21746.158881 nChanged 0 SP:Iteration 6F (43718.810000 sec): 3 clusters Score: Raw -24532.077345 + Penalty 2785.918464 = -21746.158881 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43718.900000 sec): 2 clusters Score: Raw -46898.110984 + Penalty 1416.185900 = -45481.925084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43719.070000 sec): 3 clusters Score: Raw -47067.336093 + Penalty 2832.371801 = -44234.964293 nChanged 54 SP:Iteration 1F (43719.270000 sec): 3 clusters Score: Raw -47263.563536 + Penalty 2832.371801 = -44431.191735 nChanged 15 SP:Iteration 2Q (43719.440000 sec): 3 clusters Score: Raw -47337.219382 + Penalty 2832.371801 = -44504.847581 nChanged 14 SP:Iteration 3Q (43719.650000 sec): 3 clusters Score: Raw -47424.638958 + Penalty 2832.371801 = -44592.267157 nChanged 3 SP:Iteration 4Q (43719.810000 sec): 3 clusters Score: Raw -47438.819015 + Penalty 2832.371801 = -44606.447215 nChanged 3 SP:Iteration 5Q (43720.010000 sec): 3 clusters Score: Raw -47460.666717 + Penalty 2832.371801 = -44628.294916 nChanged 2 SP:Iteration 6Q (43720.230000 sec): 3 clusters Score: Raw -47485.421323 + Penalty 2832.371801 = -44653.049522 nChanged 3 SP:Iteration 7Q (43720.420000 sec): 3 clusters Score: Raw -47496.868360 + Penalty 2832.371801 = -44664.496559 nChanged 2 SP:Iteration 8Q (43720.570000 sec): 3 clusters Score: Raw -47503.264056 + Penalty 2832.371801 = -44670.892256 nChanged 2 SP:Iteration 9Q (43720.760000 sec): 3 clusters Score: Raw -47508.016879 + Penalty 2832.371801 = -44675.645078 nChanged 1 SP:Iteration 10Q (43720.980000 sec): 3 clusters Score: Raw -47509.813612 + Penalty 2832.371801 = -44677.441811 nChanged 1 SP:Iteration 11Q (43721.150000 sec): 3 clusters Score: Raw -47519.813006 + Penalty 2832.371801 = -44687.441206 nChanged 2 SP:Iteration 12Q (43721.350000 sec): 3 clusters Score: Raw -47527.501451 + Penalty 2832.371801 = -44695.129650 nChanged 1 SP:Iteration 13Q (43721.530000 sec): 3 clusters Score: Raw -47529.927279 + Penalty 2832.371801 = -44697.555479 nChanged 1 SP:Iteration 14Q (43721.740000 sec): 3 clusters Score: Raw -47532.087921 + Penalty 2832.371801 = -44699.716120 nChanged 1 SP:Iteration 15Q (43721.950000 sec): 3 clusters Score: Raw -47533.386116 + Penalty 2832.371801 = -44701.014315 nChanged 0 SP:Iteration 16F (43722.120000 sec): 3 clusters Score: Raw -47533.386116 + Penalty 2832.371801 = -44701.014315 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43722.270000 sec): 2 clusters Score: Raw -37236.288426 + Penalty 1358.162961 = -35878.125466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43722.450000 sec): 3 clusters Score: Raw -37458.621783 + Penalty 2716.325922 = -34742.295861 nChanged 18 SP:Iteration 1F (43722.630000 sec): 3 clusters Score: Raw -37533.483632 + Penalty 2716.325922 = -34817.157710 nChanged 8 SP:Iteration 2Q (43722.790000 sec): 3 clusters Score: Raw -37557.219527 + Penalty 2716.325922 = -34840.893606 nChanged 0 SP:Iteration 3F (43722.960000 sec): 3 clusters Score: Raw -37557.219527 + Penalty 2716.325922 = -34840.893606 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43723.090000 sec): 2 clusters Score: Raw -1310273.166810 + Penalty 2205.674110 = -1308067.492700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43723.320000 sec): 3 clusters Score: Raw -1306506.552486 + Penalty 4411.348220 = -1302095.204266 nChanged 2961 SP:Iteration 1F (43723.570000 sec): 3 clusters Score: Raw -1308250.344963 + Penalty 4411.348220 = -1303838.996743 nChanged 541 SP:Iteration 2F (43723.820000 sec): 3 clusters Score: Raw -1308574.985936 + Penalty 4411.348220 = -1304163.637716 nChanged 390 SP:Iteration 3F (43724.080000 sec): 3 clusters Score: Raw -1308832.646667 + Penalty 4411.348220 = -1304421.298447 nChanged 325 SP:Iteration 4Q (43724.290000 sec): 3 clusters Score: Raw -1309034.695369 + Penalty 4411.348220 = -1304623.347149 nChanged 287 SP:Iteration 5Q (43724.530000 sec): 3 clusters Score: Raw -1309205.507726 + Penalty 4411.348220 = -1304794.159506 nChanged 257 SP:Iteration 6Q (43724.780000 sec): 3 clusters Score: Raw -1309368.597269 + Penalty 4411.348220 = -1304957.249049 nChanged 257 SP:Iteration 7Q (43725.000000 sec): 3 clusters Score: Raw -1309552.749531 + Penalty 4411.348220 = -1305141.401311 nChanged 255 SP:Iteration 8Q (43725.220000 sec): 3 clusters Score: Raw -1309740.688007 + Penalty 4411.348220 = -1305329.339787 nChanged 248 SP:Iteration 9Q (43725.470000 sec): 3 clusters Score: Raw -1309911.706326 + Penalty 4411.348220 = -1305500.358106 nChanged 205 SP:Iteration 10Q (43725.680000 sec): 3 clusters Score: Raw -1310074.589141 + Penalty 4411.348220 = -1305663.240921 nChanged 195 SP:Iteration 11Q (43725.930000 sec): 3 clusters Score: Raw -1310225.050965 + Penalty 4411.348220 = -1305813.702745 nChanged 150 SP:Iteration 12Q (43726.030000 sec): 3 clusters Score: Raw -1310344.705848 + Penalty 4411.348220 = -1305933.357628 nChanged 151 SP:Iteration 13Q (43726.260000 sec): 3 clusters Score: Raw -1310479.264062 + Penalty 4411.348220 = -1306067.915842 nChanged 130 SP:Iteration 14Q (43726.440000 sec): 3 clusters Score: Raw -1310594.411220 + Penalty 4411.348220 = -1306183.063000 nChanged 127 SP:Iteration 15Q (43726.640000 sec): 3 clusters Score: Raw -1310690.929385 + Penalty 4411.348220 = -1306279.581165 nChanged 87 SP:Iteration 16Q (43726.850000 sec): 3 clusters Score: Raw -1310749.690658 + Penalty 4411.348220 = -1306338.342438 nChanged 59 SP:Iteration 17Q (43727.070000 sec): 3 clusters Score: Raw -1310798.994066 + Penalty 4411.348220 = -1306387.645846 nChanged 59 SP:Iteration 18Q (43727.230000 sec): 3 clusters Score: Raw -1310840.990977 + Penalty 4411.348220 = -1306429.642757 nChanged 55 SP:Iteration 19Q (43727.460000 sec): 3 clusters Score: Raw -1310885.671712 + Penalty 4411.348220 = -1306474.323492 nChanged 55 SP:Iteration 20F (43727.640000 sec): 3 clusters Score: Raw -1310917.088435 + Penalty 4411.348220 = -1306505.740215 nChanged 29 SP:Iteration 21Q (43727.840000 sec): 3 clusters Score: Raw -1310938.740035 + Penalty 4411.348220 = -1306527.391815 nChanged 30 SP:Iteration 22Q (43728.040000 sec): 3 clusters Score: Raw -1310959.951627 + Penalty 4411.348220 = -1306548.603407 nChanged 41 SP:Iteration 23Q (43728.260000 sec): 3 clusters Score: Raw -1310994.018846 + Penalty 4411.348220 = -1306582.670626 nChanged 46 SP:Iteration 24Q (43728.400000 sec): 3 clusters Score: Raw -1311020.215714 + Penalty 4411.348220 = -1306608.867494 nChanged 38 SP:Iteration 25Q (43728.580000 sec): 3 clusters Score: Raw -1311043.150222 + Penalty 4411.348220 = -1306631.802002 nChanged 29 SP:Iteration 26Q (43728.790000 sec): 3 clusters Score: Raw -1311058.226996 + Penalty 4411.348220 = -1306646.878776 nChanged 32 SP:Iteration 27Q (43728.980000 sec): 3 clusters Score: Raw -1311079.906693 + Penalty 4411.348220 = -1306668.558473 nChanged 27 SP:Iteration 28Q (43729.150000 sec): 3 clusters Score: Raw -1311094.892042 + Penalty 4411.348220 = -1306683.543822 nChanged 19 SP:Iteration 29Q (43729.360000 sec): 3 clusters Score: Raw -1311105.684716 + Penalty 4411.348220 = -1306694.336496 nChanged 25 SP:Iteration 30Q (43729.550000 sec): 3 clusters Score: Raw -1311121.017716 + Penalty 4411.348220 = -1306709.669496 nChanged 23 SP:Iteration 31Q (43729.740000 sec): 3 clusters Score: Raw -1311135.539479 + Penalty 4411.348220 = -1306724.191259 nChanged 24 SP:Iteration 32Q (43729.940000 sec): 3 clusters Score: Raw -1311146.794740 + Penalty 4411.348220 = -1306735.446520 nChanged 18 SP:Iteration 33Q (43730.160000 sec): 3 clusters Score: Raw -1311154.688555 + Penalty 4411.348220 = -1306743.340335 nChanged 11 SP:Iteration 34Q (43730.320000 sec): 3 clusters Score: Raw -1311160.744705 + Penalty 4411.348220 = -1306749.396485 nChanged 16 SP:Iteration 35Q (43730.520000 sec): 3 clusters Score: Raw -1311168.650284 + Penalty 4411.348220 = -1306757.302064 nChanged 10 SP:Iteration 36Q (43730.740000 sec): 3 clusters Score: Raw -1311175.264401 + Penalty 4411.348220 = -1306763.916181 nChanged 8 SP:Iteration 37Q (43730.980000 sec): 3 clusters Score: Raw -1311178.955872 + Penalty 4411.348220 = -1306767.607652 nChanged 8 SP:Iteration 38Q (43731.240000 sec): 3 clusters Score: Raw -1311183.862552 + Penalty 4411.348220 = -1306772.514332 nChanged 10 SP:Iteration 39Q (43731.440000 sec): 3 clusters Score: Raw -1311187.853440 + Penalty 4411.348220 = -1306776.505220 nChanged 7 SP:Iteration 40F (43731.700000 sec): 3 clusters Score: Raw -1311190.940280 + Penalty 4411.348220 = -1306779.592060 nChanged 8 SP:Iteration 41Q (43731.900000 sec): 3 clusters Score: Raw -1311195.301431 + Penalty 4411.348220 = -1306783.953211 nChanged 6 SP:Iteration 42Q (43732.130000 sec): 3 clusters Score: Raw -1311198.965574 + Penalty 4411.348220 = -1306787.617354 nChanged 7 SP:Iteration 43Q (43732.360000 sec): 3 clusters Score: Raw -1311201.952790 + Penalty 4411.348220 = -1306790.604570 nChanged 3 SP:Iteration 44Q (43732.540000 sec): 3 clusters Score: Raw -1311203.680242 + Penalty 4411.348220 = -1306792.332022 nChanged 5 SP:Iteration 45Q (43732.760000 sec): 3 clusters Score: Raw -1311206.597443 + Penalty 4411.348220 = -1306795.249223 nChanged 3 SP:Iteration 46Q (43732.980000 sec): 3 clusters Score: Raw -1311207.486679 + Penalty 4411.348220 = -1306796.138459 nChanged 3 SP:Iteration 47Q (43733.170000 sec): 3 clusters Score: Raw -1311208.957290 + Penalty 4411.348220 = -1306797.609070 nChanged 4 SP:Iteration 48Q (43733.380000 sec): 3 clusters Score: Raw -1311210.950716 + Penalty 4411.348220 = -1306799.602496 nChanged 2 SP:Iteration 49Q (43733.600000 sec): 3 clusters Score: Raw -1311211.839001 + Penalty 4411.348220 = -1306800.490781 nChanged 1 SP:Iteration 50Q (43733.830000 sec): 3 clusters Score: Raw -1311212.289752 + Penalty 4411.348220 = -1306800.941532 nChanged 0 SP:Iteration 51F (43734.010000 sec): 3 clusters Score: Raw -1311212.289752 + Penalty 4411.348220 = -1306800.941532 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43734.150000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43734.320000 sec): 3 clusters Score: Raw -197954.626315 + Penalty 3463.959823 = -194490.666493 nChanged 276 SP:Iteration 1F (43734.490000 sec): 3 clusters Score: Raw -198278.107361 + Penalty 3463.959823 = -194814.147538 nChanged 76 SP:Iteration 2F (43734.680000 sec): 3 clusters Score: Raw -198359.699615 + Penalty 3463.959823 = -194895.739792 nChanged 38 SP:Iteration 3Q (43734.880000 sec): 3 clusters Score: Raw -198402.114240 + Penalty 3463.959823 = -194938.154417 nChanged 21 SP:Iteration 4Q (43735.060000 sec): 3 clusters Score: Raw -198425.784906 + Penalty 3463.959823 = -194961.825083 nChanged 19 SP:Iteration 5Q (43735.240000 sec): 3 clusters Score: Raw -198449.548068 + Penalty 3463.959823 = -194985.588245 nChanged 12 SP:Iteration 6Q (43735.450000 sec): 3 clusters Score: Raw -198463.595980 + Penalty 3463.959823 = -194999.636157 nChanged 7 SP:Iteration 7Q (43735.660000 sec): 3 clusters Score: Raw -198470.445080 + Penalty 3463.959823 = -195006.485257 nChanged 4 SP:Iteration 8Q (43735.880000 sec): 3 clusters Score: Raw -198473.883963 + Penalty 3463.959823 = -195009.924140 nChanged 1 SP:Iteration 9Q (43736.050000 sec): 3 clusters Score: Raw -198474.458448 + Penalty 3463.959823 = -195010.498625 nChanged 0 SP:Iteration 10F (43736.210000 sec): 3 clusters Score: Raw -198474.458448 + Penalty 3463.959823 = -195010.498625 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43736.350000 sec): 2 clusters Score: Raw -589363.884338 + Penalty 2016.035399 = -587347.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43736.540000 sec): 3 clusters Score: Raw -587880.370176 + Penalty 4032.070798 = -583848.299377 nChanged 1275 SP:Iteration 1F (43736.750000 sec): 3 clusters Score: Raw -588659.722243 + Penalty 4032.070798 = -584627.651445 nChanged 287 SP:Iteration 2F (43736.960000 sec): 3 clusters Score: Raw -588948.910974 + Penalty 4032.070798 = -584916.840175 nChanged 234 SP:Iteration 3F (43737.160000 sec): 3 clusters Score: Raw -589209.989681 + Penalty 4032.070798 = -585177.918883 nChanged 208 SP:Iteration 4F (43737.360000 sec): 3 clusters Score: Raw -589425.591733 + Penalty 4032.070798 = -585393.520935 nChanged 204 SP:Iteration 5F (43737.520000 sec): 3 clusters Score: Raw -589630.381222 + Penalty 4032.070798 = -585598.310424 nChanged 175 SP:Iteration 6F (43737.700000 sec): 3 clusters Score: Raw -589783.456839 + Penalty 4032.070798 = -585751.386040 nChanged 130 SP:Iteration 7Q (43737.900000 sec): 3 clusters Score: Raw -589879.812874 + Penalty 4032.070798 = -585847.742075 nChanged 99 SP:Iteration 8Q (43738.120000 sec): 3 clusters Score: Raw -589957.177087 + Penalty 4032.070798 = -585925.106288 nChanged 73 SP:Iteration 9Q (43738.330000 sec): 3 clusters Score: Raw -590005.062878 + Penalty 4032.070798 = -585972.992079 nChanged 52 SP:Iteration 10Q (43738.500000 sec): 3 clusters Score: Raw -590051.697863 + Penalty 4032.070798 = -586019.627065 nChanged 57 SP:Iteration 11Q (43738.680000 sec): 3 clusters Score: Raw -590110.364432 + Penalty 4032.070798 = -586078.293634 nChanged 64 SP:Iteration 12Q (43738.880000 sec): 3 clusters Score: Raw -590183.662947 + Penalty 4032.070798 = -586151.592149 nChanged 76 SP:Iteration 13Q (43739.100000 sec): 3 clusters Score: Raw -590278.941539 + Penalty 4032.070798 = -586246.870741 nChanged 73 SP:Iteration 14Q (43739.310000 sec): 3 clusters Score: Raw -590365.382295 + Penalty 4032.070798 = -586333.311497 nChanged 88 SP:Iteration 15Q (43739.510000 sec): 3 clusters Score: Raw -590468.708426 + Penalty 4032.070798 = -586436.637627 nChanged 82 SP:Iteration 16Q (43739.710000 sec): 3 clusters Score: Raw -590564.552552 + Penalty 4032.070798 = -586532.481753 nChanged 91 SP:Iteration 17Q (43739.970000 sec): 3 clusters Score: Raw -590660.970096 + Penalty 4032.070798 = -586628.899297 nChanged 86 SP:Iteration 18Q (43740.210000 sec): 3 clusters Score: Raw -590736.761489 + Penalty 4032.070798 = -586704.690690 nChanged 80 SP:Iteration 19Q (43740.390000 sec): 3 clusters Score: Raw -590798.751245 + Penalty 4032.070798 = -586766.680446 nChanged 71 SP:Iteration 20F (43740.600000 sec): 3 clusters Score: Raw -590852.302465 + Penalty 4032.070798 = -586820.231666 nChanged 63 SP:Iteration 21Q (43740.790000 sec): 3 clusters Score: Raw -590898.952634 + Penalty 4032.070798 = -586866.881836 nChanged 57 SP:Iteration 22Q (43740.970000 sec): 3 clusters Score: Raw -590934.420564 + Penalty 4032.070798 = -586902.349766 nChanged 42 SP:Iteration 23Q (43741.160000 sec): 3 clusters Score: Raw -590956.651135 + Penalty 4032.070798 = -586924.580336 nChanged 30 SP:Iteration 24Q (43741.350000 sec): 3 clusters Score: Raw -590970.787760 + Penalty 4032.070798 = -586938.716962 nChanged 20 SP:Iteration 25Q (43741.520000 sec): 3 clusters Score: Raw -590981.774713 + Penalty 4032.070798 = -586949.703915 nChanged 24 SP:Iteration 26Q (43741.710000 sec): 3 clusters Score: Raw -590996.462356 + Penalty 4032.070798 = -586964.391558 nChanged 27 SP:Iteration 27Q (43741.950000 sec): 3 clusters Score: Raw -591011.302169 + Penalty 4032.070798 = -586979.231371 nChanged 22 SP:Iteration 28Q (43742.130000 sec): 3 clusters Score: Raw -591024.611524 + Penalty 4032.070798 = -586992.540726 nChanged 21 SP:Iteration 29Q (43742.320000 sec): 3 clusters Score: Raw -591036.612090 + Penalty 4032.070798 = -587004.541292 nChanged 26 SP:Iteration 30Q (43742.490000 sec): 3 clusters Score: Raw -591048.693324 + Penalty 4032.070798 = -587016.622526 nChanged 15 SP:Iteration 31Q (43742.710000 sec): 3 clusters Score: Raw -591054.846150 + Penalty 4032.070798 = -587022.775351 nChanged 19 SP:Iteration 32Q (43742.960000 sec): 3 clusters Score: Raw -591066.153655 + Penalty 4032.070798 = -587034.082856 nChanged 18 SP:Iteration 33Q (43743.230000 sec): 3 clusters Score: Raw -591073.871727 + Penalty 4032.070798 = -587041.800929 nChanged 12 SP:Iteration 34Q (43743.380000 sec): 3 clusters Score: Raw -591078.479657 + Penalty 4032.070798 = -587046.408859 nChanged 6 SP:Iteration 35Q (43743.570000 sec): 3 clusters Score: Raw -591081.198514 + Penalty 4032.070798 = -587049.127715 nChanged 4 SP:Iteration 36Q (43743.740000 sec): 3 clusters Score: Raw -591083.005577 + Penalty 4032.070798 = -587050.934778 nChanged 5 SP:Iteration 37Q (43743.970000 sec): 3 clusters Score: Raw -591084.756037 + Penalty 4032.070798 = -587052.685239 nChanged 3 SP:Iteration 38Q (43744.150000 sec): 3 clusters Score: Raw -591085.791938 + Penalty 4032.070798 = -587053.721139 nChanged 2 SP:Iteration 39Q (43744.340000 sec): 3 clusters Score: Raw -591086.294123 + Penalty 4032.070798 = -587054.223325 nChanged 2 SP:Iteration 40F (43744.510000 sec): 3 clusters Score: Raw -591086.993304 + Penalty 4032.070798 = -587054.922505 nChanged 1 SP:Iteration 41Q (43744.720000 sec): 3 clusters Score: Raw -591087.368421 + Penalty 4032.070798 = -587055.297623 nChanged 2 SP:Iteration 42Q (43744.920000 sec): 3 clusters Score: Raw -591088.278775 + Penalty 4032.070798 = -587056.207976 nChanged 0 SP:Iteration 43F (43745.070000 sec): 3 clusters Score: Raw -591088.278775 + Penalty 4032.070798 = -587056.207976 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43745.220000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43745.410000 sec): 3 clusters Score: Raw -292928.966617 + Penalty 3636.855126 = -289292.111491 nChanged 417 SP:Iteration 1F (43745.620000 sec): 3 clusters Score: Raw -293313.256035 + Penalty 3636.855126 = -289676.400909 nChanged 98 SP:Iteration 2F (43745.800000 sec): 3 clusters Score: Raw -293410.774807 + Penalty 3636.855126 = -289773.919681 nChanged 49 SP:Iteration 3Q (43746.010000 sec): 3 clusters Score: Raw -293458.256743 + Penalty 3636.855126 = -289821.401617 nChanged 28 SP:Iteration 4Q (43746.190000 sec): 3 clusters Score: Raw -293481.096172 + Penalty 3636.855126 = -289844.241045 nChanged 15 SP:Iteration 5Q (43746.370000 sec): 3 clusters Score: Raw -293491.860525 + Penalty 3636.855126 = -289855.005399 nChanged 11 SP:Iteration 6Q (43746.590000 sec): 3 clusters Score: Raw -293499.292211 + Penalty 3636.855126 = -289862.437085 nChanged 10 SP:Iteration 7Q (43746.760000 sec): 3 clusters Score: Raw -293505.918337 + Penalty 3636.855126 = -289869.063211 nChanged 5 SP:Iteration 8Q (43746.960000 sec): 3 clusters Score: Raw -293508.773061 + Penalty 3636.855126 = -289871.917935 nChanged 5 SP:Iteration 9Q (43747.100000 sec): 3 clusters Score: Raw -293513.766815 + Penalty 3636.855126 = -289876.911689 nChanged 8 SP:Iteration 10Q (43747.300000 sec): 3 clusters Score: Raw -293520.652139 + Penalty 3636.855126 = -289883.797013 nChanged 7 SP:Iteration 11Q (43747.470000 sec): 3 clusters Score: Raw -293524.819446 + Penalty 3636.855126 = -289887.964320 nChanged 1 SP:Iteration 12Q (43747.670000 sec): 3 clusters Score: Raw -293525.304593 + Penalty 3636.855126 = -289888.449466 nChanged 0 SP:Iteration 13F (43747.880000 sec): 3 clusters Score: Raw -293525.304593 + Penalty 3636.855126 = -289888.449466 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43747.960000 sec): 2 clusters Score: Raw -64064.905629 + Penalty 1478.329324 = -62586.576305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43748.170000 sec): 3 clusters Score: Raw -64250.776934 + Penalty 2956.658648 = -61294.118286 nChanged 83 SP:Iteration 1F (43748.390000 sec): 3 clusters Score: Raw -64733.557365 + Penalty 2956.658648 = -61776.898717 nChanged 42 SP:Iteration 2F (43748.590000 sec): 3 clusters Score: Raw -64886.385438 + Penalty 2956.658648 = -61929.726790 nChanged 28 SP:Iteration 3F (43748.750000 sec): 3 clusters Score: Raw -64978.495735 + Penalty 2956.658648 = -62021.837087 nChanged 17 SP:Iteration 4Q (43748.920000 sec): 3 clusters Score: Raw -65056.167849 + Penalty 2956.658648 = -62099.509201 nChanged 10 SP:Iteration 5Q (43749.120000 sec): 3 clusters Score: Raw -65112.551572 + Penalty 2956.658648 = -62155.892924 nChanged 5 SP:Iteration 6Q (43749.300000 sec): 3 clusters Score: Raw -65126.883174 + Penalty 2956.658648 = -62170.224526 nChanged 2 SP:Iteration 7Q (43749.480000 sec): 3 clusters Score: Raw -65139.797045 + Penalty 2956.658648 = -62183.138397 nChanged 1 SP:Iteration 8Q (43749.650000 sec): 3 clusters Score: Raw -65154.690832 + Penalty 2956.658648 = -62198.032184 nChanged 1 SP:Iteration 9Q (43749.870000 sec): 3 clusters Score: Raw -65157.438292 + Penalty 2956.658648 = -62200.779643 nChanged 0 SP:Iteration 10F (43750.020000 sec): 3 clusters Score: Raw -65157.438292 + Penalty 2956.658648 = -62200.779643 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43750.130000 sec): 2 clusters Score: Raw -111680.659861 + Penalty 1624.667923 = -110055.991938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43750.300000 sec): 3 clusters Score: Raw -111625.702920 + Penalty 3249.335846 = -108376.367073 nChanged 157 SP:Iteration 1F (43750.520000 sec): 3 clusters Score: Raw -111938.533073 + Penalty 3249.335846 = -108689.197226 nChanged 56 SP:Iteration 2F (43750.670000 sec): 3 clusters Score: Raw -112124.601745 + Penalty 3249.335846 = -108875.265899 nChanged 40 SP:Iteration 3F (43750.880000 sec): 3 clusters Score: Raw -112270.533742 + Penalty 3249.335846 = -109021.197896 nChanged 42 SP:Iteration 4F (43751.030000 sec): 3 clusters Score: Raw -112412.332872 + Penalty 3249.335846 = -109162.997025 nChanged 37 SP:Iteration 5F (43751.200000 sec): 3 clusters Score: Raw -112551.394553 + Penalty 3249.335846 = -109302.058707 nChanged 25 SP:Iteration 6Q (43751.400000 sec): 3 clusters Score: Raw -112646.559637 + Penalty 3249.335846 = -109397.223790 nChanged 26 SP:Iteration 7Q (43751.560000 sec): 3 clusters Score: Raw -112742.090362 + Penalty 3249.335846 = -109492.754516 nChanged 13 SP:Iteration 8Q (43751.750000 sec): 3 clusters Score: Raw -112796.315897 + Penalty 3249.335846 = -109546.980051 nChanged 7 SP:Iteration 9Q (43751.920000 sec): 3 clusters Score: Raw -112816.090820 + Penalty 3249.335846 = -109566.754974 nChanged 4 SP:Iteration 10Q (43752.110000 sec): 3 clusters Score: Raw -112828.019660 + Penalty 3249.335846 = -109578.683813 nChanged 3 SP:Iteration 11Q (43752.290000 sec): 3 clusters Score: Raw -112836.373206 + Penalty 3249.335846 = -109587.037359 nChanged 2 SP:Iteration 12Q (43752.490000 sec): 3 clusters Score: Raw -112840.545602 + Penalty 3249.335846 = -109591.209756 nChanged 1 SP:Iteration 13Q (43752.680000 sec): 3 clusters Score: Raw -112841.804376 + Penalty 3249.335846 = -109592.468530 nChanged 1 SP:Iteration 14Q (43752.900000 sec): 3 clusters Score: Raw -112843.650768 + Penalty 3249.335846 = -109594.314921 nChanged 0 SP:Iteration 15F (43753.030000 sec): 3 clusters Score: Raw -112843.650768 + Penalty 3249.335846 = -109594.314921 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43753.140000 sec): 2 clusters Score: Raw -52602.600459 + Penalty 1500.918114 = -51101.682345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43753.350000 sec): 3 clusters Score: Raw -52689.345384 + Penalty 3001.836228 = -49687.509156 nChanged 77 SP:Iteration 1F (43753.540000 sec): 3 clusters Score: Raw -52874.093369 + Penalty 3001.836228 = -49872.257142 nChanged 25 SP:Iteration 2F (43753.720000 sec): 3 clusters Score: Raw -52945.947864 + Penalty 3001.836228 = -49944.111637 nChanged 10 SP:Iteration 3Q (43753.890000 sec): 3 clusters Score: Raw -52966.469769 + Penalty 3001.836228 = -49964.633541 nChanged 6 SP:Iteration 4Q (43754.050000 sec): 3 clusters Score: Raw -52983.229538 + Penalty 3001.836228 = -49981.393310 nChanged 10 SP:Iteration 5Q (43754.260000 sec): 3 clusters Score: Raw -53009.867787 + Penalty 3001.836228 = -50008.031559 nChanged 13 SP:Iteration 6Q (43754.400000 sec): 3 clusters Score: Raw -53062.286325 + Penalty 3001.836228 = -50060.450097 nChanged 12 SP:Iteration 7Q (43754.590000 sec): 3 clusters Score: Raw -53103.486602 + Penalty 3001.836228 = -50101.650375 nChanged 6 SP:Iteration 8Q (43754.740000 sec): 3 clusters Score: Raw -53125.668573 + Penalty 3001.836228 = -50123.832345 nChanged 6 SP:Iteration 9Q (43754.880000 sec): 3 clusters Score: Raw -53148.339380 + Penalty 3001.836228 = -50146.503152 nChanged 4 SP:Iteration 10Q (43755.080000 sec): 3 clusters Score: Raw -53167.183820 + Penalty 3001.836228 = -50165.347592 nChanged 7 SP:Iteration 11Q (43755.210000 sec): 3 clusters Score: Raw -53186.777446 + Penalty 3001.836228 = -50184.941218 nChanged 3 SP:Iteration 12Q (43755.400000 sec): 3 clusters Score: Raw -53190.628771 + Penalty 3001.836228 = -50188.792543 nChanged 2 SP:Iteration 13Q (43755.580000 sec): 3 clusters Score: Raw -53192.983958 + Penalty 3001.836228 = -50191.147731 nChanged 1 SP:Iteration 14Q (43755.770000 sec): 3 clusters Score: Raw -53196.575068 + Penalty 3001.836228 = -50194.738840 nChanged 1 SP:Iteration 15Q (43755.970000 sec): 3 clusters Score: Raw -53200.979410 + Penalty 3001.836228 = -50199.143182 nChanged 1 SP:Iteration 16Q (43756.180000 sec): 3 clusters Score: Raw -53208.618462 + Penalty 3001.836228 = -50206.782234 nChanged 2 SP:Iteration 17Q (43756.370000 sec): 3 clusters Score: Raw -53212.549061 + Penalty 3001.836228 = -50210.712834 nChanged 1 SP:Iteration 18Q (43756.530000 sec): 3 clusters Score: Raw -53218.548618 + Penalty 3001.836228 = -50216.712391 nChanged 2 SP:Iteration 19Q (43756.750000 sec): 3 clusters Score: Raw -53221.508179 + Penalty 3001.836228 = -50219.671952 nChanged 0 SP:Iteration 20F (43756.930000 sec): 3 clusters Score: Raw -53221.534355 + Penalty 3001.836228 = -50219.698128 nChanged 1 SP:Iteration 21Q (43757.090000 sec): 3 clusters Score: Raw -53228.711377 + Penalty 3001.836228 = -50226.875150 nChanged 1 SP:Iteration 22Q (43757.270000 sec): 3 clusters Score: Raw -53234.564769 + Penalty 3001.836228 = -50232.728542 nChanged 0 SP:Iteration 23F (43757.460000 sec): 3 clusters Score: Raw -53234.564769 + Penalty 3001.836228 = -50232.728542 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43757.530000 sec): 2 clusters Score: Raw -22236.394645 + Penalty 1220.155270 = -21016.239375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43757.700000 sec): 3 clusters Score: Raw -22644.654518 + Penalty 2440.310539 = -20204.343978 nChanged 20 SP:Iteration 1F (43757.890000 sec): 3 clusters Score: Raw -22893.062388 + Penalty 2440.310539 = -20452.751849 nChanged 9 SP:Iteration 2F (43758.040000 sec): 3 clusters Score: Raw -22977.654140 + Penalty 2440.310539 = -20537.343600 nChanged 5 SP:Iteration 3Q (43758.220000 sec): 3 clusters Score: Raw -23054.630174 + Penalty 2440.310539 = -20614.319635 nChanged 0 SP:Iteration 4F (43758.410000 sec): 3 clusters Score: Raw -23054.630174 + Penalty 2440.310539 = -20614.319635 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43758.540000 sec): 2 clusters Score: Raw -49043.178230 + Penalty 1425.058391 = -47618.119839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43758.700000 sec): 3 clusters Score: Raw -49185.158161 + Penalty 2850.116783 = -46335.041379 nChanged 38 SP:Iteration 1F (43758.880000 sec): 3 clusters Score: Raw -49350.073759 + Penalty 2850.116783 = -46499.956976 nChanged 13 SP:Iteration 2Q (43759.060000 sec): 3 clusters Score: Raw -49415.136152 + Penalty 2850.116783 = -46565.019370 nChanged 10 SP:Iteration 3Q (43759.280000 sec): 3 clusters Score: Raw -49456.746991 + Penalty 2850.116783 = -46606.630209 nChanged 3 SP:Iteration 4Q (43759.440000 sec): 3 clusters Score: Raw -49499.866684 + Penalty 2850.116783 = -46649.749902 nChanged 2 SP:Iteration 5Q (43759.670000 sec): 3 clusters Score: Raw -49530.362401 + Penalty 2850.116783 = -46680.245618 nChanged 4 SP:Iteration 6Q (43759.830000 sec): 3 clusters Score: Raw -49540.511581 + Penalty 2850.116783 = -46690.394799 nChanged 0 SP:Iteration 7F (43760.040000 sec): 3 clusters Score: Raw -49540.511581 + Penalty 2850.116783 = -46690.394799 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43760.120000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43760.340000 sec): 3 clusters Score: Raw -101997.605626 + Penalty 3151.767540 = -98845.838086 nChanged 111 SP:Iteration 1F (43760.520000 sec): 3 clusters Score: Raw -102230.035879 + Penalty 3151.767540 = -99078.268339 nChanged 40 SP:Iteration 2F (43760.680000 sec): 3 clusters Score: Raw -102329.695591 + Penalty 3151.767540 = -99177.928051 nChanged 27 SP:Iteration 3Q (43760.860000 sec): 3 clusters Score: Raw -102376.781030 + Penalty 3151.767540 = -99225.013489 nChanged 13 SP:Iteration 4Q (43761.050000 sec): 3 clusters Score: Raw -102401.778190 + Penalty 3151.767540 = -99250.010649 nChanged 4 SP:Iteration 5Q (43761.300000 sec): 3 clusters Score: Raw -102409.437730 + Penalty 3151.767540 = -99257.670189 nChanged 2 SP:Iteration 6Q (43761.480000 sec): 3 clusters Score: Raw -102424.106726 + Penalty 3151.767540 = -99272.339186 nChanged 0 SP:Iteration 7F (43761.700000 sec): 3 clusters Score: Raw -102424.106726 + Penalty 3151.767540 = -99272.339186 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43761.790000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43762.000000 sec): 3 clusters Score: Raw -99634.203027 + Penalty 3166.219291 = -96467.983736 nChanged 114 SP:Iteration 1F (43762.180000 sec): 3 clusters Score: Raw -99856.494747 + Penalty 3166.219291 = -96690.275456 nChanged 43 SP:Iteration 2F (43762.340000 sec): 3 clusters Score: Raw -99961.592824 + Penalty 3166.219291 = -96795.373533 nChanged 26 SP:Iteration 3Q (43762.550000 sec): 3 clusters Score: Raw -100043.448077 + Penalty 3166.219291 = -96877.228786 nChanged 19 SP:Iteration 4Q (43762.740000 sec): 3 clusters Score: Raw -100116.057597 + Penalty 3166.219291 = -96949.838306 nChanged 22 SP:Iteration 5Q (43762.980000 sec): 3 clusters Score: Raw -100199.970602 + Penalty 3166.219291 = -97033.751312 nChanged 21 SP:Iteration 6Q (43763.190000 sec): 3 clusters Score: Raw -100266.804702 + Penalty 3166.219291 = -97100.585411 nChanged 13 SP:Iteration 7Q (43763.370000 sec): 3 clusters Score: Raw -100299.501605 + Penalty 3166.219291 = -97133.282314 nChanged 10 SP:Iteration 8Q (43763.580000 sec): 3 clusters Score: Raw -100321.576069 + Penalty 3166.219291 = -97155.356779 nChanged 4 SP:Iteration 9Q (43763.780000 sec): 3 clusters Score: Raw -100328.835484 + Penalty 3166.219291 = -97162.616193 nChanged 1 SP:Iteration 10Q (43764.020000 sec): 3 clusters Score: Raw -100336.134972 + Penalty 3166.219291 = -97169.915681 nChanged 4 SP:Iteration 11Q (43764.230000 sec): 3 clusters Score: Raw -100353.480606 + Penalty 3166.219291 = -97187.261315 nChanged 5 SP:Iteration 12Q (43764.420000 sec): 3 clusters Score: Raw -100373.809189 + Penalty 3166.219291 = -97207.589898 nChanged 9 SP:Iteration 13Q (43764.600000 sec): 3 clusters Score: Raw -100402.456528 + Penalty 3166.219291 = -97236.237237 nChanged 5 SP:Iteration 14Q (43764.790000 sec): 3 clusters Score: Raw -100416.928142 + Penalty 3166.219291 = -97250.708851 nChanged 3 SP:Iteration 15Q (43764.940000 sec): 3 clusters Score: Raw -100422.139307 + Penalty 3166.219291 = -97255.920016 nChanged 1 SP:Iteration 16Q (43765.180000 sec): 3 clusters Score: Raw -100423.787396 + Penalty 3166.219291 = -97257.568105 nChanged 1 SP:Iteration 17Q (43765.350000 sec): 3 clusters Score: Raw -100425.212729 + Penalty 3166.219291 = -97258.993438 nChanged 2 SP:Iteration 18Q (43765.560000 sec): 3 clusters Score: Raw -100433.260431 + Penalty 3166.219291 = -97267.041141 nChanged 4 SP:Iteration 19Q (43765.740000 sec): 3 clusters Score: Raw -100447.888788 + Penalty 3166.219291 = -97281.669497 nChanged 5 SP:Iteration 20F (43765.890000 sec): 3 clusters Score: Raw -100458.144262 + Penalty 3166.219291 = -97291.924971 nChanged 2 SP:Iteration 21Q (43766.110000 sec): 3 clusters Score: Raw -100462.883601 + Penalty 3166.219291 = -97296.664310 nChanged 1 SP:Iteration 22Q (43766.260000 sec): 3 clusters Score: Raw -100474.185258 + Penalty 3166.219291 = -97307.965967 nChanged 3 SP:Iteration 23Q (43766.410000 sec): 3 clusters Score: Raw -100480.268418 + Penalty 3166.219291 = -97314.049127 nChanged 1 SP:Iteration 24Q (43766.570000 sec): 3 clusters Score: Raw -100481.167230 + Penalty 3166.219291 = -97314.947939 nChanged 0 SP:Iteration 25F (43766.730000 sec): 3 clusters Score: Raw -100481.167230 + Penalty 3166.219291 = -97314.947939 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43766.820000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43767.040000 sec): 3 clusters Score: Raw -120041.370782 + Penalty 3267.424807 = -116773.945974 nChanged 162 SP:Iteration 1F (43767.230000 sec): 3 clusters Score: Raw -120308.209658 + Penalty 3267.424807 = -117040.784851 nChanged 50 SP:Iteration 2F (43767.390000 sec): 3 clusters Score: Raw -120391.014986 + Penalty 3267.424807 = -117123.590178 nChanged 17 SP:Iteration 3Q (43767.570000 sec): 3 clusters Score: Raw -120415.612054 + Penalty 3267.424807 = -117148.187246 nChanged 8 SP:Iteration 4Q (43767.790000 sec): 3 clusters Score: Raw -120424.087469 + Penalty 3267.424807 = -117156.662661 nChanged 9 SP:Iteration 5Q (43767.970000 sec): 3 clusters Score: Raw -120439.760921 + Penalty 3267.424807 = -117172.336114 nChanged 10 SP:Iteration 6Q (43768.220000 sec): 3 clusters Score: Raw -120458.245157 + Penalty 3267.424807 = -117190.820350 nChanged 8 SP:Iteration 7Q (43768.390000 sec): 3 clusters Score: Raw -120473.581142 + Penalty 3267.424807 = -117206.156335 nChanged 10 SP:Iteration 8Q (43768.560000 sec): 3 clusters Score: Raw -120482.927276 + Penalty 3267.424807 = -117215.502468 nChanged 6 SP:Iteration 9Q (43768.760000 sec): 3 clusters Score: Raw -120492.518911 + Penalty 3267.424807 = -117225.094104 nChanged 8 SP:Iteration 10Q (43768.940000 sec): 3 clusters Score: Raw -120504.751647 + Penalty 3267.424807 = -117237.326840 nChanged 4 SP:Iteration 11Q (43769.140000 sec): 3 clusters Score: Raw -120515.739681 + Penalty 3267.424807 = -117248.314874 nChanged 4 SP:Iteration 12Q (43769.340000 sec): 3 clusters Score: Raw -120519.314650 + Penalty 3267.424807 = -117251.889842 nChanged 1 SP:Iteration 13Q (43769.500000 sec): 3 clusters Score: Raw -120520.877586 + Penalty 3267.424807 = -117253.452778 nChanged 1 SP:Iteration 14Q (43769.690000 sec): 3 clusters Score: Raw -120521.750002 + Penalty 3267.424807 = -117254.325195 nChanged 2 SP:Iteration 15Q (43769.840000 sec): 3 clusters Score: Raw -120525.201287 + Penalty 3267.424807 = -117257.776479 nChanged 4 SP:Iteration 16Q (43769.980000 sec): 3 clusters Score: Raw -120528.373033 + Penalty 3267.424807 = -117260.948226 nChanged 0 SP:Iteration 17F (43770.140000 sec): 3 clusters Score: Raw -120528.373033 + Penalty 3267.424807 = -117260.948226 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43770.270000 sec): 2 clusters Score: Raw -78041.405499 + Penalty 1593.367518 = -76448.037981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43770.440000 sec): 3 clusters Score: Raw -78160.779532 + Penalty 3186.735036 = -74974.044496 nChanged 147 SP:Iteration 1F (43770.540000 sec): 3 clusters Score: Raw -78422.499758 + Penalty 3186.735036 = -75235.764722 nChanged 46 SP:Iteration 2F (43770.750000 sec): 3 clusters Score: Raw -78529.877675 + Penalty 3186.735036 = -75343.142639 nChanged 17 SP:Iteration 3Q (43770.900000 sec): 3 clusters Score: Raw -78584.958911 + Penalty 3186.735036 = -75398.223876 nChanged 21 SP:Iteration 4Q (43771.100000 sec): 3 clusters Score: Raw -78662.676912 + Penalty 3186.735036 = -75475.941876 nChanged 24 SP:Iteration 5Q (43771.260000 sec): 3 clusters Score: Raw -78723.787251 + Penalty 3186.735036 = -75537.052215 nChanged 24 SP:Iteration 6Q (43771.470000 sec): 3 clusters Score: Raw -78796.557446 + Penalty 3186.735036 = -75609.822410 nChanged 24 SP:Iteration 7Q (43771.590000 sec): 3 clusters Score: Raw -78859.379887 + Penalty 3186.735036 = -75672.644851 nChanged 22 SP:Iteration 8Q (43771.770000 sec): 3 clusters Score: Raw -78917.274230 + Penalty 3186.735036 = -75730.539194 nChanged 15 SP:Iteration 9Q (43771.950000 sec): 3 clusters Score: Raw -78977.083928 + Penalty 3186.735036 = -75790.348892 nChanged 10 SP:Iteration 10Q (43772.080000 sec): 3 clusters Score: Raw -79022.792426 + Penalty 3186.735036 = -75836.057390 nChanged 7 SP:Iteration 11Q (43772.230000 sec): 3 clusters Score: Raw -79052.387929 + Penalty 3186.735036 = -75865.652893 nChanged 5 SP:Iteration 12Q (43772.390000 sec): 3 clusters Score: Raw -79075.453339 + Penalty 3186.735036 = -75888.718303 nChanged 8 SP:Iteration 13Q (43772.590000 sec): 3 clusters Score: Raw -79136.807656 + Penalty 3186.735036 = -75950.072620 nChanged 9 SP:Iteration 14Q (43772.770000 sec): 3 clusters Score: Raw -79176.113669 + Penalty 3186.735036 = -75989.378633 nChanged 7 SP:Iteration 15Q (43772.950000 sec): 3 clusters Score: Raw -79202.478812 + Penalty 3186.735036 = -76015.743776 nChanged 5 SP:Iteration 16Q (43773.060000 sec): 3 clusters Score: Raw -79243.022948 + Penalty 3186.735036 = -76056.287912 nChanged 4 SP:Iteration 17Q (43773.270000 sec): 3 clusters Score: Raw -79313.865927 + Penalty 3186.735036 = -76127.130891 nChanged 5 SP:Iteration 18Q (43773.450000 sec): 3 clusters Score: Raw -79326.554075 + Penalty 3186.735036 = -76139.819039 nChanged 4 SP:Iteration 19Q (43773.650000 sec): 3 clusters Score: Raw -79345.987572 + Penalty 3186.735036 = -76159.252537 nChanged 2 SP:Iteration 20F (43773.860000 sec): 3 clusters Score: Raw -79370.000310 + Penalty 3186.735036 = -76183.265274 nChanged 4 SP:Iteration 21Q (43774.030000 sec): 3 clusters Score: Raw -79409.286603 + Penalty 3186.735036 = -76222.551567 nChanged 4 SP:Iteration 22Q (43774.170000 sec): 3 clusters Score: Raw -79424.786768 + Penalty 3186.735036 = -76238.051732 nChanged 4 SP:Iteration 23Q (43774.370000 sec): 3 clusters Score: Raw -79437.944560 + Penalty 3186.735036 = -76251.209524 nChanged 1 SP:Iteration 24Q (43774.520000 sec): 3 clusters Score: Raw -79438.534506 + Penalty 3186.735036 = -76251.799470 nChanged 0 SP:Iteration 25F (43774.750000 sec): 3 clusters Score: Raw -79438.534506 + Penalty 3186.735036 = -76251.799470 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43774.810000 sec): 2 clusters Score: Raw -162902.554083 + Penalty 1696.190157 = -161206.363926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43774.980000 sec): 3 clusters Score: Raw -162806.600670 + Penalty 3392.380313 = -159414.220356 nChanged 236 SP:Iteration 1F (43775.200000 sec): 3 clusters Score: Raw -163292.961472 + Penalty 3392.380313 = -159900.581159 nChanged 91 SP:Iteration 2F (43775.420000 sec): 3 clusters Score: Raw -163591.194813 + Penalty 3392.380313 = -160198.814499 nChanged 68 SP:Iteration 3F (43775.580000 sec): 3 clusters Score: Raw -163876.284668 + Penalty 3392.380313 = -160483.904354 nChanged 44 SP:Iteration 4Q (43775.760000 sec): 3 clusters Score: Raw -164110.356974 + Penalty 3392.380313 = -160717.976660 nChanged 35 SP:Iteration 5Q (43775.940000 sec): 3 clusters Score: Raw -164212.221057 + Penalty 3392.380313 = -160819.840743 nChanged 17 SP:Iteration 6Q (43776.150000 sec): 3 clusters Score: Raw -164249.395382 + Penalty 3392.380313 = -160857.015069 nChanged 9 SP:Iteration 7Q (43776.300000 sec): 3 clusters Score: Raw -164270.106955 + Penalty 3392.380313 = -160877.726642 nChanged 9 SP:Iteration 8Q (43776.500000 sec): 3 clusters Score: Raw -164283.230435 + Penalty 3392.380313 = -160890.850121 nChanged 6 SP:Iteration 9Q (43776.680000 sec): 3 clusters Score: Raw -164290.800131 + Penalty 3392.380313 = -160898.419817 nChanged 3 SP:Iteration 10Q (43776.840000 sec): 3 clusters Score: Raw -164296.932388 + Penalty 3392.380313 = -160904.552074 nChanged 5 SP:Iteration 11Q (43777.040000 sec): 3 clusters Score: Raw -164308.321918 + Penalty 3392.380313 = -160915.941605 nChanged 4 SP:Iteration 12Q (43777.210000 sec): 3 clusters Score: Raw -164321.009519 + Penalty 3392.380313 = -160928.629206 nChanged 7 SP:Iteration 13Q (43777.390000 sec): 3 clusters Score: Raw -164332.205816 + Penalty 3392.380313 = -160939.825502 nChanged 2 SP:Iteration 14Q (43777.590000 sec): 3 clusters Score: Raw -164336.984851 + Penalty 3392.380313 = -160944.604537 nChanged 1 SP:Iteration 15Q (43777.770000 sec): 3 clusters Score: Raw -164337.843826 + Penalty 3392.380313 = -160945.463512 nChanged 0 SP:Iteration 16F (43777.990000 sec): 3 clusters Score: Raw -164337.843826 + Penalty 3392.380313 = -160945.463512 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43778.100000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43778.300000 sec): 3 clusters Score: Raw -27686.207781 + Penalty 2544.429763 = -25141.778018 nChanged 8 SP:Iteration 1Q (43778.500000 sec): 3 clusters Score: Raw -27863.868271 + Penalty 2544.429763 = -25319.438508 nChanged 3 SP:Iteration 2Q (43778.680000 sec): 3 clusters Score: Raw -27881.494741 + Penalty 2544.429763 = -25337.064979 nChanged 1 SP:Iteration 3Q (43778.830000 sec): 3 clusters Score: Raw -27884.879851 + Penalty 2544.429763 = -25340.450089 nChanged 1 SP:Iteration 4Q (43779.050000 sec): 3 clusters Score: Raw -27894.549580 + Penalty 2544.429763 = -25350.119817 nChanged 0 SP:Iteration 5F (43779.200000 sec): 3 clusters Score: Raw -27894.549580 + Penalty 2544.429763 = -25350.119817 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43779.350000 sec): 2 clusters Score: Raw -59749.760130 + Penalty 1466.548745 = -58283.211385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43779.570000 sec): 3 clusters Score: Raw -59850.113321 + Penalty 2933.097491 = -56917.015831 nChanged 48 SP:Iteration 1F (43779.710000 sec): 3 clusters Score: Raw -59990.763829 + Penalty 2933.097491 = -57057.666338 nChanged 14 SP:Iteration 2Q (43779.910000 sec): 3 clusters Score: Raw -60027.538024 + Penalty 2933.097491 = -57094.440533 nChanged 3 SP:Iteration 3Q (43780.070000 sec): 3 clusters Score: Raw -60044.100646 + Penalty 2933.097491 = -57111.003155 nChanged 2 SP:Iteration 4Q (43780.220000 sec): 3 clusters Score: Raw -60051.766435 + Penalty 2933.097491 = -57118.668944 nChanged 0 SP:Iteration 5F (43780.410000 sec): 3 clusters Score: Raw -60051.766435 + Penalty 2933.097491 = -57118.668944 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43780.490000 sec): 2 clusters Score: Raw -89296.435677 + Penalty 1549.993860 = -87746.441817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43780.650000 sec): 3 clusters Score: Raw -89315.037769 + Penalty 3099.987720 = -86215.050049 nChanged 78 SP:Iteration 1F (43780.870000 sec): 3 clusters Score: Raw -89465.377110 + Penalty 3099.987720 = -86365.389390 nChanged 23 SP:Iteration 2Q (43780.970000 sec): 3 clusters Score: Raw -89511.721262 + Penalty 3099.987720 = -86411.733542 nChanged 7 SP:Iteration 3Q (43781.160000 sec): 3 clusters Score: Raw -89524.494179 + Penalty 3099.987720 = -86424.506459 nChanged 4 SP:Iteration 4Q (43781.280000 sec): 3 clusters Score: Raw -89532.459221 + Penalty 3099.987720 = -86432.471501 nChanged 3 SP:Iteration 5Q (43781.490000 sec): 3 clusters Score: Raw -89536.017463 + Penalty 3099.987720 = -86436.029743 nChanged 3 SP:Iteration 6Q (43781.680000 sec): 3 clusters Score: Raw -89544.637913 + Penalty 3099.987720 = -86444.650193 nChanged 2 SP:Iteration 7Q (43781.870000 sec): 3 clusters Score: Raw -89550.361839 + Penalty 3099.987720 = -86450.374118 nChanged 2 SP:Iteration 8Q (43782.050000 sec): 3 clusters Score: Raw -89553.119048 + Penalty 3099.987720 = -86453.131328 nChanged 1 SP:Iteration 9Q (43782.280000 sec): 3 clusters Score: Raw -89554.548536 + Penalty 3099.987720 = -86454.560816 nChanged 0 SP:Iteration 10F (43782.460000 sec): 3 clusters Score: Raw -89554.548536 + Penalty 3099.987720 = -86454.560816 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43782.530000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43782.730000 sec): 3 clusters Score: Raw -12422.003387 + Penalty 2185.732747 = -10236.270640 nChanged 1 SP:Iteration 1Q (43782.850000 sec): 3 clusters Score: Raw -12433.436220 + Penalty 2185.732747 = -10247.703474 nChanged 0 SP:Iteration 2F (43783.010000 sec): 3 clusters Score: Raw -12433.436220 + Penalty 2185.732747 = -10247.703474 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43783.670000 sec): 2 clusters Score: Raw -22907185.799320 + Penalty 2911.236567 = -22904274.562753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43784.450000 sec): 3 clusters Score: Raw -22825982.783150 + Penalty 5822.473134 = -22820160.310016 nChanged 59806 SP:Iteration 1F (43785.230000 sec): 3 clusters Score: Raw -22860045.156437 + Penalty 5822.473134 = -22854222.683302 nChanged 3459 SP:Iteration 2Q (43786.130000 sec): 3 clusters Score: Raw -22860674.413452 + Penalty 5822.473134 = -22854851.940318 nChanged 3255 SP:Iteration 3Q (43787.000000 sec): 3 clusters Score: Raw -22861266.820422 + Penalty 5822.473134 = -22855444.347288 nChanged 3239 SP:Iteration 4Q (43787.970000 sec): 3 clusters Score: Raw -22861888.359525 + Penalty 5822.473134 = -22856065.886391 nChanged 3348 SP:Iteration 5Q (43789.040000 sec): 3 clusters Score: Raw -22862607.433876 + Penalty 5822.473134 = -22856784.960742 nChanged 3636 SP:Iteration 6Q (43789.870000 sec): 3 clusters Score: Raw -22863527.346734 + Penalty 5822.473134 = -22857704.873599 nChanged 4120 SP:Iteration 7Q (43790.740000 sec): 3 clusters Score: Raw -22864811.042141 + Penalty 5822.473134 = -22858988.569007 nChanged 4926 SP:Iteration 8Q (43791.710000 sec): 3 clusters Score: Raw -22866735.529158 + Penalty 5822.473134 = -22860913.056023 nChanged 6002 SP:Iteration 9Q (43792.630000 sec): 3 clusters Score: Raw -22869739.001438 + Penalty 5822.473134 = -22863916.528303 nChanged 7191 SP:Iteration 10F (43793.490000 sec): 3 clusters Score: Raw -22874287.537210 + Penalty 5822.473134 = -22868465.064076 nChanged 8163 SP:Iteration 11F (43794.350000 sec): 3 clusters Score: Raw -22880388.082329 + Penalty 5822.473134 = -22874565.609195 nChanged 8308 SP:Iteration 12F (43795.190000 sec): 3 clusters Score: Raw -22887280.039919 + Penalty 5822.473134 = -22881457.566785 nChanged 7311 SP:Iteration 13F (43796.070000 sec): 3 clusters Score: Raw -22893451.111410 + Penalty 5822.473134 = -22887628.638276 nChanged 5682 SP:Iteration 14Q (43796.950000 sec): 3 clusters Score: Raw -22898190.649143 + Penalty 5822.473134 = -22892368.176009 nChanged 4166 SP:Iteration 15Q (43797.750000 sec): 3 clusters Score: Raw -22901535.586373 + Penalty 5822.473134 = -22895713.113239 nChanged 2959 SP:Iteration 16Q (43798.540000 sec): 3 clusters Score: Raw -22903874.201890 + Penalty 5822.473134 = -22898051.728756 nChanged 2013 SP:Iteration 17Q (43799.330000 sec): 3 clusters Score: Raw -22905468.724614 + Penalty 5822.473134 = -22899646.251480 nChanged 1263 SP:Iteration 18Q (43800.040000 sec): 3 clusters Score: Raw -22906422.269550 + Penalty 5822.473134 = -22900599.796415 nChanged 704 SP:Iteration 19Q (43800.870000 sec): 3 clusters Score: Raw -22906968.987963 + Penalty 5822.473134 = -22901146.514829 nChanged 363 SP:Iteration 20F (43801.700000 sec): 3 clusters Score: Raw -22907253.982024 + Penalty 5822.473134 = -22901431.508889 nChanged 189 SP:Iteration 21Q (43802.470000 sec): 3 clusters Score: Raw -22907412.141233 + Penalty 5822.473134 = -22901589.668099 nChanged 96 SP:Iteration 22Q (43803.250000 sec): 3 clusters Score: Raw -22907491.453311 + Penalty 5822.473134 = -22901668.980177 nChanged 72 SP:Iteration 23Q (43804.000000 sec): 3 clusters Score: Raw -22907556.255636 + Penalty 5822.473134 = -22901733.782502 nChanged 59 SP:Iteration 24Q (43804.780000 sec): 3 clusters Score: Raw -22907604.354883 + Penalty 5822.473134 = -22901781.881749 nChanged 32 SP:Iteration 25Q (43805.530000 sec): 3 clusters Score: Raw -22907634.799378 + Penalty 5822.473134 = -22901812.326243 nChanged 27 SP:Iteration 26Q (43806.370000 sec): 3 clusters Score: Raw -22907657.174554 + Penalty 5822.473134 = -22901834.701419 nChanged 20 SP:Iteration 27Q (43807.080000 sec): 3 clusters Score: Raw -22907670.812573 + Penalty 5822.473134 = -22901848.339439 nChanged 11 SP:Iteration 28Q (43807.800000 sec): 3 clusters Score: Raw -22907681.152428 + Penalty 5822.473134 = -22901858.679294 nChanged 10 SP:Iteration 29Q (43808.600000 sec): 3 clusters Score: Raw -22907690.473856 + Penalty 5822.473134 = -22901868.000722 nChanged 14 SP:Iteration 30Q (43809.380000 sec): 3 clusters Score: Raw -22907702.906828 + Penalty 5822.473134 = -22901880.433694 nChanged 10 SP:Iteration 31Q (43810.100000 sec): 3 clusters Score: Raw -22907711.095848 + Penalty 5822.473134 = -22901888.622713 nChanged 8 SP:Iteration 32Q (43810.800000 sec): 3 clusters Score: Raw -22907719.063656 + Penalty 5822.473134 = -22901896.590521 nChanged 7 SP:Iteration 33Q (43811.570000 sec): 3 clusters Score: Raw -22907724.151486 + Penalty 5822.473134 = -22901901.678351 nChanged 4 SP:Iteration 34Q (43812.300000 sec): 3 clusters Score: Raw -22907728.537165 + Penalty 5822.473134 = -22901906.064030 nChanged 1 SP:Iteration 35Q (43813.000000 sec): 3 clusters Score: Raw -22907729.200274 + Penalty 5822.473134 = -22901906.727139 nChanged 0 SP:Iteration 36F (43813.860000 sec): 3 clusters Score: Raw -22907729.200274 + Penalty 5822.473134 = -22901906.727139 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43813.980000 sec): 2 clusters Score: Raw -264012.079441 + Penalty 1818.102956 = -262193.976485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43814.180000 sec): 3 clusters Score: Raw -263596.585583 + Penalty 3636.205911 = -259960.379672 nChanged 445 SP:Iteration 1F (43814.350000 sec): 3 clusters Score: Raw -264055.861362 + Penalty 3636.205911 = -260419.655450 nChanged 142 SP:Iteration 2F (43814.530000 sec): 3 clusters Score: Raw -264233.062159 + Penalty 3636.205911 = -260596.856248 nChanged 82 SP:Iteration 3F (43814.700000 sec): 3 clusters Score: Raw -264343.240438 + Penalty 3636.205911 = -260707.034527 nChanged 64 SP:Iteration 4Q (43814.920000 sec): 3 clusters Score: Raw -264429.241440 + Penalty 3636.205911 = -260793.035529 nChanged 50 SP:Iteration 5Q (43815.120000 sec): 3 clusters Score: Raw -264484.552100 + Penalty 3636.205911 = -260848.346189 nChanged 41 SP:Iteration 6Q (43815.320000 sec): 3 clusters Score: Raw -264536.343679 + Penalty 3636.205911 = -260900.137768 nChanged 28 SP:Iteration 7Q (43815.470000 sec): 3 clusters Score: Raw -264575.602984 + Penalty 3636.205911 = -260939.397073 nChanged 24 SP:Iteration 8Q (43815.620000 sec): 3 clusters Score: Raw -264595.416313 + Penalty 3636.205911 = -260959.210401 nChanged 14 SP:Iteration 9Q (43815.800000 sec): 3 clusters Score: Raw -264607.279600 + Penalty 3636.205911 = -260971.073688 nChanged 14 SP:Iteration 10Q (43816.000000 sec): 3 clusters Score: Raw -264627.217842 + Penalty 3636.205911 = -260991.011931 nChanged 20 SP:Iteration 11Q (43816.150000 sec): 3 clusters Score: Raw -264653.509490 + Penalty 3636.205911 = -261017.303578 nChanged 14 SP:Iteration 12Q (43816.320000 sec): 3 clusters Score: Raw -264666.675361 + Penalty 3636.205911 = -261030.469449 nChanged 9 SP:Iteration 13Q (43816.480000 sec): 3 clusters Score: Raw -264675.179659 + Penalty 3636.205911 = -261038.973747 nChanged 8 SP:Iteration 14Q (43816.650000 sec): 3 clusters Score: Raw -264681.763690 + Penalty 3636.205911 = -261045.557778 nChanged 9 SP:Iteration 15Q (43816.830000 sec): 3 clusters Score: Raw -264689.116050 + Penalty 3636.205911 = -261052.910139 nChanged 6 SP:Iteration 16Q (43817.020000 sec): 3 clusters Score: Raw -264694.395005 + Penalty 3636.205911 = -261058.189094 nChanged 4 SP:Iteration 17Q (43817.190000 sec): 3 clusters Score: Raw -264696.225842 + Penalty 3636.205911 = -261060.019931 nChanged 2 SP:Iteration 18Q (43817.380000 sec): 3 clusters Score: Raw -264697.364772 + Penalty 3636.205911 = -261061.158861 nChanged 1 SP:Iteration 19Q (43817.570000 sec): 3 clusters Score: Raw -264698.182648 + Penalty 3636.205911 = -261061.976736 nChanged 1 SP:Iteration 20F (43817.790000 sec): 3 clusters Score: Raw -264699.804588 + Penalty 3636.205911 = -261063.598676 nChanged 1 SP:Iteration 21Q (43817.990000 sec): 3 clusters Score: Raw -264701.870053 + Penalty 3636.205911 = -261065.664142 nChanged 3 SP:Iteration 22Q (43818.160000 sec): 3 clusters Score: Raw -264703.845686 + Penalty 3636.205911 = -261067.639774 nChanged 0 SP:Iteration 23F (43818.350000 sec): 3 clusters Score: Raw -264703.845686 + Penalty 3636.205911 = -261067.639774 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43818.420000 sec): 2 clusters Score: Raw -185831.310871 + Penalty 1725.459348 = -184105.851523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43818.620000 sec): 3 clusters Score: Raw -185599.409607 + Penalty 3450.918696 = -182148.490911 nChanged 300 SP:Iteration 1F (43818.800000 sec): 3 clusters Score: Raw -185951.664950 + Penalty 3450.918696 = -182500.746254 nChanged 84 SP:Iteration 2F (43818.980000 sec): 3 clusters Score: Raw -186149.680666 + Penalty 3450.918696 = -182698.761970 nChanged 60 SP:Iteration 3F (43819.180000 sec): 3 clusters Score: Raw -186247.637691 + Penalty 3450.918696 = -182796.718995 nChanged 38 SP:Iteration 4Q (43819.340000 sec): 3 clusters Score: Raw -186315.136192 + Penalty 3450.918696 = -182864.217496 nChanged 32 SP:Iteration 5Q (43819.600000 sec): 3 clusters Score: Raw -186365.463162 + Penalty 3450.918696 = -182914.544466 nChanged 18 SP:Iteration 6Q (43819.760000 sec): 3 clusters Score: Raw -186390.629086 + Penalty 3450.918696 = -182939.710390 nChanged 13 SP:Iteration 7Q (43819.910000 sec): 3 clusters Score: Raw -186410.786265 + Penalty 3450.918696 = -182959.867569 nChanged 13 SP:Iteration 8Q (43820.100000 sec): 3 clusters Score: Raw -186430.759874 + Penalty 3450.918696 = -182979.841178 nChanged 12 SP:Iteration 9Q (43820.300000 sec): 3 clusters Score: Raw -186448.153049 + Penalty 3450.918696 = -182997.234353 nChanged 10 SP:Iteration 10Q (43820.450000 sec): 3 clusters Score: Raw -186460.842494 + Penalty 3450.918696 = -183009.923798 nChanged 9 SP:Iteration 11Q (43820.620000 sec): 3 clusters Score: Raw -186474.837013 + Penalty 3450.918696 = -183023.918317 nChanged 8 SP:Iteration 12Q (43820.820000 sec): 3 clusters Score: Raw -186493.507849 + Penalty 3450.918696 = -183042.589153 nChanged 10 SP:Iteration 13Q (43820.980000 sec): 3 clusters Score: Raw -186512.769453 + Penalty 3450.918696 = -183061.850757 nChanged 18 SP:Iteration 14Q (43821.140000 sec): 3 clusters Score: Raw -186550.699738 + Penalty 3450.918696 = -183099.781042 nChanged 19 SP:Iteration 15Q (43821.340000 sec): 3 clusters Score: Raw -186576.752092 + Penalty 3450.918696 = -183125.833396 nChanged 5 SP:Iteration 16Q (43821.540000 sec): 3 clusters Score: Raw -186581.462221 + Penalty 3450.918696 = -183130.543525 nChanged 5 SP:Iteration 17Q (43821.730000 sec): 3 clusters Score: Raw -186589.830285 + Penalty 3450.918696 = -183138.911589 nChanged 7 SP:Iteration 18Q (43821.880000 sec): 3 clusters Score: Raw -186608.717716 + Penalty 3450.918696 = -183157.799020 nChanged 12 SP:Iteration 19Q (43822.060000 sec): 3 clusters Score: Raw -186625.898001 + Penalty 3450.918696 = -183174.979305 nChanged 7 SP:Iteration 20F (43822.200000 sec): 3 clusters Score: Raw -186635.693352 + Penalty 3450.918696 = -183184.774656 nChanged 4 SP:Iteration 21Q (43822.390000 sec): 3 clusters Score: Raw -186645.000680 + Penalty 3450.918696 = -183194.081984 nChanged 5 SP:Iteration 22Q (43822.580000 sec): 3 clusters Score: Raw -186653.477639 + Penalty 3450.918696 = -183202.558943 nChanged 5 SP:Iteration 23Q (43822.760000 sec): 3 clusters Score: Raw -186663.683695 + Penalty 3450.918696 = -183212.764999 nChanged 6 SP:Iteration 24Q (43822.960000 sec): 3 clusters Score: Raw -186674.316597 + Penalty 3450.918696 = -183223.397901 nChanged 5 SP:Iteration 25Q (43823.130000 sec): 3 clusters Score: Raw -186682.171062 + Penalty 3450.918696 = -183231.252366 nChanged 3 SP:Iteration 26Q (43823.350000 sec): 3 clusters Score: Raw -186686.010510 + Penalty 3450.918696 = -183235.091814 nChanged 4 SP:Iteration 27Q (43823.500000 sec): 3 clusters Score: Raw -186689.858936 + Penalty 3450.918696 = -183238.940240 nChanged 2 SP:Iteration 28Q (43823.670000 sec): 3 clusters Score: Raw -186692.474024 + Penalty 3450.918696 = -183241.555328 nChanged 0 SP:Iteration 29F (43823.860000 sec): 3 clusters Score: Raw -186692.474024 + Penalty 3450.918696 = -183241.555328 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43823.980000 sec): 2 clusters Score: Raw -113534.630289 + Penalty 1627.135605 = -111907.494684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43824.140000 sec): 3 clusters Score: Raw -113491.079366 + Penalty 3254.271210 = -110236.808156 nChanged 161 SP:Iteration 1F (43824.320000 sec): 3 clusters Score: Raw -113749.904918 + Penalty 3254.271210 = -110495.633707 nChanged 51 SP:Iteration 2F (43824.500000 sec): 3 clusters Score: Raw -113897.235636 + Penalty 3254.271210 = -110642.964426 nChanged 32 SP:Iteration 3Q (43824.700000 sec): 3 clusters Score: Raw -114058.415926 + Penalty 3254.271210 = -110804.144716 nChanged 35 SP:Iteration 4Q (43824.900000 sec): 3 clusters Score: Raw -114177.149973 + Penalty 3254.271210 = -110922.878762 nChanged 33 SP:Iteration 5Q (43825.070000 sec): 3 clusters Score: Raw -114299.736179 + Penalty 3254.271210 = -111045.464968 nChanged 26 SP:Iteration 6Q (43825.320000 sec): 3 clusters Score: Raw -114360.813546 + Penalty 3254.271210 = -111106.542336 nChanged 20 SP:Iteration 7Q (43825.490000 sec): 3 clusters Score: Raw -114406.055811 + Penalty 3254.271210 = -111151.784601 nChanged 16 SP:Iteration 8Q (43825.620000 sec): 3 clusters Score: Raw -114447.464290 + Penalty 3254.271210 = -111193.193080 nChanged 11 SP:Iteration 9Q (43825.750000 sec): 3 clusters Score: Raw -114466.550547 + Penalty 3254.271210 = -111212.279336 nChanged 11 SP:Iteration 10Q (43825.880000 sec): 3 clusters Score: Raw -114490.339110 + Penalty 3254.271210 = -111236.067900 nChanged 7 SP:Iteration 11Q (43826.010000 sec): 3 clusters Score: Raw -114532.586660 + Penalty 3254.271210 = -111278.315449 nChanged 18 SP:Iteration 12Q (43826.140000 sec): 3 clusters Score: Raw -114586.369774 + Penalty 3254.271210 = -111332.098564 nChanged 15 SP:Iteration 13Q (43826.260000 sec): 3 clusters Score: Raw -114615.013840 + Penalty 3254.271210 = -111360.742629 nChanged 10 SP:Iteration 14Q (43826.390000 sec): 3 clusters Score: Raw -114649.723382 + Penalty 3254.271210 = -111395.452172 nChanged 11 SP:Iteration 15Q (43826.520000 sec): 3 clusters Score: Raw -114705.611772 + Penalty 3254.271210 = -111451.340561 nChanged 11 SP:Iteration 16Q (43826.650000 sec): 3 clusters Score: Raw -114764.856296 + Penalty 3254.271210 = -111510.585086 nChanged 12 SP:Iteration 17Q (43826.780000 sec): 3 clusters Score: Raw -114840.487659 + Penalty 3254.271210 = -111586.216449 nChanged 13 SP:Iteration 18Q (43826.900000 sec): 3 clusters Score: Raw -114895.687324 + Penalty 3254.271210 = -111641.416114 nChanged 6 SP:Iteration 19Q (43827.030000 sec): 3 clusters Score: Raw -114910.274079 + Penalty 3254.271210 = -111656.002869 nChanged 4 SP:Iteration 20F (43827.160000 sec): 3 clusters Score: Raw -114917.740899 + Penalty 3254.271210 = -111663.469689 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43827.220000 sec): 2 clusters Score: Raw -26879.739979 + Penalty 1267.772972 = -25611.967008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43827.350000 sec): 3 clusters Score: Raw -27127.586627 + Penalty 2535.545943 = -24592.040684 nChanged 12 SP:Iteration 1F (43827.480000 sec): 3 clusters Score: Raw -27211.580505 + Penalty 2535.545943 = -24676.034562 nChanged 4 SP:Iteration 2Q (43827.600000 sec): 3 clusters Score: Raw -27233.768935 + Penalty 2535.545943 = -24698.222992 nChanged 1 SP:Iteration 3Q (43827.750000 sec): 3 clusters Score: Raw -27239.253308 + Penalty 2535.545943 = -24703.707365 nChanged 0 SP:Iteration 4F (43827.970000 sec): 3 clusters Score: Raw -27239.253308 + Penalty 2535.545943 = -24703.707365 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43828.080000 sec): 2 clusters Score: Raw -90819.833801 + Penalty 1548.071370 = -89271.762431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43828.250000 sec): 3 clusters Score: Raw -90875.068586 + Penalty 3096.142740 = -87778.925847 nChanged 105 SP:Iteration 1F (43828.410000 sec): 3 clusters Score: Raw -91063.264316 + Penalty 3096.142740 = -87967.121577 nChanged 29 SP:Iteration 2F (43828.590000 sec): 3 clusters Score: Raw -91116.740526 + Penalty 3096.142740 = -88020.597787 nChanged 11 SP:Iteration 3Q (43828.780000 sec): 3 clusters Score: Raw -91148.977113 + Penalty 3096.142740 = -88052.834374 nChanged 7 SP:Iteration 4Q (43828.970000 sec): 3 clusters Score: Raw -91163.744584 + Penalty 3096.142740 = -88067.601844 nChanged 4 SP:Iteration 5Q (43829.150000 sec): 3 clusters Score: Raw -91167.954499 + Penalty 3096.142740 = -88071.811760 nChanged 1 SP:Iteration 6Q (43829.320000 sec): 3 clusters Score: Raw -91170.101521 + Penalty 3096.142740 = -88073.958781 nChanged 0 SP:Iteration 7F (43829.500000 sec): 3 clusters Score: Raw -91170.101521 + Penalty 3096.142740 = -88073.958781 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (43829.600000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (43829.800000 sec): 3 clusters Score: Raw -234728.207698 + Penalty 3572.150493 = -231156.057205 nChanged 390 SP:Iteration 1F (43829.980000 sec): 3 clusters Score: Raw -235096.924262 + Penalty 3572.150493 = -231524.773768 nChanged 90 SP:Iteration 2F (43830.200000 sec): 3 clusters Score: Raw -235211.924399 + Penalty 3572.150493 = -231639.773906 nChanged 56 SP:Iteration 3Q (43830.360000 sec): 3 clusters Score: Raw -235284.518339 + Penalty 3572.150493 = -231712.367845 nChanged 41 SP:Iteration 4Q (43830.530000 sec): 3 clusters Score: Raw -235346.098802 + Penalty 3572.150493 = -231773.948309 nChanged 41 SP:Iteration 5Q (43830.690000 sec): 3 clusters Score: Raw -235403.077428 + Penalty 3572.150493 = -231830.926934 nChanged 33 SP:Iteration 6Q (43830.830000 sec): 3 clusters Score: Raw -235455.428979 + Penalty 3572.150493 = -231883.278486 nChanged 24 SP:Iteration 7Q (43830.990000 sec): 3 clusters Score: Raw -235479.186074 + Penalty 3572.150493 = -231907.035580 nChanged 17 SP:Iteration 8Q (43831.200000 sec): 3 clusters Score: Raw -235502.374616 + Penalty 3572.150493 = -231930.224122 nChanged 17 SP:Iteration 9Q (43831.390000 sec): 3 clusters Score: Raw -235516.637532 + Penalty 3572.150493 = -231944.487039 nChanged 7 SP:Iteration 10Q (43831.580000 sec): 3 clusters Score: Raw -235524.352108 + Penalty 3572.150493 = -231952.201614 nChanged 4 SP:Iteration 11Q (43831.760000 sec): 3 clusters Score: Raw -235528.313069 + Penalty 3572.150493 = -231956.162575 nChanged 6 SP:Iteration 12Q (43831.900000 sec): 3 clusters Score: Raw -235533.498102 + Penalty 3572.150493 = -231961.347609 nChanged 5 SP:Iteration 13Q (43832.100000 sec): 3 clusters Score: Raw -235537.874945 + Penalty 3572.150493 = -231965.724451 nChanged 2 SP:Iteration 14Q (43832.260000 sec): 3 clusters Score: Raw -235539.147999 + Penalty 3572.150493 = -231966.997505 nChanged 4 SP:Iteration 15Q (43832.510000 sec): 3 clusters Score: Raw -235543.241838 + Penalty 3572.150493 = -231971.091344 nChanged 4 SP:Iteration 16Q (43832.700000 sec): 3 clusters Score: Raw -235546.123952 + Penalty 3572.150493 = -231973.973459 nChanged 1 SP:Iteration 17Q (43832.880000 sec): 3 clusters Score: Raw -235547.425814 + Penalty 3572.150493 = -231975.275321 nChanged 2 SP:Iteration 18Q (43833.120000 sec): 3 clusters Score: Raw -235549.016096 + Penalty 3572.150493 = -231976.865603 nChanged 2 SP:Iteration 19Q (43833.270000 sec): 3 clusters Score: Raw -235549.888739 + Penalty 3572.150493 = -231977.738246 nChanged 1 SP:Iteration 20F (43833.510000 sec): 3 clusters Score: Raw -235550.421006 + Penalty 3572.150493 = -231978.270513 nChanged 0 Deleting Class 16 (72 points): Lose 3306.499188 but Gain 3578.798581 Iteration 343F (44101.720000 sec): 66 clusters Score: Raw -340463673.033547 + Penalty 232621.907752 = -340231051.125796 nChanged 86 Iteration 344F (44375.860000 sec): 66 clusters Score: Raw -340465387.416383 + Penalty 232621.907752 = -340232765.508632 nChanged 30 Iteration 345Q (44488.070000 sec): 66 clusters Score: Raw -340465974.192409 + Penalty 232621.907752 = -340233352.284657 nChanged 22 Iteration 346Q (44597.260000 sec): 66 clusters Score: Raw -340466146.467148 + Penalty 232621.907752 = -340233524.559397 nChanged 11 Iteration 347Q (44709.760000 sec): 66 clusters Score: Raw -340466158.146150 + Penalty 232621.907752 = -340233536.238398 nChanged 8 Iteration 348Q (44823.250000 sec): 66 clusters Score: Raw -340466163.943052 + Penalty 232621.907752 = -340233542.035300 nChanged 9 Iteration 349Q (44937.410000 sec): 66 clusters Score: Raw -340466169.561620 + Penalty 232621.907752 = -340233547.653868 nChanged 6 Iteration 350Q (45052.770000 sec): 66 clusters Score: Raw -340466171.571022 + Penalty 232621.907752 = -340233549.663270 nChanged 8 Iteration 351Q (45163.510000 sec): 66 clusters Score: Raw -340466174.095915 + Penalty 232621.907752 = -340233552.188163 nChanged 4 Iteration 352Q (45271.140000 sec): 66 clusters Score: Raw -340466174.240515 + Penalty 232621.907752 = -340233552.332763 nChanged 8 Iteration 353Q (45364.700000 sec): 66 clusters Score: Raw -340466174.586807 + Penalty 232621.907752 = -340233552.679055 nChanged 5 Iteration 354Q (45471.110000 sec): 66 clusters Score: Raw -340466174.694981 + Penalty 232621.907752 = -340233552.787230 nChanged 3 Iteration 355Q (45580.100000 sec): 66 clusters Score: Raw -340466174.768940 + Penalty 232621.907752 = -340233552.861189 nChanged 3 Iteration 356Q (45691.780000 sec): 66 clusters Score: Raw -340466174.866741 + Penalty 232621.907752 = -340233552.958989 nChanged 3 Iteration 357Q (45802.760000 sec): 66 clusters Score: Raw -340466174.908841 + Penalty 232621.907752 = -340233553.001089 nChanged 2 Iteration 358Q (45913.430000 sec): 66 clusters Score: Raw -340466174.921780 + Penalty 232621.907752 = -340233553.014029 nChanged 0 Iteration 359F (46145.410000 sec): 66 clusters Score: Raw -340466174.921780 + Penalty 232621.907752 = -340233553.014029 nChanged 0 Compute initial score before splitting: Score: Raw -340466174.921780 + Penalty 232621.907752 = -340233553.014029 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 1 (477806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46147.770000 sec): 2 clusters Score: Raw -92667212.450463 + Penalty 3243.086098 = -92663969.364365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46150.370000 sec): 3 clusters Score: Raw -92347901.656444 + Penalty 6486.172195 = -92341415.484249 nChanged 233071 SP:Iteration 1F (46152.910000 sec): 3 clusters Score: Raw -92489067.949996 + Penalty 6486.172195 = -92482581.777801 nChanged 17165 SP:Iteration 2Q (46155.610000 sec): 3 clusters Score: Raw -92494647.847391 + Penalty 6486.172195 = -92488161.675196 nChanged 24432 SP:Iteration 3F (46158.430000 sec): 3 clusters Score: Raw -92505979.277836 + Penalty 6486.172195 = -92499493.105641 nChanged 33515 SP:Iteration 4F (46161.060000 sec): 3 clusters Score: Raw -92527117.034380 + Penalty 6486.172195 = -92520630.862185 nChanged 41832 SP:Iteration 5F (46163.710000 sec): 3 clusters Score: Raw -92560923.413297 + Penalty 6486.172195 = -92554437.241102 nChanged 44414 SP:Iteration 6F (46166.320000 sec): 3 clusters Score: Raw -92604234.510407 + Penalty 6486.172195 = -92597748.338212 nChanged 35693 SP:Iteration 7F (46168.970000 sec): 3 clusters Score: Raw -92642096.364746 + Penalty 6486.172195 = -92635610.192550 nChanged 18314 SP:Iteration 8Q (46171.460000 sec): 3 clusters Score: Raw -92661090.396440 + Penalty 6486.172195 = -92654604.224245 nChanged 5208 SP:Iteration 9Q (46173.830000 sec): 3 clusters Score: Raw -92666165.708833 + Penalty 6486.172195 = -92659679.536637 nChanged 974 SP:Iteration 10Q (46176.050000 sec): 3 clusters Score: Raw -92667152.567881 + Penalty 6486.172195 = -92660666.395685 nChanged 122 SP:Iteration 11Q (46178.260000 sec): 3 clusters Score: Raw -92667350.753623 + Penalty 6486.172195 = -92660864.581428 nChanged 30 SP:Iteration 12Q (46180.670000 sec): 3 clusters Score: Raw -92667409.799097 + Penalty 6486.172195 = -92660923.626902 nChanged 13 SP:Iteration 13Q (46182.710000 sec): 3 clusters Score: Raw -92667432.017395 + Penalty 6486.172195 = -92660945.845200 nChanged 5 SP:Iteration 14Q (46184.770000 sec): 3 clusters Score: Raw -92667445.135806 + Penalty 6486.172195 = -92660958.963611 nChanged 5 SP:Iteration 15Q (46186.750000 sec): 3 clusters Score: Raw -92667458.802899 + Penalty 6486.172195 = -92660972.630704 nChanged 5 SP:Iteration 16Q (46189.120000 sec): 3 clusters Score: Raw -92667477.214356 + Penalty 6486.172195 = -92660991.042161 nChanged 2 SP:Iteration 17Q (46191.530000 sec): 3 clusters Score: Raw -92667481.471007 + Penalty 6486.172195 = -92660995.298812 nChanged 0 SP:Iteration 18F (46194.130000 sec): 3 clusters Score: Raw -92667481.471007 + Penalty 6486.172195 = -92660995.298812 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 2 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46194.560000 sec): 2 clusters Score: Raw -3127372.658423 + Penalty 2414.575747 = -3124958.082675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46194.780000 sec): 3 clusters Score: Raw -3117679.674537 + Penalty 4829.151495 = -3112850.523042 nChanged 7416 SP:Iteration 1F (46195.080000 sec): 3 clusters Score: Raw -3121954.142057 + Penalty 4829.151495 = -3117124.990562 nChanged 1147 SP:Iteration 2F (46195.340000 sec): 3 clusters Score: Raw -3122692.135251 + Penalty 4829.151495 = -3117862.983756 nChanged 1075 SP:Iteration 3F (46195.640000 sec): 3 clusters Score: Raw -3123367.144447 + Penalty 4829.151495 = -3118537.992953 nChanged 987 SP:Iteration 4F (46195.910000 sec): 3 clusters Score: Raw -3123950.308029 + Penalty 4829.151495 = -3119121.156535 nChanged 888 SP:Iteration 5F (46196.190000 sec): 3 clusters Score: Raw -3124402.586273 + Penalty 4829.151495 = -3119573.434778 nChanged 741 SP:Iteration 6Q (46196.420000 sec): 3 clusters Score: Raw -3124745.347027 + Penalty 4829.151495 = -3119916.195532 nChanged 660 SP:Iteration 7Q (46196.660000 sec): 3 clusters Score: Raw -3125042.137229 + Penalty 4829.151495 = -3120212.985734 nChanged 553 SP:Iteration 8Q (46196.940000 sec): 3 clusters Score: Raw -3125284.163047 + Penalty 4829.151495 = -3120455.011553 nChanged 501 SP:Iteration 9Q (46197.230000 sec): 3 clusters Score: Raw -3125477.811655 + Penalty 4829.151495 = -3120648.660160 nChanged 403 SP:Iteration 10Q (46197.500000 sec): 3 clusters Score: Raw -3125614.189878 + Penalty 4829.151495 = -3120785.038383 nChanged 341 SP:Iteration 11Q (46197.780000 sec): 3 clusters Score: Raw -3125734.079230 + Penalty 4829.151495 = -3120904.927735 nChanged 318 SP:Iteration 12Q (46198.060000 sec): 3 clusters Score: Raw -3125831.360623 + Penalty 4829.151495 = -3121002.209129 nChanged 253 SP:Iteration 13Q (46198.340000 sec): 3 clusters Score: Raw -3125904.166461 + Penalty 4829.151495 = -3121075.014966 nChanged 231 SP:Iteration 14Q (46198.580000 sec): 3 clusters Score: Raw -3125969.797595 + Penalty 4829.151495 = -3121140.646101 nChanged 211 SP:Iteration 15Q (46198.890000 sec): 3 clusters Score: Raw -3126033.780209 + Penalty 4829.151495 = -3121204.628714 nChanged 188 SP:Iteration 16Q (46199.160000 sec): 3 clusters Score: Raw -3126088.049036 + Penalty 4829.151495 = -3121258.897541 nChanged 187 SP:Iteration 17Q (46199.420000 sec): 3 clusters Score: Raw -3126145.197374 + Penalty 4829.151495 = -3121316.045879 nChanged 195 SP:Iteration 18Q (46199.690000 sec): 3 clusters Score: Raw -3126210.254172 + Penalty 4829.151495 = -3121381.102677 nChanged 205 SP:Iteration 19Q (46199.990000 sec): 3 clusters Score: Raw -3126270.924307 + Penalty 4829.151495 = -3121441.772812 nChanged 188 SP:Iteration 20F (46200.210000 sec): 3 clusters Score: Raw -3126320.393814 + Penalty 4829.151495 = -3121491.242320 nChanged 151 SP:Iteration 21Q (46200.480000 sec): 3 clusters Score: Raw -3126360.243749 + Penalty 4829.151495 = -3121531.092254 nChanged 160 SP:Iteration 22Q (46200.830000 sec): 3 clusters Score: Raw -3126401.885210 + Penalty 4829.151495 = -3121572.733715 nChanged 140 SP:Iteration 23Q (46201.100000 sec): 3 clusters Score: Raw -3126435.205134 + Penalty 4829.151495 = -3121606.053639 nChanged 122 SP:Iteration 24Q (46201.350000 sec): 3 clusters Score: Raw -3126465.568025 + Penalty 4829.151495 = -3121636.416530 nChanged 128 SP:Iteration 25Q (46201.630000 sec): 3 clusters Score: Raw -3126494.843321 + Penalty 4829.151495 = -3121665.691826 nChanged 123 SP:Iteration 26Q (46201.960000 sec): 3 clusters Score: Raw -3126524.144211 + Penalty 4829.151495 = -3121694.992716 nChanged 131 SP:Iteration 27Q (46202.210000 sec): 3 clusters Score: Raw -3126556.062001 + Penalty 4829.151495 = -3121726.910506 nChanged 121 SP:Iteration 28Q (46202.490000 sec): 3 clusters Score: Raw -3126584.758702 + Penalty 4829.151495 = -3121755.607207 nChanged 120 SP:Iteration 29Q (46202.770000 sec): 3 clusters Score: Raw -3126609.713904 + Penalty 4829.151495 = -3121780.562410 nChanged 109 SP:Iteration 30Q (46203.060000 sec): 3 clusters Score: Raw -3126631.651551 + Penalty 4829.151495 = -3121802.500056 nChanged 100 SP:Iteration 31Q (46203.320000 sec): 3 clusters Score: Raw -3126649.264397 + Penalty 4829.151495 = -3121820.112902 nChanged 80 SP:Iteration 32Q (46203.590000 sec): 3 clusters Score: Raw -3126663.891486 + Penalty 4829.151495 = -3121834.739992 nChanged 90 SP:Iteration 33Q (46203.880000 sec): 3 clusters Score: Raw -3126681.013785 + Penalty 4829.151495 = -3121851.862291 nChanged 86 SP:Iteration 34Q (46204.150000 sec): 3 clusters Score: Raw -3126696.483622 + Penalty 4829.151495 = -3121867.332127 nChanged 85 SP:Iteration 35Q (46204.450000 sec): 3 clusters Score: Raw -3126713.471316 + Penalty 4829.151495 = -3121884.319822 nChanged 86 SP:Iteration 36Q (46204.730000 sec): 3 clusters Score: Raw -3126729.807939 + Penalty 4829.151495 = -3121900.656444 nChanged 83 SP:Iteration 37Q (46205.010000 sec): 3 clusters Score: Raw -3126746.092095 + Penalty 4829.151495 = -3121916.940600 nChanged 76 SP:Iteration 38Q (46205.280000 sec): 3 clusters Score: Raw -3126759.921775 + Penalty 4829.151495 = -3121930.770280 nChanged 73 SP:Iteration 39Q (46205.580000 sec): 3 clusters Score: Raw -3126773.097499 + Penalty 4829.151495 = -3121943.946005 nChanged 82 SP:Iteration 40F (46205.830000 sec): 3 clusters Score: Raw -3126787.284142 + Penalty 4829.151495 = -3121958.132647 nChanged 76 SP:Iteration 41Q (46206.090000 sec): 3 clusters Score: Raw -3126798.252437 + Penalty 4829.151495 = -3121969.100942 nChanged 56 SP:Iteration 42Q (46206.330000 sec): 3 clusters Score: Raw -3126807.195503 + Penalty 4829.151495 = -3121978.044008 nChanged 65 SP:Iteration 43Q (46206.600000 sec): 3 clusters Score: Raw -3126816.563706 + Penalty 4829.151495 = -3121987.412211 nChanged 60 SP:Iteration 44Q (46206.830000 sec): 3 clusters Score: Raw -3126825.197120 + Penalty 4829.151495 = -3121996.045625 nChanged 60 SP:Iteration 45Q (46207.090000 sec): 3 clusters Score: Raw -3126832.445206 + Penalty 4829.151495 = -3122003.293711 nChanged 55 SP:Iteration 46Q (46207.370000 sec): 3 clusters Score: Raw -3126839.728113 + Penalty 4829.151495 = -3122010.576618 nChanged 64 SP:Iteration 47Q (46207.610000 sec): 3 clusters Score: Raw -3126847.945268 + Penalty 4829.151495 = -3122018.793773 nChanged 48 SP:Iteration 48Q (46207.870000 sec): 3 clusters Score: Raw -3126853.964341 + Penalty 4829.151495 = -3122024.812847 nChanged 51 SP:Iteration 49Q (46208.180000 sec): 3 clusters Score: Raw -3126860.141521 + Penalty 4829.151495 = -3122030.990026 nChanged 34 SP:Iteration 50Q (46208.520000 sec): 3 clusters Score: Raw -3126864.294470 + Penalty 4829.151495 = -3122035.142975 nChanged 41 SP:Iteration 51Q (46208.770000 sec): 3 clusters Score: Raw -3126870.126652 + Penalty 4829.151495 = -3122040.975157 nChanged 46 SP:Iteration 52Q (46209.060000 sec): 3 clusters Score: Raw -3126877.436566 + Penalty 4829.151495 = -3122048.285072 nChanged 50 SP:Iteration 53Q (46209.370000 sec): 3 clusters Score: Raw -3126885.346899 + Penalty 4829.151495 = -3122056.195404 nChanged 56 SP:Iteration 54Q (46209.700000 sec): 3 clusters Score: Raw -3126892.608847 + Penalty 4829.151495 = -3122063.457353 nChanged 53 SP:Iteration 55Q (46209.960000 sec): 3 clusters Score: Raw -3126901.005670 + Penalty 4829.151495 = -3122071.854175 nChanged 62 SP:Iteration 56Q (46210.310000 sec): 3 clusters Score: Raw -3126911.273576 + Penalty 4829.151495 = -3122082.122081 nChanged 70 SP:Iteration 57Q (46210.580000 sec): 3 clusters Score: Raw -3126921.515612 + Penalty 4829.151495 = -3122092.364117 nChanged 70 SP:Iteration 58Q (46210.890000 sec): 3 clusters Score: Raw -3126932.498538 + Penalty 4829.151495 = -3122103.347044 nChanged 79 SP:Iteration 59Q (46211.170000 sec): 3 clusters Score: Raw -3126945.918991 + Penalty 4829.151495 = -3122116.767496 nChanged 83 SP:Iteration 60F (46211.460000 sec): 3 clusters Score: Raw -3126961.770348 + Penalty 4829.151495 = -3122132.618853 nChanged 82 SP:Iteration 61Q (46211.750000 sec): 3 clusters Score: Raw -3126976.578590 + Penalty 4829.151495 = -3122147.427096 nChanged 79 SP:Iteration 62Q (46212.070000 sec): 3 clusters Score: Raw -3126990.900425 + Penalty 4829.151495 = -3122161.748930 nChanged 87 SP:Iteration 63Q (46212.310000 sec): 3 clusters Score: Raw -3127005.590453 + Penalty 4829.151495 = -3122176.438958 nChanged 83 SP:Iteration 64Q (46212.590000 sec): 3 clusters Score: Raw -3127023.040140 + Penalty 4829.151495 = -3122193.888645 nChanged 97 SP:Iteration 65Q (46212.890000 sec): 3 clusters Score: Raw -3127045.442377 + Penalty 4829.151495 = -3122216.290882 nChanged 103 SP:Iteration 66Q (46213.160000 sec): 3 clusters Score: Raw -3127072.851929 + Penalty 4829.151495 = -3122243.700434 nChanged 118 SP:Iteration 67Q (46213.480000 sec): 3 clusters Score: Raw -3127106.466901 + Penalty 4829.151495 = -3122277.315406 nChanged 123 SP:Iteration 68Q (46213.800000 sec): 3 clusters Score: Raw -3127142.877166 + Penalty 4829.151495 = -3122313.725671 nChanged 137 SP:Iteration 69Q (46214.090000 sec): 3 clusters Score: Raw -3127184.606886 + Penalty 4829.151495 = -3122355.455392 nChanged 145 SP:Iteration 70Q (46214.420000 sec): 3 clusters Score: Raw -3127233.655302 + Penalty 4829.151495 = -3122404.503807 nChanged 176 SP:Iteration 71Q (46214.720000 sec): 3 clusters Score: Raw -3127309.421069 + Penalty 4829.151495 = -3122480.269574 nChanged 184 SP:Iteration 72Q (46215.020000 sec): 3 clusters Score: Raw -3127389.007484 + Penalty 4829.151495 = -3122559.855990 nChanged 188 SP:Iteration 73Q (46215.290000 sec): 3 clusters Score: Raw -3127479.436958 + Penalty 4829.151495 = -3122650.285463 nChanged 186 SP:Iteration 74Q (46215.590000 sec): 3 clusters Score: Raw -3127577.091406 + Penalty 4829.151495 = -3122747.939911 nChanged 194 SP:Iteration 75Q (46215.870000 sec): 3 clusters Score: Raw -3127690.058654 + Penalty 4829.151495 = -3122860.907159 nChanged 189 SP:Iteration 76Q (46216.120000 sec): 3 clusters Score: Raw -3127800.087395 + Penalty 4829.151495 = -3122970.935900 nChanged 159 SP:Iteration 77Q (46216.450000 sec): 3 clusters Score: Raw -3127893.249618 + Penalty 4829.151495 = -3123064.098123 nChanged 151 SP:Iteration 78Q (46216.710000 sec): 3 clusters Score: Raw -3127986.413952 + Penalty 4829.151495 = -3123157.262458 nChanged 128 SP:Iteration 79Q (46216.970000 sec): 3 clusters Score: Raw -3128054.040002 + Penalty 4829.151495 = -3123224.888507 nChanged 118 SP:Iteration 80F (46217.270000 sec): 3 clusters Score: Raw -3128112.375742 + Penalty 4829.151495 = -3123283.224248 nChanged 91 SP:Iteration 81Q (46217.580000 sec): 3 clusters Score: Raw -3128151.182464 + Penalty 4829.151495 = -3123322.030970 nChanged 75 SP:Iteration 82Q (46217.830000 sec): 3 clusters Score: Raw -3128185.460134 + Penalty 4829.151495 = -3123356.308639 nChanged 67 SP:Iteration 83Q (46218.080000 sec): 3 clusters Score: Raw -3128217.717271 + Penalty 4829.151495 = -3123388.565776 nChanged 58 SP:Iteration 84Q (46218.320000 sec): 3 clusters Score: Raw -3128238.630078 + Penalty 4829.151495 = -3123409.478583 nChanged 52 SP:Iteration 85Q (46218.620000 sec): 3 clusters Score: Raw -3128258.931969 + Penalty 4829.151495 = -3123429.780475 nChanged 42 SP:Iteration 86Q (46218.910000 sec): 3 clusters Score: Raw -3128272.460683 + Penalty 4829.151495 = -3123443.309189 nChanged 37 SP:Iteration 87Q (46219.190000 sec): 3 clusters Score: Raw -3128285.053400 + Penalty 4829.151495 = -3123455.901905 nChanged 31 SP:Iteration 88Q (46219.530000 sec): 3 clusters Score: Raw -3128293.350438 + Penalty 4829.151495 = -3123464.198943 nChanged 26 SP:Iteration 89Q (46219.820000 sec): 3 clusters Score: Raw -3128301.526839 + Penalty 4829.151495 = -3123472.375344 nChanged 20 SP:Iteration 90Q (46220.080000 sec): 3 clusters Score: Raw -3128306.250120 + Penalty 4829.151495 = -3123477.098625 nChanged 14 SP:Iteration 91Q (46220.390000 sec): 3 clusters Score: Raw -3128308.953325 + Penalty 4829.151495 = -3123479.801830 nChanged 8 SP:Iteration 92Q (46220.660000 sec): 3 clusters Score: Raw -3128310.663415 + Penalty 4829.151495 = -3123481.511921 nChanged 4 SP:Iteration 93Q (46220.930000 sec): 3 clusters Score: Raw -3128311.294142 + Penalty 4829.151495 = -3123482.142647 nChanged 3 SP:Iteration 94Q (46221.180000 sec): 3 clusters Score: Raw -3128311.790345 + Penalty 4829.151495 = -3123482.638850 nChanged 1 SP:Iteration 95Q (46221.470000 sec): 3 clusters Score: Raw -3128312.187221 + Penalty 4829.151495 = -3123483.035726 nChanged 3 SP:Iteration 96Q (46221.760000 sec): 3 clusters Score: Raw -3128312.714768 + Penalty 4829.151495 = -3123483.563274 nChanged 4 SP:Iteration 97Q (46222.020000 sec): 3 clusters Score: Raw -3128313.426064 + Penalty 4829.151495 = -3123484.274569 nChanged 3 SP:Iteration 98Q (46222.300000 sec): 3 clusters Score: Raw -3128313.765743 + Penalty 4829.151495 = -3123484.614248 nChanged 5 SP:Iteration 99Q (46222.590000 sec): 3 clusters Score: Raw -3128314.703716 + Penalty 4829.151495 = -3123485.552222 nChanged 4 SP:Iteration 100F (46222.870000 sec): 3 clusters Score: Raw -3128315.349742 + Penalty 4829.151495 = -3123486.198247 nChanged 2 SP:Iteration 101Q (46223.150000 sec): 3 clusters Score: Raw -3128315.588212 + Penalty 4829.151495 = -3123486.436718 nChanged 1 SP:Iteration 102Q (46223.420000 sec): 3 clusters Score: Raw -3128315.762234 + Penalty 4829.151495 = -3123486.610739 nChanged 1 SP:Iteration 103Q (46223.750000 sec): 3 clusters Score: Raw -3128315.926093 + Penalty 4829.151495 = -3123486.774599 nChanged 1 SP:Iteration 104Q (46224.040000 sec): 3 clusters Score: Raw -3128316.222289 + Penalty 4829.151495 = -3123487.070794 nChanged 0 SP:Iteration 105F (46224.330000 sec): 3 clusters Score: Raw -3128316.222289 + Penalty 4829.151495 = -3123487.070794 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 3 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46224.490000 sec): 2 clusters Score: Raw -85904.509630 + Penalty 1574.152524 = -84330.357106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46224.680000 sec): 3 clusters Score: Raw -85962.569817 + Penalty 3148.305048 = -82814.264769 nChanged 142 SP:Iteration 1F (46224.910000 sec): 3 clusters Score: Raw -86281.338647 + Penalty 3148.305048 = -83133.033599 nChanged 43 SP:Iteration 2F (46225.100000 sec): 3 clusters Score: Raw -86492.256051 + Penalty 3148.305048 = -83343.951003 nChanged 29 SP:Iteration 3F (46225.230000 sec): 3 clusters Score: Raw -86586.749983 + Penalty 3148.305048 = -83438.444935 nChanged 14 SP:Iteration 4Q (46225.430000 sec): 3 clusters Score: Raw -86653.076766 + Penalty 3148.305048 = -83504.771718 nChanged 9 SP:Iteration 5Q (46225.570000 sec): 3 clusters Score: Raw -86676.582743 + Penalty 3148.305048 = -83528.277695 nChanged 12 SP:Iteration 6Q (46225.720000 sec): 3 clusters Score: Raw -86712.213217 + Penalty 3148.305048 = -83563.908169 nChanged 3 SP:Iteration 7Q (46225.930000 sec): 3 clusters Score: Raw -86721.294830 + Penalty 3148.305048 = -83572.989782 nChanged 3 SP:Iteration 8Q (46226.080000 sec): 3 clusters Score: Raw -86731.108760 + Penalty 3148.305048 = -83582.803712 nChanged 1 SP:Iteration 9Q (46226.230000 sec): 3 clusters Score: Raw -86732.116408 + Penalty 3148.305048 = -83583.811360 nChanged 1 SP:Iteration 10Q (46226.380000 sec): 3 clusters Score: Raw -86734.988158 + Penalty 3148.305048 = -83586.683110 nChanged 0 SP:Iteration 11F (46226.570000 sec): 3 clusters Score: Raw -86734.988158 + Penalty 3148.305048 = -83586.683110 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 4 (134609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46227.300000 sec): 2 clusters Score: Raw -24731762.593656 + Penalty 2928.912131 = -24728833.681526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46228.190000 sec): 3 clusters Score: Raw -24644744.442026 + Penalty 5857.824261 = -24638886.617765 nChanged 64202 SP:Iteration 1F (46229.120000 sec): 3 clusters Score: Raw -24681673.705297 + Penalty 5857.824261 = -24675815.881036 nChanged 4796 SP:Iteration 2Q (46230.020000 sec): 3 clusters Score: Raw -24683097.340397 + Penalty 5857.824261 = -24677239.516136 nChanged 5936 SP:Iteration 3Q (46230.970000 sec): 3 clusters Score: Raw -24685438.345755 + Penalty 5857.824261 = -24679580.521494 nChanged 7936 SP:Iteration 4F (46231.840000 sec): 3 clusters Score: Raw -24689787.004484 + Penalty 5857.824261 = -24683929.180223 nChanged 10696 SP:Iteration 5F (46232.700000 sec): 3 clusters Score: Raw -24697721.129329 + Penalty 5857.824261 = -24691863.305068 nChanged 12596 SP:Iteration 6F (46233.580000 sec): 3 clusters Score: Raw -24709401.135645 + Penalty 5857.824261 = -24703543.311384 nChanged 11566 SP:Iteration 7F (46234.490000 sec): 3 clusters Score: Raw -24721333.491814 + Penalty 5857.824261 = -24715475.667553 nChanged 6973 SP:Iteration 8F (46235.430000 sec): 3 clusters Score: Raw -24728539.235937 + Penalty 5857.824261 = -24722681.411676 nChanged 2640 SP:Iteration 9Q (46236.300000 sec): 3 clusters Score: Raw -24731102.849023 + Penalty 5857.824261 = -24725245.024761 nChanged 631 SP:Iteration 10Q (46237.100000 sec): 3 clusters Score: Raw -24731733.462083 + Penalty 5857.824261 = -24725875.637822 nChanged 116 SP:Iteration 11Q (46237.910000 sec): 3 clusters Score: Raw -24731905.209624 + Penalty 5857.824261 = -24726047.385363 nChanged 37 SP:Iteration 12Q (46238.720000 sec): 3 clusters Score: Raw -24731972.192384 + Penalty 5857.824261 = -24726114.368123 nChanged 19 SP:Iteration 13Q (46239.570000 sec): 3 clusters Score: Raw -24732001.914898 + Penalty 5857.824261 = -24726144.090636 nChanged 6 SP:Iteration 14Q (46240.460000 sec): 3 clusters Score: Raw -24732014.955001 + Penalty 5857.824261 = -24726157.130740 nChanged 4 SP:Iteration 15Q (46241.380000 sec): 3 clusters Score: Raw -24732021.485793 + Penalty 5857.824261 = -24726163.661532 nChanged 3 SP:Iteration 16Q (46242.210000 sec): 3 clusters Score: Raw -24732027.610083 + Penalty 5857.824261 = -24726169.785822 nChanged 2 SP:Iteration 17Q (46243.100000 sec): 3 clusters Score: Raw -24732030.084266 + Penalty 5857.824261 = -24726172.260005 nChanged 2 SP:Iteration 18Q (46243.950000 sec): 3 clusters Score: Raw -24732034.104294 + Penalty 5857.824261 = -24726176.280033 nChanged 2 SP:Iteration 19Q (46244.760000 sec): 3 clusters Score: Raw -24732037.518041 + Penalty 5857.824261 = -24726179.693780 nChanged 1 SP:Iteration 20F (46245.630000 sec): 3 clusters Score: Raw -24732038.403275 + Penalty 5857.824261 = -24726180.579013 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 5 (3255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46245.830000 sec): 2 clusters Score: Raw -566515.041418 + Penalty 2005.810994 = -564509.230425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46246.020000 sec): 3 clusters Score: Raw -565176.921194 + Penalty 4011.621987 = -561165.299207 nChanged 1150 SP:Iteration 1F (46246.190000 sec): 3 clusters Score: Raw -566072.095269 + Penalty 4011.621987 = -562060.473282 nChanged 319 SP:Iteration 2F (46246.400000 sec): 3 clusters Score: Raw -566401.974301 + Penalty 4011.621987 = -562390.352314 nChanged 213 SP:Iteration 3F (46246.630000 sec): 3 clusters Score: Raw -566645.458258 + Penalty 4011.621987 = -562633.836271 nChanged 199 SP:Iteration 4F (46246.830000 sec): 3 clusters Score: Raw -566886.558039 + Penalty 4011.621987 = -562874.936051 nChanged 179 SP:Iteration 5F (46247.000000 sec): 3 clusters Score: Raw -567103.163630 + Penalty 4011.621987 = -563091.541643 nChanged 156 SP:Iteration 6Q (46247.230000 sec): 3 clusters Score: Raw -567283.281176 + Penalty 4011.621987 = -563271.659189 nChanged 141 SP:Iteration 7Q (46247.420000 sec): 3 clusters Score: Raw -567445.803706 + Penalty 4011.621987 = -563434.181719 nChanged 108 SP:Iteration 8Q (46247.600000 sec): 3 clusters Score: Raw -567554.217561 + Penalty 4011.621987 = -563542.595574 nChanged 77 SP:Iteration 9Q (46247.800000 sec): 3 clusters Score: Raw -567617.831342 + Penalty 4011.621987 = -563606.209355 nChanged 50 SP:Iteration 10Q (46247.990000 sec): 3 clusters Score: Raw -567649.230401 + Penalty 4011.621987 = -563637.608413 nChanged 29 SP:Iteration 11Q (46248.190000 sec): 3 clusters Score: Raw -567666.167267 + Penalty 4011.621987 = -563654.545280 nChanged 31 SP:Iteration 12Q (46248.420000 sec): 3 clusters Score: Raw -567685.179462 + Penalty 4011.621987 = -563673.557475 nChanged 16 SP:Iteration 13Q (46248.580000 sec): 3 clusters Score: Raw -567694.339675 + Penalty 4011.621987 = -563682.717688 nChanged 16 SP:Iteration 14Q (46248.780000 sec): 3 clusters Score: Raw -567702.493788 + Penalty 4011.621987 = -563690.871801 nChanged 8 SP:Iteration 15Q (46248.960000 sec): 3 clusters Score: Raw -567705.436422 + Penalty 4011.621987 = -563693.814435 nChanged 3 SP:Iteration 16Q (46249.130000 sec): 3 clusters Score: Raw -567706.844112 + Penalty 4011.621987 = -563695.222124 nChanged 3 SP:Iteration 17Q (46249.340000 sec): 3 clusters Score: Raw -567708.338672 + Penalty 4011.621987 = -563696.716685 nChanged 5 SP:Iteration 18Q (46249.500000 sec): 3 clusters Score: Raw -567709.903456 + Penalty 4011.621987 = -563698.281469 nChanged 1 SP:Iteration 19Q (46249.720000 sec): 3 clusters Score: Raw -567710.665211 + Penalty 4011.621987 = -563699.043224 nChanged 2 SP:Iteration 20F (46249.920000 sec): 3 clusters Score: Raw -567712.056798 + Penalty 4011.621987 = -563700.434810 nChanged 2 SP:Iteration 21Q (46250.100000 sec): 3 clusters Score: Raw -567712.978819 + Penalty 4011.621987 = -563701.356832 nChanged 2 SP:Iteration 22Q (46250.270000 sec): 3 clusters Score: Raw -567714.569785 + Penalty 4011.621987 = -563702.947798 nChanged 1 SP:Iteration 23Q (46250.530000 sec): 3 clusters Score: Raw -567715.567647 + Penalty 4011.621987 = -563703.945660 nChanged 1 SP:Iteration 24Q (46250.740000 sec): 3 clusters Score: Raw -567716.287272 + Penalty 4011.621987 = -563704.665285 nChanged 3 SP:Iteration 25Q (46250.940000 sec): 3 clusters Score: Raw -567717.438395 + Penalty 4011.621987 = -563705.816408 nChanged 3 SP:Iteration 26Q (46251.170000 sec): 3 clusters Score: Raw -567720.198816 + Penalty 4011.621987 = -563708.576829 nChanged 9 SP:Iteration 27Q (46251.340000 sec): 3 clusters Score: Raw -567724.487259 + Penalty 4011.621987 = -563712.865272 nChanged 6 SP:Iteration 28Q (46251.540000 sec): 3 clusters Score: Raw -567727.925720 + Penalty 4011.621987 = -563716.303733 nChanged 3 SP:Iteration 29Q (46251.760000 sec): 3 clusters Score: Raw -567729.386277 + Penalty 4011.621987 = -563717.764290 nChanged 1 SP:Iteration 30Q (46251.960000 sec): 3 clusters Score: Raw -567729.663758 + Penalty 4011.621987 = -563718.041771 nChanged 2 SP:Iteration 31Q (46252.170000 sec): 3 clusters Score: Raw -567730.798955 + Penalty 4011.621987 = -563719.176968 nChanged 1 SP:Iteration 32Q (46252.350000 sec): 3 clusters Score: Raw -567731.234424 + Penalty 4011.621987 = -563719.612437 nChanged 1 SP:Iteration 33Q (46252.560000 sec): 3 clusters Score: Raw -567731.818366 + Penalty 4011.621987 = -563720.196379 nChanged 1 SP:Iteration 34Q (46252.690000 sec): 3 clusters Score: Raw -567732.484080 + Penalty 4011.621987 = -563720.862093 nChanged 1 SP:Iteration 35Q (46252.880000 sec): 3 clusters Score: Raw -567733.202432 + Penalty 4011.621987 = -563721.580444 nChanged 1 SP:Iteration 36Q (46253.060000 sec): 3 clusters Score: Raw -567733.703756 + Penalty 4011.621987 = -563722.081769 nChanged 0 SP:Iteration 37F (46253.260000 sec): 3 clusters Score: Raw -567733.703756 + Penalty 4011.621987 = -563722.081769 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 6 (300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46253.410000 sec): 2 clusters Score: Raw -30151.097564 + Penalty 1414.538054 = -28736.559511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46253.580000 sec): 3 clusters Score: Raw -30441.736797 + Penalty 2829.076107 = -27612.660689 nChanged 54 SP:Iteration 1F (46253.720000 sec): 3 clusters Score: Raw -30687.883725 + Penalty 2829.076107 = -27858.807617 nChanged 19 SP:Iteration 2F (46253.920000 sec): 3 clusters Score: Raw -30811.252598 + Penalty 2829.076107 = -27982.176490 nChanged 12 SP:Iteration 3Q (46254.100000 sec): 3 clusters Score: Raw -30859.397762 + Penalty 2829.076107 = -28030.321655 nChanged 5 SP:Iteration 4Q (46254.290000 sec): 3 clusters Score: Raw -30889.971350 + Penalty 2829.076107 = -28060.895243 nChanged 6 SP:Iteration 5Q (46254.460000 sec): 3 clusters Score: Raw -30937.995092 + Penalty 2829.076107 = -28108.918985 nChanged 4 SP:Iteration 6Q (46254.620000 sec): 3 clusters Score: Raw -30959.100707 + Penalty 2829.076107 = -28130.024600 nChanged 3 SP:Iteration 7Q (46254.810000 sec): 3 clusters Score: Raw -30969.970360 + Penalty 2829.076107 = -28140.894253 nChanged 0 SP:Iteration 8F (46255.010000 sec): 3 clusters Score: Raw -30969.970360 + Penalty 2829.076107 = -28140.894253 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 7 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46255.100000 sec): 2 clusters Score: Raw -214673.902731 + Penalty 1766.470931 = -212907.431800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46255.320000 sec): 3 clusters Score: Raw -214322.204826 + Penalty 3532.941863 = -210789.262963 nChanged 344 SP:Iteration 1F (46255.480000 sec): 3 clusters Score: Raw -214641.360501 + Penalty 3532.941863 = -211108.418639 nChanged 85 SP:Iteration 2F (46255.670000 sec): 3 clusters Score: Raw -214747.465993 + Penalty 3532.941863 = -211214.524131 nChanged 44 SP:Iteration 3Q (46255.850000 sec): 3 clusters Score: Raw -214814.376808 + Penalty 3532.941863 = -211281.434945 nChanged 37 SP:Iteration 4Q (46256.030000 sec): 3 clusters Score: Raw -214851.855677 + Penalty 3532.941863 = -211318.913814 nChanged 13 SP:Iteration 5Q (46256.260000 sec): 3 clusters Score: Raw -214872.032796 + Penalty 3532.941863 = -211339.090934 nChanged 12 SP:Iteration 6Q (46256.420000 sec): 3 clusters Score: Raw -214891.561495 + Penalty 3532.941863 = -211358.619633 nChanged 11 SP:Iteration 7Q (46256.600000 sec): 3 clusters Score: Raw -214906.876530 + Penalty 3532.941863 = -211373.934668 nChanged 9 SP:Iteration 8Q (46256.770000 sec): 3 clusters Score: Raw -214916.410507 + Penalty 3532.941863 = -211383.468644 nChanged 3 SP:Iteration 9Q (46256.940000 sec): 3 clusters Score: Raw -214921.537435 + Penalty 3532.941863 = -211388.595572 nChanged 5 SP:Iteration 10Q (46257.110000 sec): 3 clusters Score: Raw -214928.872247 + Penalty 3532.941863 = -211395.930384 nChanged 10 SP:Iteration 11Q (46257.270000 sec): 3 clusters Score: Raw -214945.737474 + Penalty 3532.941863 = -211412.795611 nChanged 13 SP:Iteration 12Q (46257.420000 sec): 3 clusters Score: Raw -214973.103686 + Penalty 3532.941863 = -211440.161824 nChanged 22 SP:Iteration 13Q (46257.610000 sec): 3 clusters Score: Raw -214999.342980 + Penalty 3532.941863 = -211466.401118 nChanged 15 SP:Iteration 14Q (46257.750000 sec): 3 clusters Score: Raw -215017.094663 + Penalty 3532.941863 = -211484.152801 nChanged 19 SP:Iteration 15Q (46257.900000 sec): 3 clusters Score: Raw -215042.716925 + Penalty 3532.941863 = -211509.775063 nChanged 15 SP:Iteration 16Q (46258.070000 sec): 3 clusters Score: Raw -215058.158208 + Penalty 3532.941863 = -211525.216345 nChanged 12 SP:Iteration 17Q (46258.260000 sec): 3 clusters Score: Raw -215077.011296 + Penalty 3532.941863 = -211544.069433 nChanged 10 SP:Iteration 18Q (46258.400000 sec): 3 clusters Score: Raw -215090.244832 + Penalty 3532.941863 = -211557.302970 nChanged 8 SP:Iteration 19Q (46258.570000 sec): 3 clusters Score: Raw -215097.323453 + Penalty 3532.941863 = -211564.381590 nChanged 3 SP:Iteration 20F (46258.740000 sec): 3 clusters Score: Raw -215099.821102 + Penalty 3532.941863 = -211566.879239 nChanged 5 SP:Iteration 21Q (46258.920000 sec): 3 clusters Score: Raw -215103.229086 + Penalty 3532.941863 = -211570.287224 nChanged 4 SP:Iteration 22Q (46259.060000 sec): 3 clusters Score: Raw -215107.481378 + Penalty 3532.941863 = -211574.539515 nChanged 3 SP:Iteration 23Q (46259.230000 sec): 3 clusters Score: Raw -215111.026598 + Penalty 3532.941863 = -211578.084735 nChanged 2 SP:Iteration 24Q (46259.390000 sec): 3 clusters Score: Raw -215112.823126 + Penalty 3532.941863 = -211579.881263 nChanged 1 SP:Iteration 25Q (46259.560000 sec): 3 clusters Score: Raw -215114.075824 + Penalty 3532.941863 = -211581.133961 nChanged 1 SP:Iteration 26Q (46259.760000 sec): 3 clusters Score: Raw -215114.820835 + Penalty 3532.941863 = -211581.878972 nChanged 0 SP:Iteration 27F (46259.920000 sec): 3 clusters Score: Raw -215114.820835 + Penalty 3532.941863 = -211581.878972 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 8 (47225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46260.230000 sec): 2 clusters Score: Raw -8783140.721667 + Penalty 2669.144316 = -8780471.577351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46260.720000 sec): 3 clusters Score: Raw -8753842.475042 + Penalty 5338.288631 = -8748504.186411 nChanged 21833 SP:Iteration 1F (46261.140000 sec): 3 clusters Score: Raw -8765914.603441 + Penalty 5338.288631 = -8760576.314810 nChanged 1840 SP:Iteration 2Q (46261.590000 sec): 3 clusters Score: Raw -8766432.404804 + Penalty 5338.288631 = -8761094.116172 nChanged 1847 SP:Iteration 3Q (46262.050000 sec): 3 clusters Score: Raw -8767021.974777 + Penalty 5338.288631 = -8761683.686145 nChanged 2033 SP:Iteration 4Q (46262.520000 sec): 3 clusters Score: Raw -8767774.848629 + Penalty 5338.288631 = -8762436.559997 nChanged 2273 SP:Iteration 5Q (46262.980000 sec): 3 clusters Score: Raw -8768753.799246 + Penalty 5338.288631 = -8763415.510615 nChanged 2605 SP:Iteration 6F (46263.460000 sec): 3 clusters Score: Raw -8770130.169439 + Penalty 5338.288631 = -8764791.880807 nChanged 2920 SP:Iteration 7F (46263.920000 sec): 3 clusters Score: Raw -8771860.936946 + Penalty 5338.288631 = -8766522.648314 nChanged 3042 SP:Iteration 8F (46264.380000 sec): 3 clusters Score: Raw -8773833.497852 + Penalty 5338.288631 = -8768495.209220 nChanged 2945 SP:Iteration 9F (46264.750000 sec): 3 clusters Score: Raw -8775907.943373 + Penalty 5338.288631 = -8770569.654742 nChanged 2598 SP:Iteration 10F (46265.220000 sec): 3 clusters Score: Raw -8777965.552533 + Penalty 5338.288631 = -8772627.263902 nChanged 2130 SP:Iteration 11Q (46265.680000 sec): 3 clusters Score: Raw -8779867.586431 + Penalty 5338.288631 = -8774529.297799 nChanged 1567 SP:Iteration 12Q (46266.180000 sec): 3 clusters Score: Raw -8781141.614021 + Penalty 5338.288631 = -8775803.325390 nChanged 1079 SP:Iteration 13Q (46266.650000 sec): 3 clusters Score: Raw -8781813.341535 + Penalty 5338.288631 = -8776475.052903 nChanged 697 SP:Iteration 14Q (46267.100000 sec): 3 clusters Score: Raw -8782127.214687 + Penalty 5338.288631 = -8776788.926056 nChanged 485 SP:Iteration 15Q (46267.600000 sec): 3 clusters Score: Raw -8782305.587613 + Penalty 5338.288631 = -8776967.298982 nChanged 392 SP:Iteration 16Q (46267.980000 sec): 3 clusters Score: Raw -8782431.736644 + Penalty 5338.288631 = -8777093.448013 nChanged 341 SP:Iteration 17Q (46268.380000 sec): 3 clusters Score: Raw -8782533.682019 + Penalty 5338.288631 = -8777195.393388 nChanged 303 SP:Iteration 18Q (46268.760000 sec): 3 clusters Score: Raw -8782622.825301 + Penalty 5338.288631 = -8777284.536670 nChanged 318 SP:Iteration 19Q (46269.200000 sec): 3 clusters Score: Raw -8782706.872879 + Penalty 5338.288631 = -8777368.584248 nChanged 290 SP:Iteration 20F (46269.610000 sec): 3 clusters Score: Raw -8782777.181076 + Penalty 5338.288631 = -8777438.892445 nChanged 260 SP:Iteration 21Q (46270.000000 sec): 3 clusters Score: Raw -8782842.253024 + Penalty 5338.288631 = -8777503.964392 nChanged 248 SP:Iteration 22Q (46270.400000 sec): 3 clusters Score: Raw -8782906.010528 + Penalty 5338.288631 = -8777567.721897 nChanged 222 SP:Iteration 23Q (46270.810000 sec): 3 clusters Score: Raw -8782961.619252 + Penalty 5338.288631 = -8777623.330621 nChanged 199 SP:Iteration 24Q (46271.180000 sec): 3 clusters Score: Raw -8783005.352522 + Penalty 5338.288631 = -8777667.063890 nChanged 164 SP:Iteration 25Q (46271.610000 sec): 3 clusters Score: Raw -8783043.321576 + Penalty 5338.288631 = -8777705.032944 nChanged 176 SP:Iteration 26Q (46272.070000 sec): 3 clusters Score: Raw -8783090.964851 + Penalty 5338.288631 = -8777752.676219 nChanged 171 SP:Iteration 27Q (46272.490000 sec): 3 clusters Score: Raw -8783133.409653 + Penalty 5338.288631 = -8777795.121022 nChanged 166 SP:Iteration 28Q (46272.890000 sec): 3 clusters Score: Raw -8783170.930386 + Penalty 5338.288631 = -8777832.641754 nChanged 165 SP:Iteration 29Q (46273.310000 sec): 3 clusters Score: Raw -8783208.131803 + Penalty 5338.288631 = -8777869.843171 nChanged 133 SP:Iteration 30Q (46273.730000 sec): 3 clusters Score: Raw -8783238.091352 + Penalty 5338.288631 = -8777899.802720 nChanged 114 SP:Iteration 31Q (46274.080000 sec): 3 clusters Score: Raw -8783262.955669 + Penalty 5338.288631 = -8777924.667037 nChanged 108 SP:Iteration 32Q (46274.490000 sec): 3 clusters Score: Raw -8783290.389146 + Penalty 5338.288631 = -8777952.100515 nChanged 121 SP:Iteration 33Q (46274.920000 sec): 3 clusters Score: Raw -8783317.295153 + Penalty 5338.288631 = -8777979.006522 nChanged 109 SP:Iteration 34Q (46275.330000 sec): 3 clusters Score: Raw -8783343.757655 + Penalty 5338.288631 = -8778005.469023 nChanged 119 SP:Iteration 35Q (46275.760000 sec): 3 clusters Score: Raw -8783371.676407 + Penalty 5338.288631 = -8778033.387775 nChanged 88 SP:Iteration 36Q (46276.200000 sec): 3 clusters Score: Raw -8783391.036327 + Penalty 5338.288631 = -8778052.747695 nChanged 87 SP:Iteration 37Q (46276.600000 sec): 3 clusters Score: Raw -8783409.971817 + Penalty 5338.288631 = -8778071.683186 nChanged 74 SP:Iteration 38Q (46277.040000 sec): 3 clusters Score: Raw -8783425.872142 + Penalty 5338.288631 = -8778087.583510 nChanged 72 SP:Iteration 39Q (46277.450000 sec): 3 clusters Score: Raw -8783442.718661 + Penalty 5338.288631 = -8778104.430029 nChanged 88 SP:Iteration 40F (46277.960000 sec): 3 clusters Score: Raw -8783466.797705 + Penalty 5338.288631 = -8778128.509073 nChanged 81 SP:Iteration 41Q (46278.400000 sec): 3 clusters Score: Raw -8783488.961495 + Penalty 5338.288631 = -8778150.672864 nChanged 59 SP:Iteration 42Q (46278.780000 sec): 3 clusters Score: Raw -8783501.329314 + Penalty 5338.288631 = -8778163.040683 nChanged 61 SP:Iteration 43Q (46279.230000 sec): 3 clusters Score: Raw -8783514.658670 + Penalty 5338.288631 = -8778176.370038 nChanged 64 SP:Iteration 44Q (46279.630000 sec): 3 clusters Score: Raw -8783529.395094 + Penalty 5338.288631 = -8778191.106462 nChanged 63 SP:Iteration 45Q (46280.060000 sec): 3 clusters Score: Raw -8783542.736510 + Penalty 5338.288631 = -8778204.447878 nChanged 48 SP:Iteration 46Q (46280.430000 sec): 3 clusters Score: Raw -8783552.403050 + Penalty 5338.288631 = -8778214.114418 nChanged 46 SP:Iteration 47Q (46280.870000 sec): 3 clusters Score: Raw -8783561.709506 + Penalty 5338.288631 = -8778223.420874 nChanged 39 SP:Iteration 48Q (46281.230000 sec): 3 clusters Score: Raw -8783570.289637 + Penalty 5338.288631 = -8778232.001005 nChanged 40 SP:Iteration 49Q (46281.610000 sec): 3 clusters Score: Raw -8783580.613607 + Penalty 5338.288631 = -8778242.324976 nChanged 57 SP:Iteration 50Q (46281.970000 sec): 3 clusters Score: Raw -8783593.850185 + Penalty 5338.288631 = -8778255.561554 nChanged 49 SP:Iteration 51Q (46282.350000 sec): 3 clusters Score: Raw -8783606.947915 + Penalty 5338.288631 = -8778268.659284 nChanged 57 SP:Iteration 52Q (46282.710000 sec): 3 clusters Score: Raw -8783621.797026 + Penalty 5338.288631 = -8778283.508394 nChanged 59 SP:Iteration 53Q (46283.110000 sec): 3 clusters Score: Raw -8783638.679439 + Penalty 5338.288631 = -8778300.390808 nChanged 63 SP:Iteration 54Q (46283.510000 sec): 3 clusters Score: Raw -8783660.066037 + Penalty 5338.288631 = -8778321.777406 nChanged 54 SP:Iteration 55Q (46283.900000 sec): 3 clusters Score: Raw -8783677.901372 + Penalty 5338.288631 = -8778339.612740 nChanged 55 SP:Iteration 56Q (46284.360000 sec): 3 clusters Score: Raw -8783692.452511 + Penalty 5338.288631 = -8778354.163880 nChanged 49 SP:Iteration 57Q (46284.800000 sec): 3 clusters Score: Raw -8783703.487741 + Penalty 5338.288631 = -8778365.199109 nChanged 28 SP:Iteration 58Q (46285.200000 sec): 3 clusters Score: Raw -8783709.694068 + Penalty 5338.288631 = -8778371.405436 nChanged 26 SP:Iteration 59Q (46285.580000 sec): 3 clusters Score: Raw -8783715.342578 + Penalty 5338.288631 = -8778377.053946 nChanged 19 SP:Iteration 60F (46286.040000 sec): 3 clusters Score: Raw -8783719.763988 + Penalty 5338.288631 = -8778381.475357 nChanged 15 SP:Iteration 61Q (46286.450000 sec): 3 clusters Score: Raw -8783722.714683 + Penalty 5338.288631 = -8778384.426052 nChanged 15 SP:Iteration 62Q (46286.840000 sec): 3 clusters Score: Raw -8783725.554577 + Penalty 5338.288631 = -8778387.265945 nChanged 13 SP:Iteration 63Q (46287.230000 sec): 3 clusters Score: Raw -8783727.950499 + Penalty 5338.288631 = -8778389.661868 nChanged 9 SP:Iteration 64Q (46287.670000 sec): 3 clusters Score: Raw -8783729.936645 + Penalty 5338.288631 = -8778391.648013 nChanged 10 SP:Iteration 65Q (46288.040000 sec): 3 clusters Score: Raw -8783731.714172 + Penalty 5338.288631 = -8778393.425540 nChanged 9 SP:Iteration 66Q (46288.470000 sec): 3 clusters Score: Raw -8783733.293364 + Penalty 5338.288631 = -8778395.004733 nChanged 5 SP:Iteration 67Q (46288.870000 sec): 3 clusters Score: Raw -8783734.830435 + Penalty 5338.288631 = -8778396.541804 nChanged 5 SP:Iteration 68Q (46289.300000 sec): 3 clusters Score: Raw -8783735.906476 + Penalty 5338.288631 = -8778397.617845 nChanged 5 SP:Iteration 69Q (46289.670000 sec): 3 clusters Score: Raw -8783736.727101 + Penalty 5338.288631 = -8778398.438469 nChanged 6 SP:Iteration 70Q (46290.030000 sec): 3 clusters Score: Raw -8783738.161670 + Penalty 5338.288631 = -8778399.873039 nChanged 6 SP:Iteration 71Q (46290.450000 sec): 3 clusters Score: Raw -8783739.456751 + Penalty 5338.288631 = -8778401.168119 nChanged 6 SP:Iteration 72Q (46290.770000 sec): 3 clusters Score: Raw -8783740.237177 + Penalty 5338.288631 = -8778401.948546 nChanged 4 SP:Iteration 73Q (46291.130000 sec): 3 clusters Score: Raw -8783740.613449 + Penalty 5338.288631 = -8778402.324817 nChanged 2 SP:Iteration 74Q (46291.560000 sec): 3 clusters Score: Raw -8783740.840193 + Penalty 5338.288631 = -8778402.551561 nChanged 0 SP:Iteration 75F (46292.010000 sec): 3 clusters Score: Raw -8783740.840193 + Penalty 5338.288631 = -8778402.551561 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 9 (479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46292.140000 sec): 2 clusters Score: Raw -77145.655364 + Penalty 1530.581748 = -75615.073615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46292.340000 sec): 3 clusters Score: Raw -77212.249848 + Penalty 3061.163496 = -74151.086351 nChanged 84 SP:Iteration 1F (46292.510000 sec): 3 clusters Score: Raw -77388.905354 + Penalty 3061.163496 = -74327.741858 nChanged 23 SP:Iteration 2Q (46292.710000 sec): 3 clusters Score: Raw -77459.753728 + Penalty 3061.163496 = -74398.590232 nChanged 16 SP:Iteration 3Q (46292.890000 sec): 3 clusters Score: Raw -77520.542567 + Penalty 3061.163496 = -74459.379071 nChanged 13 SP:Iteration 4Q (46293.050000 sec): 3 clusters Score: Raw -77547.333348 + Penalty 3061.163496 = -74486.169852 nChanged 2 SP:Iteration 5Q (46293.210000 sec): 3 clusters Score: Raw -77556.804693 + Penalty 3061.163496 = -74495.641197 nChanged 2 SP:Iteration 6Q (46293.370000 sec): 3 clusters Score: Raw -77566.704078 + Penalty 3061.163496 = -74505.540582 nChanged 1 SP:Iteration 7Q (46293.540000 sec): 3 clusters Score: Raw -77567.212521 + Penalty 3061.163496 = -74506.049025 nChanged 1 SP:Iteration 8Q (46293.720000 sec): 3 clusters Score: Raw -77573.477827 + Penalty 3061.163496 = -74512.314330 nChanged 1 SP:Iteration 9Q (46293.900000 sec): 3 clusters Score: Raw -77575.873338 + Penalty 3061.163496 = -74514.709841 nChanged 0 SP:Iteration 10F (46294.060000 sec): 3 clusters Score: Raw -77575.873338 + Penalty 3061.163496 = -74514.709841 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 10 (8039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46294.200000 sec): 2 clusters Score: Raw -1528994.107478 + Penalty 2230.030874 = -1526764.076604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46294.460000 sec): 3 clusters Score: Raw -1524727.532820 + Penalty 4460.061748 = -1520267.471072 nChanged 3316 SP:Iteration 1F (46294.680000 sec): 3 clusters Score: Raw -1526557.929903 + Penalty 4460.061748 = -1522097.868154 nChanged 566 SP:Iteration 2F (46294.910000 sec): 3 clusters Score: Raw -1526896.720940 + Penalty 4460.061748 = -1522436.659192 nChanged 472 SP:Iteration 3F (46295.130000 sec): 3 clusters Score: Raw -1527231.984605 + Penalty 4460.061748 = -1522771.922857 nChanged 491 SP:Iteration 4F (46295.390000 sec): 3 clusters Score: Raw -1527653.868944 + Penalty 4460.061748 = -1523193.807196 nChanged 526 SP:Iteration 5F (46295.590000 sec): 3 clusters Score: Raw -1528158.043514 + Penalty 4460.061748 = -1523697.981766 nChanged 562 SP:Iteration 6F (46295.800000 sec): 3 clusters Score: Raw -1528722.665151 + Penalty 4460.061748 = -1524262.603403 nChanged 518 SP:Iteration 7F (46295.980000 sec): 3 clusters Score: Raw -1529230.386410 + Penalty 4460.061748 = -1524770.324662 nChanged 411 SP:Iteration 8F (46296.210000 sec): 3 clusters Score: Raw -1529646.255332 + Penalty 4460.061748 = -1525186.193583 nChanged 324 SP:Iteration 9Q (46296.490000 sec): 3 clusters Score: Raw -1529962.701246 + Penalty 4460.061748 = -1525502.639498 nChanged 279 SP:Iteration 10Q (46296.670000 sec): 3 clusters Score: Raw -1530207.596843 + Penalty 4460.061748 = -1525747.535095 nChanged 190 SP:Iteration 11Q (46296.910000 sec): 3 clusters Score: Raw -1530363.921247 + Penalty 4460.061748 = -1525903.859499 nChanged 155 SP:Iteration 12Q (46297.110000 sec): 3 clusters Score: Raw -1530460.575680 + Penalty 4460.061748 = -1526000.513931 nChanged 116 SP:Iteration 13Q (46297.340000 sec): 3 clusters Score: Raw -1530519.588043 + Penalty 4460.061748 = -1526059.526295 nChanged 93 SP:Iteration 14Q (46297.570000 sec): 3 clusters Score: Raw -1530559.934294 + Penalty 4460.061748 = -1526099.872545 nChanged 75 SP:Iteration 15Q (46297.790000 sec): 3 clusters Score: Raw -1530588.334728 + Penalty 4460.061748 = -1526128.272980 nChanged 65 SP:Iteration 16Q (46298.010000 sec): 3 clusters Score: Raw -1530613.429333 + Penalty 4460.061748 = -1526153.367585 nChanged 59 SP:Iteration 17Q (46298.260000 sec): 3 clusters Score: Raw -1530633.119669 + Penalty 4460.061748 = -1526173.057921 nChanged 45 SP:Iteration 18Q (46298.480000 sec): 3 clusters Score: Raw -1530646.357180 + Penalty 4460.061748 = -1526186.295432 nChanged 33 SP:Iteration 19Q (46298.740000 sec): 3 clusters Score: Raw -1530656.405882 + Penalty 4460.061748 = -1526196.344134 nChanged 22 SP:Iteration 20F (46298.970000 sec): 3 clusters Score: Raw -1530662.698334 + Penalty 4460.061748 = -1526202.636586 nChanged 19 SP:Iteration 21Q (46299.150000 sec): 3 clusters Score: Raw -1530667.978622 + Penalty 4460.061748 = -1526207.916873 nChanged 13 SP:Iteration 22Q (46299.370000 sec): 3 clusters Score: Raw -1530671.001401 + Penalty 4460.061748 = -1526210.939652 nChanged 4 SP:Iteration 23Q (46299.630000 sec): 3 clusters Score: Raw -1530671.795445 + Penalty 4460.061748 = -1526211.733697 nChanged 7 SP:Iteration 24Q (46299.830000 sec): 3 clusters Score: Raw -1530673.482718 + Penalty 4460.061748 = -1526213.420970 nChanged 11 SP:Iteration 25Q (46300.040000 sec): 3 clusters Score: Raw -1530676.623109 + Penalty 4460.061748 = -1526216.561361 nChanged 11 SP:Iteration 26Q (46300.280000 sec): 3 clusters Score: Raw -1530679.392048 + Penalty 4460.061748 = -1526219.330299 nChanged 10 SP:Iteration 27Q (46300.500000 sec): 3 clusters Score: Raw -1530682.244290 + Penalty 4460.061748 = -1526222.182542 nChanged 12 SP:Iteration 28Q (46300.730000 sec): 3 clusters Score: Raw -1530684.978894 + Penalty 4460.061748 = -1526224.917145 nChanged 13 SP:Iteration 29Q (46300.950000 sec): 3 clusters Score: Raw -1530687.662929 + Penalty 4460.061748 = -1526227.601181 nChanged 10 SP:Iteration 30Q (46301.200000 sec): 3 clusters Score: Raw -1530689.729874 + Penalty 4460.061748 = -1526229.668126 nChanged 11 SP:Iteration 31Q (46301.410000 sec): 3 clusters Score: Raw -1530692.132180 + Penalty 4460.061748 = -1526232.070432 nChanged 9 SP:Iteration 32Q (46301.660000 sec): 3 clusters Score: Raw -1530694.505209 + Penalty 4460.061748 = -1526234.443461 nChanged 7 SP:Iteration 33Q (46301.860000 sec): 3 clusters Score: Raw -1530696.001655 + Penalty 4460.061748 = -1526235.939906 nChanged 1 SP:Iteration 34Q (46302.100000 sec): 3 clusters Score: Raw -1530696.183614 + Penalty 4460.061748 = -1526236.121865 nChanged 2 SP:Iteration 35Q (46302.320000 sec): 3 clusters Score: Raw -1530696.482548 + Penalty 4460.061748 = -1526236.420800 nChanged 3 SP:Iteration 36Q (46302.490000 sec): 3 clusters Score: Raw -1530697.295110 + Penalty 4460.061748 = -1526237.233361 nChanged 2 SP:Iteration 37Q (46302.700000 sec): 3 clusters Score: Raw -1530697.841279 + Penalty 4460.061748 = -1526237.779531 nChanged 3 SP:Iteration 38Q (46302.920000 sec): 3 clusters Score: Raw -1530698.233658 + Penalty 4460.061748 = -1526238.171910 nChanged 2 SP:Iteration 39Q (46303.160000 sec): 3 clusters Score: Raw -1530698.499392 + Penalty 4460.061748 = -1526238.437644 nChanged 0 SP:Iteration 40F (46303.330000 sec): 3 clusters Score: Raw -1530698.499392 + Penalty 4460.061748 = -1526238.437644 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 11 (67584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46303.810000 sec): 2 clusters Score: Raw -12159457.383065 + Penalty 2758.039384 = -12156699.343681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46304.350000 sec): 3 clusters Score: Raw -12116935.007948 + Penalty 5516.078768 = -12111418.929181 nChanged 31526 SP:Iteration 1F (46304.970000 sec): 3 clusters Score: Raw -12134948.109485 + Penalty 5516.078768 = -12129432.030718 nChanged 2747 SP:Iteration 2Q (46305.560000 sec): 3 clusters Score: Raw -12135839.376717 + Penalty 5516.078768 = -12130323.297950 nChanged 2829 SP:Iteration 3Q (46306.140000 sec): 3 clusters Score: Raw -12136913.632964 + Penalty 5516.078768 = -12131397.554197 nChanged 2994 SP:Iteration 4Q (46306.760000 sec): 3 clusters Score: Raw -12138277.859477 + Penalty 5516.078768 = -12132761.780709 nChanged 3341 SP:Iteration 5Q (46307.400000 sec): 3 clusters Score: Raw -12140103.258741 + Penalty 5516.078768 = -12134587.179973 nChanged 3778 SP:Iteration 6F (46307.980000 sec): 3 clusters Score: Raw -12142549.112536 + Penalty 5516.078768 = -12137033.033768 nChanged 4040 SP:Iteration 7F (46308.590000 sec): 3 clusters Score: Raw -12145442.405565 + Penalty 5516.078768 = -12139926.326797 nChanged 4005 SP:Iteration 8F (46309.150000 sec): 3 clusters Score: Raw -12148476.516947 + Penalty 5516.078768 = -12142960.438179 nChanged 3695 SP:Iteration 9F (46309.680000 sec): 3 clusters Score: Raw -12151307.826479 + Penalty 5516.078768 = -12145791.747711 nChanged 3093 SP:Iteration 10Q (46310.260000 sec): 3 clusters Score: Raw -12153624.612589 + Penalty 5516.078768 = -12148108.533821 nChanged 2509 SP:Iteration 11Q (46310.840000 sec): 3 clusters Score: Raw -12155467.805312 + Penalty 5516.078768 = -12149951.726545 nChanged 2028 SP:Iteration 12Q (46311.380000 sec): 3 clusters Score: Raw -12156909.138557 + Penalty 5516.078768 = -12151393.059789 nChanged 1531 SP:Iteration 13Q (46311.940000 sec): 3 clusters Score: Raw -12157916.039839 + Penalty 5516.078768 = -12152399.961071 nChanged 1082 SP:Iteration 14Q (46312.450000 sec): 3 clusters Score: Raw -12158575.207406 + Penalty 5516.078768 = -12153059.128638 nChanged 762 SP:Iteration 15Q (46312.960000 sec): 3 clusters Score: Raw -12159009.989630 + Penalty 5516.078768 = -12153493.910863 nChanged 535 SP:Iteration 16Q (46313.460000 sec): 3 clusters Score: Raw -12159296.546910 + Penalty 5516.078768 = -12153780.468143 nChanged 365 SP:Iteration 17Q (46314.020000 sec): 3 clusters Score: Raw -12159484.139705 + Penalty 5516.078768 = -12153968.060937 nChanged 292 SP:Iteration 18Q (46314.540000 sec): 3 clusters Score: Raw -12159634.272765 + Penalty 5516.078768 = -12154118.193997 nChanged 200 SP:Iteration 19Q (46315.040000 sec): 3 clusters Score: Raw -12159720.868500 + Penalty 5516.078768 = -12154204.789733 nChanged 132 SP:Iteration 20F (46315.590000 sec): 3 clusters Score: Raw -12159771.519604 + Penalty 5516.078768 = -12154255.440836 nChanged 105 SP:Iteration 21Q (46316.100000 sec): 3 clusters Score: Raw -12159817.685021 + Penalty 5516.078768 = -12154301.606253 nChanged 90 SP:Iteration 22Q (46316.590000 sec): 3 clusters Score: Raw -12159851.419222 + Penalty 5516.078768 = -12154335.340455 nChanged 67 SP:Iteration 23Q (46317.030000 sec): 3 clusters Score: Raw -12159878.949365 + Penalty 5516.078768 = -12154362.870598 nChanged 49 SP:Iteration 24Q (46317.460000 sec): 3 clusters Score: Raw -12159899.297347 + Penalty 5516.078768 = -12154383.218579 nChanged 43 SP:Iteration 25Q (46317.930000 sec): 3 clusters Score: Raw -12159919.399004 + Penalty 5516.078768 = -12154403.320236 nChanged 51 SP:Iteration 26Q (46318.380000 sec): 3 clusters Score: Raw -12159940.146047 + Penalty 5516.078768 = -12154424.067279 nChanged 36 SP:Iteration 27Q (46318.940000 sec): 3 clusters Score: Raw -12159955.481130 + Penalty 5516.078768 = -12154439.402363 nChanged 30 SP:Iteration 28Q (46319.460000 sec): 3 clusters Score: Raw -12159968.133231 + Penalty 5516.078768 = -12154452.054463 nChanged 26 SP:Iteration 29Q (46319.990000 sec): 3 clusters Score: Raw -12159977.137478 + Penalty 5516.078768 = -12154461.058710 nChanged 18 SP:Iteration 30Q (46320.480000 sec): 3 clusters Score: Raw -12159985.550888 + Penalty 5516.078768 = -12154469.472120 nChanged 23 SP:Iteration 31Q (46320.980000 sec): 3 clusters Score: Raw -12159999.201294 + Penalty 5516.078768 = -12154483.122526 nChanged 23 SP:Iteration 32Q (46321.420000 sec): 3 clusters Score: Raw -12160009.735295 + Penalty 5516.078768 = -12154493.656527 nChanged 24 SP:Iteration 33Q (46321.890000 sec): 3 clusters Score: Raw -12160018.477984 + Penalty 5516.078768 = -12154502.399216 nChanged 17 SP:Iteration 34Q (46322.420000 sec): 3 clusters Score: Raw -12160027.000713 + Penalty 5516.078768 = -12154510.921945 nChanged 12 SP:Iteration 35Q (46322.880000 sec): 3 clusters Score: Raw -12160031.816684 + Penalty 5516.078768 = -12154515.737917 nChanged 10 SP:Iteration 36Q (46323.350000 sec): 3 clusters Score: Raw -12160034.352061 + Penalty 5516.078768 = -12154518.273294 nChanged 5 SP:Iteration 37Q (46323.840000 sec): 3 clusters Score: Raw -12160036.090260 + Penalty 5516.078768 = -12154520.011492 nChanged 6 SP:Iteration 38Q (46324.310000 sec): 3 clusters Score: Raw -12160039.436089 + Penalty 5516.078768 = -12154523.357322 nChanged 3 SP:Iteration 39Q (46324.740000 sec): 3 clusters Score: Raw -12160040.818326 + Penalty 5516.078768 = -12154524.739558 nChanged 0 SP:Iteration 40F (46325.270000 sec): 3 clusters Score: Raw -12160040.818326 + Penalty 5516.078768 = -12154524.739558 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 12 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46325.410000 sec): 2 clusters Score: Raw -121583.053091 + Penalty 1621.458676 = -119961.594415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46325.630000 sec): 3 clusters Score: Raw -121532.118718 + Penalty 3242.917353 = -118289.201366 nChanged 137 SP:Iteration 1F (46325.770000 sec): 3 clusters Score: Raw -121736.967357 + Penalty 3242.917353 = -118494.050004 nChanged 35 SP:Iteration 2F (46325.980000 sec): 3 clusters Score: Raw -121794.536496 + Penalty 3242.917353 = -118551.619144 nChanged 22 SP:Iteration 3Q (46326.160000 sec): 3 clusters Score: Raw -121839.277318 + Penalty 3242.917353 = -118596.359966 nChanged 12 SP:Iteration 4Q (46326.330000 sec): 3 clusters Score: Raw -121854.380714 + Penalty 3242.917353 = -118611.463362 nChanged 4 SP:Iteration 5Q (46326.500000 sec): 3 clusters Score: Raw -121861.846456 + Penalty 3242.917353 = -118618.929104 nChanged 5 SP:Iteration 6Q (46326.700000 sec): 3 clusters Score: Raw -121870.938141 + Penalty 3242.917353 = -118628.020788 nChanged 4 SP:Iteration 7Q (46326.850000 sec): 3 clusters Score: Raw -121876.226295 + Penalty 3242.917353 = -118633.308942 nChanged 1 SP:Iteration 8Q (46327.020000 sec): 3 clusters Score: Raw -121876.838009 + Penalty 3242.917353 = -118633.920657 nChanged 0 SP:Iteration 9F (46327.230000 sec): 3 clusters Score: Raw -121876.838009 + Penalty 3242.917353 = -118633.920657 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 13 (2484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46327.340000 sec): 2 clusters Score: Raw -412110.582048 + Penalty 1938.771110 = -410171.810939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46327.560000 sec): 3 clusters Score: Raw -411161.630578 + Penalty 3877.542220 = -407284.088358 nChanged 831 SP:Iteration 1F (46327.760000 sec): 3 clusters Score: Raw -411845.023795 + Penalty 3877.542220 = -407967.481575 nChanged 234 SP:Iteration 2F (46327.970000 sec): 3 clusters Score: Raw -412192.951455 + Penalty 3877.542220 = -408315.409235 nChanged 170 SP:Iteration 3F (46328.160000 sec): 3 clusters Score: Raw -412533.950091 + Penalty 3877.542220 = -408656.407871 nChanged 155 SP:Iteration 4F (46328.350000 sec): 3 clusters Score: Raw -412749.556657 + Penalty 3877.542220 = -408872.014437 nChanged 132 SP:Iteration 5F (46328.550000 sec): 3 clusters Score: Raw -412917.166421 + Penalty 3877.542220 = -409039.624201 nChanged 107 SP:Iteration 6Q (46328.720000 sec): 3 clusters Score: Raw -413056.601996 + Penalty 3877.542220 = -409179.059776 nChanged 94 SP:Iteration 7Q (46328.910000 sec): 3 clusters Score: Raw -413194.797905 + Penalty 3877.542220 = -409317.255685 nChanged 88 SP:Iteration 8Q (46329.060000 sec): 3 clusters Score: Raw -413309.915679 + Penalty 3877.542220 = -409432.373459 nChanged 76 SP:Iteration 9Q (46329.280000 sec): 3 clusters Score: Raw -413396.852411 + Penalty 3877.542220 = -409519.310191 nChanged 63 SP:Iteration 10Q (46329.440000 sec): 3 clusters Score: Raw -413453.181401 + Penalty 3877.542220 = -409575.639182 nChanged 36 SP:Iteration 11Q (46329.590000 sec): 3 clusters Score: Raw -413479.004978 + Penalty 3877.542220 = -409601.462759 nChanged 22 SP:Iteration 12Q (46329.760000 sec): 3 clusters Score: Raw -413494.503560 + Penalty 3877.542220 = -409616.961341 nChanged 19 SP:Iteration 13Q (46329.950000 sec): 3 clusters Score: Raw -413505.757559 + Penalty 3877.542220 = -409628.215339 nChanged 7 SP:Iteration 14Q (46330.100000 sec): 3 clusters Score: Raw -413511.826061 + Penalty 3877.542220 = -409634.283842 nChanged 6 SP:Iteration 15Q (46330.280000 sec): 3 clusters Score: Raw -413514.944253 + Penalty 3877.542220 = -409637.402033 nChanged 3 SP:Iteration 16Q (46330.420000 sec): 3 clusters Score: Raw -413516.064079 + Penalty 3877.542220 = -409638.521860 nChanged 5 SP:Iteration 17Q (46330.590000 sec): 3 clusters Score: Raw -413519.185793 + Penalty 3877.542220 = -409641.643573 nChanged 2 SP:Iteration 18Q (46330.780000 sec): 3 clusters Score: Raw -413520.232916 + Penalty 3877.542220 = -409642.690696 nChanged 1 SP:Iteration 19Q (46330.960000 sec): 3 clusters Score: Raw -413520.745210 + Penalty 3877.542220 = -409643.202990 nChanged 1 SP:Iteration 20F (46331.160000 sec): 3 clusters Score: Raw -413521.276318 + Penalty 3877.542220 = -409643.734099 nChanged 1 SP:Iteration 21Q (46331.330000 sec): 3 clusters Score: Raw -413521.528008 + Penalty 3877.542220 = -409643.985788 nChanged 0 SP:Iteration 22F (46331.520000 sec): 3 clusters Score: Raw -413521.528008 + Penalty 3877.542220 = -409643.985788 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 14 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46331.620000 sec): 2 clusters Score: Raw -211659.848345 + Penalty 1744.528207 = -209915.320138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46331.780000 sec): 3 clusters Score: Raw -211379.432772 + Penalty 3489.056413 = -207890.376358 nChanged 311 SP:Iteration 1F (46331.990000 sec): 3 clusters Score: Raw -211707.607043 + Penalty 3489.056413 = -208218.550630 nChanged 87 SP:Iteration 2F (46332.170000 sec): 3 clusters Score: Raw -211810.497762 + Penalty 3489.056413 = -208321.441348 nChanged 41 SP:Iteration 3Q (46332.320000 sec): 3 clusters Score: Raw -211854.543363 + Penalty 3489.056413 = -208365.486950 nChanged 18 SP:Iteration 4Q (46332.450000 sec): 3 clusters Score: Raw -211872.333024 + Penalty 3489.056413 = -208383.276611 nChanged 9 SP:Iteration 5Q (46332.650000 sec): 3 clusters Score: Raw -211884.103855 + Penalty 3489.056413 = -208395.047442 nChanged 10 SP:Iteration 6Q (46332.840000 sec): 3 clusters Score: Raw -211896.049722 + Penalty 3489.056413 = -208406.993309 nChanged 9 SP:Iteration 7Q (46333.010000 sec): 3 clusters Score: Raw -211904.900091 + Penalty 3489.056413 = -208415.843678 nChanged 5 SP:Iteration 8Q (46333.230000 sec): 3 clusters Score: Raw -211907.300535 + Penalty 3489.056413 = -208418.244122 nChanged 0 SP:Iteration 9F (46333.410000 sec): 3 clusters Score: Raw -211907.300535 + Penalty 3489.056413 = -208418.244122 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 15 (6013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46333.550000 sec): 2 clusters Score: Raw -1056233.373550 + Penalty 2158.016410 = -1054075.357140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46333.800000 sec): 3 clusters Score: Raw -1053206.193182 + Penalty 4316.032819 = -1048890.160363 nChanged 2353 SP:Iteration 1F (46334.050000 sec): 3 clusters Score: Raw -1054533.490394 + Penalty 4316.032819 = -1050217.457574 nChanged 485 SP:Iteration 2F (46334.330000 sec): 3 clusters Score: Raw -1054880.223641 + Penalty 4316.032819 = -1050564.190821 nChanged 380 SP:Iteration 3F (46334.520000 sec): 3 clusters Score: Raw -1055198.471190 + Penalty 4316.032819 = -1050882.438370 nChanged 356 SP:Iteration 4F (46334.760000 sec): 3 clusters Score: Raw -1055530.327273 + Penalty 4316.032819 = -1051214.294454 nChanged 377 SP:Iteration 5F (46334.990000 sec): 3 clusters Score: Raw -1055877.557850 + Penalty 4316.032819 = -1051561.525030 nChanged 365 SP:Iteration 6F (46335.160000 sec): 3 clusters Score: Raw -1056224.319875 + Penalty 4316.032819 = -1051908.287056 nChanged 333 SP:Iteration 7F (46335.360000 sec): 3 clusters Score: Raw -1056510.507227 + Penalty 4316.032819 = -1052194.474408 nChanged 265 SP:Iteration 8Q (46335.630000 sec): 3 clusters Score: Raw -1056719.991409 + Penalty 4316.032819 = -1052403.958589 nChanged 195 SP:Iteration 9Q (46335.850000 sec): 3 clusters Score: Raw -1056838.921252 + Penalty 4316.032819 = -1052522.888433 nChanged 136 SP:Iteration 10Q (46336.040000 sec): 3 clusters Score: Raw -1056913.218165 + Penalty 4316.032819 = -1052597.185346 nChanged 94 SP:Iteration 11Q (46336.300000 sec): 3 clusters Score: Raw -1056961.333594 + Penalty 4316.032819 = -1052645.300775 nChanged 64 SP:Iteration 12Q (46336.530000 sec): 3 clusters Score: Raw -1056991.178171 + Penalty 4316.032819 = -1052675.145351 nChanged 53 SP:Iteration 13Q (46336.790000 sec): 3 clusters Score: Raw -1057015.131907 + Penalty 4316.032819 = -1052699.099087 nChanged 42 SP:Iteration 14Q (46337.060000 sec): 3 clusters Score: Raw -1057030.644376 + Penalty 4316.032819 = -1052714.611556 nChanged 32 SP:Iteration 15Q (46337.320000 sec): 3 clusters Score: Raw -1057039.364233 + Penalty 4316.032819 = -1052723.331414 nChanged 14 SP:Iteration 16Q (46337.540000 sec): 3 clusters Score: Raw -1057042.698941 + Penalty 4316.032819 = -1052726.666122 nChanged 11 SP:Iteration 17Q (46337.780000 sec): 3 clusters Score: Raw -1057046.103910 + Penalty 4316.032819 = -1052730.071091 nChanged 10 SP:Iteration 18Q (46338.060000 sec): 3 clusters Score: Raw -1057049.114522 + Penalty 4316.032819 = -1052733.081703 nChanged 10 SP:Iteration 19Q (46338.290000 sec): 3 clusters Score: Raw -1057054.897869 + Penalty 4316.032819 = -1052738.865050 nChanged 20 SP:Iteration 20F (46338.510000 sec): 3 clusters Score: Raw -1057061.341657 + Penalty 4316.032819 = -1052745.308837 nChanged 20 SP:Iteration 21Q (46338.740000 sec): 3 clusters Score: Raw -1057068.268556 + Penalty 4316.032819 = -1052752.235736 nChanged 17 SP:Iteration 22Q (46338.960000 sec): 3 clusters Score: Raw -1057074.550199 + Penalty 4316.032819 = -1052758.517379 nChanged 15 SP:Iteration 23Q (46339.150000 sec): 3 clusters Score: Raw -1057079.063587 + Penalty 4316.032819 = -1052763.030768 nChanged 17 SP:Iteration 24Q (46339.380000 sec): 3 clusters Score: Raw -1057085.693355 + Penalty 4316.032819 = -1052769.660536 nChanged 19 SP:Iteration 25Q (46339.600000 sec): 3 clusters Score: Raw -1057093.907453 + Penalty 4316.032819 = -1052777.874633 nChanged 23 SP:Iteration 26Q (46339.890000 sec): 3 clusters Score: Raw -1057101.905427 + Penalty 4316.032819 = -1052785.872608 nChanged 16 SP:Iteration 27Q (46340.130000 sec): 3 clusters Score: Raw -1057107.793268 + Penalty 4316.032819 = -1052791.760448 nChanged 11 SP:Iteration 28Q (46340.370000 sec): 3 clusters Score: Raw -1057111.027097 + Penalty 4316.032819 = -1052794.994278 nChanged 14 SP:Iteration 29Q (46340.610000 sec): 3 clusters Score: Raw -1057115.456915 + Penalty 4316.032819 = -1052799.424096 nChanged 14 SP:Iteration 30Q (46340.790000 sec): 3 clusters Score: Raw -1057119.828845 + Penalty 4316.032819 = -1052803.796026 nChanged 9 SP:Iteration 31Q (46340.980000 sec): 3 clusters Score: Raw -1057123.686066 + Penalty 4316.032819 = -1052807.653247 nChanged 14 SP:Iteration 32Q (46341.230000 sec): 3 clusters Score: Raw -1057131.720630 + Penalty 4316.032819 = -1052815.687811 nChanged 17 SP:Iteration 33Q (46341.460000 sec): 3 clusters Score: Raw -1057140.654756 + Penalty 4316.032819 = -1052824.621937 nChanged 18 SP:Iteration 34Q (46341.710000 sec): 3 clusters Score: Raw -1057147.851536 + Penalty 4316.032819 = -1052831.818717 nChanged 13 SP:Iteration 35Q (46341.950000 sec): 3 clusters Score: Raw -1057154.063338 + Penalty 4316.032819 = -1052838.030519 nChanged 17 SP:Iteration 36Q (46342.150000 sec): 3 clusters Score: Raw -1057160.969948 + Penalty 4316.032819 = -1052844.937128 nChanged 16 SP:Iteration 37Q (46342.330000 sec): 3 clusters Score: Raw -1057166.119130 + Penalty 4316.032819 = -1052850.086311 nChanged 12 SP:Iteration 38Q (46342.550000 sec): 3 clusters Score: Raw -1057170.997658 + Penalty 4316.032819 = -1052854.964839 nChanged 21 SP:Iteration 39Q (46342.770000 sec): 3 clusters Score: Raw -1057178.783139 + Penalty 4316.032819 = -1052862.750319 nChanged 15 SP:Iteration 40F (46343.020000 sec): 3 clusters Score: Raw -1057183.272338 + Penalty 4316.032819 = -1052867.239519 nChanged 14 SP:Iteration 41Q (46343.220000 sec): 3 clusters Score: Raw -1057189.503406 + Penalty 4316.032819 = -1052873.470587 nChanged 16 SP:Iteration 42Q (46343.430000 sec): 3 clusters Score: Raw -1057196.528611 + Penalty 4316.032819 = -1052880.495791 nChanged 19 SP:Iteration 43Q (46343.660000 sec): 3 clusters Score: Raw -1057201.747420 + Penalty 4316.032819 = -1052885.714600 nChanged 11 SP:Iteration 44Q (46343.890000 sec): 3 clusters Score: Raw -1057203.830952 + Penalty 4316.032819 = -1052887.798133 nChanged 8 SP:Iteration 45Q (46344.110000 sec): 3 clusters Score: Raw -1057205.936380 + Penalty 4316.032819 = -1052889.903560 nChanged 7 SP:Iteration 46Q (46344.330000 sec): 3 clusters Score: Raw -1057207.793746 + Penalty 4316.032819 = -1052891.760927 nChanged 8 SP:Iteration 47Q (46344.600000 sec): 3 clusters Score: Raw -1057209.939822 + Penalty 4316.032819 = -1052893.907003 nChanged 6 SP:Iteration 48Q (46344.790000 sec): 3 clusters Score: Raw -1057211.167964 + Penalty 4316.032819 = -1052895.135145 nChanged 6 SP:Iteration 49Q (46345.060000 sec): 3 clusters Score: Raw -1057213.491514 + Penalty 4316.032819 = -1052897.458695 nChanged 4 SP:Iteration 50Q (46345.290000 sec): 3 clusters Score: Raw -1057214.959773 + Penalty 4316.032819 = -1052898.926954 nChanged 7 SP:Iteration 51Q (46345.570000 sec): 3 clusters Score: Raw -1057217.023264 + Penalty 4316.032819 = -1052900.990445 nChanged 8 SP:Iteration 52Q (46345.750000 sec): 3 clusters Score: Raw -1057219.351745 + Penalty 4316.032819 = -1052903.318926 nChanged 8 SP:Iteration 53Q (46345.970000 sec): 3 clusters Score: Raw -1057221.379831 + Penalty 4316.032819 = -1052905.347012 nChanged 4 SP:Iteration 54Q (46346.180000 sec): 3 clusters Score: Raw -1057222.926871 + Penalty 4316.032819 = -1052906.894051 nChanged 4 SP:Iteration 55Q (46346.380000 sec): 3 clusters Score: Raw -1057224.307136 + Penalty 4316.032819 = -1052908.274317 nChanged 10 SP:Iteration 56Q (46346.590000 sec): 3 clusters Score: Raw -1057226.560552 + Penalty 4316.032819 = -1052910.527733 nChanged 8 SP:Iteration 57Q (46346.860000 sec): 3 clusters Score: Raw -1057228.348795 + Penalty 4316.032819 = -1052912.315976 nChanged 3 SP:Iteration 58Q (46347.110000 sec): 3 clusters Score: Raw -1057229.026244 + Penalty 4316.032819 = -1052912.993425 nChanged 1 SP:Iteration 59Q (46347.350000 sec): 3 clusters Score: Raw -1057229.426218 + Penalty 4316.032819 = -1052913.393399 nChanged 2 SP:Iteration 60F (46347.530000 sec): 3 clusters Score: Raw -1057229.844093 + Penalty 4316.032819 = -1052913.811273 nChanged 2 SP:Iteration 61Q (46347.810000 sec): 3 clusters Score: Raw -1057230.286760 + Penalty 4316.032819 = -1052914.253941 nChanged 3 SP:Iteration 62Q (46348.070000 sec): 3 clusters Score: Raw -1057231.057323 + Penalty 4316.032819 = -1052915.024504 nChanged 3 SP:Iteration 63Q (46348.310000 sec): 3 clusters Score: Raw -1057231.735870 + Penalty 4316.032819 = -1052915.703050 nChanged 0 SP:Iteration 64F (46348.500000 sec): 3 clusters Score: Raw -1057231.735870 + Penalty 4316.032819 = -1052915.703050 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 17 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46348.590000 sec): 2 clusters Score: Raw -34996.767656 + Penalty 1404.414199 = -33592.353457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46348.830000 sec): 3 clusters Score: Raw -35161.608892 + Penalty 2808.828398 = -32352.780493 nChanged 36 SP:Iteration 1F (46349.030000 sec): 3 clusters Score: Raw -35263.365518 + Penalty 2808.828398 = -32454.537119 nChanged 17 SP:Iteration 2F (46349.250000 sec): 3 clusters Score: Raw -35331.828567 + Penalty 2808.828398 = -32523.000169 nChanged 4 SP:Iteration 3Q (46349.440000 sec): 3 clusters Score: Raw -35344.109359 + Penalty 2808.828398 = -32535.280961 nChanged 6 SP:Iteration 4Q (46349.590000 sec): 3 clusters Score: Raw -35366.431913 + Penalty 2808.828398 = -32557.603515 nChanged 2 SP:Iteration 5Q (46349.790000 sec): 3 clusters Score: Raw -35373.119176 + Penalty 2808.828398 = -32564.290778 nChanged 0 SP:Iteration 6F (46349.990000 sec): 3 clusters Score: Raw -35373.119176 + Penalty 2808.828398 = -32564.290778 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 18 (28393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46350.200000 sec): 2 clusters Score: Raw -5458867.463466 + Penalty 2542.966683 = -5456324.496783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46350.520000 sec): 3 clusters Score: Raw -5442073.176904 + Penalty 5085.933366 = -5436987.243538 nChanged 12677 SP:Iteration 1F (46350.880000 sec): 3 clusters Score: Raw -5449051.709020 + Penalty 5085.933366 = -5443965.775654 nChanged 1512 SP:Iteration 2F (46351.220000 sec): 3 clusters Score: Raw -5449674.325043 + Penalty 5085.933366 = -5444588.391678 nChanged 1405 SP:Iteration 3Q (46351.540000 sec): 3 clusters Score: Raw -5450225.138035 + Penalty 5085.933366 = -5445139.204670 nChanged 1327 SP:Iteration 4Q (46351.890000 sec): 3 clusters Score: Raw -5450781.345944 + Penalty 5085.933366 = -5445695.412578 nChanged 1288 SP:Iteration 5Q (46352.250000 sec): 3 clusters Score: Raw -5451393.102678 + Penalty 5085.933366 = -5446307.169312 nChanged 1319 SP:Iteration 6Q (46352.660000 sec): 3 clusters Score: Raw -5452047.966257 + Penalty 5085.933366 = -5446962.032891 nChanged 1314 SP:Iteration 7Q (46352.990000 sec): 3 clusters Score: Raw -5452733.512245 + Penalty 5085.933366 = -5447647.578879 nChanged 1273 SP:Iteration 8Q (46353.370000 sec): 3 clusters Score: Raw -5453422.799308 + Penalty 5085.933366 = -5448336.865942 nChanged 1227 SP:Iteration 9Q (46353.710000 sec): 3 clusters Score: Raw -5454056.918160 + Penalty 5085.933366 = -5448970.984794 nChanged 1051 SP:Iteration 10Q (46354.030000 sec): 3 clusters Score: Raw -5454585.973094 + Penalty 5085.933366 = -5449500.039728 nChanged 902 SP:Iteration 11Q (46354.350000 sec): 3 clusters Score: Raw -5454956.576724 + Penalty 5085.933366 = -5449870.643358 nChanged 714 SP:Iteration 12Q (46354.680000 sec): 3 clusters Score: Raw -5455190.558516 + Penalty 5085.933366 = -5450104.625150 nChanged 519 SP:Iteration 13Q (46355.060000 sec): 3 clusters Score: Raw -5455327.479335 + Penalty 5085.933366 = -5450241.545969 nChanged 374 SP:Iteration 14Q (46355.450000 sec): 3 clusters Score: Raw -5455409.146222 + Penalty 5085.933366 = -5450323.212856 nChanged 316 SP:Iteration 15Q (46355.770000 sec): 3 clusters Score: Raw -5455467.562285 + Penalty 5085.933366 = -5450381.628919 nChanged 245 SP:Iteration 16Q (46356.150000 sec): 3 clusters Score: Raw -5455514.399441 + Penalty 5085.933366 = -5450428.466076 nChanged 228 SP:Iteration 17Q (46356.520000 sec): 3 clusters Score: Raw -5455553.083760 + Penalty 5085.933366 = -5450467.150394 nChanged 198 SP:Iteration 18Q (46356.870000 sec): 3 clusters Score: Raw -5455582.863864 + Penalty 5085.933366 = -5450496.930498 nChanged 186 SP:Iteration 19Q (46357.230000 sec): 3 clusters Score: Raw -5455610.077809 + Penalty 5085.933366 = -5450524.144443 nChanged 165 SP:Iteration 20F (46357.620000 sec): 3 clusters Score: Raw -5455635.573071 + Penalty 5085.933366 = -5450549.639705 nChanged 172 SP:Iteration 21Q (46357.980000 sec): 3 clusters Score: Raw -5455660.918590 + Penalty 5085.933366 = -5450574.985224 nChanged 166 SP:Iteration 22Q (46358.310000 sec): 3 clusters Score: Raw -5455686.457377 + Penalty 5085.933366 = -5450600.524011 nChanged 173 SP:Iteration 23Q (46358.640000 sec): 3 clusters Score: Raw -5455715.264151 + Penalty 5085.933366 = -5450629.330785 nChanged 190 SP:Iteration 24Q (46359.010000 sec): 3 clusters Score: Raw -5455747.050736 + Penalty 5085.933366 = -5450661.117370 nChanged 168 SP:Iteration 25Q (46359.370000 sec): 3 clusters Score: Raw -5455775.141082 + Penalty 5085.933366 = -5450689.207717 nChanged 185 SP:Iteration 26Q (46359.730000 sec): 3 clusters Score: Raw -5455811.173450 + Penalty 5085.933366 = -5450725.240084 nChanged 207 SP:Iteration 27Q (46360.010000 sec): 3 clusters Score: Raw -5455853.440825 + Penalty 5085.933366 = -5450767.507460 nChanged 222 SP:Iteration 28Q (46360.400000 sec): 3 clusters Score: Raw -5455897.918957 + Penalty 5085.933366 = -5450811.985591 nChanged 238 SP:Iteration 29Q (46360.730000 sec): 3 clusters Score: Raw -5455945.412626 + Penalty 5085.933366 = -5450859.479260 nChanged 237 SP:Iteration 30Q (46361.050000 sec): 3 clusters Score: Raw -5455999.335050 + Penalty 5085.933366 = -5450913.401685 nChanged 262 SP:Iteration 31Q (46361.390000 sec): 3 clusters Score: Raw -5456062.795683 + Penalty 5085.933366 = -5450976.862318 nChanged 254 SP:Iteration 32Q (46361.750000 sec): 3 clusters Score: Raw -5456122.770815 + Penalty 5085.933366 = -5451036.837449 nChanged 273 SP:Iteration 33Q (46362.120000 sec): 3 clusters Score: Raw -5456189.858586 + Penalty 5085.933366 = -5451103.925220 nChanged 281 SP:Iteration 34Q (46362.480000 sec): 3 clusters Score: Raw -5456259.486858 + Penalty 5085.933366 = -5451173.553492 nChanged 291 SP:Iteration 35Q (46362.800000 sec): 3 clusters Score: Raw -5456341.812800 + Penalty 5085.933366 = -5451255.879434 nChanged 304 SP:Iteration 36Q (46363.100000 sec): 3 clusters Score: Raw -5456422.886957 + Penalty 5085.933366 = -5451336.953591 nChanged 317 SP:Iteration 37Q (46363.510000 sec): 3 clusters Score: Raw -5456508.464958 + Penalty 5085.933366 = -5451422.531593 nChanged 316 SP:Iteration 38Q (46363.930000 sec): 3 clusters Score: Raw -5456598.655827 + Penalty 5085.933366 = -5451512.722461 nChanged 316 SP:Iteration 39Q (46364.230000 sec): 3 clusters Score: Raw -5456685.373496 + Penalty 5085.933366 = -5451599.440130 nChanged 304 SP:Iteration 40F (46364.600000 sec): 3 clusters Score: Raw -5456767.810679 + Penalty 5085.933366 = -5451681.877313 nChanged 312 SP:Iteration 41Q (46364.900000 sec): 3 clusters Score: Raw -5456857.130472 + Penalty 5085.933366 = -5451771.197107 nChanged 328 SP:Iteration 42Q (46365.270000 sec): 3 clusters Score: Raw -5456961.154272 + Penalty 5085.933366 = -5451875.220906 nChanged 327 SP:Iteration 43Q (46365.660000 sec): 3 clusters Score: Raw -5457069.899995 + Penalty 5085.933366 = -5451983.966629 nChanged 342 SP:Iteration 44Q (46365.990000 sec): 3 clusters Score: Raw -5457177.994079 + Penalty 5085.933366 = -5452092.060713 nChanged 325 SP:Iteration 45Q (46366.310000 sec): 3 clusters Score: Raw -5457283.987869 + Penalty 5085.933366 = -5452198.054504 nChanged 303 SP:Iteration 46Q (46366.640000 sec): 3 clusters Score: Raw -5457385.645256 + Penalty 5085.933366 = -5452299.711890 nChanged 303 SP:Iteration 47Q (46366.930000 sec): 3 clusters Score: Raw -5457497.216030 + Penalty 5085.933366 = -5452411.282665 nChanged 321 SP:Iteration 48Q (46367.230000 sec): 3 clusters Score: Raw -5457619.651486 + Penalty 5085.933366 = -5452533.718120 nChanged 304 SP:Iteration 49Q (46367.560000 sec): 3 clusters Score: Raw -5457725.337024 + Penalty 5085.933366 = -5452639.403659 nChanged 290 SP:Iteration 50Q (46367.870000 sec): 3 clusters Score: Raw -5457829.144475 + Penalty 5085.933366 = -5452743.211109 nChanged 281 SP:Iteration 51Q (46368.190000 sec): 3 clusters Score: Raw -5457937.075447 + Penalty 5085.933366 = -5452851.142082 nChanged 271 SP:Iteration 52Q (46368.530000 sec): 3 clusters Score: Raw -5458036.268930 + Penalty 5085.933366 = -5452950.335564 nChanged 245 SP:Iteration 53Q (46368.880000 sec): 3 clusters Score: Raw -5458122.530000 + Penalty 5085.933366 = -5453036.596634 nChanged 235 SP:Iteration 54Q (46369.240000 sec): 3 clusters Score: Raw -5458208.394034 + Penalty 5085.933366 = -5453122.460668 nChanged 227 SP:Iteration 55Q (46369.590000 sec): 3 clusters Score: Raw -5458288.712048 + Penalty 5085.933366 = -5453202.778682 nChanged 207 SP:Iteration 56Q (46369.960000 sec): 3 clusters Score: Raw -5458364.079563 + Penalty 5085.933366 = -5453278.146198 nChanged 205 SP:Iteration 57Q (46370.320000 sec): 3 clusters Score: Raw -5458437.564640 + Penalty 5085.933366 = -5453351.631275 nChanged 177 SP:Iteration 58Q (46370.750000 sec): 3 clusters Score: Raw -5458498.169979 + Penalty 5085.933366 = -5453412.236614 nChanged 150 SP:Iteration 59Q (46371.070000 sec): 3 clusters Score: Raw -5458555.675905 + Penalty 5085.933366 = -5453469.742539 nChanged 143 SP:Iteration 60F (46371.470000 sec): 3 clusters Score: Raw -5458615.631691 + Penalty 5085.933366 = -5453529.698325 nChanged 162 SP:Iteration 61Q (46371.780000 sec): 3 clusters Score: Raw -5458689.294104 + Penalty 5085.933366 = -5453603.360739 nChanged 157 SP:Iteration 62Q (46372.160000 sec): 3 clusters Score: Raw -5458762.927663 + Penalty 5085.933366 = -5453676.994297 nChanged 143 SP:Iteration 63Q (46372.480000 sec): 3 clusters Score: Raw -5458826.414435 + Penalty 5085.933366 = -5453740.481069 nChanged 128 SP:Iteration 64Q (46372.830000 sec): 3 clusters Score: Raw -5458883.841013 + Penalty 5085.933366 = -5453797.907648 nChanged 113 SP:Iteration 65Q (46373.160000 sec): 3 clusters Score: Raw -5458930.989976 + Penalty 5085.933366 = -5453845.056611 nChanged 93 SP:Iteration 66Q (46373.510000 sec): 3 clusters Score: Raw -5458974.263402 + Penalty 5085.933366 = -5453888.330036 nChanged 71 SP:Iteration 67Q (46373.880000 sec): 3 clusters Score: Raw -5459004.181985 + Penalty 5085.933366 = -5453918.248620 nChanged 68 SP:Iteration 68Q (46374.260000 sec): 3 clusters Score: Raw -5459037.046590 + Penalty 5085.933366 = -5453951.113225 nChanged 65 SP:Iteration 69Q (46374.590000 sec): 3 clusters Score: Raw -5459065.397976 + Penalty 5085.933366 = -5453979.464610 nChanged 62 SP:Iteration 70Q (46374.910000 sec): 3 clusters Score: Raw -5459090.048607 + Penalty 5085.933366 = -5454004.115241 nChanged 54 SP:Iteration 71Q (46375.290000 sec): 3 clusters Score: Raw -5459113.330010 + Penalty 5085.933366 = -5454027.396645 nChanged 44 SP:Iteration 72Q (46375.590000 sec): 3 clusters Score: Raw -5459134.483597 + Penalty 5085.933366 = -5454048.550231 nChanged 38 SP:Iteration 73Q (46376.010000 sec): 3 clusters Score: Raw -5459149.333545 + Penalty 5085.933366 = -5454063.400180 nChanged 28 SP:Iteration 74Q (46376.350000 sec): 3 clusters Score: Raw -5459161.565212 + Penalty 5085.933366 = -5454075.631846 nChanged 22 SP:Iteration 75Q (46376.740000 sec): 3 clusters Score: Raw -5459170.425011 + Penalty 5085.933366 = -5454084.491645 nChanged 17 SP:Iteration 76Q (46377.010000 sec): 3 clusters Score: Raw -5459176.499544 + Penalty 5085.933366 = -5454090.566179 nChanged 15 SP:Iteration 77Q (46377.340000 sec): 3 clusters Score: Raw -5459181.838563 + Penalty 5085.933366 = -5454095.905197 nChanged 14 SP:Iteration 78Q (46377.640000 sec): 3 clusters Score: Raw -5459185.731560 + Penalty 5085.933366 = -5454099.798194 nChanged 11 SP:Iteration 79Q (46377.930000 sec): 3 clusters Score: Raw -5459190.291278 + Penalty 5085.933366 = -5454104.357913 nChanged 9 SP:Iteration 80F (46378.250000 sec): 3 clusters Score: Raw -5459193.635943 + Penalty 5085.933366 = -5454107.702578 nChanged 10 SP:Iteration 81Q (46378.580000 sec): 3 clusters Score: Raw -5459196.565732 + Penalty 5085.933366 = -5454110.632367 nChanged 9 SP:Iteration 82Q (46378.880000 sec): 3 clusters Score: Raw -5459199.276604 + Penalty 5085.933366 = -5454113.343238 nChanged 7 SP:Iteration 83Q (46379.230000 sec): 3 clusters Score: Raw -5459201.071162 + Penalty 5085.933366 = -5454115.137796 nChanged 6 SP:Iteration 84Q (46379.560000 sec): 3 clusters Score: Raw -5459202.975958 + Penalty 5085.933366 = -5454117.042592 nChanged 4 SP:Iteration 85Q (46379.890000 sec): 3 clusters Score: Raw -5459204.663800 + Penalty 5085.933366 = -5454118.730434 nChanged 7 SP:Iteration 86Q (46380.270000 sec): 3 clusters Score: Raw -5459207.372927 + Penalty 5085.933366 = -5454121.439561 nChanged 5 SP:Iteration 87Q (46380.560000 sec): 3 clusters Score: Raw -5459209.037369 + Penalty 5085.933366 = -5454123.104004 nChanged 9 SP:Iteration 88Q (46380.870000 sec): 3 clusters Score: Raw -5459211.996746 + Penalty 5085.933366 = -5454126.063381 nChanged 7 SP:Iteration 89Q (46381.170000 sec): 3 clusters Score: Raw -5459213.939299 + Penalty 5085.933366 = -5454128.005934 nChanged 6 SP:Iteration 90Q (46381.500000 sec): 3 clusters Score: Raw -5459215.469464 + Penalty 5085.933366 = -5454129.536099 nChanged 4 SP:Iteration 91Q (46381.830000 sec): 3 clusters Score: Raw -5459217.292254 + Penalty 5085.933366 = -5454131.358888 nChanged 5 SP:Iteration 92Q (46382.200000 sec): 3 clusters Score: Raw -5459219.666678 + Penalty 5085.933366 = -5454133.733312 nChanged 6 SP:Iteration 93Q (46382.510000 sec): 3 clusters Score: Raw -5459221.393646 + Penalty 5085.933366 = -5454135.460281 nChanged 6 SP:Iteration 94Q (46382.830000 sec): 3 clusters Score: Raw -5459223.262907 + Penalty 5085.933366 = -5454137.329541 nChanged 7 SP:Iteration 95Q (46383.180000 sec): 3 clusters Score: Raw -5459225.923486 + Penalty 5085.933366 = -5454139.990120 nChanged 4 SP:Iteration 96Q (46383.500000 sec): 3 clusters Score: Raw -5459227.641913 + Penalty 5085.933366 = -5454141.708547 nChanged 2 SP:Iteration 97Q (46383.860000 sec): 3 clusters Score: Raw -5459228.430201 + Penalty 5085.933366 = -5454142.496835 nChanged 1 SP:Iteration 98Q (46384.230000 sec): 3 clusters Score: Raw -5459228.781859 + Penalty 5085.933366 = -5454142.848493 nChanged 0 SP:Iteration 99F (46384.550000 sec): 3 clusters Score: Raw -5459228.781859 + Penalty 5085.933366 = -5454142.848493 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 19 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46384.700000 sec): 2 clusters Score: Raw -72075.896745 + Penalty 1540.726312 = -70535.170433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46384.880000 sec): 3 clusters Score: Raw -72158.117338 + Penalty 3081.452623 = -69076.664715 nChanged 95 SP:Iteration 1F (46385.090000 sec): 3 clusters Score: Raw -72372.305956 + Penalty 3081.452623 = -69290.853333 nChanged 24 SP:Iteration 2Q (46385.290000 sec): 3 clusters Score: Raw -72437.554216 + Penalty 3081.452623 = -69356.101593 nChanged 11 SP:Iteration 3Q (46385.470000 sec): 3 clusters Score: Raw -72459.779492 + Penalty 3081.452623 = -69378.326869 nChanged 8 SP:Iteration 4Q (46385.660000 sec): 3 clusters Score: Raw -72487.654733 + Penalty 3081.452623 = -69406.202109 nChanged 11 SP:Iteration 5Q (46385.880000 sec): 3 clusters Score: Raw -72515.030437 + Penalty 3081.452623 = -69433.577813 nChanged 7 SP:Iteration 6Q (46386.040000 sec): 3 clusters Score: Raw -72536.468211 + Penalty 3081.452623 = -69455.015588 nChanged 7 SP:Iteration 7Q (46386.260000 sec): 3 clusters Score: Raw -72547.552988 + Penalty 3081.452623 = -69466.100365 nChanged 3 SP:Iteration 8Q (46386.440000 sec): 3 clusters Score: Raw -72552.368196 + Penalty 3081.452623 = -69470.915572 nChanged 2 SP:Iteration 9Q (46386.600000 sec): 3 clusters Score: Raw -72554.407274 + Penalty 3081.452623 = -69472.954651 nChanged 1 SP:Iteration 10Q (46386.820000 sec): 3 clusters Score: Raw -72557.594397 + Penalty 3081.452623 = -69476.141774 nChanged 1 SP:Iteration 11Q (46386.990000 sec): 3 clusters Score: Raw -72557.752604 + Penalty 3081.452623 = -69476.299980 nChanged 1 SP:Iteration 12Q (46387.160000 sec): 3 clusters Score: Raw -72558.825775 + Penalty 3081.452623 = -69477.373152 nChanged 0 SP:Iteration 13F (46387.320000 sec): 3 clusters Score: Raw -72558.825775 + Penalty 3081.452623 = -69477.373152 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 20 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46387.430000 sec): 2 clusters Score: Raw -34283.081818 + Penalty 1395.650036 = -32887.431781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46387.620000 sec): 3 clusters Score: Raw -34760.189407 + Penalty 2791.300072 = -31968.889335 nChanged 68 SP:Iteration 1F (46387.820000 sec): 3 clusters Score: Raw -35014.301955 + Penalty 2791.300072 = -32223.001883 nChanged 20 SP:Iteration 2F (46388.060000 sec): 3 clusters Score: Raw -35087.501442 + Penalty 2791.300072 = -32296.201370 nChanged 7 SP:Iteration 3Q (46388.240000 sec): 3 clusters Score: Raw -35122.039493 + Penalty 2791.300072 = -32330.739420 nChanged 3 SP:Iteration 4Q (46388.420000 sec): 3 clusters Score: Raw -35131.311842 + Penalty 2791.300072 = -32340.011770 nChanged 2 SP:Iteration 5Q (46388.620000 sec): 3 clusters Score: Raw -35137.657354 + Penalty 2791.300072 = -32346.357282 nChanged 1 SP:Iteration 6Q (46388.780000 sec): 3 clusters Score: Raw -35144.847597 + Penalty 2791.300072 = -32353.547525 nChanged 1 SP:Iteration 7Q (46388.950000 sec): 3 clusters Score: Raw -35150.632790 + Penalty 2791.300072 = -32359.332718 nChanged 3 SP:Iteration 8Q (46389.130000 sec): 3 clusters Score: Raw -35173.963609 + Penalty 2791.300072 = -32382.663537 nChanged 2 SP:Iteration 9Q (46389.310000 sec): 3 clusters Score: Raw -35184.979072 + Penalty 2791.300072 = -32393.679000 nChanged 0 SP:Iteration 10F (46389.480000 sec): 3 clusters Score: Raw -35184.979072 + Penalty 2791.300072 = -32393.679000 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 21 (707185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46393.030000 sec): 2 clusters Score: Raw -131291522.266437 + Penalty 3340.323800 = -131288181.942637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46396.770000 sec): 3 clusters Score: Raw -130816144.979922 + Penalty 6680.647600 = -130809464.332323 nChanged 346168 SP:Iteration 1F (46400.550000 sec): 3 clusters Score: Raw -131022998.129006 + Penalty 6680.647600 = -131016317.481407 nChanged 12807 SP:Iteration 2Q (46404.670000 sec): 3 clusters Score: Raw -131024653.414715 + Penalty 6680.647600 = -131017972.767115 nChanged 13983 SP:Iteration 3Q (46408.520000 sec): 3 clusters Score: Raw -131026843.602283 + Penalty 6680.647600 = -131020162.954683 nChanged 16359 SP:Iteration 4Q (46412.410000 sec): 3 clusters Score: Raw -131029913.876471 + Penalty 6680.647600 = -131023233.228871 nChanged 19542 SP:Iteration 5Q (46416.860000 sec): 3 clusters Score: Raw -131034395.281924 + Penalty 6680.647600 = -131027714.634324 nChanged 23411 SP:Iteration 6Q (46421.210000 sec): 3 clusters Score: Raw -131040913.445385 + Penalty 6680.647600 = -131034232.797785 nChanged 28013 SP:Iteration 7Q (46425.360000 sec): 3 clusters Score: Raw -131050352.311980 + Penalty 6680.647600 = -131043671.664380 nChanged 32737 SP:Iteration 8Q (46429.410000 sec): 3 clusters Score: Raw -131063030.290902 + Penalty 6680.647600 = -131056349.643302 nChanged 36572 SP:Iteration 9F (46433.150000 sec): 3 clusters Score: Raw -131079066.906583 + Penalty 6680.647600 = -131072386.258984 nChanged 39017 SP:Iteration 10F (46437.040000 sec): 3 clusters Score: Raw -131098375.520588 + Penalty 6680.647600 = -131091694.872989 nChanged 40695 SP:Iteration 11F (46441.150000 sec): 3 clusters Score: Raw -131121422.390210 + Penalty 6680.647600 = -131114741.742610 nChanged 42667 SP:Iteration 12F (46445.060000 sec): 3 clusters Score: Raw -131149601.306755 + Penalty 6680.647600 = -131142920.659155 nChanged 44832 SP:Iteration 13F (46448.710000 sec): 3 clusters Score: Raw -131183502.631476 + Penalty 6680.647600 = -131176821.983876 nChanged 43903 SP:Iteration 14F (46452.520000 sec): 3 clusters Score: Raw -131220585.894289 + Penalty 6680.647600 = -131213905.246689 nChanged 37221 SP:Iteration 15F (46456.300000 sec): 3 clusters Score: Raw -131254143.261049 + Penalty 6680.647600 = -131247462.613449 nChanged 24302 SP:Iteration 16Q (46460.220000 sec): 3 clusters Score: Raw -131276017.916833 + Penalty 6680.647600 = -131269337.269234 nChanged 11822 SP:Iteration 17Q (46463.790000 sec): 3 clusters Score: Raw -131286236.233827 + Penalty 6680.647600 = -131279555.586228 nChanged 4495 SP:Iteration 18Q (46466.990000 sec): 3 clusters Score: Raw -131289958.829487 + Penalty 6680.647600 = -131283278.181888 nChanged 1429 SP:Iteration 19Q (46470.170000 sec): 3 clusters Score: Raw -131291137.278407 + Penalty 6680.647600 = -131284456.630807 nChanged 404 SP:Iteration 20F (46474.060000 sec): 3 clusters Score: Raw -131291537.831832 + Penalty 6680.647600 = -131284857.184233 nChanged 114 SP:Iteration 21Q (46477.370000 sec): 3 clusters Score: Raw -131291687.290066 + Penalty 6680.647600 = -131285006.642467 nChanged 47 SP:Iteration 22Q (46480.470000 sec): 3 clusters Score: Raw -131291743.093837 + Penalty 6680.647600 = -131285062.446238 nChanged 24 SP:Iteration 23Q (46483.290000 sec): 3 clusters Score: Raw -131291769.850278 + Penalty 6680.647600 = -131285089.202679 nChanged 15 SP:Iteration 24Q (46486.410000 sec): 3 clusters Score: Raw -131291790.775149 + Penalty 6680.647600 = -131285110.127550 nChanged 16 SP:Iteration 25Q (46489.720000 sec): 3 clusters Score: Raw -131291815.945467 + Penalty 6680.647600 = -131285135.297868 nChanged 14 SP:Iteration 26Q (46493.310000 sec): 3 clusters Score: Raw -131291834.251148 + Penalty 6680.647600 = -131285153.603548 nChanged 10 SP:Iteration 27Q (46496.420000 sec): 3 clusters Score: Raw -131291846.744406 + Penalty 6680.647600 = -131285166.096806 nChanged 7 SP:Iteration 28Q (46499.100000 sec): 3 clusters Score: Raw -131291857.109038 + Penalty 6680.647600 = -131285176.461438 nChanged 6 SP:Iteration 29Q (46502.170000 sec): 3 clusters Score: Raw -131291870.397464 + Penalty 6680.647600 = -131285189.749864 nChanged 10 SP:Iteration 30Q (46505.040000 sec): 3 clusters Score: Raw -131291880.144221 + Penalty 6680.647600 = -131285199.496621 nChanged 4 SP:Iteration 31Q (46508.060000 sec): 3 clusters Score: Raw -131291886.606180 + Penalty 6680.647600 = -131285205.958581 nChanged 1 SP:Iteration 32Q (46511.000000 sec): 3 clusters Score: Raw -131291888.501304 + Penalty 6680.647600 = -131285207.853704 nChanged 0 SP:Iteration 33F (46514.570000 sec): 3 clusters Score: Raw -131291888.501304 + Penalty 6680.647600 = -131285207.853704 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 22 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46515.100000 sec): 2 clusters Score: Raw -95106.715158 + Penalty 1570.653348 = -93536.061811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46515.280000 sec): 3 clusters Score: Raw -95107.335615 + Penalty 3141.306696 = -91966.028919 nChanged 111 SP:Iteration 1F (46515.450000 sec): 3 clusters Score: Raw -95367.134967 + Penalty 3141.306696 = -92225.828272 nChanged 49 SP:Iteration 2F (46515.600000 sec): 3 clusters Score: Raw -95573.018139 + Penalty 3141.306696 = -92431.711444 nChanged 36 SP:Iteration 3F (46515.770000 sec): 3 clusters Score: Raw -95718.336476 + Penalty 3141.306696 = -92577.029781 nChanged 24 SP:Iteration 4Q (46515.940000 sec): 3 clusters Score: Raw -95798.198476 + Penalty 3141.306696 = -92656.891781 nChanged 15 SP:Iteration 5Q (46516.080000 sec): 3 clusters Score: Raw -95847.909055 + Penalty 3141.306696 = -92706.602360 nChanged 10 SP:Iteration 6Q (46516.250000 sec): 3 clusters Score: Raw -95886.345083 + Penalty 3141.306696 = -92745.038388 nChanged 9 SP:Iteration 7Q (46516.430000 sec): 3 clusters Score: Raw -95911.786183 + Penalty 3141.306696 = -92770.479487 nChanged 4 SP:Iteration 8Q (46516.640000 sec): 3 clusters Score: Raw -95933.895569 + Penalty 3141.306696 = -92792.588873 nChanged 8 SP:Iteration 9Q (46516.820000 sec): 3 clusters Score: Raw -95997.608453 + Penalty 3141.306696 = -92856.301757 nChanged 5 SP:Iteration 10Q (46516.990000 sec): 3 clusters Score: Raw -96022.169297 + Penalty 3141.306696 = -92880.862602 nChanged 4 SP:Iteration 11Q (46517.170000 sec): 3 clusters Score: Raw -96049.280153 + Penalty 3141.306696 = -92907.973458 nChanged 3 SP:Iteration 12Q (46517.370000 sec): 3 clusters Score: Raw -96079.012556 + Penalty 3141.306696 = -92937.705860 nChanged 8 SP:Iteration 13Q (46517.580000 sec): 3 clusters Score: Raw -96117.292902 + Penalty 3141.306696 = -92975.986207 nChanged 9 SP:Iteration 14Q (46517.800000 sec): 3 clusters Score: Raw -96170.853373 + Penalty 3141.306696 = -93029.546678 nChanged 5 SP:Iteration 15Q (46518.000000 sec): 3 clusters Score: Raw -96199.658845 + Penalty 3141.306696 = -93058.352150 nChanged 3 SP:Iteration 16Q (46518.200000 sec): 3 clusters Score: Raw -96210.489797 + Penalty 3141.306696 = -93069.183101 nChanged 5 SP:Iteration 17Q (46518.340000 sec): 3 clusters Score: Raw -96245.316587 + Penalty 3141.306696 = -93104.009891 nChanged 5 SP:Iteration 18Q (46518.540000 sec): 3 clusters Score: Raw -96268.837064 + Penalty 3141.306696 = -93127.530369 nChanged 3 SP:Iteration 19Q (46518.710000 sec): 3 clusters Score: Raw -96279.834143 + Penalty 3141.306696 = -93138.527447 nChanged 1 SP:Iteration 20F (46518.890000 sec): 3 clusters Score: Raw -96283.134085 + Penalty 3141.306696 = -93141.827390 nChanged 2 SP:Iteration 21Q (46519.050000 sec): 3 clusters Score: Raw -96291.746038 + Penalty 3141.306696 = -93150.439342 nChanged 1 SP:Iteration 22Q (46519.180000 sec): 3 clusters Score: Raw -96293.892057 + Penalty 3141.306696 = -93152.585361 nChanged 2 SP:Iteration 23Q (46519.350000 sec): 3 clusters Score: Raw -96298.607000 + Penalty 3141.306696 = -93157.300304 nChanged 3 SP:Iteration 24Q (46519.530000 sec): 3 clusters Score: Raw -96309.989250 + Penalty 3141.306696 = -93168.682554 nChanged 3 SP:Iteration 25Q (46519.660000 sec): 3 clusters Score: Raw -96318.074292 + Penalty 3141.306696 = -93176.767597 nChanged 1 SP:Iteration 26Q (46519.840000 sec): 3 clusters Score: Raw -96320.747625 + Penalty 3141.306696 = -93179.440929 nChanged 1 SP:Iteration 27Q (46520.020000 sec): 3 clusters Score: Raw -96323.033509 + Penalty 3141.306696 = -93181.726814 nChanged 0 SP:Iteration 28F (46520.240000 sec): 3 clusters Score: Raw -96323.033509 + Penalty 3141.306696 = -93181.726814 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 23 (130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46520.320000 sec): 2 clusters Score: Raw -19750.370341 + Penalty 1207.148544 = -18543.221797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46520.490000 sec): 3 clusters Score: Raw -20083.766844 + Penalty 2414.297087 = -17669.469756 nChanged 3 SP:Iteration 1Q (46520.610000 sec): 3 clusters Score: Raw -20104.699991 + Penalty 2414.297087 = -17690.402903 nChanged 1 SP:Iteration 2Q (46520.800000 sec): 3 clusters Score: Raw -20110.538689 + Penalty 2414.297087 = -17696.241602 nChanged 0 SP:Iteration 3F (46521.000000 sec): 3 clusters Score: Raw -20110.538689 + Penalty 2414.297087 = -17696.241602 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 24 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46521.060000 sec): 2 clusters Score: Raw -37851.062505 + Penalty 1355.030288 = -36496.032217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46521.180000 sec): 3 clusters Score: Raw -38035.242284 + Penalty 2710.060575 = -35325.181709 nChanged 19 SP:Iteration 1F (46521.380000 sec): 3 clusters Score: Raw -38114.875710 + Penalty 2710.060575 = -35404.815135 nChanged 5 SP:Iteration 2Q (46521.540000 sec): 3 clusters Score: Raw -38135.448026 + Penalty 2710.060575 = -35425.387450 nChanged 0 SP:Iteration 3F (46521.720000 sec): 3 clusters Score: Raw -38135.448026 + Penalty 2710.060575 = -35425.387450 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 25 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46521.900000 sec): 2 clusters Score: Raw -3319149.264293 + Penalty 2428.498461 = -3316720.765832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46522.160000 sec): 3 clusters Score: Raw -3308890.700334 + Penalty 4856.996922 = -3304033.703412 nChanged 7831 SP:Iteration 1F (46522.430000 sec): 3 clusters Score: Raw -3313111.495936 + Penalty 4856.996922 = -3308254.499014 nChanged 1027 SP:Iteration 2F (46522.740000 sec): 3 clusters Score: Raw -3313481.487685 + Penalty 4856.996922 = -3308624.490764 nChanged 803 SP:Iteration 3Q (46523.060000 sec): 3 clusters Score: Raw -3313767.284422 + Penalty 4856.996922 = -3308910.287500 nChanged 685 SP:Iteration 4Q (46523.350000 sec): 3 clusters Score: Raw -3314025.088647 + Penalty 4856.996922 = -3309168.091725 nChanged 639 SP:Iteration 5Q (46523.670000 sec): 3 clusters Score: Raw -3314271.979715 + Penalty 4856.996922 = -3309414.982794 nChanged 652 SP:Iteration 6Q (46523.920000 sec): 3 clusters Score: Raw -3314526.272046 + Penalty 4856.996922 = -3309669.275124 nChanged 642 SP:Iteration 7Q (46524.200000 sec): 3 clusters Score: Raw -3314782.645618 + Penalty 4856.996922 = -3309925.648696 nChanged 709 SP:Iteration 8Q (46524.470000 sec): 3 clusters Score: Raw -3315119.420886 + Penalty 4856.996922 = -3310262.423964 nChanged 765 SP:Iteration 9Q (46524.730000 sec): 3 clusters Score: Raw -3315501.763440 + Penalty 4856.996922 = -3310644.766519 nChanged 812 SP:Iteration 10Q (46525.050000 sec): 3 clusters Score: Raw -3315952.428978 + Penalty 4856.996922 = -3311095.432056 nChanged 872 SP:Iteration 11Q (46525.370000 sec): 3 clusters Score: Raw -3316467.886557 + Penalty 4856.996922 = -3311610.889635 nChanged 834 SP:Iteration 12Q (46525.690000 sec): 3 clusters Score: Raw -3317030.571694 + Penalty 4856.996922 = -3312173.574773 nChanged 821 SP:Iteration 13Q (46525.970000 sec): 3 clusters Score: Raw -3317674.630489 + Penalty 4856.996922 = -3312817.633567 nChanged 734 SP:Iteration 14Q (46526.250000 sec): 3 clusters Score: Raw -3318275.060217 + Penalty 4856.996922 = -3313418.063295 nChanged 556 SP:Iteration 15Q (46526.510000 sec): 3 clusters Score: Raw -3318721.771912 + Penalty 4856.996922 = -3313864.774991 nChanged 368 SP:Iteration 16Q (46526.740000 sec): 3 clusters Score: Raw -3319000.738297 + Penalty 4856.996922 = -3314143.741376 nChanged 215 SP:Iteration 17Q (46526.970000 sec): 3 clusters Score: Raw -3319164.841696 + Penalty 4856.996922 = -3314307.844775 nChanged 131 SP:Iteration 18Q (46527.190000 sec): 3 clusters Score: Raw -3319266.479813 + Penalty 4856.996922 = -3314409.482891 nChanged 82 SP:Iteration 19Q (46527.440000 sec): 3 clusters Score: Raw -3319338.205930 + Penalty 4856.996922 = -3314481.209008 nChanged 57 SP:Iteration 20F (46527.730000 sec): 3 clusters Score: Raw -3319392.762709 + Penalty 4856.996922 = -3314535.765787 nChanged 43 SP:Iteration 21Q (46527.950000 sec): 3 clusters Score: Raw -3319434.703205 + Penalty 4856.996922 = -3314577.706283 nChanged 39 SP:Iteration 22Q (46528.230000 sec): 3 clusters Score: Raw -3319463.470825 + Penalty 4856.996922 = -3314606.473903 nChanged 15 SP:Iteration 23Q (46528.480000 sec): 3 clusters Score: Raw -3319475.700923 + Penalty 4856.996922 = -3314618.704002 nChanged 17 SP:Iteration 24Q (46528.760000 sec): 3 clusters Score: Raw -3319486.919250 + Penalty 4856.996922 = -3314629.922329 nChanged 11 SP:Iteration 25Q (46529.020000 sec): 3 clusters Score: Raw -3319496.753271 + Penalty 4856.996922 = -3314639.756349 nChanged 12 SP:Iteration 26Q (46529.270000 sec): 3 clusters Score: Raw -3319510.593967 + Penalty 4856.996922 = -3314653.597045 nChanged 13 SP:Iteration 27Q (46529.470000 sec): 3 clusters Score: Raw -3319524.468564 + Penalty 4856.996922 = -3314667.471643 nChanged 9 SP:Iteration 28Q (46529.740000 sec): 3 clusters Score: Raw -3319533.063622 + Penalty 4856.996922 = -3314676.066701 nChanged 8 SP:Iteration 29Q (46529.990000 sec): 3 clusters Score: Raw -3319541.727825 + Penalty 4856.996922 = -3314684.730903 nChanged 5 SP:Iteration 30Q (46530.240000 sec): 3 clusters Score: Raw -3319546.114922 + Penalty 4856.996922 = -3314689.118000 nChanged 7 SP:Iteration 31Q (46530.500000 sec): 3 clusters Score: Raw -3319552.155207 + Penalty 4856.996922 = -3314695.158285 nChanged 6 SP:Iteration 32Q (46530.770000 sec): 3 clusters Score: Raw -3319556.420496 + Penalty 4856.996922 = -3314699.423575 nChanged 3 SP:Iteration 33Q (46531.070000 sec): 3 clusters Score: Raw -3319557.649692 + Penalty 4856.996922 = -3314700.652770 nChanged 2 SP:Iteration 34Q (46531.360000 sec): 3 clusters Score: Raw -3319558.400794 + Penalty 4856.996922 = -3314701.403873 nChanged 0 SP:Iteration 35F (46531.620000 sec): 3 clusters Score: Raw -3319558.400794 + Penalty 4856.996922 = -3314701.403873 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 26 (1208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46531.720000 sec): 2 clusters Score: Raw -223178.015313 + Penalty 1759.986902 = -221418.028412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46531.850000 sec): 3 clusters Score: Raw -222849.807667 + Penalty 3519.973804 = -219329.833864 nChanged 345 SP:Iteration 1F (46531.970000 sec): 3 clusters Score: Raw -223169.490737 + Penalty 3519.973804 = -219649.516933 nChanged 76 SP:Iteration 2F (46532.100000 sec): 3 clusters Score: Raw -223295.371518 + Penalty 3519.973804 = -219775.397714 nChanged 48 SP:Iteration 3Q (46532.230000 sec): 3 clusters Score: Raw -223366.567885 + Penalty 3519.973804 = -219846.594081 nChanged 37 SP:Iteration 4Q (46532.360000 sec): 3 clusters Score: Raw -223418.863366 + Penalty 3519.973804 = -219898.889563 nChanged 25 SP:Iteration 5Q (46532.510000 sec): 3 clusters Score: Raw -223451.004931 + Penalty 3519.973804 = -219931.031127 nChanged 16 SP:Iteration 6Q (46532.760000 sec): 3 clusters Score: Raw -223473.563400 + Penalty 3519.973804 = -219953.589596 nChanged 13 SP:Iteration 7Q (46532.930000 sec): 3 clusters Score: Raw -223494.394967 + Penalty 3519.973804 = -219974.421163 nChanged 17 SP:Iteration 8Q (46533.100000 sec): 3 clusters Score: Raw -223516.658298 + Penalty 3519.973804 = -219996.684495 nChanged 18 SP:Iteration 9Q (46533.280000 sec): 3 clusters Score: Raw -223543.265061 + Penalty 3519.973804 = -220023.291258 nChanged 12 SP:Iteration 10Q (46533.430000 sec): 3 clusters Score: Raw -223560.542681 + Penalty 3519.973804 = -220040.568877 nChanged 8 SP:Iteration 11Q (46533.650000 sec): 3 clusters Score: Raw -223570.257511 + Penalty 3519.973804 = -220050.283708 nChanged 9 SP:Iteration 12Q (46533.820000 sec): 3 clusters Score: Raw -223579.008141 + Penalty 3519.973804 = -220059.034338 nChanged 4 SP:Iteration 13Q (46534.010000 sec): 3 clusters Score: Raw -223582.720356 + Penalty 3519.973804 = -220062.746552 nChanged 2 SP:Iteration 14Q (46534.170000 sec): 3 clusters Score: Raw -223584.645562 + Penalty 3519.973804 = -220064.671758 nChanged 0 SP:Iteration 15F (46534.360000 sec): 3 clusters Score: Raw -223584.645562 + Penalty 3519.973804 = -220064.671758 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 27 (24459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46534.580000 sec): 2 clusters Score: Raw -4281043.727579 + Penalty 2505.978874 = -4278537.748705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46534.900000 sec): 3 clusters Score: Raw -4266607.120910 + Penalty 5011.957749 = -4261595.163162 nChanged 11007 SP:Iteration 1F (46535.200000 sec): 3 clusters Score: Raw -4272785.308192 + Penalty 5011.957749 = -4267773.350443 nChanged 1403 SP:Iteration 2F (46535.500000 sec): 3 clusters Score: Raw -4273375.906150 + Penalty 5011.957749 = -4268363.948402 nChanged 1300 SP:Iteration 3F (46535.810000 sec): 3 clusters Score: Raw -4274050.792109 + Penalty 5011.957749 = -4269038.834361 nChanged 1360 SP:Iteration 4F (46536.160000 sec): 3 clusters Score: Raw -4274932.181271 + Penalty 5011.957749 = -4269920.223522 nChanged 1539 SP:Iteration 5F (46536.450000 sec): 3 clusters Score: Raw -4276013.771644 + Penalty 5011.957749 = -4271001.813896 nChanged 1625 SP:Iteration 6F (46536.800000 sec): 3 clusters Score: Raw -4277145.423641 + Penalty 5011.957749 = -4272133.465892 nChanged 1545 SP:Iteration 7F (46537.090000 sec): 3 clusters Score: Raw -4278183.389988 + Penalty 5011.957749 = -4273171.432239 nChanged 1325 SP:Iteration 8F (46537.450000 sec): 3 clusters Score: Raw -4278954.587063 + Penalty 5011.957749 = -4273942.629315 nChanged 1033 SP:Iteration 9Q (46537.780000 sec): 3 clusters Score: Raw -4279456.519596 + Penalty 5011.957749 = -4274444.561847 nChanged 776 SP:Iteration 10Q (46538.110000 sec): 3 clusters Score: Raw -4279733.124784 + Penalty 5011.957749 = -4274721.167036 nChanged 531 SP:Iteration 11Q (46538.400000 sec): 3 clusters Score: Raw -4279877.326654 + Penalty 5011.957749 = -4274865.368906 nChanged 381 SP:Iteration 12Q (46538.700000 sec): 3 clusters Score: Raw -4279967.172969 + Penalty 5011.957749 = -4274955.215220 nChanged 295 SP:Iteration 13Q (46539.050000 sec): 3 clusters Score: Raw -4280029.812350 + Penalty 5011.957749 = -4275017.854601 nChanged 214 SP:Iteration 14Q (46539.370000 sec): 3 clusters Score: Raw -4280067.164977 + Penalty 5011.957749 = -4275055.207229 nChanged 182 SP:Iteration 15Q (46539.680000 sec): 3 clusters Score: Raw -4280098.751110 + Penalty 5011.957749 = -4275086.793361 nChanged 150 SP:Iteration 16Q (46539.990000 sec): 3 clusters Score: Raw -4280122.325433 + Penalty 5011.957749 = -4275110.367685 nChanged 120 SP:Iteration 17Q (46540.330000 sec): 3 clusters Score: Raw -4280139.534883 + Penalty 5011.957749 = -4275127.577134 nChanged 92 SP:Iteration 18Q (46540.610000 sec): 3 clusters Score: Raw -4280149.880746 + Penalty 5011.957749 = -4275137.922997 nChanged 57 SP:Iteration 19Q (46540.930000 sec): 3 clusters Score: Raw -4280155.363075 + Penalty 5011.957749 = -4275143.405326 nChanged 49 SP:Iteration 20F (46541.310000 sec): 3 clusters Score: Raw -4280159.797704 + Penalty 5011.957749 = -4275147.839955 nChanged 52 SP:Iteration 21Q (46541.640000 sec): 3 clusters Score: Raw -4280164.520089 + Penalty 5011.957749 = -4275152.562341 nChanged 42 SP:Iteration 22Q (46542.000000 sec): 3 clusters Score: Raw -4280167.852582 + Penalty 5011.957749 = -4275155.894834 nChanged 40 SP:Iteration 23Q (46542.390000 sec): 3 clusters Score: Raw -4280172.500970 + Penalty 5011.957749 = -4275160.543221 nChanged 37 SP:Iteration 24Q (46542.670000 sec): 3 clusters Score: Raw -4280175.770176 + Penalty 5011.957749 = -4275163.812428 nChanged 35 SP:Iteration 25Q (46543.000000 sec): 3 clusters Score: Raw -4280178.138436 + Penalty 5011.957749 = -4275166.180687 nChanged 20 SP:Iteration 26Q (46543.320000 sec): 3 clusters Score: Raw -4280179.836634 + Penalty 5011.957749 = -4275167.878885 nChanged 20 SP:Iteration 27Q (46543.570000 sec): 3 clusters Score: Raw -4280181.654843 + Penalty 5011.957749 = -4275169.697094 nChanged 28 SP:Iteration 28Q (46543.890000 sec): 3 clusters Score: Raw -4280183.726682 + Penalty 5011.957749 = -4275171.768933 nChanged 20 SP:Iteration 29Q (46544.190000 sec): 3 clusters Score: Raw -4280185.175580 + Penalty 5011.957749 = -4275173.217832 nChanged 14 SP:Iteration 30Q (46544.510000 sec): 3 clusters Score: Raw -4280186.029404 + Penalty 5011.957749 = -4275174.071655 nChanged 12 SP:Iteration 31Q (46544.820000 sec): 3 clusters Score: Raw -4280187.090576 + Penalty 5011.957749 = -4275175.132827 nChanged 15 SP:Iteration 32Q (46545.170000 sec): 3 clusters Score: Raw -4280188.031955 + Penalty 5011.957749 = -4275176.074206 nChanged 8 SP:Iteration 33Q (46545.520000 sec): 3 clusters Score: Raw -4280188.561860 + Penalty 5011.957749 = -4275176.604112 nChanged 8 SP:Iteration 34Q (46545.930000 sec): 3 clusters Score: Raw -4280189.213005 + Penalty 5011.957749 = -4275177.255257 nChanged 10 SP:Iteration 35Q (46546.290000 sec): 3 clusters Score: Raw -4280189.854564 + Penalty 5011.957749 = -4275177.896816 nChanged 4 SP:Iteration 36Q (46546.650000 sec): 3 clusters Score: Raw -4280190.055509 + Penalty 5011.957749 = -4275178.097760 nChanged 2 SP:Iteration 37Q (46547.010000 sec): 3 clusters Score: Raw -4280190.159484 + Penalty 5011.957749 = -4275178.201736 nChanged 0 SP:Iteration 38F (46547.320000 sec): 3 clusters Score: Raw -4280190.159484 + Penalty 5011.957749 = -4275178.201736 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 28 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46547.410000 sec): 2 clusters Score: Raw -93840.679991 + Penalty 1571.532781 = -92269.147210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46547.580000 sec): 3 clusters Score: Raw -93836.623194 + Penalty 3143.065563 = -90693.557632 nChanged 105 SP:Iteration 1F (46547.710000 sec): 3 clusters Score: Raw -94081.791830 + Penalty 3143.065563 = -90938.726267 nChanged 40 SP:Iteration 2F (46547.830000 sec): 3 clusters Score: Raw -94205.820108 + Penalty 3143.065563 = -91062.754545 nChanged 15 SP:Iteration 3Q (46547.960000 sec): 3 clusters Score: Raw -94246.936332 + Penalty 3143.065563 = -91103.870770 nChanged 7 SP:Iteration 4Q (46548.060000 sec): 3 clusters Score: Raw -94260.243673 + Penalty 3143.065563 = -91117.178110 nChanged 6 SP:Iteration 5Q (46548.190000 sec): 3 clusters Score: Raw -94275.944898 + Penalty 3143.065563 = -91132.879336 nChanged 6 SP:Iteration 6Q (46548.310000 sec): 3 clusters Score: Raw -94296.605589 + Penalty 3143.065563 = -91153.540026 nChanged 8 SP:Iteration 7Q (46548.440000 sec): 3 clusters Score: Raw -94323.428002 + Penalty 3143.065563 = -91180.362440 nChanged 7 SP:Iteration 8Q (46548.570000 sec): 3 clusters Score: Raw -94338.650882 + Penalty 3143.065563 = -91195.585320 nChanged 2 SP:Iteration 9Q (46548.690000 sec): 3 clusters Score: Raw -94345.675329 + Penalty 3143.065563 = -91202.609766 nChanged 6 SP:Iteration 10Q (46548.820000 sec): 3 clusters Score: Raw -94357.601139 + Penalty 3143.065563 = -91214.535576 nChanged 2 SP:Iteration 11Q (46548.950000 sec): 3 clusters Score: Raw -94359.664494 + Penalty 3143.065563 = -91216.598932 nChanged 0 SP:Iteration 12F (46549.080000 sec): 3 clusters Score: Raw -94359.664494 + Penalty 3143.065563 = -91216.598932 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 29 (25299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46549.340000 sec): 2 clusters Score: Raw -4389411.170721 + Penalty 2514.352997 = -4386896.817725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46549.630000 sec): 3 clusters Score: Raw -4374381.266417 + Penalty 5028.705994 = -4369352.560423 nChanged 11199 SP:Iteration 1F (46549.930000 sec): 3 clusters Score: Raw -4380500.294781 + Penalty 5028.705994 = -4375471.588788 nChanged 1380 SP:Iteration 2F (46550.240000 sec): 3 clusters Score: Raw -4381153.884742 + Penalty 5028.705994 = -4376125.178749 nChanged 1417 SP:Iteration 3F (46550.520000 sec): 3 clusters Score: Raw -4381978.669627 + Penalty 5028.705994 = -4376949.963633 nChanged 1475 SP:Iteration 4F (46550.830000 sec): 3 clusters Score: Raw -4382958.309377 + Penalty 5028.705994 = -4377929.603384 nChanged 1543 SP:Iteration 5F (46551.160000 sec): 3 clusters Score: Raw -4383926.937694 + Penalty 5028.705994 = -4378898.231700 nChanged 1443 SP:Iteration 6F (46551.520000 sec): 3 clusters Score: Raw -4384761.240205 + Penalty 5028.705994 = -4379732.534211 nChanged 1297 SP:Iteration 7F (46551.900000 sec): 3 clusters Score: Raw -4385470.538051 + Penalty 5028.705994 = -4380441.832058 nChanged 1165 SP:Iteration 8Q (46552.190000 sec): 3 clusters Score: Raw -4386093.167039 + Penalty 5028.705994 = -4381064.461046 nChanged 1062 SP:Iteration 9Q (46552.520000 sec): 3 clusters Score: Raw -4386653.639554 + Penalty 5028.705994 = -4381624.933561 nChanged 969 SP:Iteration 10Q (46552.840000 sec): 3 clusters Score: Raw -4387167.972282 + Penalty 5028.705994 = -4382139.266289 nChanged 885 SP:Iteration 11Q (46553.160000 sec): 3 clusters Score: Raw -4387657.562978 + Penalty 5028.705994 = -4382628.856985 nChanged 803 SP:Iteration 12Q (46553.510000 sec): 3 clusters Score: Raw -4388107.616328 + Penalty 5028.705994 = -4383078.910335 nChanged 715 SP:Iteration 13Q (46553.900000 sec): 3 clusters Score: Raw -4388526.226895 + Penalty 5028.705994 = -4383497.520901 nChanged 657 SP:Iteration 14Q (46554.240000 sec): 3 clusters Score: Raw -4388912.905497 + Penalty 5028.705994 = -4383884.199503 nChanged 531 SP:Iteration 15Q (46554.580000 sec): 3 clusters Score: Raw -4389213.191563 + Penalty 5028.705994 = -4384184.485569 nChanged 385 SP:Iteration 16Q (46554.890000 sec): 3 clusters Score: Raw -4389445.159566 + Penalty 5028.705994 = -4384416.453573 nChanged 320 SP:Iteration 17Q (46555.250000 sec): 3 clusters Score: Raw -4389663.869695 + Penalty 5028.705994 = -4384635.163702 nChanged 232 SP:Iteration 18Q (46555.560000 sec): 3 clusters Score: Raw -4389807.955573 + Penalty 5028.705994 = -4384779.249579 nChanged 164 SP:Iteration 19Q (46555.860000 sec): 3 clusters Score: Raw -4389892.626478 + Penalty 5028.705994 = -4384863.920484 nChanged 118 SP:Iteration 20F (46556.210000 sec): 3 clusters Score: Raw -4389961.687477 + Penalty 5028.705994 = -4384932.981484 nChanged 85 SP:Iteration 21Q (46556.540000 sec): 3 clusters Score: Raw -4390000.917930 + Penalty 5028.705994 = -4384972.211937 nChanged 68 SP:Iteration 22Q (46556.870000 sec): 3 clusters Score: Raw -4390031.314488 + Penalty 5028.705994 = -4385002.608494 nChanged 56 SP:Iteration 23Q (46557.130000 sec): 3 clusters Score: Raw -4390061.613197 + Penalty 5028.705994 = -4385032.907203 nChanged 50 SP:Iteration 24Q (46557.490000 sec): 3 clusters Score: Raw -4390086.392647 + Penalty 5028.705994 = -4385057.686654 nChanged 40 SP:Iteration 25Q (46557.870000 sec): 3 clusters Score: Raw -4390105.382419 + Penalty 5028.705994 = -4385076.676425 nChanged 33 SP:Iteration 26Q (46558.170000 sec): 3 clusters Score: Raw -4390120.717863 + Penalty 5028.705994 = -4385092.011869 nChanged 35 SP:Iteration 27Q (46558.480000 sec): 3 clusters Score: Raw -4390132.528057 + Penalty 5028.705994 = -4385103.822064 nChanged 25 SP:Iteration 28Q (46558.750000 sec): 3 clusters Score: Raw -4390141.261586 + Penalty 5028.705994 = -4385112.555592 nChanged 23 SP:Iteration 29Q (46559.050000 sec): 3 clusters Score: Raw -4390147.821116 + Penalty 5028.705994 = -4385119.115122 nChanged 14 SP:Iteration 30Q (46559.350000 sec): 3 clusters Score: Raw -4390151.813141 + Penalty 5028.705994 = -4385123.107148 nChanged 11 SP:Iteration 31Q (46559.650000 sec): 3 clusters Score: Raw -4390155.654454 + Penalty 5028.705994 = -4385126.948461 nChanged 11 SP:Iteration 32Q (46559.960000 sec): 3 clusters Score: Raw -4390159.809162 + Penalty 5028.705994 = -4385131.103168 nChanged 9 SP:Iteration 33Q (46560.290000 sec): 3 clusters Score: Raw -4390162.404334 + Penalty 5028.705994 = -4385133.698340 nChanged 8 SP:Iteration 34Q (46560.630000 sec): 3 clusters Score: Raw -4390164.771072 + Penalty 5028.705994 = -4385136.065079 nChanged 9 SP:Iteration 35Q (46560.910000 sec): 3 clusters Score: Raw -4390170.534436 + Penalty 5028.705994 = -4385141.828442 nChanged 17 SP:Iteration 36Q (46561.180000 sec): 3 clusters Score: Raw -4390177.108669 + Penalty 5028.705994 = -4385148.402676 nChanged 22 SP:Iteration 37Q (46561.490000 sec): 3 clusters Score: Raw -4390183.531833 + Penalty 5028.705994 = -4385154.825839 nChanged 18 SP:Iteration 38Q (46561.790000 sec): 3 clusters Score: Raw -4390189.472371 + Penalty 5028.705994 = -4385160.766377 nChanged 13 SP:Iteration 39Q (46562.160000 sec): 3 clusters Score: Raw -4390194.743548 + Penalty 5028.705994 = -4385166.037554 nChanged 18 SP:Iteration 40F (46562.480000 sec): 3 clusters Score: Raw -4390201.243766 + Penalty 5028.705994 = -4385172.537772 nChanged 21 SP:Iteration 41Q (46562.790000 sec): 3 clusters Score: Raw -4390211.738908 + Penalty 5028.705994 = -4385183.032914 nChanged 23 SP:Iteration 42Q (46563.090000 sec): 3 clusters Score: Raw -4390221.357140 + Penalty 5028.705994 = -4385192.651146 nChanged 20 SP:Iteration 43Q (46563.370000 sec): 3 clusters Score: Raw -4390232.483888 + Penalty 5028.705994 = -4385203.777894 nChanged 29 SP:Iteration 44Q (46563.680000 sec): 3 clusters Score: Raw -4390244.342414 + Penalty 5028.705994 = -4385215.636421 nChanged 20 SP:Iteration 45Q (46563.940000 sec): 3 clusters Score: Raw -4390254.221967 + Penalty 5028.705994 = -4385225.515974 nChanged 24 SP:Iteration 46Q (46564.280000 sec): 3 clusters Score: Raw -4390262.614592 + Penalty 5028.705994 = -4385233.908599 nChanged 16 SP:Iteration 47Q (46564.560000 sec): 3 clusters Score: Raw -4390270.504755 + Penalty 5028.705994 = -4385241.798761 nChanged 16 SP:Iteration 48Q (46564.830000 sec): 3 clusters Score: Raw -4390277.983509 + Penalty 5028.705994 = -4385249.277515 nChanged 18 SP:Iteration 49Q (46565.100000 sec): 3 clusters Score: Raw -4390286.850943 + Penalty 5028.705994 = -4385258.144949 nChanged 22 SP:Iteration 50Q (46565.410000 sec): 3 clusters Score: Raw -4390295.146236 + Penalty 5028.705994 = -4385266.440242 nChanged 16 SP:Iteration 51Q (46565.710000 sec): 3 clusters Score: Raw -4390301.905740 + Penalty 5028.705994 = -4385273.199746 nChanged 9 SP:Iteration 52Q (46565.950000 sec): 3 clusters Score: Raw -4390306.682108 + Penalty 5028.705994 = -4385277.976115 nChanged 10 SP:Iteration 53Q (46566.230000 sec): 3 clusters Score: Raw -4390313.713078 + Penalty 5028.705994 = -4385285.007085 nChanged 13 SP:Iteration 54Q (46566.550000 sec): 3 clusters Score: Raw -4390320.657550 + Penalty 5028.705994 = -4385291.951556 nChanged 11 SP:Iteration 55Q (46566.840000 sec): 3 clusters Score: Raw -4390325.678360 + Penalty 5028.705994 = -4385296.972366 nChanged 10 SP:Iteration 56Q (46567.140000 sec): 3 clusters Score: Raw -4390331.147292 + Penalty 5028.705994 = -4385302.441299 nChanged 8 SP:Iteration 57Q (46567.430000 sec): 3 clusters Score: Raw -4390338.673529 + Penalty 5028.705994 = -4385309.967535 nChanged 12 SP:Iteration 58Q (46567.730000 sec): 3 clusters Score: Raw -4390346.249385 + Penalty 5028.705994 = -4385317.543391 nChanged 7 SP:Iteration 59Q (46568.010000 sec): 3 clusters Score: Raw -4390349.312566 + Penalty 5028.705994 = -4385320.606573 nChanged 11 SP:Iteration 60F (46568.300000 sec): 3 clusters Score: Raw -4390356.424775 + Penalty 5028.705994 = -4385327.718782 nChanged 10 SP:Iteration 61Q (46568.610000 sec): 3 clusters Score: Raw -4390362.482852 + Penalty 5028.705994 = -4385333.776858 nChanged 12 SP:Iteration 62Q (46568.880000 sec): 3 clusters Score: Raw -4390370.819056 + Penalty 5028.705994 = -4385342.113063 nChanged 14 SP:Iteration 63Q (46569.160000 sec): 3 clusters Score: Raw -4390375.876354 + Penalty 5028.705994 = -4385347.170360 nChanged 13 SP:Iteration 64Q (46569.410000 sec): 3 clusters Score: Raw -4390380.770154 + Penalty 5028.705994 = -4385352.064160 nChanged 9 SP:Iteration 65Q (46569.690000 sec): 3 clusters Score: Raw -4390384.667157 + Penalty 5028.705994 = -4385355.961164 nChanged 10 SP:Iteration 66Q (46569.970000 sec): 3 clusters Score: Raw -4390388.864325 + Penalty 5028.705994 = -4385360.158332 nChanged 9 SP:Iteration 67Q (46570.230000 sec): 3 clusters Score: Raw -4390394.170730 + Penalty 5028.705994 = -4385365.464736 nChanged 8 SP:Iteration 68Q (46570.490000 sec): 3 clusters Score: Raw -4390397.195060 + Penalty 5028.705994 = -4385368.489067 nChanged 6 SP:Iteration 69Q (46570.780000 sec): 3 clusters Score: Raw -4390399.479810 + Penalty 5028.705994 = -4385370.773817 nChanged 5 SP:Iteration 70Q (46571.100000 sec): 3 clusters Score: Raw -4390401.018210 + Penalty 5028.705994 = -4385372.312217 nChanged 6 SP:Iteration 71Q (46571.390000 sec): 3 clusters Score: Raw -4390403.661884 + Penalty 5028.705994 = -4385374.955890 nChanged 3 SP:Iteration 72Q (46571.690000 sec): 3 clusters Score: Raw -4390404.664328 + Penalty 5028.705994 = -4385375.958334 nChanged 3 SP:Iteration 73Q (46571.990000 sec): 3 clusters Score: Raw -4390405.788082 + Penalty 5028.705994 = -4385377.082089 nChanged 5 SP:Iteration 74Q (46572.290000 sec): 3 clusters Score: Raw -4390407.556750 + Penalty 5028.705994 = -4385378.850757 nChanged 3 SP:Iteration 75Q (46572.570000 sec): 3 clusters Score: Raw -4390408.363103 + Penalty 5028.705994 = -4385379.657110 nChanged 2 SP:Iteration 76Q (46572.860000 sec): 3 clusters Score: Raw -4390408.922329 + Penalty 5028.705994 = -4385380.216335 nChanged 0 SP:Iteration 77F (46573.180000 sec): 3 clusters Score: Raw -4390408.922329 + Penalty 5028.705994 = -4385380.216335 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 30 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46573.280000 sec): 2 clusters Score: Raw -96450.514243 + Penalty 1563.049506 = -94887.464737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46573.490000 sec): 3 clusters Score: Raw -96431.366581 + Penalty 3126.099012 = -93305.267569 nChanged 114 SP:Iteration 1F (46573.680000 sec): 3 clusters Score: Raw -96607.959479 + Penalty 3126.099012 = -93481.860467 nChanged 23 SP:Iteration 2Q (46573.890000 sec): 3 clusters Score: Raw -96668.656574 + Penalty 3126.099012 = -93542.557562 nChanged 20 SP:Iteration 3Q (46574.110000 sec): 3 clusters Score: Raw -96714.000911 + Penalty 3126.099012 = -93587.901899 nChanged 9 SP:Iteration 4Q (46574.300000 sec): 3 clusters Score: Raw -96731.124595 + Penalty 3126.099012 = -93605.025583 nChanged 8 SP:Iteration 5Q (46574.430000 sec): 3 clusters Score: Raw -96750.467089 + Penalty 3126.099012 = -93624.368077 nChanged 5 SP:Iteration 6Q (46574.630000 sec): 3 clusters Score: Raw -96759.730854 + Penalty 3126.099012 = -93633.631842 nChanged 4 SP:Iteration 7Q (46574.770000 sec): 3 clusters Score: Raw -96766.082823 + Penalty 3126.099012 = -93639.983811 nChanged 2 SP:Iteration 8Q (46574.970000 sec): 3 clusters Score: Raw -96769.029055 + Penalty 3126.099012 = -93642.930043 nChanged 5 SP:Iteration 9Q (46575.160000 sec): 3 clusters Score: Raw -96776.933568 + Penalty 3126.099012 = -93650.834556 nChanged 3 SP:Iteration 10Q (46575.330000 sec): 3 clusters Score: Raw -96779.436989 + Penalty 3126.099012 = -93653.337977 nChanged 2 SP:Iteration 11Q (46575.500000 sec): 3 clusters Score: Raw -96780.956132 + Penalty 3126.099012 = -93654.857120 nChanged 1 SP:Iteration 12Q (46575.690000 sec): 3 clusters Score: Raw -96789.563548 + Penalty 3126.099012 = -93663.464536 nChanged 3 SP:Iteration 13Q (46575.910000 sec): 3 clusters Score: Raw -96795.203624 + Penalty 3126.099012 = -93669.104612 nChanged 2 SP:Iteration 14Q (46576.050000 sec): 3 clusters Score: Raw -96798.227778 + Penalty 3126.099012 = -93672.128766 nChanged 1 SP:Iteration 15Q (46576.280000 sec): 3 clusters Score: Raw -96799.607429 + Penalty 3126.099012 = -93673.508417 nChanged 2 SP:Iteration 16Q (46576.440000 sec): 3 clusters Score: Raw -96805.185885 + Penalty 3126.099012 = -93679.086873 nChanged 3 SP:Iteration 17Q (46576.600000 sec): 3 clusters Score: Raw -96809.478425 + Penalty 3126.099012 = -93683.379413 nChanged 1 SP:Iteration 18Q (46576.800000 sec): 3 clusters Score: Raw -96811.982634 + Penalty 3126.099012 = -93685.883622 nChanged 1 SP:Iteration 19Q (46577.020000 sec): 3 clusters Score: Raw -96813.111602 + Penalty 3126.099012 = -93687.012590 nChanged 0 SP:Iteration 20F (46577.180000 sec): 3 clusters Score: Raw -96813.111602 + Penalty 3126.099012 = -93687.012590 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 31 (16379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46577.400000 sec): 2 clusters Score: Raw -2971566.640370 + Penalty 2406.531316 = -2969160.109055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46577.680000 sec): 3 clusters Score: Raw -2962204.370354 + Penalty 4813.062632 = -2957391.307722 nChanged 7146 SP:Iteration 1F (46578.000000 sec): 3 clusters Score: Raw -2966148.533452 + Penalty 4813.062632 = -2961335.470821 nChanged 940 SP:Iteration 2F (46578.260000 sec): 3 clusters Score: Raw -2966560.570989 + Penalty 4813.062632 = -2961747.508357 nChanged 834 SP:Iteration 3F (46578.540000 sec): 3 clusters Score: Raw -2966962.460858 + Penalty 4813.062632 = -2962149.398227 nChanged 799 SP:Iteration 4Q (46578.760000 sec): 3 clusters Score: Raw -2967395.269260 + Penalty 4813.062632 = -2962582.206628 nChanged 810 SP:Iteration 5Q (46579.050000 sec): 3 clusters Score: Raw -2967872.576101 + Penalty 4813.062632 = -2963059.513469 nChanged 820 SP:Iteration 6F (46579.330000 sec): 3 clusters Score: Raw -2968387.018920 + Penalty 4813.062632 = -2963573.956289 nChanged 850 SP:Iteration 7F (46579.600000 sec): 3 clusters Score: Raw -2968927.245680 + Penalty 4813.062632 = -2964114.183049 nChanged 854 SP:Iteration 8F (46579.890000 sec): 3 clusters Score: Raw -2969525.467928 + Penalty 4813.062632 = -2964712.405296 nChanged 866 SP:Iteration 9F (46580.140000 sec): 3 clusters Score: Raw -2970076.903862 + Penalty 4813.062632 = -2965263.841230 nChanged 778 SP:Iteration 10Q (46580.430000 sec): 3 clusters Score: Raw -2970523.165173 + Penalty 4813.062632 = -2965710.102542 nChanged 634 SP:Iteration 11Q (46580.790000 sec): 3 clusters Score: Raw -2970833.355642 + Penalty 4813.062632 = -2966020.293010 nChanged 478 SP:Iteration 12Q (46581.000000 sec): 3 clusters Score: Raw -2971040.172668 + Penalty 4813.062632 = -2966227.110036 nChanged 377 SP:Iteration 13Q (46581.310000 sec): 3 clusters Score: Raw -2971201.625506 + Penalty 4813.062632 = -2966388.562875 nChanged 319 SP:Iteration 14Q (46581.540000 sec): 3 clusters Score: Raw -2971349.356553 + Penalty 4813.062632 = -2966536.293921 nChanged 306 SP:Iteration 15Q (46581.820000 sec): 3 clusters Score: Raw -2971501.105840 + Penalty 4813.062632 = -2966688.043208 nChanged 287 SP:Iteration 16Q (46582.030000 sec): 3 clusters Score: Raw -2971630.093097 + Penalty 4813.062632 = -2966817.030465 nChanged 271 SP:Iteration 17Q (46582.330000 sec): 3 clusters Score: Raw -2971736.595431 + Penalty 4813.062632 = -2966923.532799 nChanged 207 SP:Iteration 18Q (46582.580000 sec): 3 clusters Score: Raw -2971805.563610 + Penalty 4813.062632 = -2966992.500979 nChanged 172 SP:Iteration 19Q (46582.840000 sec): 3 clusters Score: Raw -2971856.488796 + Penalty 4813.062632 = -2967043.426164 nChanged 138 SP:Iteration 20F (46583.130000 sec): 3 clusters Score: Raw -2971901.436310 + Penalty 4813.062632 = -2967088.373679 nChanged 152 SP:Iteration 21Q (46583.390000 sec): 3 clusters Score: Raw -2971949.706384 + Penalty 4813.062632 = -2967136.643753 nChanged 140 SP:Iteration 22Q (46583.700000 sec): 3 clusters Score: Raw -2971993.999295 + Penalty 4813.062632 = -2967180.936664 nChanged 127 SP:Iteration 23Q (46583.980000 sec): 3 clusters Score: Raw -2972036.297098 + Penalty 4813.062632 = -2967223.234466 nChanged 113 SP:Iteration 24Q (46584.200000 sec): 3 clusters Score: Raw -2972076.064728 + Penalty 4813.062632 = -2967263.002096 nChanged 108 SP:Iteration 25Q (46584.450000 sec): 3 clusters Score: Raw -2972113.348845 + Penalty 4813.062632 = -2967300.286214 nChanged 114 SP:Iteration 26Q (46584.710000 sec): 3 clusters Score: Raw -2972155.617237 + Penalty 4813.062632 = -2967342.554606 nChanged 116 SP:Iteration 27Q (46585.000000 sec): 3 clusters Score: Raw -2972207.500643 + Penalty 4813.062632 = -2967394.438012 nChanged 115 SP:Iteration 28Q (46585.300000 sec): 3 clusters Score: Raw -2972260.318952 + Penalty 4813.062632 = -2967447.256320 nChanged 97 SP:Iteration 29Q (46585.530000 sec): 3 clusters Score: Raw -2972292.801756 + Penalty 4813.062632 = -2967479.739124 nChanged 70 SP:Iteration 30Q (46585.820000 sec): 3 clusters Score: Raw -2972310.738353 + Penalty 4813.062632 = -2967497.675721 nChanged 62 SP:Iteration 31Q (46586.080000 sec): 3 clusters Score: Raw -2972326.445418 + Penalty 4813.062632 = -2967513.382786 nChanged 72 SP:Iteration 32Q (46586.290000 sec): 3 clusters Score: Raw -2972348.342714 + Penalty 4813.062632 = -2967535.280082 nChanged 56 SP:Iteration 33Q (46586.580000 sec): 3 clusters Score: Raw -2972361.807881 + Penalty 4813.062632 = -2967548.745249 nChanged 51 SP:Iteration 34Q (46586.840000 sec): 3 clusters Score: Raw -2972373.369705 + Penalty 4813.062632 = -2967560.307073 nChanged 46 SP:Iteration 35Q (46587.100000 sec): 3 clusters Score: Raw -2972383.196856 + Penalty 4813.062632 = -2967570.134224 nChanged 47 SP:Iteration 36Q (46587.350000 sec): 3 clusters Score: Raw -2972392.615565 + Penalty 4813.062632 = -2967579.552933 nChanged 45 SP:Iteration 37Q (46587.610000 sec): 3 clusters Score: Raw -2972401.146446 + Penalty 4813.062632 = -2967588.083815 nChanged 45 SP:Iteration 38Q (46587.860000 sec): 3 clusters Score: Raw -2972408.727700 + Penalty 4813.062632 = -2967595.665068 nChanged 34 SP:Iteration 39Q (46588.060000 sec): 3 clusters Score: Raw -2972413.916300 + Penalty 4813.062632 = -2967600.853668 nChanged 26 SP:Iteration 40F (46588.270000 sec): 3 clusters Score: Raw -2972417.806615 + Penalty 4813.062632 = -2967604.743984 nChanged 22 SP:Iteration 41Q (46588.470000 sec): 3 clusters Score: Raw -2972421.723149 + Penalty 4813.062632 = -2967608.660518 nChanged 27 SP:Iteration 42Q (46588.680000 sec): 3 clusters Score: Raw -2972426.684356 + Penalty 4813.062632 = -2967613.621725 nChanged 21 SP:Iteration 43Q (46588.890000 sec): 3 clusters Score: Raw -2972430.368950 + Penalty 4813.062632 = -2967617.306319 nChanged 22 SP:Iteration 44Q (46589.090000 sec): 3 clusters Score: Raw -2972433.318502 + Penalty 4813.062632 = -2967620.255870 nChanged 21 SP:Iteration 45Q (46589.300000 sec): 3 clusters Score: Raw -2972436.053805 + Penalty 4813.062632 = -2967622.991173 nChanged 12 SP:Iteration 46Q (46589.510000 sec): 3 clusters Score: Raw -2972437.705016 + Penalty 4813.062632 = -2967624.642384 nChanged 12 SP:Iteration 47Q (46589.770000 sec): 3 clusters Score: Raw -2972438.992362 + Penalty 4813.062632 = -2967625.929730 nChanged 13 SP:Iteration 48Q (46590.030000 sec): 3 clusters Score: Raw -2972441.009689 + Penalty 4813.062632 = -2967627.947058 nChanged 13 SP:Iteration 49Q (46590.330000 sec): 3 clusters Score: Raw -2972442.417389 + Penalty 4813.062632 = -2967629.354758 nChanged 10 SP:Iteration 50Q (46590.600000 sec): 3 clusters Score: Raw -2972443.504213 + Penalty 4813.062632 = -2967630.441581 nChanged 13 SP:Iteration 51Q (46590.780000 sec): 3 clusters Score: Raw -2972445.548389 + Penalty 4813.062632 = -2967632.485758 nChanged 12 SP:Iteration 52Q (46591.040000 sec): 3 clusters Score: Raw -2972447.234623 + Penalty 4813.062632 = -2967634.171991 nChanged 14 SP:Iteration 53Q (46591.330000 sec): 3 clusters Score: Raw -2972449.173457 + Penalty 4813.062632 = -2967636.110826 nChanged 14 SP:Iteration 54Q (46591.570000 sec): 3 clusters Score: Raw -2972451.040876 + Penalty 4813.062632 = -2967637.978244 nChanged 10 SP:Iteration 55Q (46591.850000 sec): 3 clusters Score: Raw -2972452.341329 + Penalty 4813.062632 = -2967639.278697 nChanged 10 SP:Iteration 56Q (46592.150000 sec): 3 clusters Score: Raw -2972453.396992 + Penalty 4813.062632 = -2967640.334360 nChanged 9 SP:Iteration 57Q (46592.430000 sec): 3 clusters Score: Raw -2972454.164250 + Penalty 4813.062632 = -2967641.101618 nChanged 8 SP:Iteration 58Q (46592.690000 sec): 3 clusters Score: Raw -2972455.068250 + Penalty 4813.062632 = -2967642.005618 nChanged 6 SP:Iteration 59Q (46592.960000 sec): 3 clusters Score: Raw -2972455.816547 + Penalty 4813.062632 = -2967642.753915 nChanged 5 SP:Iteration 60F (46593.150000 sec): 3 clusters Score: Raw -2972456.303692 + Penalty 4813.062632 = -2967643.241060 nChanged 10 SP:Iteration 61Q (46593.410000 sec): 3 clusters Score: Raw -2972457.720972 + Penalty 4813.062632 = -2967644.658340 nChanged 6 SP:Iteration 62Q (46593.700000 sec): 3 clusters Score: Raw -2972458.469173 + Penalty 4813.062632 = -2967645.406541 nChanged 9 SP:Iteration 63Q (46593.940000 sec): 3 clusters Score: Raw -2972459.587393 + Penalty 4813.062632 = -2967646.524762 nChanged 7 SP:Iteration 64Q (46594.180000 sec): 3 clusters Score: Raw -2972460.377225 + Penalty 4813.062632 = -2967647.314593 nChanged 6 SP:Iteration 65Q (46594.470000 sec): 3 clusters Score: Raw -2972460.902688 + Penalty 4813.062632 = -2967647.840056 nChanged 1 SP:Iteration 66Q (46594.740000 sec): 3 clusters Score: Raw -2972460.953803 + Penalty 4813.062632 = -2967647.891172 nChanged 0 SP:Iteration 67F (46595.020000 sec): 3 clusters Score: Raw -2972460.953803 + Penalty 4813.062632 = -2967647.891172 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 32 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46595.110000 sec): 2 clusters Score: Raw -25773.525518 + Penalty 1364.312036 = -24409.213481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46595.290000 sec): 3 clusters Score: Raw -26032.668229 + Penalty 2728.624072 = -23304.044157 nChanged 39 SP:Iteration 1F (46595.460000 sec): 3 clusters Score: Raw -26181.304183 + Penalty 2728.624072 = -23452.680110 nChanged 11 SP:Iteration 2Q (46595.680000 sec): 3 clusters Score: Raw -26237.219788 + Penalty 2728.624072 = -23508.595716 nChanged 3 SP:Iteration 3Q (46595.870000 sec): 3 clusters Score: Raw -26254.768792 + Penalty 2728.624072 = -23526.144720 nChanged 0 SP:Iteration 4F (46596.050000 sec): 3 clusters Score: Raw -26254.768792 + Penalty 2728.624072 = -23526.144720 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 33 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46596.160000 sec): 2 clusters Score: Raw -336120.283021 + Penalty 1883.656045 = -334236.626976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46596.420000 sec): 3 clusters Score: Raw -335374.556439 + Penalty 3767.312090 = -331607.244349 nChanged 637 SP:Iteration 1F (46596.570000 sec): 3 clusters Score: Raw -335843.861206 + Penalty 3767.312090 = -332076.549116 nChanged 162 SP:Iteration 2F (46596.770000 sec): 3 clusters Score: Raw -335986.153958 + Penalty 3767.312090 = -332218.841868 nChanged 98 SP:Iteration 3Q (46596.940000 sec): 3 clusters Score: Raw -336075.879929 + Penalty 3767.312090 = -332308.567838 nChanged 68 SP:Iteration 4Q (46597.150000 sec): 3 clusters Score: Raw -336179.317300 + Penalty 3767.312090 = -332412.005209 nChanged 69 SP:Iteration 5Q (46597.340000 sec): 3 clusters Score: Raw -336301.637492 + Penalty 3767.312090 = -332534.325402 nChanged 70 SP:Iteration 6Q (46597.500000 sec): 3 clusters Score: Raw -336403.851635 + Penalty 3767.312090 = -332636.539545 nChanged 72 SP:Iteration 7Q (46597.700000 sec): 3 clusters Score: Raw -336535.878502 + Penalty 3767.312090 = -332768.566412 nChanged 92 SP:Iteration 8Q (46597.900000 sec): 3 clusters Score: Raw -336689.192642 + Penalty 3767.312090 = -332921.880551 nChanged 90 SP:Iteration 9Q (46598.130000 sec): 3 clusters Score: Raw -336825.672588 + Penalty 3767.312090 = -333058.360498 nChanged 85 SP:Iteration 10Q (46598.250000 sec): 3 clusters Score: Raw -336985.551500 + Penalty 3767.312090 = -333218.239410 nChanged 102 SP:Iteration 11F (46598.450000 sec): 3 clusters Score: Raw -337143.542920 + Penalty 3767.312090 = -333376.230830 nChanged 78 SP:Iteration 12Q (46598.660000 sec): 3 clusters Score: Raw -337257.927143 + Penalty 3767.312090 = -333490.615052 nChanged 63 SP:Iteration 13Q (46598.870000 sec): 3 clusters Score: Raw -337347.011150 + Penalty 3767.312090 = -333579.699059 nChanged 53 SP:Iteration 14Q (46599.030000 sec): 3 clusters Score: Raw -337408.132997 + Penalty 3767.312090 = -333640.820907 nChanged 33 SP:Iteration 15Q (46599.210000 sec): 3 clusters Score: Raw -337446.560077 + Penalty 3767.312090 = -333679.247987 nChanged 30 SP:Iteration 16Q (46599.430000 sec): 3 clusters Score: Raw -337476.330116 + Penalty 3767.312090 = -333709.018026 nChanged 16 SP:Iteration 17Q (46599.580000 sec): 3 clusters Score: Raw -337489.402207 + Penalty 3767.312090 = -333722.090117 nChanged 9 SP:Iteration 18Q (46599.770000 sec): 3 clusters Score: Raw -337500.688495 + Penalty 3767.312090 = -333733.376405 nChanged 8 SP:Iteration 19Q (46599.930000 sec): 3 clusters Score: Raw -337509.110900 + Penalty 3767.312090 = -333741.798810 nChanged 9 SP:Iteration 20F (46600.100000 sec): 3 clusters Score: Raw -337516.122051 + Penalty 3767.312090 = -333748.809960 nChanged 12 SP:Iteration 21Q (46600.310000 sec): 3 clusters Score: Raw -337527.637871 + Penalty 3767.312090 = -333760.325780 nChanged 14 SP:Iteration 22Q (46600.490000 sec): 3 clusters Score: Raw -337540.611915 + Penalty 3767.312090 = -333773.299825 nChanged 9 SP:Iteration 23Q (46600.650000 sec): 3 clusters Score: Raw -337545.754648 + Penalty 3767.312090 = -333778.442557 nChanged 4 SP:Iteration 24Q (46600.810000 sec): 3 clusters Score: Raw -337548.739197 + Penalty 3767.312090 = -333781.427106 nChanged 3 SP:Iteration 25Q (46601.000000 sec): 3 clusters Score: Raw -337552.385927 + Penalty 3767.312090 = -333785.073837 nChanged 2 SP:Iteration 26Q (46601.150000 sec): 3 clusters Score: Raw -337553.484458 + Penalty 3767.312090 = -333786.172368 nChanged 3 SP:Iteration 27Q (46601.330000 sec): 3 clusters Score: Raw -337554.821984 + Penalty 3767.312090 = -333787.509894 nChanged 2 SP:Iteration 28Q (46601.470000 sec): 3 clusters Score: Raw -337556.069323 + Penalty 3767.312090 = -333788.757233 nChanged 0 SP:Iteration 29F (46601.670000 sec): 3 clusters Score: Raw -337556.069323 + Penalty 3767.312090 = -333788.757233 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 34 (94310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46602.210000 sec): 2 clusters Score: Raw -17304614.835977 + Penalty 2840.676942 = -17301774.159035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46602.890000 sec): 3 clusters Score: Raw -17244259.613384 + Penalty 5681.353884 = -17238578.259500 nChanged 44702 SP:Iteration 1F (46603.700000 sec): 3 clusters Score: Raw -17269470.247221 + Penalty 5681.353884 = -17263788.893337 nChanged 3179 SP:Iteration 2Q (46604.550000 sec): 3 clusters Score: Raw -17270224.571685 + Penalty 5681.353884 = -17264543.217801 nChanged 3243 SP:Iteration 3Q (46605.440000 sec): 3 clusters Score: Raw -17271072.706507 + Penalty 5681.353884 = -17265391.352623 nChanged 3504 SP:Iteration 4Q (46606.180000 sec): 3 clusters Score: Raw -17272120.982689 + Penalty 5681.353884 = -17266439.628805 nChanged 3932 SP:Iteration 5Q (46606.880000 sec): 3 clusters Score: Raw -17273529.273902 + Penalty 5681.353884 = -17267847.920019 nChanged 4673 SP:Iteration 6Q (46607.630000 sec): 3 clusters Score: Raw -17275712.297074 + Penalty 5681.353884 = -17270030.943190 nChanged 5688 SP:Iteration 7F (46608.320000 sec): 3 clusters Score: Raw -17279080.511240 + Penalty 5681.353884 = -17273399.157356 nChanged 6786 SP:Iteration 8F (46608.970000 sec): 3 clusters Score: Raw -17284051.884631 + Penalty 5681.353884 = -17278370.530748 nChanged 7238 SP:Iteration 9F (46609.600000 sec): 3 clusters Score: Raw -17290257.546747 + Penalty 5681.353884 = -17284576.192863 nChanged 6579 SP:Iteration 10F (46610.210000 sec): 3 clusters Score: Raw -17296294.176646 + Penalty 5681.353884 = -17290612.822762 nChanged 4640 SP:Iteration 11Q (46610.920000 sec): 3 clusters Score: Raw -17300507.096096 + Penalty 5681.353884 = -17294825.742212 nChanged 2660 SP:Iteration 12Q (46611.620000 sec): 3 clusters Score: Raw -17302751.219670 + Penalty 5681.353884 = -17297069.865786 nChanged 1394 SP:Iteration 13Q (46612.330000 sec): 3 clusters Score: Raw -17303869.837407 + Penalty 5681.353884 = -17298188.483523 nChanged 671 SP:Iteration 14Q (46612.940000 sec): 3 clusters Score: Raw -17304405.545032 + Penalty 5681.353884 = -17298724.191148 nChanged 333 SP:Iteration 15Q (46613.510000 sec): 3 clusters Score: Raw -17304696.805907 + Penalty 5681.353884 = -17299015.452024 nChanged 182 SP:Iteration 16Q (46614.150000 sec): 3 clusters Score: Raw -17304864.236754 + Penalty 5681.353884 = -17299182.882870 nChanged 101 SP:Iteration 17Q (46614.770000 sec): 3 clusters Score: Raw -17304961.393231 + Penalty 5681.353884 = -17299280.039347 nChanged 61 SP:Iteration 18Q (46615.500000 sec): 3 clusters Score: Raw -17305008.273019 + Penalty 5681.353884 = -17299326.919136 nChanged 33 SP:Iteration 19Q (46616.110000 sec): 3 clusters Score: Raw -17305040.657834 + Penalty 5681.353884 = -17299359.303951 nChanged 26 SP:Iteration 20F (46616.790000 sec): 3 clusters Score: Raw -17305067.791591 + Penalty 5681.353884 = -17299386.437707 nChanged 25 SP:Iteration 21Q (46617.370000 sec): 3 clusters Score: Raw -17305089.768448 + Penalty 5681.353884 = -17299408.414564 nChanged 14 SP:Iteration 22Q (46618.010000 sec): 3 clusters Score: Raw -17305098.935977 + Penalty 5681.353884 = -17299417.582094 nChanged 7 SP:Iteration 23Q (46618.670000 sec): 3 clusters Score: Raw -17305105.539774 + Penalty 5681.353884 = -17299424.185890 nChanged 9 SP:Iteration 24Q (46619.250000 sec): 3 clusters Score: Raw -17305112.425295 + Penalty 5681.353884 = -17299431.071411 nChanged 6 SP:Iteration 25Q (46619.800000 sec): 3 clusters Score: Raw -17305118.359194 + Penalty 5681.353884 = -17299437.005310 nChanged 5 SP:Iteration 26Q (46620.380000 sec): 3 clusters Score: Raw -17305123.085327 + Penalty 5681.353884 = -17299441.731443 nChanged 3 SP:Iteration 27Q (46621.020000 sec): 3 clusters Score: Raw -17305125.030222 + Penalty 5681.353884 = -17299443.676339 nChanged 3 SP:Iteration 28Q (46621.720000 sec): 3 clusters Score: Raw -17305127.186866 + Penalty 5681.353884 = -17299445.832983 nChanged 4 SP:Iteration 29Q (46622.370000 sec): 3 clusters Score: Raw -17305130.769452 + Penalty 5681.353884 = -17299449.415569 nChanged 1 SP:Iteration 30Q (46622.980000 sec): 3 clusters Score: Raw -17305132.132578 + Penalty 5681.353884 = -17299450.778694 nChanged 1 SP:Iteration 31Q (46623.650000 sec): 3 clusters Score: Raw -17305133.341625 + Penalty 5681.353884 = -17299451.987741 nChanged 1 SP:Iteration 32Q (46624.240000 sec): 3 clusters Score: Raw -17305133.760045 + Penalty 5681.353884 = -17299452.406161 nChanged 1 SP:Iteration 33Q (46624.880000 sec): 3 clusters Score: Raw -17305134.972032 + Penalty 5681.353884 = -17299453.618148 nChanged 2 SP:Iteration 34Q (46625.490000 sec): 3 clusters Score: Raw -17305136.640089 + Penalty 5681.353884 = -17299455.286205 nChanged 3 SP:Iteration 35Q (46626.070000 sec): 3 clusters Score: Raw -17305138.124495 + Penalty 5681.353884 = -17299456.770611 nChanged 2 SP:Iteration 36Q (46626.630000 sec): 3 clusters Score: Raw -17305139.850671 + Penalty 5681.353884 = -17299458.496787 nChanged 2 SP:Iteration 37Q (46627.240000 sec): 3 clusters Score: Raw -17305140.645434 + Penalty 5681.353884 = -17299459.291550 nChanged 1 SP:Iteration 38Q (46627.800000 sec): 3 clusters Score: Raw -17305141.245023 + Penalty 5681.353884 = -17299459.891139 nChanged 1 SP:Iteration 39Q (46628.370000 sec): 3 clusters Score: Raw -17305141.627812 + Penalty 5681.353884 = -17299460.273928 nChanged 1 SP:Iteration 40F (46629.030000 sec): 3 clusters Score: Raw -17305142.335327 + Penalty 5681.353884 = -17299460.981443 nChanged 1 SP:Iteration 41Q (46629.620000 sec): 3 clusters Score: Raw -17305143.757649 + Penalty 5681.353884 = -17299462.403766 nChanged 1 SP:Iteration 42Q (46630.160000 sec): 3 clusters Score: Raw -17305145.363884 + Penalty 5681.353884 = -17299464.010001 nChanged 1 SP:Iteration 43Q (46630.770000 sec): 3 clusters Score: Raw -17305146.149700 + Penalty 5681.353884 = -17299464.795817 nChanged 0 SP:Iteration 44F (46631.430000 sec): 3 clusters Score: Raw -17305146.149700 + Penalty 5681.353884 = -17299464.795817 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 35 (452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46631.550000 sec): 2 clusters Score: Raw -64337.069337 + Penalty 1516.193181 = -62820.876156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46631.730000 sec): 3 clusters Score: Raw -64456.803917 + Penalty 3032.386361 = -61424.417556 nChanged 88 SP:Iteration 1F (46631.930000 sec): 3 clusters Score: Raw -64790.295018 + Penalty 3032.386361 = -61757.908656 nChanged 44 SP:Iteration 2F (46632.080000 sec): 3 clusters Score: Raw -64956.870231 + Penalty 3032.386361 = -61924.483870 nChanged 19 SP:Iteration 3Q (46632.300000 sec): 3 clusters Score: Raw -65046.418963 + Penalty 3032.386361 = -62014.032602 nChanged 16 SP:Iteration 4Q (46632.510000 sec): 3 clusters Score: Raw -65172.185842 + Penalty 3032.386361 = -62139.799481 nChanged 17 SP:Iteration 5Q (46632.670000 sec): 3 clusters Score: Raw -65237.001018 + Penalty 3032.386361 = -62204.614657 nChanged 12 SP:Iteration 6Q (46632.860000 sec): 3 clusters Score: Raw -65324.365760 + Penalty 3032.386361 = -62291.979399 nChanged 13 SP:Iteration 7Q (46633.060000 sec): 3 clusters Score: Raw -65414.148163 + Penalty 3032.386361 = -62381.761802 nChanged 10 SP:Iteration 8Q (46633.270000 sec): 3 clusters Score: Raw -65446.513692 + Penalty 3032.386361 = -62414.127331 nChanged 3 SP:Iteration 9Q (46633.430000 sec): 3 clusters Score: Raw -65455.054658 + Penalty 3032.386361 = -62422.668297 nChanged 0 SP:Iteration 10F (46633.640000 sec): 3 clusters Score: Raw -65455.326118 + Penalty 3032.386361 = -62422.939757 nChanged 1 SP:Iteration 11Q (46633.820000 sec): 3 clusters Score: Raw -65466.254533 + Penalty 3032.386361 = -62433.868171 nChanged 0 SP:Iteration 12F (46633.990000 sec): 3 clusters Score: Raw -65466.254533 + Penalty 3032.386361 = -62433.868171 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 36 (3875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46634.080000 sec): 2 clusters Score: Raw -702577.536402 + Penalty 2049.050634 = -700528.485769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46634.290000 sec): 3 clusters Score: Raw -700802.558556 + Penalty 4098.101267 = -696704.457289 nChanged 1429 SP:Iteration 1F (46634.480000 sec): 3 clusters Score: Raw -701654.569520 + Penalty 4098.101267 = -697556.468252 nChanged 311 SP:Iteration 2F (46634.700000 sec): 3 clusters Score: Raw -701877.573213 + Penalty 4098.101267 = -697779.471946 nChanged 221 SP:Iteration 3F (46634.920000 sec): 3 clusters Score: Raw -702056.531204 + Penalty 4098.101267 = -697958.429937 nChanged 167 SP:Iteration 4Q (46635.130000 sec): 3 clusters Score: Raw -702185.883368 + Penalty 4098.101267 = -698087.782101 nChanged 153 SP:Iteration 5Q (46635.350000 sec): 3 clusters Score: Raw -702308.927182 + Penalty 4098.101267 = -698210.825915 nChanged 136 SP:Iteration 6Q (46635.540000 sec): 3 clusters Score: Raw -702407.021350 + Penalty 4098.101267 = -698308.920083 nChanged 119 SP:Iteration 7Q (46635.770000 sec): 3 clusters Score: Raw -702492.459983 + Penalty 4098.101267 = -698394.358716 nChanged 109 SP:Iteration 8Q (46636.010000 sec): 3 clusters Score: Raw -702595.718624 + Penalty 4098.101267 = -698497.617357 nChanged 139 SP:Iteration 9Q (46636.220000 sec): 3 clusters Score: Raw -702702.731881 + Penalty 4098.101267 = -698604.630614 nChanged 136 SP:Iteration 10Q (46636.450000 sec): 3 clusters Score: Raw -702799.992970 + Penalty 4098.101267 = -698701.891703 nChanged 120 SP:Iteration 11Q (46636.600000 sec): 3 clusters Score: Raw -702893.467008 + Penalty 4098.101267 = -698795.365741 nChanged 124 SP:Iteration 12Q (46636.800000 sec): 3 clusters Score: Raw -702988.385212 + Penalty 4098.101267 = -698890.283945 nChanged 126 SP:Iteration 13Q (46636.990000 sec): 3 clusters Score: Raw -703087.665807 + Penalty 4098.101267 = -698989.564539 nChanged 115 SP:Iteration 14Q (46637.140000 sec): 3 clusters Score: Raw -703170.593092 + Penalty 4098.101267 = -699072.491825 nChanged 119 SP:Iteration 15Q (46637.320000 sec): 3 clusters Score: Raw -703256.103463 + Penalty 4098.101267 = -699158.002195 nChanged 94 SP:Iteration 16Q (46637.520000 sec): 3 clusters Score: Raw -703316.697749 + Penalty 4098.101267 = -699218.596482 nChanged 72 SP:Iteration 17Q (46637.690000 sec): 3 clusters Score: Raw -703358.790354 + Penalty 4098.101267 = -699260.689087 nChanged 52 SP:Iteration 18Q (46637.870000 sec): 3 clusters Score: Raw -703387.732794 + Penalty 4098.101267 = -699289.631527 nChanged 48 SP:Iteration 19Q (46638.060000 sec): 3 clusters Score: Raw -703414.877704 + Penalty 4098.101267 = -699316.776437 nChanged 36 SP:Iteration 20F (46638.230000 sec): 3 clusters Score: Raw -703433.183777 + Penalty 4098.101267 = -699335.082510 nChanged 30 SP:Iteration 21Q (46638.380000 sec): 3 clusters Score: Raw -703450.280358 + Penalty 4098.101267 = -699352.179091 nChanged 33 SP:Iteration 22Q (46638.570000 sec): 3 clusters Score: Raw -703465.018437 + Penalty 4098.101267 = -699366.917170 nChanged 25 SP:Iteration 23Q (46638.750000 sec): 3 clusters Score: Raw -703478.037957 + Penalty 4098.101267 = -699379.936690 nChanged 21 SP:Iteration 24Q (46638.910000 sec): 3 clusters Score: Raw -703490.712973 + Penalty 4098.101267 = -699392.611706 nChanged 27 SP:Iteration 25Q (46639.120000 sec): 3 clusters Score: Raw -703508.047841 + Penalty 4098.101267 = -699409.946574 nChanged 26 SP:Iteration 26Q (46639.340000 sec): 3 clusters Score: Raw -703522.142410 + Penalty 4098.101267 = -699424.041143 nChanged 25 SP:Iteration 27Q (46639.500000 sec): 3 clusters Score: Raw -703533.690117 + Penalty 4098.101267 = -699435.588850 nChanged 24 SP:Iteration 28Q (46639.670000 sec): 3 clusters Score: Raw -703545.553044 + Penalty 4098.101267 = -699447.451777 nChanged 19 SP:Iteration 29Q (46639.830000 sec): 3 clusters Score: Raw -703553.108671 + Penalty 4098.101267 = -699455.007403 nChanged 20 SP:Iteration 30Q (46640.010000 sec): 3 clusters Score: Raw -703562.570524 + Penalty 4098.101267 = -699464.469257 nChanged 15 SP:Iteration 31Q (46640.230000 sec): 3 clusters Score: Raw -703568.465693 + Penalty 4098.101267 = -699470.364426 nChanged 6 SP:Iteration 32Q (46640.380000 sec): 3 clusters Score: Raw -703570.274089 + Penalty 4098.101267 = -699472.172822 nChanged 3 SP:Iteration 33Q (46640.620000 sec): 3 clusters Score: Raw -703572.548384 + Penalty 4098.101267 = -699474.447117 nChanged 8 SP:Iteration 34Q (46640.810000 sec): 3 clusters Score: Raw -703576.682787 + Penalty 4098.101267 = -699478.581520 nChanged 8 SP:Iteration 35Q (46640.980000 sec): 3 clusters Score: Raw -703579.672224 + Penalty 4098.101267 = -699481.570956 nChanged 5 SP:Iteration 36Q (46641.200000 sec): 3 clusters Score: Raw -703581.480608 + Penalty 4098.101267 = -699483.379341 nChanged 4 SP:Iteration 37Q (46641.430000 sec): 3 clusters Score: Raw -703582.715220 + Penalty 4098.101267 = -699484.613953 nChanged 3 SP:Iteration 38Q (46641.630000 sec): 3 clusters Score: Raw -703584.078902 + Penalty 4098.101267 = -699485.977635 nChanged 1 SP:Iteration 39Q (46641.830000 sec): 3 clusters Score: Raw -703584.333085 + Penalty 4098.101267 = -699486.231818 nChanged 1 SP:Iteration 40F (46641.990000 sec): 3 clusters Score: Raw -703584.811166 + Penalty 4098.101267 = -699486.709899 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 37 (927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46642.100000 sec): 2 clusters Score: Raw -152655.966501 + Penalty 1694.324484 = -150961.642017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46642.240000 sec): 3 clusters Score: Raw -152538.383999 + Penalty 3388.648969 = -149149.735031 nChanged 246 SP:Iteration 1F (46642.400000 sec): 3 clusters Score: Raw -152860.207864 + Penalty 3388.648969 = -149471.558896 nChanged 60 SP:Iteration 2F (46642.560000 sec): 3 clusters Score: Raw -152957.847647 + Penalty 3388.648969 = -149569.198678 nChanged 41 SP:Iteration 3Q (46642.700000 sec): 3 clusters Score: Raw -153044.435285 + Penalty 3388.648969 = -149655.786316 nChanged 33 SP:Iteration 4Q (46642.900000 sec): 3 clusters Score: Raw -153101.910126 + Penalty 3388.648969 = -149713.261157 nChanged 27 SP:Iteration 5Q (46643.100000 sec): 3 clusters Score: Raw -153145.217533 + Penalty 3388.648969 = -149756.568564 nChanged 28 SP:Iteration 6Q (46643.260000 sec): 3 clusters Score: Raw -153184.179911 + Penalty 3388.648969 = -149795.530942 nChanged 30 SP:Iteration 7Q (46643.490000 sec): 3 clusters Score: Raw -153228.299890 + Penalty 3388.648969 = -149839.650922 nChanged 38 SP:Iteration 8Q (46643.640000 sec): 3 clusters Score: Raw -153297.028380 + Penalty 3388.648969 = -149908.379412 nChanged 30 SP:Iteration 9Q (46643.850000 sec): 3 clusters Score: Raw -153346.027734 + Penalty 3388.648969 = -149957.378765 nChanged 20 SP:Iteration 10Q (46644.000000 sec): 3 clusters Score: Raw -153390.924892 + Penalty 3388.648969 = -150002.275924 nChanged 19 SP:Iteration 11Q (46644.160000 sec): 3 clusters Score: Raw -153419.671215 + Penalty 3388.648969 = -150031.022247 nChanged 15 SP:Iteration 12Q (46644.390000 sec): 3 clusters Score: Raw -153450.088952 + Penalty 3388.648969 = -150061.439983 nChanged 13 SP:Iteration 13Q (46644.540000 sec): 3 clusters Score: Raw -153480.501774 + Penalty 3388.648969 = -150091.852805 nChanged 14 SP:Iteration 14Q (46644.760000 sec): 3 clusters Score: Raw -153504.578291 + Penalty 3388.648969 = -150115.929322 nChanged 14 SP:Iteration 15Q (46644.930000 sec): 3 clusters Score: Raw -153533.348653 + Penalty 3388.648969 = -150144.699685 nChanged 12 SP:Iteration 16Q (46645.080000 sec): 3 clusters Score: Raw -153561.003359 + Penalty 3388.648969 = -150172.354390 nChanged 9 SP:Iteration 17Q (46645.320000 sec): 3 clusters Score: Raw -153575.343418 + Penalty 3388.648969 = -150186.694450 nChanged 8 SP:Iteration 18Q (46645.510000 sec): 3 clusters Score: Raw -153584.995245 + Penalty 3388.648969 = -150196.346277 nChanged 2 SP:Iteration 19Q (46645.650000 sec): 3 clusters Score: Raw -153586.753652 + Penalty 3388.648969 = -150198.104683 nChanged 1 SP:Iteration 20F (46645.890000 sec): 3 clusters Score: Raw -153591.597009 + Penalty 3388.648969 = -150202.948040 nChanged 1 SP:Iteration 21Q (46646.060000 sec): 3 clusters Score: Raw -153597.345995 + Penalty 3388.648969 = -150208.697026 nChanged 1 SP:Iteration 22Q (46646.190000 sec): 3 clusters Score: Raw -153599.998257 + Penalty 3388.648969 = -150211.349289 nChanged 0 SP:Iteration 23F (46646.420000 sec): 3 clusters Score: Raw -153599.998257 + Penalty 3388.648969 = -150211.349289 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 38 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46646.480000 sec): 2 clusters Score: Raw -23807.746483 + Penalty 1392.959232 = -22414.787250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46646.670000 sec): 3 clusters Score: Raw -24097.957342 + Penalty 2785.918464 = -21312.038877 nChanged 61 SP:Iteration 1F (46646.840000 sec): 3 clusters Score: Raw -24408.867234 + Penalty 2785.918464 = -21622.948770 nChanged 25 SP:Iteration 2F (46647.060000 sec): 3 clusters Score: Raw -24614.806591 + Penalty 2785.918464 = -21828.888126 nChanged 15 SP:Iteration 3F (46647.230000 sec): 3 clusters Score: Raw -24787.478656 + Penalty 2785.918464 = -22001.560192 nChanged 8 SP:Iteration 4Q (46647.380000 sec): 3 clusters Score: Raw -24906.449544 + Penalty 2785.918464 = -22120.531080 nChanged 5 SP:Iteration 5Q (46647.540000 sec): 3 clusters Score: Raw -24952.712203 + Penalty 2785.918464 = -22166.793738 nChanged 0 SP:Iteration 6F (46647.810000 sec): 3 clusters Score: Raw -24952.712203 + Penalty 2785.918464 = -22166.793738 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 39 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46647.930000 sec): 2 clusters Score: Raw -47034.402776 + Penalty 1417.005736 = -45617.397041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46648.090000 sec): 3 clusters Score: Raw -47191.124067 + Penalty 2834.011472 = -44357.112596 nChanged 48 SP:Iteration 1F (46648.310000 sec): 3 clusters Score: Raw -47332.074567 + Penalty 2834.011472 = -44498.063095 nChanged 18 SP:Iteration 2F (46648.520000 sec): 3 clusters Score: Raw -47403.549659 + Penalty 2834.011472 = -44569.538187 nChanged 7 SP:Iteration 3Q (46648.700000 sec): 3 clusters Score: Raw -47422.308256 + Penalty 2834.011472 = -44588.296785 nChanged 3 SP:Iteration 4Q (46648.890000 sec): 3 clusters Score: Raw -47439.190025 + Penalty 2834.011472 = -44605.178553 nChanged 2 SP:Iteration 5Q (46649.090000 sec): 3 clusters Score: Raw -47445.375107 + Penalty 2834.011472 = -44611.363635 nChanged 2 SP:Iteration 6Q (46649.270000 sec): 3 clusters Score: Raw -47454.411160 + Penalty 2834.011472 = -44620.399688 nChanged 1 SP:Iteration 7Q (46649.510000 sec): 3 clusters Score: Raw -47458.130264 + Penalty 2834.011472 = -44624.118792 nChanged 1 SP:Iteration 8Q (46649.690000 sec): 3 clusters Score: Raw -47463.092427 + Penalty 2834.011472 = -44629.080956 nChanged 1 SP:Iteration 9Q (46649.850000 sec): 3 clusters Score: Raw -47472.426737 + Penalty 2834.011472 = -44638.415266 nChanged 1 SP:Iteration 10Q (46650.050000 sec): 3 clusters Score: Raw -47475.387435 + Penalty 2834.011472 = -44641.375963 nChanged 0 SP:Iteration 11F (46650.250000 sec): 3 clusters Score: Raw -47475.387435 + Penalty 2834.011472 = -44641.375963 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 40 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46650.340000 sec): 2 clusters Score: Raw -37236.288426 + Penalty 1358.162961 = -35878.125466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46650.520000 sec): 3 clusters Score: Raw -37454.231851 + Penalty 2716.325922 = -34737.905929 nChanged 35 SP:Iteration 1F (46650.700000 sec): 3 clusters Score: Raw -37562.325025 + Penalty 2716.325922 = -34845.999104 nChanged 11 SP:Iteration 2Q (46650.910000 sec): 3 clusters Score: Raw -37619.771863 + Penalty 2716.325922 = -34903.445941 nChanged 3 SP:Iteration 3Q (46651.060000 sec): 3 clusters Score: Raw -37628.699218 + Penalty 2716.325922 = -34912.373296 nChanged 3 SP:Iteration 4Q (46651.230000 sec): 3 clusters Score: Raw -37643.816223 + Penalty 2716.325922 = -34927.490301 nChanged 0 SP:Iteration 5F (46651.420000 sec): 3 clusters Score: Raw -37643.816223 + Penalty 2716.325922 = -34927.490301 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 41 (7287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46651.530000 sec): 2 clusters Score: Raw -1310259.219012 + Penalty 2205.674110 = -1308053.544902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46651.740000 sec): 3 clusters Score: Raw -1306503.392610 + Penalty 4411.348220 = -1302092.044390 nChanged 2921 SP:Iteration 1F (46651.950000 sec): 3 clusters Score: Raw -1308167.056477 + Penalty 4411.348220 = -1303755.708258 nChanged 528 SP:Iteration 2F (46652.200000 sec): 3 clusters Score: Raw -1308478.024089 + Penalty 4411.348220 = -1304066.675869 nChanged 415 SP:Iteration 3F (46652.370000 sec): 3 clusters Score: Raw -1308779.792674 + Penalty 4411.348220 = -1304368.444454 nChanged 384 SP:Iteration 4F (46652.610000 sec): 3 clusters Score: Raw -1309056.572874 + Penalty 4411.348220 = -1304645.224654 nChanged 369 SP:Iteration 5F (46652.850000 sec): 3 clusters Score: Raw -1309319.258477 + Penalty 4411.348220 = -1304907.910257 nChanged 318 SP:Iteration 6Q (46653.020000 sec): 3 clusters Score: Raw -1309530.021455 + Penalty 4411.348220 = -1305118.673235 nChanged 306 SP:Iteration 7Q (46653.290000 sec): 3 clusters Score: Raw -1309709.010429 + Penalty 4411.348220 = -1305297.662209 nChanged 247 SP:Iteration 8Q (46653.500000 sec): 3 clusters Score: Raw -1309853.770954 + Penalty 4411.348220 = -1305442.422734 nChanged 216 SP:Iteration 9Q (46653.720000 sec): 3 clusters Score: Raw -1309974.057974 + Penalty 4411.348220 = -1305562.709754 nChanged 209 SP:Iteration 10Q (46653.920000 sec): 3 clusters Score: Raw -1310077.892411 + Penalty 4411.348220 = -1305666.544191 nChanged 161 SP:Iteration 11Q (46654.170000 sec): 3 clusters Score: Raw -1310145.213404 + Penalty 4411.348220 = -1305733.865184 nChanged 141 SP:Iteration 12Q (46654.390000 sec): 3 clusters Score: Raw -1310201.008968 + Penalty 4411.348220 = -1305789.660748 nChanged 115 SP:Iteration 13Q (46654.620000 sec): 3 clusters Score: Raw -1310241.442788 + Penalty 4411.348220 = -1305830.094568 nChanged 81 SP:Iteration 14Q (46654.850000 sec): 3 clusters Score: Raw -1310272.564568 + Penalty 4411.348220 = -1305861.216348 nChanged 72 SP:Iteration 15Q (46655.100000 sec): 3 clusters Score: Raw -1310297.377060 + Penalty 4411.348220 = -1305886.028840 nChanged 65 SP:Iteration 16Q (46655.320000 sec): 3 clusters Score: Raw -1310315.882129 + Penalty 4411.348220 = -1305904.533909 nChanged 43 SP:Iteration 17Q (46655.580000 sec): 3 clusters Score: Raw -1310327.645987 + Penalty 4411.348220 = -1305916.297767 nChanged 39 SP:Iteration 18Q (46655.820000 sec): 3 clusters Score: Raw -1310337.697380 + Penalty 4411.348220 = -1305926.349160 nChanged 32 SP:Iteration 19Q (46656.000000 sec): 3 clusters Score: Raw -1310349.934772 + Penalty 4411.348220 = -1305938.586552 nChanged 43 SP:Iteration 20F (46656.220000 sec): 3 clusters Score: Raw -1310367.706582 + Penalty 4411.348220 = -1305956.358362 nChanged 44 SP:Iteration 21Q (46656.420000 sec): 3 clusters Score: Raw -1310384.626373 + Penalty 4411.348220 = -1305973.278153 nChanged 40 SP:Iteration 22Q (46656.630000 sec): 3 clusters Score: Raw -1310400.240394 + Penalty 4411.348220 = -1305988.892174 nChanged 53 SP:Iteration 23Q (46656.860000 sec): 3 clusters Score: Raw -1310419.854362 + Penalty 4411.348220 = -1306008.506142 nChanged 50 SP:Iteration 24Q (46657.090000 sec): 3 clusters Score: Raw -1310433.234734 + Penalty 4411.348220 = -1306021.886514 nChanged 37 SP:Iteration 25Q (46657.320000 sec): 3 clusters Score: Raw -1310442.195834 + Penalty 4411.348220 = -1306030.847614 nChanged 23 SP:Iteration 26Q (46657.530000 sec): 3 clusters Score: Raw -1310448.845479 + Penalty 4411.348220 = -1306037.497259 nChanged 21 SP:Iteration 27Q (46657.770000 sec): 3 clusters Score: Raw -1310453.503421 + Penalty 4411.348220 = -1306042.155201 nChanged 12 SP:Iteration 28Q (46657.960000 sec): 3 clusters Score: Raw -1310456.597098 + Penalty 4411.348220 = -1306045.248878 nChanged 18 SP:Iteration 29Q (46658.220000 sec): 3 clusters Score: Raw -1310460.602989 + Penalty 4411.348220 = -1306049.254769 nChanged 15 SP:Iteration 30Q (46658.440000 sec): 3 clusters Score: Raw -1310463.820376 + Penalty 4411.348220 = -1306052.472156 nChanged 17 SP:Iteration 31Q (46658.620000 sec): 3 clusters Score: Raw -1310467.489959 + Penalty 4411.348220 = -1306056.141739 nChanged 17 SP:Iteration 32Q (46658.810000 sec): 3 clusters Score: Raw -1310472.508031 + Penalty 4411.348220 = -1306061.159811 nChanged 16 SP:Iteration 33Q (46658.980000 sec): 3 clusters Score: Raw -1310476.966751 + Penalty 4411.348220 = -1306065.618531 nChanged 18 SP:Iteration 34Q (46659.210000 sec): 3 clusters Score: Raw -1310481.704268 + Penalty 4411.348220 = -1306070.356048 nChanged 13 SP:Iteration 35Q (46659.410000 sec): 3 clusters Score: Raw -1310484.385910 + Penalty 4411.348220 = -1306073.037690 nChanged 11 SP:Iteration 36Q (46659.620000 sec): 3 clusters Score: Raw -1310486.803859 + Penalty 4411.348220 = -1306075.455639 nChanged 11 SP:Iteration 37Q (46659.840000 sec): 3 clusters Score: Raw -1310488.430892 + Penalty 4411.348220 = -1306077.082672 nChanged 7 SP:Iteration 38Q (46660.080000 sec): 3 clusters Score: Raw -1310489.246307 + Penalty 4411.348220 = -1306077.898087 nChanged 1 SP:Iteration 39Q (46660.280000 sec): 3 clusters Score: Raw -1310489.404965 + Penalty 4411.348220 = -1306078.056745 nChanged 0 SP:Iteration 40F (46660.460000 sec): 3 clusters Score: Raw -1310489.404965 + Penalty 4411.348220 = -1306078.056745 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 42 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46660.560000 sec): 2 clusters Score: Raw -198230.457795 + Penalty 1731.979911 = -196498.477884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46660.770000 sec): 3 clusters Score: Raw -198003.598263 + Penalty 3463.959823 = -194539.638440 nChanged 272 SP:Iteration 1F (46660.940000 sec): 3 clusters Score: Raw -198343.243774 + Penalty 3463.959823 = -194879.283951 nChanged 68 SP:Iteration 2F (46661.180000 sec): 3 clusters Score: Raw -198468.159876 + Penalty 3463.959823 = -195004.200053 nChanged 56 SP:Iteration 3F (46661.290000 sec): 3 clusters Score: Raw -198550.898626 + Penalty 3463.959823 = -195086.938804 nChanged 36 SP:Iteration 4Q (46661.470000 sec): 3 clusters Score: Raw -198606.196561 + Penalty 3463.959823 = -195142.236738 nChanged 26 SP:Iteration 5Q (46661.600000 sec): 3 clusters Score: Raw -198647.492186 + Penalty 3463.959823 = -195183.532363 nChanged 26 SP:Iteration 6Q (46661.740000 sec): 3 clusters Score: Raw -198693.045702 + Penalty 3463.959823 = -195229.085879 nChanged 23 SP:Iteration 7Q (46661.870000 sec): 3 clusters Score: Raw -198734.852113 + Penalty 3463.959823 = -195270.892291 nChanged 26 SP:Iteration 8Q (46661.990000 sec): 3 clusters Score: Raw -198781.687325 + Penalty 3463.959823 = -195317.727502 nChanged 25 SP:Iteration 9Q (46662.210000 sec): 3 clusters Score: Raw -198827.388627 + Penalty 3463.959823 = -195363.428805 nChanged 19 SP:Iteration 10Q (46662.360000 sec): 3 clusters Score: Raw -198858.934776 + Penalty 3463.959823 = -195394.974953 nChanged 15 SP:Iteration 11Q (46662.530000 sec): 3 clusters Score: Raw -198886.267607 + Penalty 3463.959823 = -195422.307784 nChanged 14 SP:Iteration 12Q (46662.700000 sec): 3 clusters Score: Raw -198904.653426 + Penalty 3463.959823 = -195440.693603 nChanged 8 SP:Iteration 13Q (46662.910000 sec): 3 clusters Score: Raw -198914.961824 + Penalty 3463.959823 = -195451.002001 nChanged 9 SP:Iteration 14Q (46663.080000 sec): 3 clusters Score: Raw -198933.264073 + Penalty 3463.959823 = -195469.304250 nChanged 6 SP:Iteration 15Q (46663.250000 sec): 3 clusters Score: Raw -198958.533091 + Penalty 3463.959823 = -195494.573268 nChanged 10 SP:Iteration 16Q (46663.430000 sec): 3 clusters Score: Raw -198991.232681 + Penalty 3463.959823 = -195527.272858 nChanged 16 SP:Iteration 17Q (46663.590000 sec): 3 clusters Score: Raw -199030.195218 + Penalty 3463.959823 = -195566.235396 nChanged 17 SP:Iteration 18Q (46663.730000 sec): 3 clusters Score: Raw -199064.312163 + Penalty 3463.959823 = -195600.352340 nChanged 12 SP:Iteration 19Q (46663.900000 sec): 3 clusters Score: Raw -199091.253127 + Penalty 3463.959823 = -195627.293305 nChanged 11 SP:Iteration 20F (46664.110000 sec): 3 clusters Score: Raw -199118.789921 + Penalty 3463.959823 = -195654.830098 nChanged 14 SP:Iteration 21Q (46664.280000 sec): 3 clusters Score: Raw -199161.170591 + Penalty 3463.959823 = -195697.210768 nChanged 24 SP:Iteration 22Q (46664.450000 sec): 3 clusters Score: Raw -199228.783569 + Penalty 3463.959823 = -195764.823747 nChanged 23 SP:Iteration 23Q (46664.620000 sec): 3 clusters Score: Raw -199298.352740 + Penalty 3463.959823 = -195834.392917 nChanged 20 SP:Iteration 24Q (46664.800000 sec): 3 clusters Score: Raw -199354.905621 + Penalty 3463.959823 = -195890.945798 nChanged 17 SP:Iteration 25Q (46664.930000 sec): 3 clusters Score: Raw -199400.259659 + Penalty 3463.959823 = -195936.299837 nChanged 19 SP:Iteration 26Q (46665.160000 sec): 3 clusters Score: Raw -199447.927776 + Penalty 3463.959823 = -195983.967954 nChanged 20 SP:Iteration 27Q (46665.320000 sec): 3 clusters Score: Raw -199497.375872 + Penalty 3463.959823 = -196033.416049 nChanged 12 SP:Iteration 28Q (46665.530000 sec): 3 clusters Score: Raw -199520.994949 + Penalty 3463.959823 = -196057.035126 nChanged 7 SP:Iteration 29Q (46665.710000 sec): 3 clusters Score: Raw -199529.817150 + Penalty 3463.959823 = -196065.857327 nChanged 2 SP:Iteration 30Q (46665.910000 sec): 3 clusters Score: Raw -199532.024621 + Penalty 3463.959823 = -196068.064799 nChanged 2 SP:Iteration 31Q (46666.130000 sec): 3 clusters Score: Raw -199535.629837 + Penalty 3463.959823 = -196071.670014 nChanged 3 SP:Iteration 32Q (46666.290000 sec): 3 clusters Score: Raw -199539.997646 + Penalty 3463.959823 = -196076.037824 nChanged 2 SP:Iteration 33Q (46666.490000 sec): 3 clusters Score: Raw -199542.636842 + Penalty 3463.959823 = -196078.677019 nChanged 1 SP:Iteration 34Q (46666.660000 sec): 3 clusters Score: Raw -199544.467479 + Penalty 3463.959823 = -196080.507656 nChanged 2 SP:Iteration 35Q (46666.840000 sec): 3 clusters Score: Raw -199546.027480 + Penalty 3463.959823 = -196082.067657 nChanged 0 SP:Iteration 36F (46667.040000 sec): 3 clusters Score: Raw -199546.027480 + Penalty 3463.959823 = -196082.067657 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 43 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46667.140000 sec): 2 clusters Score: Raw -589363.884338 + Penalty 2016.035399 = -587347.848939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46667.370000 sec): 3 clusters Score: Raw -587905.543571 + Penalty 4032.070798 = -583873.472773 nChanged 1230 SP:Iteration 1F (46667.520000 sec): 3 clusters Score: Raw -588846.815124 + Penalty 4032.070798 = -584814.744325 nChanged 351 SP:Iteration 2F (46667.760000 sec): 3 clusters Score: Raw -589196.376151 + Penalty 4032.070798 = -585164.305352 nChanged 240 SP:Iteration 3F (46667.960000 sec): 3 clusters Score: Raw -589427.204959 + Penalty 4032.070798 = -585395.134161 nChanged 187 SP:Iteration 4F (46668.150000 sec): 3 clusters Score: Raw -589597.135263 + Penalty 4032.070798 = -585565.064464 nChanged 137 SP:Iteration 5Q (46668.340000 sec): 3 clusters Score: Raw -589709.919402 + Penalty 4032.070798 = -585677.848604 nChanged 107 SP:Iteration 6Q (46668.530000 sec): 3 clusters Score: Raw -589794.964758 + Penalty 4032.070798 = -585762.893960 nChanged 86 SP:Iteration 7Q (46668.700000 sec): 3 clusters Score: Raw -589857.400206 + Penalty 4032.070798 = -585825.329407 nChanged 56 SP:Iteration 8Q (46668.900000 sec): 3 clusters Score: Raw -589897.303577 + Penalty 4032.070798 = -585865.232778 nChanged 49 SP:Iteration 9Q (46669.090000 sec): 3 clusters Score: Raw -589925.849582 + Penalty 4032.070798 = -585893.778784 nChanged 37 SP:Iteration 10Q (46669.280000 sec): 3 clusters Score: Raw -589947.619190 + Penalty 4032.070798 = -585915.548392 nChanged 29 SP:Iteration 11Q (46669.450000 sec): 3 clusters Score: Raw -589968.274435 + Penalty 4032.070798 = -585936.203637 nChanged 31 SP:Iteration 12Q (46669.630000 sec): 3 clusters Score: Raw -589987.639107 + Penalty 4032.070798 = -585955.568309 nChanged 28 SP:Iteration 13Q (46669.850000 sec): 3 clusters Score: Raw -590006.418144 + Penalty 4032.070798 = -585974.347345 nChanged 29 SP:Iteration 14Q (46670.050000 sec): 3 clusters Score: Raw -590026.821516 + Penalty 4032.070798 = -585994.750718 nChanged 26 SP:Iteration 15Q (46670.200000 sec): 3 clusters Score: Raw -590042.344571 + Penalty 4032.070798 = -586010.273772 nChanged 25 SP:Iteration 16Q (46670.390000 sec): 3 clusters Score: Raw -590058.019574 + Penalty 4032.070798 = -586025.948775 nChanged 19 SP:Iteration 17Q (46670.600000 sec): 3 clusters Score: Raw -590070.561646 + Penalty 4032.070798 = -586038.490847 nChanged 21 SP:Iteration 18Q (46670.820000 sec): 3 clusters Score: Raw -590081.399435 + Penalty 4032.070798 = -586049.328636 nChanged 18 SP:Iteration 19Q (46670.980000 sec): 3 clusters Score: Raw -590094.972915 + Penalty 4032.070798 = -586062.902117 nChanged 29 SP:Iteration 20F (46671.180000 sec): 3 clusters Score: Raw -590114.858840 + Penalty 4032.070798 = -586082.788042 nChanged 30 SP:Iteration 21Q (46671.370000 sec): 3 clusters Score: Raw -590137.929131 + Penalty 4032.070798 = -586105.858332 nChanged 39 SP:Iteration 22Q (46671.550000 sec): 3 clusters Score: Raw -590179.011370 + Penalty 4032.070798 = -586146.940572 nChanged 31 SP:Iteration 23Q (46671.750000 sec): 3 clusters Score: Raw -590208.933813 + Penalty 4032.070798 = -586176.863014 nChanged 33 SP:Iteration 24Q (46671.940000 sec): 3 clusters Score: Raw -590235.021164 + Penalty 4032.070798 = -586202.950366 nChanged 28 SP:Iteration 25Q (46672.150000 sec): 3 clusters Score: Raw -590250.679377 + Penalty 4032.070798 = -586218.608579 nChanged 27 SP:Iteration 26Q (46672.330000 sec): 3 clusters Score: Raw -590268.146054 + Penalty 4032.070798 = -586236.075256 nChanged 28 SP:Iteration 27Q (46672.580000 sec): 3 clusters Score: Raw -590284.081719 + Penalty 4032.070798 = -586252.010921 nChanged 26 SP:Iteration 28Q (46672.740000 sec): 3 clusters Score: Raw -590298.776185 + Penalty 4032.070798 = -586266.705387 nChanged 20 SP:Iteration 29Q (46672.950000 sec): 3 clusters Score: Raw -590310.833275 + Penalty 4032.070798 = -586278.762476 nChanged 17 SP:Iteration 30Q (46673.130000 sec): 3 clusters Score: Raw -590320.090333 + Penalty 4032.070798 = -586288.019535 nChanged 9 SP:Iteration 31Q (46673.370000 sec): 3 clusters Score: Raw -590323.560153 + Penalty 4032.070798 = -586291.489355 nChanged 6 SP:Iteration 32Q (46673.530000 sec): 3 clusters Score: Raw -590325.757893 + Penalty 4032.070798 = -586293.687094 nChanged 5 SP:Iteration 33Q (46673.700000 sec): 3 clusters Score: Raw -590327.922346 + Penalty 4032.070798 = -586295.851547 nChanged 5 SP:Iteration 34Q (46673.880000 sec): 3 clusters Score: Raw -590329.584797 + Penalty 4032.070798 = -586297.513999 nChanged 2 SP:Iteration 35Q (46674.090000 sec): 3 clusters Score: Raw -590330.101507 + Penalty 4032.070798 = -586298.030708 nChanged 1 SP:Iteration 36Q (46674.270000 sec): 3 clusters Score: Raw -590330.247797 + Penalty 4032.070798 = -586298.176998 nChanged 0 SP:Iteration 37F (46674.450000 sec): 3 clusters Score: Raw -590330.247797 + Penalty 4032.070798 = -586298.176998 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 44 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46674.570000 sec): 2 clusters Score: Raw -293372.325584 + Penalty 1818.427563 = -291553.898021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46674.730000 sec): 3 clusters Score: Raw -292878.107047 + Penalty 3636.855126 = -289241.251921 nChanged 428 SP:Iteration 1F (46674.890000 sec): 3 clusters Score: Raw -293264.559513 + Penalty 3636.855126 = -289627.704387 nChanged 117 SP:Iteration 2F (46675.080000 sec): 3 clusters Score: Raw -293377.078662 + Penalty 3636.855126 = -289740.223536 nChanged 64 SP:Iteration 3Q (46675.290000 sec): 3 clusters Score: Raw -293436.943512 + Penalty 3636.855126 = -289800.088386 nChanged 34 SP:Iteration 4Q (46675.490000 sec): 3 clusters Score: Raw -293468.494965 + Penalty 3636.855126 = -289831.639839 nChanged 28 SP:Iteration 5Q (46675.700000 sec): 3 clusters Score: Raw -293496.945326 + Penalty 3636.855126 = -289860.090200 nChanged 26 SP:Iteration 6Q (46675.890000 sec): 3 clusters Score: Raw -293516.432645 + Penalty 3636.855126 = -289879.577519 nChanged 12 SP:Iteration 7Q (46676.070000 sec): 3 clusters Score: Raw -293526.279929 + Penalty 3636.855126 = -289889.424803 nChanged 11 SP:Iteration 8Q (46676.290000 sec): 3 clusters Score: Raw -293537.135848 + Penalty 3636.855126 = -289900.280722 nChanged 13 SP:Iteration 9Q (46676.510000 sec): 3 clusters Score: Raw -293547.495860 + Penalty 3636.855126 = -289910.640734 nChanged 12 SP:Iteration 10Q (46676.720000 sec): 3 clusters Score: Raw -293557.934982 + Penalty 3636.855126 = -289921.079856 nChanged 10 SP:Iteration 11Q (46676.910000 sec): 3 clusters Score: Raw -293568.934480 + Penalty 3636.855126 = -289932.079354 nChanged 12 SP:Iteration 12Q (46677.080000 sec): 3 clusters Score: Raw -293578.425200 + Penalty 3636.855126 = -289941.570074 nChanged 5 SP:Iteration 13Q (46677.290000 sec): 3 clusters Score: Raw -293582.150432 + Penalty 3636.855126 = -289945.295306 nChanged 2 SP:Iteration 14Q (46677.550000 sec): 3 clusters Score: Raw -293584.045546 + Penalty 3636.855126 = -289947.190420 nChanged 0 SP:Iteration 15F (46677.750000 sec): 3 clusters Score: Raw -293584.045546 + Penalty 3636.855126 = -289947.190420 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 45 (388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46677.840000 sec): 2 clusters Score: Raw -64064.905629 + Penalty 1478.329324 = -62586.576305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46677.980000 sec): 3 clusters Score: Raw -64212.645464 + Penalty 2956.658648 = -61255.986816 nChanged 82 SP:Iteration 1F (46678.120000 sec): 3 clusters Score: Raw -64576.910759 + Penalty 2956.658648 = -61620.252110 nChanged 52 SP:Iteration 2F (46678.310000 sec): 3 clusters Score: Raw -64827.889844 + Penalty 2956.658648 = -61871.231195 nChanged 35 SP:Iteration 3F (46678.490000 sec): 3 clusters Score: Raw -64972.416769 + Penalty 2956.658648 = -62015.758120 nChanged 20 SP:Iteration 4F (46678.650000 sec): 3 clusters Score: Raw -65075.234964 + Penalty 2956.658648 = -62118.576315 nChanged 13 SP:Iteration 5Q (46678.780000 sec): 3 clusters Score: Raw -65156.429538 + Penalty 2956.658648 = -62199.770889 nChanged 7 SP:Iteration 6Q (46678.930000 sec): 3 clusters Score: Raw -65207.261013 + Penalty 2956.658648 = -62250.602364 nChanged 4 SP:Iteration 7Q (46679.120000 sec): 3 clusters Score: Raw -65240.368998 + Penalty 2956.658648 = -62283.710350 nChanged 2 SP:Iteration 8Q (46679.260000 sec): 3 clusters Score: Raw -65250.470837 + Penalty 2956.658648 = -62293.812188 nChanged 1 SP:Iteration 9Q (46679.410000 sec): 3 clusters Score: Raw -65253.724805 + Penalty 2956.658648 = -62297.066156 nChanged 1 SP:Iteration 10Q (46679.580000 sec): 3 clusters Score: Raw -65256.676257 + Penalty 2956.658648 = -62300.017608 nChanged 2 SP:Iteration 11Q (46679.760000 sec): 3 clusters Score: Raw -65265.657410 + Penalty 2956.658648 = -62308.998762 nChanged 2 SP:Iteration 12Q (46679.940000 sec): 3 clusters Score: Raw -65272.471861 + Penalty 2956.658648 = -62315.813212 nChanged 1 SP:Iteration 13Q (46680.110000 sec): 3 clusters Score: Raw -65291.986685 + Penalty 2956.658648 = -62335.328037 nChanged 1 SP:Iteration 14Q (46680.260000 sec): 3 clusters Score: Raw -65300.027448 + Penalty 2956.658648 = -62343.368799 nChanged 3 SP:Iteration 15Q (46680.440000 sec): 3 clusters Score: Raw -65316.305125 + Penalty 2956.658648 = -62359.646476 nChanged 0 SP:Iteration 16F (46680.620000 sec): 3 clusters Score: Raw -65317.511016 + Penalty 2956.658648 = -62360.852368 nChanged 1 SP:Iteration 17Q (46680.790000 sec): 3 clusters Score: Raw -65333.495810 + Penalty 2956.658648 = -62376.837162 nChanged 1 SP:Iteration 18Q (46680.990000 sec): 3 clusters Score: Raw -65337.739174 + Penalty 2956.658648 = -62381.080525 nChanged 0 SP:Iteration 19F (46681.130000 sec): 3 clusters Score: Raw -65337.739174 + Penalty 2956.658648 = -62381.080525 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 46 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46681.240000 sec): 2 clusters Score: Raw -111524.274908 + Penalty 1624.313384 = -109899.961524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46681.390000 sec): 3 clusters Score: Raw -111489.468539 + Penalty 3248.626768 = -108240.841771 nChanged 151 SP:Iteration 1F (46681.540000 sec): 3 clusters Score: Raw -111790.539900 + Penalty 3248.626768 = -108541.913132 nChanged 64 SP:Iteration 2F (46681.730000 sec): 3 clusters Score: Raw -111929.436614 + Penalty 3248.626768 = -108680.809846 nChanged 30 SP:Iteration 3Q (46681.880000 sec): 3 clusters Score: Raw -112026.721936 + Penalty 3248.626768 = -108778.095167 nChanged 24 SP:Iteration 4Q (46682.040000 sec): 3 clusters Score: Raw -112092.260766 + Penalty 3248.626768 = -108843.633998 nChanged 12 SP:Iteration 5Q (46682.260000 sec): 3 clusters Score: Raw -112127.510045 + Penalty 3248.626768 = -108878.883277 nChanged 16 SP:Iteration 6Q (46682.430000 sec): 3 clusters Score: Raw -112176.954256 + Penalty 3248.626768 = -108928.327487 nChanged 16 SP:Iteration 7Q (46682.560000 sec): 3 clusters Score: Raw -112232.581970 + Penalty 3248.626768 = -108983.955201 nChanged 14 SP:Iteration 8Q (46682.740000 sec): 3 clusters Score: Raw -112301.318415 + Penalty 3248.626768 = -109052.691647 nChanged 15 SP:Iteration 9Q (46682.960000 sec): 3 clusters Score: Raw -112351.712218 + Penalty 3248.626768 = -109103.085450 nChanged 16 SP:Iteration 10Q (46683.120000 sec): 3 clusters Score: Raw -112409.354242 + Penalty 3248.626768 = -109160.727474 nChanged 8 SP:Iteration 11Q (46683.280000 sec): 3 clusters Score: Raw -112448.155119 + Penalty 3248.626768 = -109199.528351 nChanged 14 SP:Iteration 12Q (46683.470000 sec): 3 clusters Score: Raw -112518.009449 + Penalty 3248.626768 = -109269.382681 nChanged 6 SP:Iteration 13Q (46683.680000 sec): 3 clusters Score: Raw -112546.537753 + Penalty 3248.626768 = -109297.910985 nChanged 5 SP:Iteration 14Q (46683.870000 sec): 3 clusters Score: Raw -112569.743177 + Penalty 3248.626768 = -109321.116409 nChanged 5 SP:Iteration 15Q (46684.050000 sec): 3 clusters Score: Raw -112589.001623 + Penalty 3248.626768 = -109340.374855 nChanged 3 SP:Iteration 16Q (46684.250000 sec): 3 clusters Score: Raw -112596.347929 + Penalty 3248.626768 = -109347.721161 nChanged 3 SP:Iteration 17Q (46684.440000 sec): 3 clusters Score: Raw -112612.500143 + Penalty 3248.626768 = -109363.873375 nChanged 2 SP:Iteration 18Q (46684.640000 sec): 3 clusters Score: Raw -112626.860857 + Penalty 3248.626768 = -109378.234088 nChanged 3 SP:Iteration 19Q (46684.790000 sec): 3 clusters Score: Raw -112633.061818 + Penalty 3248.626768 = -109384.435050 nChanged 2 SP:Iteration 20F (46684.980000 sec): 3 clusters Score: Raw -112637.748695 + Penalty 3248.626768 = -109389.121927 nChanged 1 SP:Iteration 21Q (46685.130000 sec): 3 clusters Score: Raw -112643.621480 + Penalty 3248.626768 = -109394.994712 nChanged 0 SP:Iteration 22F (46685.350000 sec): 3 clusters Score: Raw -112643.621480 + Penalty 3248.626768 = -109394.994712 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 47 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46685.400000 sec): 2 clusters Score: Raw -52476.374106 + Penalty 1500.333897 = -50976.040209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46685.620000 sec): 3 clusters Score: Raw -52603.482533 + Penalty 3000.667794 = -49602.814739 nChanged 84 SP:Iteration 1F (46685.760000 sec): 3 clusters Score: Raw -52866.875175 + Penalty 3000.667794 = -49866.207381 nChanged 31 SP:Iteration 2F (46685.910000 sec): 3 clusters Score: Raw -53065.326171 + Penalty 3000.667794 = -50064.658377 nChanged 22 SP:Iteration 3F (46686.080000 sec): 3 clusters Score: Raw -53178.791128 + Penalty 3000.667794 = -50178.123334 nChanged 15 SP:Iteration 4Q (46686.240000 sec): 3 clusters Score: Raw -53228.199583 + Penalty 3000.667794 = -50227.531789 nChanged 6 SP:Iteration 5Q (46686.460000 sec): 3 clusters Score: Raw -53253.603691 + Penalty 3000.667794 = -50252.935897 nChanged 7 SP:Iteration 6Q (46686.620000 sec): 3 clusters Score: Raw -53274.162274 + Penalty 3000.667794 = -50273.494480 nChanged 7 SP:Iteration 7Q (46686.840000 sec): 3 clusters Score: Raw -53314.049353 + Penalty 3000.667794 = -50313.381560 nChanged 4 SP:Iteration 8Q (46687.040000 sec): 3 clusters Score: Raw -53336.439503 + Penalty 3000.667794 = -50335.771709 nChanged 6 SP:Iteration 9Q (46687.210000 sec): 3 clusters Score: Raw -53363.032936 + Penalty 3000.667794 = -50362.365142 nChanged 6 SP:Iteration 10Q (46687.410000 sec): 3 clusters Score: Raw -53402.688351 + Penalty 3000.667794 = -50402.020557 nChanged 7 SP:Iteration 11Q (46687.620000 sec): 3 clusters Score: Raw -53433.267737 + Penalty 3000.667794 = -50432.599944 nChanged 7 SP:Iteration 12Q (46687.770000 sec): 3 clusters Score: Raw -53459.844655 + Penalty 3000.667794 = -50459.176861 nChanged 4 SP:Iteration 13Q (46687.920000 sec): 3 clusters Score: Raw -53477.905416 + Penalty 3000.667794 = -50477.237622 nChanged 4 SP:Iteration 14Q (46688.090000 sec): 3 clusters Score: Raw -53496.761782 + Penalty 3000.667794 = -50496.093988 nChanged 2 SP:Iteration 15Q (46688.300000 sec): 3 clusters Score: Raw -53502.498828 + Penalty 3000.667794 = -50501.831034 nChanged 0 SP:Iteration 16F (46688.470000 sec): 3 clusters Score: Raw -53502.498828 + Penalty 3000.667794 = -50501.831034 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 48 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46688.540000 sec): 2 clusters Score: Raw -22236.394645 + Penalty 1220.155270 = -21016.239375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46688.760000 sec): 3 clusters Score: Raw -22710.648626 + Penalty 2440.310539 = -20270.338087 nChanged 16 SP:Iteration 1F (46688.900000 sec): 3 clusters Score: Raw -22801.627146 + Penalty 2440.310539 = -20361.316607 nChanged 6 SP:Iteration 2Q (46689.090000 sec): 3 clusters Score: Raw -22860.829941 + Penalty 2440.310539 = -20420.519402 nChanged 5 SP:Iteration 3Q (46689.240000 sec): 3 clusters Score: Raw -22891.282567 + Penalty 2440.310539 = -20450.972027 nChanged 4 SP:Iteration 4Q (46689.380000 sec): 3 clusters Score: Raw -23011.010650 + Penalty 2440.310539 = -20570.700111 nChanged 1 SP:Iteration 5Q (46689.550000 sec): 3 clusters Score: Raw -23020.550963 + Penalty 2440.310539 = -20580.240424 nChanged 0 SP:Iteration 6F (46689.750000 sec): 3 clusters Score: Raw -23022.415471 + Penalty 2440.310539 = -20582.104932 nChanged 1 SP:Iteration 7Q (46689.920000 sec): 3 clusters Score: Raw -23039.519335 + Penalty 2440.310539 = -20599.208796 nChanged 0 SP:Iteration 8F (46690.060000 sec): 3 clusters Score: Raw -23039.519335 + Penalty 2440.310539 = -20599.208796 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 49 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46690.180000 sec): 2 clusters Score: Raw -49043.178230 + Penalty 1425.058391 = -47618.119839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46690.360000 sec): 3 clusters Score: Raw -49274.356357 + Penalty 2850.116783 = -46424.239574 nChanged 52 SP:Iteration 1F (46690.520000 sec): 3 clusters Score: Raw -49450.100170 + Penalty 2850.116783 = -46599.983387 nChanged 10 SP:Iteration 2Q (46690.680000 sec): 3 clusters Score: Raw -49502.621779 + Penalty 2850.116783 = -46652.504996 nChanged 8 SP:Iteration 3Q (46690.870000 sec): 3 clusters Score: Raw -49534.825614 + Penalty 2850.116783 = -46684.708832 nChanged 2 SP:Iteration 4Q (46691.020000 sec): 3 clusters Score: Raw -49540.993150 + Penalty 2850.116783 = -46690.876368 nChanged 1 SP:Iteration 5Q (46691.220000 sec): 3 clusters Score: Raw -49543.363275 + Penalty 2850.116783 = -46693.246493 nChanged 1 SP:Iteration 6Q (46691.380000 sec): 3 clusters Score: Raw -49548.324902 + Penalty 2850.116783 = -46698.208120 nChanged 2 SP:Iteration 7Q (46691.570000 sec): 3 clusters Score: Raw -49558.174961 + Penalty 2850.116783 = -46708.058179 nChanged 0 SP:Iteration 8F (46691.740000 sec): 3 clusters Score: Raw -49558.174961 + Penalty 2850.116783 = -46708.058179 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 50 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46691.880000 sec): 2 clusters Score: Raw -101990.402347 + Penalty 1575.883770 = -100414.518577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46692.030000 sec): 3 clusters Score: Raw -102048.897546 + Penalty 3151.767540 = -98897.130006 nChanged 122 SP:Iteration 1F (46692.240000 sec): 3 clusters Score: Raw -102239.489427 + Penalty 3151.767540 = -99087.721887 nChanged 24 SP:Iteration 2Q (46692.400000 sec): 3 clusters Score: Raw -102282.492821 + Penalty 3151.767540 = -99130.725281 nChanged 10 SP:Iteration 3Q (46692.610000 sec): 3 clusters Score: Raw -102303.112838 + Penalty 3151.767540 = -99151.345298 nChanged 4 SP:Iteration 4Q (46692.800000 sec): 3 clusters Score: Raw -102311.220916 + Penalty 3151.767540 = -99159.453376 nChanged 2 SP:Iteration 5Q (46693.020000 sec): 3 clusters Score: Raw -102315.805884 + Penalty 3151.767540 = -99164.038344 nChanged 1 SP:Iteration 6Q (46693.250000 sec): 3 clusters Score: Raw -102318.212444 + Penalty 3151.767540 = -99166.444904 nChanged 2 SP:Iteration 7Q (46693.400000 sec): 3 clusters Score: Raw -102320.508681 + Penalty 3151.767540 = -99168.741141 nChanged 2 SP:Iteration 8Q (46693.620000 sec): 3 clusters Score: Raw -102326.247176 + Penalty 3151.767540 = -99174.479636 nChanged 0 SP:Iteration 9F (46693.780000 sec): 3 clusters Score: Raw -102326.247176 + Penalty 3151.767540 = -99174.479636 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 51 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46693.890000 sec): 2 clusters Score: Raw -99673.691910 + Penalty 1583.109645 = -98090.582265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46694.060000 sec): 3 clusters Score: Raw -99628.552544 + Penalty 3166.219291 = -96462.333253 nChanged 106 SP:Iteration 1F (46694.220000 sec): 3 clusters Score: Raw -99804.347014 + Penalty 3166.219291 = -96638.127723 nChanged 37 SP:Iteration 2F (46694.460000 sec): 3 clusters Score: Raw -99879.000448 + Penalty 3166.219291 = -96712.781158 nChanged 12 SP:Iteration 3Q (46694.600000 sec): 3 clusters Score: Raw -99902.583105 + Penalty 3166.219291 = -96736.363814 nChanged 9 SP:Iteration 4Q (46694.780000 sec): 3 clusters Score: Raw -99925.208568 + Penalty 3166.219291 = -96758.989277 nChanged 5 SP:Iteration 5Q (46694.950000 sec): 3 clusters Score: Raw -99937.058607 + Penalty 3166.219291 = -96770.839316 nChanged 3 SP:Iteration 6Q (46695.080000 sec): 3 clusters Score: Raw -99942.312180 + Penalty 3166.219291 = -96776.092889 nChanged 1 SP:Iteration 7Q (46695.260000 sec): 3 clusters Score: Raw -99944.450692 + Penalty 3166.219291 = -96778.231401 nChanged 0 SP:Iteration 8F (46695.410000 sec): 3 clusters Score: Raw -99944.450692 + Penalty 3166.219291 = -96778.231401 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 52 (726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46695.500000 sec): 2 clusters Score: Raw -120079.962402 + Penalty 1633.712404 = -118446.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46695.680000 sec): 3 clusters Score: Raw -120017.024721 + Penalty 3267.424807 = -116749.599914 nChanged 173 SP:Iteration 1F (46695.840000 sec): 3 clusters Score: Raw -120299.144498 + Penalty 3267.424807 = -117031.719691 nChanged 50 SP:Iteration 2F (46696.020000 sec): 3 clusters Score: Raw -120408.555148 + Penalty 3267.424807 = -117141.130340 nChanged 42 SP:Iteration 3F (46696.200000 sec): 3 clusters Score: Raw -120513.801948 + Penalty 3267.424807 = -117246.377140 nChanged 28 SP:Iteration 4Q (46696.350000 sec): 3 clusters Score: Raw -120573.028924 + Penalty 3267.424807 = -117305.604117 nChanged 12 SP:Iteration 5Q (46696.530000 sec): 3 clusters Score: Raw -120587.476141 + Penalty 3267.424807 = -117320.051333 nChanged 5 SP:Iteration 6Q (46696.680000 sec): 3 clusters Score: Raw -120593.359800 + Penalty 3267.424807 = -117325.934993 nChanged 1 SP:Iteration 7Q (46696.840000 sec): 3 clusters Score: Raw -120594.638343 + Penalty 3267.424807 = -117327.213535 nChanged 3 SP:Iteration 8Q (46697.050000 sec): 3 clusters Score: Raw -120597.878907 + Penalty 3267.424807 = -117330.454100 nChanged 3 SP:Iteration 9Q (46697.280000 sec): 3 clusters Score: Raw -120600.487032 + Penalty 3267.424807 = -117333.062224 nChanged 5 SP:Iteration 10Q (46697.470000 sec): 3 clusters Score: Raw -120613.284245 + Penalty 3267.424807 = -117345.859438 nChanged 5 SP:Iteration 11Q (46697.680000 sec): 3 clusters Score: Raw -120617.809403 + Penalty 3267.424807 = -117350.384595 nChanged 5 SP:Iteration 12Q (46697.820000 sec): 3 clusters Score: Raw -120627.151671 + Penalty 3267.424807 = -117359.726864 nChanged 2 SP:Iteration 13Q (46698.010000 sec): 3 clusters Score: Raw -120631.563832 + Penalty 3267.424807 = -117364.139025 nChanged 1 SP:Iteration 14Q (46698.280000 sec): 3 clusters Score: Raw -120632.684521 + Penalty 3267.424807 = -117365.259713 nChanged 0 SP:Iteration 15F (46698.450000 sec): 3 clusters Score: Raw -120632.684521 + Penalty 3267.424807 = -117365.259713 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 53 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46698.590000 sec): 2 clusters Score: Raw -75625.965035 + Penalty 1585.610507 = -74040.354528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46698.740000 sec): 3 clusters Score: Raw -75763.969146 + Penalty 3171.221014 = -72592.748132 nChanged 148 SP:Iteration 1F (46698.950000 sec): 3 clusters Score: Raw -76164.840184 + Penalty 3171.221014 = -72993.619170 nChanged 58 SP:Iteration 2F (46699.130000 sec): 3 clusters Score: Raw -76370.921697 + Penalty 3171.221014 = -73199.700683 nChanged 26 SP:Iteration 3Q (46699.270000 sec): 3 clusters Score: Raw -76458.693574 + Penalty 3171.221014 = -73287.472560 nChanged 18 SP:Iteration 4Q (46699.480000 sec): 3 clusters Score: Raw -76504.611310 + Penalty 3171.221014 = -73333.390296 nChanged 9 SP:Iteration 5Q (46699.660000 sec): 3 clusters Score: Raw -76536.551883 + Penalty 3171.221014 = -73365.330869 nChanged 5 SP:Iteration 6Q (46699.810000 sec): 3 clusters Score: Raw -76544.232905 + Penalty 3171.221014 = -73373.011891 nChanged 2 SP:Iteration 7Q (46700.020000 sec): 3 clusters Score: Raw -76547.090898 + Penalty 3171.221014 = -73375.869884 nChanged 2 SP:Iteration 8Q (46700.200000 sec): 3 clusters Score: Raw -76552.589730 + Penalty 3171.221014 = -73381.368716 nChanged 1 SP:Iteration 9Q (46700.310000 sec): 3 clusters Score: Raw -76556.135844 + Penalty 3171.221014 = -73384.914830 nChanged 1 SP:Iteration 10Q (46700.520000 sec): 3 clusters Score: Raw -76559.988060 + Penalty 3171.221014 = -73388.767046 nChanged 1 SP:Iteration 11Q (46700.680000 sec): 3 clusters Score: Raw -76561.892687 + Penalty 3171.221014 = -73390.671673 nChanged 0 SP:Iteration 12F (46700.800000 sec): 3 clusters Score: Raw -76561.892687 + Penalty 3171.221014 = -73390.671673 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 54 (934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46700.900000 sec): 2 clusters Score: Raw -162902.554083 + Penalty 1696.190157 = -161206.363926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46701.010000 sec): 3 clusters Score: Raw -162727.775927 + Penalty 3392.380313 = -159335.395614 nChanged 242 SP:Iteration 1F (46701.220000 sec): 3 clusters Score: Raw -163270.600384 + Penalty 3392.380313 = -159878.220071 nChanged 78 SP:Iteration 2F (46701.380000 sec): 3 clusters Score: Raw -163461.077878 + Penalty 3392.380313 = -160068.697564 nChanged 53 SP:Iteration 3F (46701.560000 sec): 3 clusters Score: Raw -163560.047264 + Penalty 3392.380313 = -160167.666951 nChanged 44 SP:Iteration 4Q (46701.720000 sec): 3 clusters Score: Raw -163626.439857 + Penalty 3392.380313 = -160234.059544 nChanged 22 SP:Iteration 5Q (46701.920000 sec): 3 clusters Score: Raw -163656.474716 + Penalty 3392.380313 = -160264.094403 nChanged 13 SP:Iteration 6Q (46702.060000 sec): 3 clusters Score: Raw -163680.318063 + Penalty 3392.380313 = -160287.937750 nChanged 14 SP:Iteration 7Q (46702.260000 sec): 3 clusters Score: Raw -163712.816096 + Penalty 3392.380313 = -160320.435783 nChanged 14 SP:Iteration 8Q (46702.430000 sec): 3 clusters Score: Raw -163740.782857 + Penalty 3392.380313 = -160348.402544 nChanged 9 SP:Iteration 9Q (46702.590000 sec): 3 clusters Score: Raw -163763.412541 + Penalty 3392.380313 = -160371.032228 nChanged 7 SP:Iteration 10Q (46702.720000 sec): 3 clusters Score: Raw -163778.877048 + Penalty 3392.380313 = -160386.496734 nChanged 5 SP:Iteration 11Q (46702.820000 sec): 3 clusters Score: Raw -163785.844598 + Penalty 3392.380313 = -160393.464285 nChanged 4 SP:Iteration 12Q (46702.910000 sec): 3 clusters Score: Raw -163795.931610 + Penalty 3392.380313 = -160403.551296 nChanged 2 SP:Iteration 13Q (46703.010000 sec): 3 clusters Score: Raw -163799.926352 + Penalty 3392.380313 = -160407.546039 nChanged 0 SP:Iteration 14F (46703.100000 sec): 3 clusters Score: Raw -163799.926352 + Penalty 3392.380313 = -160407.546039 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 55 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46703.180000 sec): 2 clusters Score: Raw -27340.020377 + Penalty 1272.214881 = -26067.805496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46703.330000 sec): 3 clusters Score: Raw -27595.348420 + Penalty 2544.429763 = -25050.918657 nChanged 10 SP:Iteration 1F (46703.520000 sec): 3 clusters Score: Raw -27825.372858 + Penalty 2544.429763 = -25280.943095 nChanged 7 SP:Iteration 2Q (46703.680000 sec): 3 clusters Score: Raw -27870.043083 + Penalty 2544.429763 = -25325.613321 nChanged 1 SP:Iteration 3Q (46703.840000 sec): 3 clusters Score: Raw -27887.073890 + Penalty 2544.429763 = -25342.644127 nChanged 1 SP:Iteration 4Q (46703.940000 sec): 3 clusters Score: Raw -27891.771527 + Penalty 2544.429763 = -25347.341764 nChanged 0 SP:Iteration 5F (46704.030000 sec): 3 clusters Score: Raw -27891.771527 + Penalty 2544.429763 = -25347.341764 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 56 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46704.130000 sec): 2 clusters Score: Raw -26585.049152 + Penalty 1333.069045 = -25251.980107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46704.220000 sec): 3 clusters Score: Raw -27110.432187 + Penalty 2666.138090 = -24444.294096 nChanged 40 SP:Iteration 1F (46704.320000 sec): 3 clusters Score: Raw -27447.655617 + Penalty 2666.138090 = -24781.517527 nChanged 16 SP:Iteration 2F (46704.420000 sec): 3 clusters Score: Raw -27590.976137 + Penalty 2666.138090 = -24924.838046 nChanged 4 SP:Iteration 3Q (46704.520000 sec): 3 clusters Score: Raw -27617.190050 + Penalty 2666.138090 = -24951.051959 nChanged 4 SP:Iteration 4Q (46704.660000 sec): 3 clusters Score: Raw -27685.008412 + Penalty 2666.138090 = -25018.870322 nChanged 2 SP:Iteration 5Q (46704.880000 sec): 3 clusters Score: Raw -27700.260016 + Penalty 2666.138090 = -25034.121926 nChanged 1 SP:Iteration 6Q (46705.050000 sec): 3 clusters Score: Raw -27704.696255 + Penalty 2666.138090 = -25038.558165 nChanged 0 SP:Iteration 7F (46705.170000 sec): 3 clusters Score: Raw -27704.696255 + Penalty 2666.138090 = -25038.558165 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 57 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46705.230000 sec): 2 clusters Score: Raw -59749.760130 + Penalty 1466.548745 = -58283.211385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46705.440000 sec): 3 clusters Score: Raw -59880.132210 + Penalty 2933.097491 = -56947.034720 nChanged 60 SP:Iteration 1F (46705.600000 sec): 3 clusters Score: Raw -60038.933206 + Penalty 2933.097491 = -57105.835715 nChanged 9 SP:Iteration 2Q (46705.770000 sec): 3 clusters Score: Raw -60075.022535 + Penalty 2933.097491 = -57141.925045 nChanged 5 SP:Iteration 3Q (46705.920000 sec): 3 clusters Score: Raw -60094.139946 + Penalty 2933.097491 = -57161.042456 nChanged 5 SP:Iteration 4Q (46706.110000 sec): 3 clusters Score: Raw -60108.707812 + Penalty 2933.097491 = -57175.610321 nChanged 5 SP:Iteration 5Q (46706.310000 sec): 3 clusters Score: Raw -60122.332765 + Penalty 2933.097491 = -57189.235274 nChanged 6 SP:Iteration 6Q (46706.460000 sec): 3 clusters Score: Raw -60143.891936 + Penalty 2933.097491 = -57210.794445 nChanged 6 SP:Iteration 7Q (46706.660000 sec): 3 clusters Score: Raw -60166.044237 + Penalty 2933.097491 = -57232.946746 nChanged 7 SP:Iteration 8Q (46706.870000 sec): 3 clusters Score: Raw -60194.602600 + Penalty 2933.097491 = -57261.505109 nChanged 0 SP:Iteration 9F (46707.040000 sec): 3 clusters Score: Raw -60194.602600 + Penalty 2933.097491 = -57261.505109 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 58 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46707.170000 sec): 2 clusters Score: Raw -89296.435677 + Penalty 1549.993860 = -87746.441817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46707.340000 sec): 3 clusters Score: Raw -89282.513369 + Penalty 3099.987720 = -86182.525649 nChanged 95 SP:Iteration 1F (46707.490000 sec): 3 clusters Score: Raw -89456.929145 + Penalty 3099.987720 = -86356.941425 nChanged 35 SP:Iteration 2F (46707.680000 sec): 3 clusters Score: Raw -89522.889505 + Penalty 3099.987720 = -86422.901785 nChanged 18 SP:Iteration 3Q (46707.880000 sec): 3 clusters Score: Raw -89557.425527 + Penalty 3099.987720 = -86457.437807 nChanged 5 SP:Iteration 4Q (46708.030000 sec): 3 clusters Score: Raw -89569.008719 + Penalty 3099.987720 = -86469.020999 nChanged 3 SP:Iteration 5Q (46708.250000 sec): 3 clusters Score: Raw -89578.336091 + Penalty 3099.987720 = -86478.348371 nChanged 1 SP:Iteration 6Q (46708.390000 sec): 3 clusters Score: Raw -89581.074445 + Penalty 3099.987720 = -86481.086725 nChanged 0 SP:Iteration 7F (46708.640000 sec): 3 clusters Score: Raw -89581.074445 + Penalty 3099.987720 = -86481.086725 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 59 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46708.700000 sec): 2 clusters Score: Raw -11982.435636 + Penalty 1092.866373 = -10889.569263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46708.890000 sec): 3 clusters Score: Raw -12528.396790 + Penalty 2185.732747 = -10342.664043 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 60 (125352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46709.580000 sec): 2 clusters Score: Raw -22907730.966287 + Penalty 2911.242503 = -22904819.723785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46710.360000 sec): 3 clusters Score: Raw -22826849.087336 + Penalty 5822.485005 = -22821026.602330 nChanged 59779 SP:Iteration 1F (46711.180000 sec): 3 clusters Score: Raw -22861423.767604 + Penalty 5822.485005 = -22855601.282599 nChanged 4469 SP:Iteration 2Q (46712.060000 sec): 3 clusters Score: Raw -22862734.281646 + Penalty 5822.485005 = -22856911.796641 nChanged 5136 SP:Iteration 3Q (46712.920000 sec): 3 clusters Score: Raw -22864658.831834 + Penalty 5822.485005 = -22858836.346828 nChanged 6381 SP:Iteration 4F (46713.720000 sec): 3 clusters Score: Raw -22867866.582574 + Penalty 5822.485005 = -22862044.097569 nChanged 8144 SP:Iteration 5F (46714.500000 sec): 3 clusters Score: Raw -22873254.134916 + Penalty 5822.485005 = -22867431.649911 nChanged 9817 SP:Iteration 6F (46715.310000 sec): 3 clusters Score: Raw -22881191.651713 + Penalty 5822.485005 = -22875369.166708 nChanged 10308 SP:Iteration 7F (46716.170000 sec): 3 clusters Score: Raw -22890679.129979 + Penalty 5822.485005 = -22884856.644974 nChanged 8641 SP:Iteration 8F (46717.020000 sec): 3 clusters Score: Raw -22898915.582876 + Penalty 5822.485005 = -22893093.097871 nChanged 5436 SP:Iteration 9Q (46717.870000 sec): 3 clusters Score: Raw -22903971.426695 + Penalty 5822.485005 = -22898148.941690 nChanged 2740 SP:Iteration 10Q (46718.650000 sec): 3 clusters Score: Raw -22906417.252488 + Penalty 5822.485005 = -22900594.767483 nChanged 1128 SP:Iteration 11Q (46719.360000 sec): 3 clusters Score: Raw -22907405.765160 + Penalty 5822.485005 = -22901583.280155 nChanged 432 SP:Iteration 12Q (46720.030000 sec): 3 clusters Score: Raw -22907807.382785 + Penalty 5822.485005 = -22901984.897780 nChanged 202 SP:Iteration 13Q (46720.680000 sec): 3 clusters Score: Raw -22907991.931048 + Penalty 5822.485005 = -22902169.446043 nChanged 107 SP:Iteration 14Q (46721.410000 sec): 3 clusters Score: Raw -22908089.538615 + Penalty 5822.485005 = -22902267.053610 nChanged 66 SP:Iteration 15Q (46722.110000 sec): 3 clusters Score: Raw -22908141.890462 + Penalty 5822.485005 = -22902319.405456 nChanged 36 SP:Iteration 16Q (46722.800000 sec): 3 clusters Score: Raw -22908177.856580 + Penalty 5822.485005 = -22902355.371574 nChanged 35 SP:Iteration 17Q (46723.520000 sec): 3 clusters Score: Raw -22908208.649864 + Penalty 5822.485005 = -22902386.164859 nChanged 32 SP:Iteration 18Q (46724.200000 sec): 3 clusters Score: Raw -22908236.043368 + Penalty 5822.485005 = -22902413.558363 nChanged 26 SP:Iteration 19Q (46724.910000 sec): 3 clusters Score: Raw -22908260.539610 + Penalty 5822.485005 = -22902438.054605 nChanged 19 SP:Iteration 20F (46725.700000 sec): 3 clusters Score: Raw -22908276.736485 + Penalty 5822.485005 = -22902454.251480 nChanged 11 SP:Iteration 21Q (46726.370000 sec): 3 clusters Score: Raw -22908283.282263 + Penalty 5822.485005 = -22902460.797258 nChanged 8 SP:Iteration 22Q (46727.070000 sec): 3 clusters Score: Raw -22908291.645272 + Penalty 5822.485005 = -22902469.160267 nChanged 14 SP:Iteration 23Q (46727.730000 sec): 3 clusters Score: Raw -22908301.193295 + Penalty 5822.485005 = -22902478.708290 nChanged 8 SP:Iteration 24Q (46728.500000 sec): 3 clusters Score: Raw -22908307.011211 + Penalty 5822.485005 = -22902484.526206 nChanged 6 SP:Iteration 25Q (46729.280000 sec): 3 clusters Score: Raw -22908310.787883 + Penalty 5822.485005 = -22902488.302878 nChanged 2 SP:Iteration 26Q (46730.020000 sec): 3 clusters Score: Raw -22908312.127929 + Penalty 5822.485005 = -22902489.642924 nChanged 2 SP:Iteration 27Q (46730.760000 sec): 3 clusters Score: Raw -22908313.179951 + Penalty 5822.485005 = -22902490.694946 nChanged 1 SP:Iteration 28Q (46731.470000 sec): 3 clusters Score: Raw -22908313.863617 + Penalty 5822.485005 = -22902491.378612 nChanged 2 SP:Iteration 29Q (46732.240000 sec): 3 clusters Score: Raw -22908314.783477 + Penalty 5822.485005 = -22902492.298472 nChanged 1 SP:Iteration 30Q (46733.030000 sec): 3 clusters Score: Raw -22908315.411027 + Penalty 5822.485005 = -22902492.926022 nChanged 0 SP:Iteration 31F (46733.900000 sec): 3 clusters Score: Raw -22908315.411027 + Penalty 5822.485005 = -22902492.926022 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 62 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46734.030000 sec): 2 clusters Score: Raw -264012.079441 + Penalty 1818.102956 = -262193.976485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46734.200000 sec): 3 clusters Score: Raw -263554.084867 + Penalty 3636.205911 = -259917.878956 nChanged 441 SP:Iteration 1F (46734.370000 sec): 3 clusters Score: Raw -263954.695393 + Penalty 3636.205911 = -260318.489482 nChanged 112 SP:Iteration 2F (46734.560000 sec): 3 clusters Score: Raw -264087.878029 + Penalty 3636.205911 = -260451.672118 nChanged 71 SP:Iteration 3Q (46734.740000 sec): 3 clusters Score: Raw -264179.737140 + Penalty 3636.205911 = -260543.531229 nChanged 55 SP:Iteration 4Q (46734.900000 sec): 3 clusters Score: Raw -264250.536776 + Penalty 3636.205911 = -260614.330865 nChanged 41 SP:Iteration 5Q (46735.100000 sec): 3 clusters Score: Raw -264297.663949 + Penalty 3636.205911 = -260661.458037 nChanged 29 SP:Iteration 6Q (46735.280000 sec): 3 clusters Score: Raw -264335.872593 + Penalty 3636.205911 = -260699.666682 nChanged 31 SP:Iteration 7Q (46735.530000 sec): 3 clusters Score: Raw -264381.491354 + Penalty 3636.205911 = -260745.285443 nChanged 38 SP:Iteration 8Q (46735.790000 sec): 3 clusters Score: Raw -264421.349237 + Penalty 3636.205911 = -260785.143326 nChanged 23 SP:Iteration 9Q (46736.020000 sec): 3 clusters Score: Raw -264454.744768 + Penalty 3636.205911 = -260818.538857 nChanged 33 SP:Iteration 10Q (46736.230000 sec): 3 clusters Score: Raw -264495.327586 + Penalty 3636.205911 = -260859.121675 nChanged 30 SP:Iteration 11Q (46736.460000 sec): 3 clusters Score: Raw -264521.798001 + Penalty 3636.205911 = -260885.592090 nChanged 18 SP:Iteration 12Q (46736.650000 sec): 3 clusters Score: Raw -264545.088060 + Penalty 3636.205911 = -260908.882149 nChanged 23 SP:Iteration 13Q (46736.820000 sec): 3 clusters Score: Raw -264569.826815 + Penalty 3636.205911 = -260933.620904 nChanged 16 SP:Iteration 14Q (46737.030000 sec): 3 clusters Score: Raw -264588.390564 + Penalty 3636.205911 = -260952.184652 nChanged 15 SP:Iteration 15Q (46737.210000 sec): 3 clusters Score: Raw -264612.556307 + Penalty 3636.205911 = -260976.350396 nChanged 18 SP:Iteration 16Q (46737.410000 sec): 3 clusters Score: Raw -264633.612538 + Penalty 3636.205911 = -260997.406627 nChanged 9 SP:Iteration 17Q (46737.600000 sec): 3 clusters Score: Raw -264638.525834 + Penalty 3636.205911 = -261002.319923 nChanged 4 SP:Iteration 18Q (46737.790000 sec): 3 clusters Score: Raw -264642.668397 + Penalty 3636.205911 = -261006.462486 nChanged 6 SP:Iteration 19Q (46738.030000 sec): 3 clusters Score: Raw -264650.406736 + Penalty 3636.205911 = -261014.200825 nChanged 7 SP:Iteration 20F (46738.270000 sec): 3 clusters Score: Raw -264656.340750 + Penalty 3636.205911 = -261020.134838 nChanged 3 SP:Iteration 21Q (46738.470000 sec): 3 clusters Score: Raw -264659.404367 + Penalty 3636.205911 = -261023.198456 nChanged 0 SP:Iteration 22F (46738.660000 sec): 3 clusters Score: Raw -264659.404367 + Penalty 3636.205911 = -261023.198456 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 63 (1051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46738.760000 sec): 2 clusters Score: Raw -185831.310871 + Penalty 1725.459348 = -184105.851523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46738.940000 sec): 3 clusters Score: Raw -185586.222477 + Penalty 3450.918696 = -182135.303781 nChanged 273 SP:Iteration 1F (46739.150000 sec): 3 clusters Score: Raw -185991.757210 + Penalty 3450.918696 = -182540.838514 nChanged 105 SP:Iteration 2F (46739.340000 sec): 3 clusters Score: Raw -186227.949757 + Penalty 3450.918696 = -182777.031061 nChanged 77 SP:Iteration 3F (46739.550000 sec): 3 clusters Score: Raw -186355.070200 + Penalty 3450.918696 = -182904.151504 nChanged 40 SP:Iteration 4Q (46739.730000 sec): 3 clusters Score: Raw -186422.105216 + Penalty 3450.918696 = -182971.186520 nChanged 29 SP:Iteration 5Q (46739.950000 sec): 3 clusters Score: Raw -186469.989507 + Penalty 3450.918696 = -183019.070811 nChanged 20 SP:Iteration 6Q (46740.170000 sec): 3 clusters Score: Raw -186506.333283 + Penalty 3450.918696 = -183055.414587 nChanged 8 SP:Iteration 7Q (46740.330000 sec): 3 clusters Score: Raw -186517.171942 + Penalty 3450.918696 = -183066.253246 nChanged 7 SP:Iteration 8Q (46740.530000 sec): 3 clusters Score: Raw -186542.495789 + Penalty 3450.918696 = -183091.577093 nChanged 11 SP:Iteration 9Q (46740.730000 sec): 3 clusters Score: Raw -186565.967845 + Penalty 3450.918696 = -183115.049149 nChanged 6 SP:Iteration 10Q (46740.900000 sec): 3 clusters Score: Raw -186574.584216 + Penalty 3450.918696 = -183123.665520 nChanged 3 SP:Iteration 11Q (46741.090000 sec): 3 clusters Score: Raw -186581.102162 + Penalty 3450.918696 = -183130.183466 nChanged 3 SP:Iteration 12Q (46741.290000 sec): 3 clusters Score: Raw -186584.488264 + Penalty 3450.918696 = -183133.569568 nChanged 3 SP:Iteration 13Q (46741.490000 sec): 3 clusters Score: Raw -186586.411467 + Penalty 3450.918696 = -183135.492771 nChanged 1 SP:Iteration 14Q (46741.650000 sec): 3 clusters Score: Raw -186587.156630 + Penalty 3450.918696 = -183136.237934 nChanged 0 SP:Iteration 15F (46741.910000 sec): 3 clusters Score: Raw -186587.156630 + Penalty 3450.918696 = -183136.237934 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 64 (708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46741.970000 sec): 2 clusters Score: Raw -113683.970639 + Penalty 1627.486135 = -112056.484503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46742.140000 sec): 3 clusters Score: Raw -113683.190886 + Penalty 3254.972270 = -110428.218615 nChanged 170 SP:Iteration 1F (46742.330000 sec): 3 clusters Score: Raw -113968.099067 + Penalty 3254.972270 = -110713.126796 nChanged 56 SP:Iteration 2F (46742.500000 sec): 3 clusters Score: Raw -114121.390073 + Penalty 3254.972270 = -110866.417802 nChanged 33 SP:Iteration 3Q (46742.680000 sec): 3 clusters Score: Raw -114208.530341 + Penalty 3254.972270 = -110953.558071 nChanged 27 SP:Iteration 4Q (46742.830000 sec): 3 clusters Score: Raw -114293.310631 + Penalty 3254.972270 = -111038.338360 nChanged 19 SP:Iteration 5Q (46743.060000 sec): 3 clusters Score: Raw -114363.182762 + Penalty 3254.972270 = -111108.210491 nChanged 19 SP:Iteration 6Q (46743.270000 sec): 3 clusters Score: Raw -114451.753395 + Penalty 3254.972270 = -111196.781124 nChanged 17 SP:Iteration 7Q (46743.410000 sec): 3 clusters Score: Raw -114512.561364 + Penalty 3254.972270 = -111257.589093 nChanged 9 SP:Iteration 8Q (46743.590000 sec): 3 clusters Score: Raw -114557.100488 + Penalty 3254.972270 = -111302.128217 nChanged 12 SP:Iteration 9Q (46743.790000 sec): 3 clusters Score: Raw -114602.133359 + Penalty 3254.972270 = -111347.161088 nChanged 9 SP:Iteration 10Q (46743.990000 sec): 3 clusters Score: Raw -114654.320258 + Penalty 3254.972270 = -111399.347987 nChanged 11 SP:Iteration 11Q (46744.210000 sec): 3 clusters Score: Raw -114699.641129 + Penalty 3254.972270 = -111444.668859 nChanged 8 SP:Iteration 12Q (46744.360000 sec): 3 clusters Score: Raw -114723.830396 + Penalty 3254.972270 = -111468.858125 nChanged 3 SP:Iteration 13Q (46744.580000 sec): 3 clusters Score: Raw -114737.241810 + Penalty 3254.972270 = -111482.269539 nChanged 4 SP:Iteration 14Q (46744.790000 sec): 3 clusters Score: Raw -114755.687407 + Penalty 3254.972270 = -111500.715137 nChanged 1 SP:Iteration 15Q (46744.950000 sec): 3 clusters Score: Raw -114771.626608 + Penalty 3254.972270 = -111516.654338 nChanged 2 SP:Iteration 16Q (46745.170000 sec): 3 clusters Score: Raw -114782.179694 + Penalty 3254.972270 = -111527.207423 nChanged 4 SP:Iteration 17Q (46745.370000 sec): 3 clusters Score: Raw -114798.151482 + Penalty 3254.972270 = -111543.179212 nChanged 0 SP:Iteration 18F (46745.460000 sec): 3 clusters Score: Raw -114798.151482 + Penalty 3254.972270 = -111543.179212 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 66 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46745.560000 sec): 2 clusters Score: Raw -26879.739979 + Penalty 1267.772972 = -25611.967008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46745.790000 sec): 3 clusters Score: Raw -27167.584188 + Penalty 2535.545943 = -24632.038245 nChanged 9 SP:Iteration 1F (46745.990000 sec): 3 clusters Score: Raw -27236.514323 + Penalty 2535.545943 = -24700.968380 nChanged 2 SP:Iteration 2Q (46746.170000 sec): 3 clusters Score: Raw -27248.003330 + Penalty 2535.545943 = -24712.457387 nChanged 0 SP:Iteration 3F (46746.380000 sec): 3 clusters Score: Raw -27248.003330 + Penalty 2535.545943 = -24712.457387 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 67 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46746.490000 sec): 2 clusters Score: Raw -90819.833801 + Penalty 1548.071370 = -89271.762431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46746.650000 sec): 3 clusters Score: Raw -90901.015144 + Penalty 3096.142740 = -87804.872404 nChanged 104 SP:Iteration 1F (46746.820000 sec): 3 clusters Score: Raw -91132.134148 + Penalty 3096.142740 = -88035.991408 nChanged 38 SP:Iteration 2F (46747.010000 sec): 3 clusters Score: Raw -91219.848053 + Penalty 3096.142740 = -88123.705313 nChanged 22 SP:Iteration 3Q (46747.150000 sec): 3 clusters Score: Raw -91274.950668 + Penalty 3096.142740 = -88178.807928 nChanged 20 SP:Iteration 4Q (46747.330000 sec): 3 clusters Score: Raw -91330.116729 + Penalty 3096.142740 = -88233.973990 nChanged 14 SP:Iteration 5Q (46747.530000 sec): 3 clusters Score: Raw -91371.938621 + Penalty 3096.142740 = -88275.795881 nChanged 9 SP:Iteration 6Q (46747.730000 sec): 3 clusters Score: Raw -91404.905439 + Penalty 3096.142740 = -88308.762699 nChanged 8 SP:Iteration 7Q (46747.890000 sec): 3 clusters Score: Raw -91416.598227 + Penalty 3096.142740 = -88320.455487 nChanged 3 SP:Iteration 8Q (46748.040000 sec): 3 clusters Score: Raw -91422.198662 + Penalty 3096.142740 = -88326.055922 nChanged 4 SP:Iteration 9Q (46748.280000 sec): 3 clusters Score: Raw -91428.249473 + Penalty 3096.142740 = -88332.106733 nChanged 2 SP:Iteration 10Q (46748.500000 sec): 3 clusters Score: Raw -91430.838366 + Penalty 3096.142740 = -88334.695626 nChanged 0 SP:Iteration 11F (46748.680000 sec): 3 clusters Score: Raw -91430.838366 + Penalty 3096.142740 = -88334.695626 nChanged 0 Memory request: 0.00 GB would take us to total of 14.93 GB. Trying to split cluster 68 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46748.760000 sec): 2 clusters Score: Raw -235091.568170 + Penalty 1786.075247 = -233305.492923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46748.940000 sec): 3 clusters Score: Raw -234724.625344 + Penalty 3572.150493 = -231152.474851 nChanged 391 SP:Iteration 1F (46749.150000 sec): 3 clusters Score: Raw -235083.458156 + Penalty 3572.150493 = -231511.307663 nChanged 102 SP:Iteration 2F (46749.300000 sec): 3 clusters Score: Raw -235199.897653 + Penalty 3572.150493 = -231627.747160 nChanged 53 SP:Iteration 3Q (46749.450000 sec): 3 clusters Score: Raw -235255.802458 + Penalty 3572.150493 = -231683.651965 nChanged 36 SP:Iteration 4Q (46749.580000 sec): 3 clusters Score: Raw -235301.110397 + Penalty 3572.150493 = -231728.959903 nChanged 34 SP:Iteration 5Q (46749.780000 sec): 3 clusters Score: Raw -235348.812552 + Penalty 3572.150493 = -231776.662058 nChanged 24 SP:Iteration 6Q (46749.980000 sec): 3 clusters Score: Raw -235377.166193 + Penalty 3572.150493 = -231805.015700 nChanged 25 SP:Iteration 7Q (46750.180000 sec): 3 clusters Score: Raw -235401.862425 + Penalty 3572.150493 = -231829.711931 nChanged 16 SP:Iteration 8Q (46750.320000 sec): 3 clusters Score: Raw -235421.293091 + Penalty 3572.150493 = -231849.142597 nChanged 13 SP:Iteration 9Q (46750.520000 sec): 3 clusters Score: Raw -235438.893022 + Penalty 3572.150493 = -231866.742528 nChanged 15 SP:Iteration 10Q (46750.660000 sec): 3 clusters Score: Raw -235457.817080 + Penalty 3572.150493 = -231885.666586 nChanged 13 SP:Iteration 11Q (46750.840000 sec): 3 clusters Score: Raw -235473.393370 + Penalty 3572.150493 = -231901.242876 nChanged 11 SP:Iteration 12Q (46750.990000 sec): 3 clusters Score: Raw -235484.459489 + Penalty 3572.150493 = -231912.308995 nChanged 8 SP:Iteration 13Q (46751.130000 sec): 3 clusters Score: Raw -235494.905107 + Penalty 3572.150493 = -231922.754614 nChanged 8 SP:Iteration 14Q (46751.320000 sec): 3 clusters Score: Raw -235503.931301 + Penalty 3572.150493 = -231931.780808 nChanged 12 SP:Iteration 15Q (46751.480000 sec): 3 clusters Score: Raw -235523.119098 + Penalty 3572.150493 = -231950.968604 nChanged 8 SP:Iteration 16Q (46751.620000 sec): 3 clusters Score: Raw -235528.537346 + Penalty 3572.150493 = -231956.386852 nChanged 7 SP:Iteration 17Q (46751.770000 sec): 3 clusters Score: Raw -235536.612000 + Penalty 3572.150493 = -231964.461507 nChanged 12 SP:Iteration 18Q (46751.960000 sec): 3 clusters Score: Raw -235545.271227 + Penalty 3572.150493 = -231973.120733 nChanged 8 SP:Iteration 19Q (46752.100000 sec): 3 clusters Score: Raw -235553.434681 + Penalty 3572.150493 = -231981.284187 nChanged 7 SP:Iteration 20F (46752.250000 sec): 3 clusters Score: Raw -235562.846118 + Penalty 3572.150493 = -231990.695625 nChanged 4 SP:Iteration 21Q (46752.390000 sec): 3 clusters Score: Raw -235565.391453 + Penalty 3572.150493 = -231993.240959 nChanged 4 SP:Iteration 22Q (46752.590000 sec): 3 clusters Score: Raw -235570.025684 + Penalty 3572.150493 = -231997.875190 nChanged 9 SP:Iteration 23Q (46752.760000 sec): 3 clusters Score: Raw -235576.362121 + Penalty 3572.150493 = -232004.211628 nChanged 5 SP:Iteration 24Q (46752.980000 sec): 3 clusters Score: Raw -235581.042207 + Penalty 3572.150493 = -232008.891714 nChanged 8 SP:Iteration 25Q (46753.140000 sec): 3 clusters Score: Raw -235591.238889 + Penalty 3572.150493 = -232019.088396 nChanged 7 SP:Iteration 26Q (46753.270000 sec): 3 clusters Score: Raw -235598.313423 + Penalty 3572.150493 = -232026.162930 nChanged 6 SP:Iteration 27Q (46753.520000 sec): 3 clusters Score: Raw -235601.843447 + Penalty 3572.150493 = -232029.692954 nChanged 2 SP:Iteration 28Q (46753.710000 sec): 3 clusters Score: Raw -235603.594217 + Penalty 3572.150493 = -232031.443724 nChanged 0 SP:Iteration 29F (46753.900000 sec): 3 clusters Score: Raw -235603.594217 + Penalty 3572.150493 = -232031.443724 nChanged 0 ------ Evaluating fit on full set of 5549686 points ------ Score: Raw -1021327140.136912 + Penalty 250331.540750 = -1021076808.596162 Time taken for this iteration:47315.040000 seconds. 20->66 Clusters: Score -1021076808.596162, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 3.45 GB would take us to total of 13.79 GB. ------ Running on subset of 1849895 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 14 (124 points): Lose 64.791874 but Gain 3578.798581 Iteration 0F (47493.970000 sec): 20 clusters Score: Raw -288014238.976789 + Penalty 67997.173035 = -287946241.803754 nChanged 1757380 Deleting Class 4 (988 points): Lose 3527.627419 but Gain 3578.798581 Iteration 1F (47561.670000 sec): 19 clusters Score: Raw -337466058.520971 + Penalty 64418.374454 = -337401640.146517 nChanged 139036 Iteration 2F (47626.350000 sec): 19 clusters Score: Raw -338536233.646464 + Penalty 64418.374454 = -338471815.272009 nChanged 99326 Iteration 3F (47691.370000 sec): 19 clusters Score: Raw -338918260.797625 + Penalty 64418.374454 = -338853842.423171 nChanged 92339 Iteration 4Q (47725.890000 sec): 19 clusters Score: Raw -339132614.364223 + Penalty 64418.374454 = -339068195.989768 nChanged 91647 Iteration 5Q (47763.300000 sec): 19 clusters Score: Raw -339275604.971576 + Penalty 64418.374454 = -339211186.597121 nChanged 90679 Iteration 6Q (47798.820000 sec): 19 clusters Score: Raw -339383332.786329 + Penalty 64418.374454 = -339318914.411875 nChanged 84942 Iteration 7Q (47834.500000 sec): 19 clusters Score: Raw -339458739.844967 + Penalty 64418.374454 = -339394321.470513 nChanged 76684 Iteration 8Q (47869.130000 sec): 19 clusters Score: Raw -339512925.134806 + Penalty 64418.374454 = -339448506.760352 nChanged 68406 Iteration 9Q (47904.000000 sec): 19 clusters Score: Raw -339554816.740651 + Penalty 64418.374454 = -339490398.366197 nChanged 61098 Iteration 10Q (47939.050000 sec): 19 clusters Score: Raw -339588063.266207 + Penalty 64418.374454 = -339523644.891753 nChanged 53637 Iteration 11Q (47976.460000 sec): 19 clusters Score: Raw -339612773.122533 + Penalty 64418.374454 = -339548354.748078 nChanged 46677 Iteration 12Q (48010.720000 sec): 19 clusters Score: Raw -339631335.580402 + Penalty 64418.374454 = -339566917.205947 nChanged 41373 Iteration 13Q (48046.680000 sec): 19 clusters Score: Raw -339645681.681736 + Penalty 64418.374454 = -339581263.307282 nChanged 36721 Iteration 14Q (48084.380000 sec): 19 clusters Score: Raw -339657281.874538 + Penalty 64418.374454 = -339592863.500084 nChanged 33534 Iteration 15Q (48125.680000 sec): 19 clusters Score: Raw -339667263.097592 + Penalty 64418.374454 = -339602844.723138 nChanged 31761 Iteration 16Q (48166.610000 sec): 19 clusters Score: Raw -339676762.222552 + Penalty 64418.374454 = -339612343.848098 nChanged 30492 Iteration 17Q (48208.970000 sec): 19 clusters Score: Raw -339686035.154454 + Penalty 64418.374454 = -339621616.779999 nChanged 29503 Iteration 18Q (48256.290000 sec): 19 clusters Score: Raw -339694394.943242 + Penalty 64418.374454 = -339629976.568788 nChanged 28850 Iteration 19Q (48303.550000 sec): 19 clusters Score: Raw -339701944.061058 + Penalty 64418.374454 = -339637525.686603 nChanged 28310 Writing temp clu file Because OldScore, -339629976.568788, is greater than current (better) Score,-339637525.686603 Compute initial score before splitting: Score: Raw -339701944.061058 + Penalty 64418.374454 = -339637525.686603 Memory request: 1.87 GB would take us to total of 15.66 GB. Trying to split cluster 1 (1004000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48308.860000 sec): 2 clusters Score: Raw -190497236.840137 + Penalty 3427.236640 = -190493809.603497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48314.960000 sec): 3 clusters Score: Raw -189818243.344648 + Penalty 6854.473279 = -189811388.871369 nChanged 493896 SP:Iteration 1F (48320.510000 sec): 3 clusters Score: Raw -190119133.746200 + Penalty 6854.473279 = -190112279.272921 nChanged 28866 SP:Iteration 2Q (48326.500000 sec): 3 clusters Score: Raw -190126904.652471 + Penalty 6854.473279 = -190120050.179191 nChanged 39922 SP:Iteration 3Q (48332.230000 sec): 3 clusters Score: Raw -190145750.496848 + Penalty 6854.473279 = -190138896.023568 nChanged 63176 SP:Iteration 4F (48338.080000 sec): 3 clusters Score: Raw -190194233.167936 + Penalty 6854.473279 = -190187378.694656 nChanged 91616 SP:Iteration 5F (48343.900000 sec): 3 clusters Score: Raw -190283151.889051 + Penalty 6854.473279 = -190276297.415771 nChanged 99469 SP:Iteration 6F (48349.580000 sec): 3 clusters Score: Raw -190378819.774676 + Penalty 6854.473279 = -190371965.301396 nChanged 81598 SP:Iteration 7F (48355.480000 sec): 3 clusters Score: Raw -190448071.676298 + Penalty 6854.473279 = -190441217.203018 nChanged 59538 SP:Iteration 8F (48360.530000 sec): 3 clusters Score: Raw -190491739.565779 + Penalty 6854.473279 = -190484885.092500 nChanged 44691 SP:Iteration 9Q (48365.460000 sec): 3 clusters Score: Raw -190520253.345144 + Penalty 6854.473279 = -190513398.871865 nChanged 36012 SP:Iteration 10Q (48370.580000 sec): 3 clusters Score: Raw -190539888.297384 + Penalty 6854.473279 = -190533033.824105 nChanged 30255 SP:Iteration 11Q (48375.900000 sec): 3 clusters Score: Raw -190554018.229478 + Penalty 6854.473279 = -190547163.756199 nChanged 26535 SP:Iteration 12Q (48380.970000 sec): 3 clusters Score: Raw -190564656.372509 + Penalty 6854.473279 = -190557801.899229 nChanged 24211 SP:Iteration 13Q (48386.080000 sec): 3 clusters Score: Raw -190573147.219590 + Penalty 6854.473279 = -190566292.746311 nChanged 22518 SP:Iteration 14Q (48391.040000 sec): 3 clusters Score: Raw -190580248.472238 + Penalty 6854.473279 = -190573393.998959 nChanged 21063 SP:Iteration 15Q (48395.680000 sec): 3 clusters Score: Raw -190586402.915078 + Penalty 6854.473279 = -190579548.441799 nChanged 19485 SP:Iteration 16Q (48400.080000 sec): 3 clusters Score: Raw -190591749.218001 + Penalty 6854.473279 = -190584894.744722 nChanged 17823 SP:Iteration 17Q (48404.360000 sec): 3 clusters Score: Raw -190596325.780450 + Penalty 6854.473279 = -190589471.307170 nChanged 16208 SP:Iteration 18Q (48409.380000 sec): 3 clusters Score: Raw -190600149.920646 + Penalty 6854.473279 = -190593295.447367 nChanged 14393 SP:Iteration 19Q (48415.540000 sec): 3 clusters Score: Raw -190603166.549551 + Penalty 6854.473279 = -190596312.076272 nChanged 12369 SP:Iteration 20F (48421.280000 sec): 3 clusters Score: Raw -190605478.358005 + Penalty 6854.473279 = -190598623.884726 nChanged 10847 SP:Iteration 21Q (48427.960000 sec): 3 clusters Score: Raw -190607246.282943 + Penalty 6854.473279 = -190600391.809664 nChanged 9304 SP:Iteration 22Q (48434.010000 sec): 3 clusters Score: Raw -190608553.607841 + Penalty 6854.473279 = -190601699.134562 nChanged 7773 SP:Iteration 23Q (48440.610000 sec): 3 clusters Score: Raw -190609467.635087 + Penalty 6854.473279 = -190602613.161808 nChanged 6408 SP:Iteration 24Q (48446.690000 sec): 3 clusters Score: Raw -190610108.775476 + Penalty 6854.473279 = -190603254.302197 nChanged 5384 SP:Iteration 25Q (48452.900000 sec): 3 clusters Score: Raw -190610564.869418 + Penalty 6854.473279 = -190603710.396139 nChanged 4495 SP:Iteration 26Q (48458.950000 sec): 3 clusters Score: Raw -190610885.023653 + Penalty 6854.473279 = -190604030.550374 nChanged 3696 SP:Iteration 27Q (48464.900000 sec): 3 clusters Score: Raw -190611112.256273 + Penalty 6854.473279 = -190604257.782993 nChanged 3187 SP:Iteration 28Q (48470.830000 sec): 3 clusters Score: Raw -190611283.158556 + Penalty 6854.473279 = -190604428.685277 nChanged 2671 SP:Iteration 29Q (48477.400000 sec): 3 clusters Score: Raw -190611405.262665 + Penalty 6854.473279 = -190604550.789385 nChanged 2186 SP:Iteration 30Q (48483.000000 sec): 3 clusters Score: Raw -190611488.475671 + Penalty 6854.473279 = -190604634.002392 nChanged 1807 SP:Iteration 31Q (48487.870000 sec): 3 clusters Score: Raw -190611546.795694 + Penalty 6854.473279 = -190604692.322415 nChanged 1531 SP:Iteration 32Q (48493.330000 sec): 3 clusters Score: Raw -190611590.570211 + Penalty 6854.473279 = -190604736.096932 nChanged 1267 SP:Iteration 33Q (48498.830000 sec): 3 clusters Score: Raw -190611621.937056 + Penalty 6854.473279 = -190604767.463776 nChanged 1071 SP:Iteration 34Q (48504.050000 sec): 3 clusters Score: Raw -190611644.714004 + Penalty 6854.473279 = -190604790.240725 nChanged 877 SP:Iteration 35Q (48509.920000 sec): 3 clusters Score: Raw -190611660.464410 + Penalty 6854.473279 = -190604805.991131 nChanged 716 SP:Iteration 36Q (48514.960000 sec): 3 clusters Score: Raw -190611671.076480 + Penalty 6854.473279 = -190604816.603201 nChanged 558 SP:Iteration 37Q (48520.110000 sec): 3 clusters Score: Raw -190611678.111965 + Penalty 6854.473279 = -190604823.638685 nChanged 449 SP:Iteration 38Q (48525.020000 sec): 3 clusters Score: Raw -190611683.044000 + Penalty 6854.473279 = -190604828.570720 nChanged 402 SP:Iteration 39Q (48529.740000 sec): 3 clusters Score: Raw -190611686.914588 + Penalty 6854.473279 = -190604832.441308 nChanged 315 SP:Iteration 40F (48535.320000 sec): 3 clusters Score: Raw -190611689.673749 + Penalty 6854.473279 = -190604835.200470 nChanged 250 SP:Iteration 41Q (48540.100000 sec): 3 clusters Score: Raw -190611691.570595 + Penalty 6854.473279 = -190604837.097315 nChanged 215 SP:Iteration 42Q (48545.080000 sec): 3 clusters Score: Raw -190611693.191314 + Penalty 6854.473279 = -190604838.718035 nChanged 207 SP:Iteration 43Q (48550.300000 sec): 3 clusters Score: Raw -190611694.733711 + Penalty 6854.473279 = -190604840.260432 nChanged 180 SP:Iteration 44Q (48555.130000 sec): 3 clusters Score: Raw -190611695.981216 + Penalty 6854.473279 = -190604841.507937 nChanged 150 SP:Iteration 45Q (48560.090000 sec): 3 clusters Score: Raw -190611696.889854 + Penalty 6854.473279 = -190604842.416575 nChanged 117 SP:Iteration 46Q (48565.300000 sec): 3 clusters Score: Raw -190611697.500937 + Penalty 6854.473279 = -190604843.027657 nChanged 100 SP:Iteration 47Q (48570.110000 sec): 3 clusters Score: Raw -190611698.029139 + Penalty 6854.473279 = -190604843.555860 nChanged 90 SP:Iteration 48Q (48574.830000 sec): 3 clusters Score: Raw -190611698.477048 + Penalty 6854.473279 = -190604844.003769 nChanged 80 SP:Iteration 49Q (48579.720000 sec): 3 clusters Score: Raw -190611698.820184 + Penalty 6854.473279 = -190604844.346904 nChanged 69 SP:Iteration 50Q (48585.030000 sec): 3 clusters Score: Raw -190611699.158820 + Penalty 6854.473279 = -190604844.685541 nChanged 56 SP:Iteration 51Q (48590.250000 sec): 3 clusters Score: Raw -190611699.390495 + Penalty 6854.473279 = -190604844.917216 nChanged 50 SP:Iteration 52Q (48595.590000 sec): 3 clusters Score: Raw -190611699.599641 + Penalty 6854.473279 = -190604845.126362 nChanged 43 SP:Iteration 53Q (48600.240000 sec): 3 clusters Score: Raw -190611699.770296 + Penalty 6854.473279 = -190604845.297017 nChanged 36 SP:Iteration 54Q (48605.440000 sec): 3 clusters Score: Raw -190611699.895922 + Penalty 6854.473279 = -190604845.422642 nChanged 31 SP:Iteration 55Q (48610.370000 sec): 3 clusters Score: Raw -190611700.011549 + Penalty 6854.473279 = -190604845.538270 nChanged 40 SP:Iteration 56Q (48615.110000 sec): 3 clusters Score: Raw -190611700.182076 + Penalty 6854.473279 = -190604845.708797 nChanged 39 SP:Iteration 57Q (48619.570000 sec): 3 clusters Score: Raw -190611700.316085 + Penalty 6854.473279 = -190604845.842806 nChanged 27 SP:Iteration 58Q (48624.240000 sec): 3 clusters Score: Raw -190611700.407038 + Penalty 6854.473279 = -190604845.933759 nChanged 24 SP:Iteration 59Q (48629.860000 sec): 3 clusters Score: Raw -190611700.484517 + Penalty 6854.473279 = -190604846.011238 nChanged 16 SP:Iteration 60F (48634.950000 sec): 3 clusters Score: Raw -190611700.532592 + Penalty 6854.473279 = -190604846.059313 nChanged 13 SP:Iteration 61Q (48639.770000 sec): 3 clusters Score: Raw -190611700.574505 + Penalty 6854.473279 = -190604846.101225 nChanged 16 SP:Iteration 62Q (48644.370000 sec): 3 clusters Score: Raw -190611700.626038 + Penalty 6854.473279 = -190604846.152759 nChanged 11 SP:Iteration 63Q (48650.460000 sec): 3 clusters Score: Raw -190611700.660321 + Penalty 6854.473279 = -190604846.187042 nChanged 14 SP:Iteration 64Q (48655.010000 sec): 3 clusters Score: Raw -190611700.708852 + Penalty 6854.473279 = -190604846.235573 nChanged 15 SP:Iteration 65Q (48659.620000 sec): 3 clusters Score: Raw -190611700.750757 + Penalty 6854.473279 = -190604846.277478 nChanged 11 SP:Iteration 66Q (48664.070000 sec): 3 clusters Score: Raw -190611700.777769 + Penalty 6854.473279 = -190604846.304489 nChanged 3 SP:Iteration 67Q (48669.360000 sec): 3 clusters Score: Raw -190611700.785128 + Penalty 6854.473279 = -190604846.311848 nChanged 3 SP:Iteration 68Q (48674.350000 sec): 3 clusters Score: Raw -190611700.793917 + Penalty 6854.473279 = -190604846.320638 nChanged 5 SP:Iteration 69Q (48679.140000 sec): 3 clusters Score: Raw -190611700.806241 + Penalty 6854.473279 = -190604846.332962 nChanged 2 SP:Iteration 70Q (48683.720000 sec): 3 clusters Score: Raw -190611700.811212 + Penalty 6854.473279 = -190604846.337933 nChanged 4 SP:Iteration 71Q (48688.380000 sec): 3 clusters Score: Raw -190611700.819058 + Penalty 6854.473279 = -190604846.345779 nChanged 3 SP:Iteration 72Q (48692.870000 sec): 3 clusters Score: Raw -190611700.826608 + Penalty 6854.473279 = -190604846.353329 nChanged 3 SP:Iteration 73Q (48697.260000 sec): 3 clusters Score: Raw -190611700.832528 + Penalty 6854.473279 = -190604846.359249 nChanged 2 SP:Iteration 74Q (48701.920000 sec): 3 clusters Score: Raw -190611700.837386 + Penalty 6854.473279 = -190604846.364107 nChanged 0 SP:Iteration 75F (48706.810000 sec): 3 clusters Score: Raw -190611700.837386 + Penalty 6854.473279 = -190604846.364107 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 4. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (2984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48707.450000 sec): 2 clusters Score: Raw -525683.856699 + Penalty 1984.252950 = -523699.603748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48707.590000 sec): 3 clusters Score: Raw -524571.187790 + Penalty 3968.505901 = -520602.681889 nChanged 1099 SP:Iteration 1F (48707.810000 sec): 3 clusters Score: Raw -526357.176345 + Penalty 3968.505901 = -522388.670444 nChanged 500 SP:Iteration 2F (48708.070000 sec): 3 clusters Score: Raw -529521.479751 + Penalty 3968.505901 = -525552.973850 nChanged 551 SP:Iteration 3F (48708.290000 sec): 3 clusters Score: Raw -532476.696769 + Penalty 3968.505901 = -528508.190868 nChanged 222 SP:Iteration 4F (48708.470000 sec): 3 clusters Score: Raw -533673.050978 + Penalty 3968.505901 = -529704.545077 nChanged 91 SP:Iteration 5Q (48708.680000 sec): 3 clusters Score: Raw -534449.451943 + Penalty 3968.505901 = -530480.946042 nChanged 78 SP:Iteration 6Q (48708.850000 sec): 3 clusters Score: Raw -535006.243501 + Penalty 3968.505901 = -531037.737600 nChanged 49 SP:Iteration 7Q (48709.100000 sec): 3 clusters Score: Raw -535471.285474 + Penalty 3968.505901 = -531502.779573 nChanged 36 SP:Iteration 8Q (48709.270000 sec): 3 clusters Score: Raw -535817.343766 + Penalty 3968.505901 = -531848.837866 nChanged 27 SP:Iteration 9Q (48709.480000 sec): 3 clusters Score: Raw -536332.105486 + Penalty 3968.505901 = -532363.599585 nChanged 34 SP:Iteration 10Q (48709.680000 sec): 3 clusters Score: Raw -536540.459777 + Penalty 3968.505901 = -532571.953877 nChanged 32 SP:Iteration 11Q (48709.870000 sec): 3 clusters Score: Raw -536652.053071 + Penalty 3968.505901 = -532683.547170 nChanged 23 SP:Iteration 12Q (48710.060000 sec): 3 clusters Score: Raw -536696.878450 + Penalty 3968.505901 = -532728.372550 nChanged 14 SP:Iteration 13Q (48710.230000 sec): 3 clusters Score: Raw -536713.549236 + Penalty 3968.505901 = -532745.043335 nChanged 10 SP:Iteration 14Q (48710.410000 sec): 3 clusters Score: Raw -536723.169519 + Penalty 3968.505901 = -532754.663618 nChanged 8 SP:Iteration 15Q (48710.610000 sec): 3 clusters Score: Raw -536728.562462 + Penalty 3968.505901 = -532760.056561 nChanged 3 SP:Iteration 16Q (48710.820000 sec): 3 clusters Score: Raw -536730.160421 + Penalty 3968.505901 = -532761.654521 nChanged 4 SP:Iteration 17Q (48711.020000 sec): 3 clusters Score: Raw -536731.822019 + Penalty 3968.505901 = -532763.316118 nChanged 1 SP:Iteration 18Q (48711.200000 sec): 3 clusters Score: Raw -536732.152049 + Penalty 3968.505901 = -532763.646148 nChanged 2 SP:Iteration 19Q (48711.390000 sec): 3 clusters Score: Raw -536732.986709 + Penalty 3968.505901 = -532764.480808 nChanged 0 SP:Iteration 20F (48711.610000 sec): 3 clusters Score: Raw -536732.986709 + Penalty 3968.505901 = -532764.480808 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (1038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48711.710000 sec): 2 clusters Score: Raw -120035.539738 + Penalty 1722.372664 = -118313.167074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48711.900000 sec): 3 clusters Score: Raw -120263.036844 + Penalty 3444.745328 = -116818.291516 nChanged 356 SP:Iteration 1F (48712.110000 sec): 3 clusters Score: Raw -121581.999619 + Penalty 3444.745328 = -118137.254291 nChanged 187 SP:Iteration 2F (48712.310000 sec): 3 clusters Score: Raw -123364.299253 + Penalty 3444.745328 = -119919.553925 nChanged 109 SP:Iteration 3F (48712.520000 sec): 3 clusters Score: Raw -124873.872548 + Penalty 3444.745328 = -121429.127220 nChanged 69 SP:Iteration 4F (48712.730000 sec): 3 clusters Score: Raw -126079.190848 + Penalty 3444.745328 = -122634.445520 nChanged 50 SP:Iteration 5Q (48712.940000 sec): 3 clusters Score: Raw -127154.856400 + Penalty 3444.745328 = -123710.111072 nChanged 40 SP:Iteration 6Q (48713.140000 sec): 3 clusters Score: Raw -127817.609326 + Penalty 3444.745328 = -124372.863998 nChanged 14 SP:Iteration 7Q (48713.350000 sec): 3 clusters Score: Raw -128047.483291 + Penalty 3444.745328 = -124602.737963 nChanged 9 SP:Iteration 8Q (48713.520000 sec): 3 clusters Score: Raw -128130.927222 + Penalty 3444.745328 = -124686.181894 nChanged 8 SP:Iteration 9Q (48713.700000 sec): 3 clusters Score: Raw -128179.675547 + Penalty 3444.745328 = -124734.930219 nChanged 2 SP:Iteration 10Q (48713.870000 sec): 3 clusters Score: Raw -128181.856373 + Penalty 3444.745328 = -124737.111046 nChanged 1 SP:Iteration 11Q (48714.080000 sec): 3 clusters Score: Raw -128183.708024 + Penalty 3444.745328 = -124738.962696 nChanged 0 SP:Iteration 12F (48714.270000 sec): 3 clusters Score: Raw -128201.391562 + Penalty 3444.745328 = -124756.646234 nChanged 4 SP:Iteration 13Q (48714.450000 sec): 3 clusters Score: Raw -128228.825830 + Penalty 3444.745328 = -124784.080503 nChanged 4 SP:Iteration 14Q (48714.590000 sec): 3 clusters Score: Raw -128255.683632 + Penalty 3444.745328 = -124810.938305 nChanged 1 SP:Iteration 15Q (48714.770000 sec): 3 clusters Score: Raw -128264.904634 + Penalty 3444.745328 = -124820.159306 nChanged 1 SP:Iteration 16Q (48714.950000 sec): 3 clusters Score: Raw -128271.776954 + Penalty 3444.745328 = -124827.031627 nChanged 0 SP:Iteration 17F (48715.110000 sec): 3 clusters Score: Raw -128271.776954 + Penalty 3444.745328 = -124827.031627 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 21. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (6043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48715.240000 sec): 2 clusters Score: Raw -1019251.622752 + Penalty 2159.250652 = -1017092.372100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48715.450000 sec): 3 clusters Score: Raw -1016389.097926 + Penalty 4318.501305 = -1012070.596621 nChanged 2387 SP:Iteration 1F (48715.680000 sec): 3 clusters Score: Raw -1018604.871065 + Penalty 4318.501305 = -1014286.369760 nChanged 734 SP:Iteration 2F (48715.890000 sec): 3 clusters Score: Raw -1019904.227156 + Penalty 4318.501305 = -1015585.725851 nChanged 624 SP:Iteration 3F (48716.100000 sec): 3 clusters Score: Raw -1021036.240137 + Penalty 4318.501305 = -1016717.738832 nChanged 531 SP:Iteration 4F (48716.350000 sec): 3 clusters Score: Raw -1021962.644455 + Penalty 4318.501305 = -1017644.143151 nChanged 419 SP:Iteration 5F (48716.520000 sec): 3 clusters Score: Raw -1022771.574224 + Penalty 4318.501305 = -1018453.072920 nChanged 359 SP:Iteration 6F (48716.730000 sec): 3 clusters Score: Raw -1023475.212353 + Penalty 4318.501305 = -1019156.711048 nChanged 250 SP:Iteration 7Q (48716.950000 sec): 3 clusters Score: Raw -1023802.819312 + Penalty 4318.501305 = -1019484.318007 nChanged 160 SP:Iteration 8Q (48717.190000 sec): 3 clusters Score: Raw -1023973.262558 + Penalty 4318.501305 = -1019654.761254 nChanged 115 SP:Iteration 9Q (48717.360000 sec): 3 clusters Score: Raw -1024110.877722 + Penalty 4318.501305 = -1019792.376417 nChanged 95 SP:Iteration 10Q (48717.560000 sec): 3 clusters Score: Raw -1024210.654350 + Penalty 4318.501305 = -1019892.153045 nChanged 63 SP:Iteration 11Q (48717.770000 sec): 3 clusters Score: Raw -1024272.493145 + Penalty 4318.501305 = -1019953.991840 nChanged 51 SP:Iteration 12Q (48717.960000 sec): 3 clusters Score: Raw -1024322.243126 + Penalty 4318.501305 = -1020003.741821 nChanged 45 SP:Iteration 13Q (48718.210000 sec): 3 clusters Score: Raw -1024351.833158 + Penalty 4318.501305 = -1020033.331853 nChanged 31 SP:Iteration 14Q (48718.380000 sec): 3 clusters Score: Raw -1024372.268135 + Penalty 4318.501305 = -1020053.766830 nChanged 25 SP:Iteration 15Q (48718.570000 sec): 3 clusters Score: Raw -1024390.432279 + Penalty 4318.501305 = -1020071.930974 nChanged 12 SP:Iteration 16Q (48718.800000 sec): 3 clusters Score: Raw -1024394.106498 + Penalty 4318.501305 = -1020075.605193 nChanged 8 SP:Iteration 17Q (48718.990000 sec): 3 clusters Score: Raw -1024396.797380 + Penalty 4318.501305 = -1020078.296075 nChanged 6 SP:Iteration 18Q (48719.180000 sec): 3 clusters Score: Raw -1024401.368184 + Penalty 4318.501305 = -1020082.866879 nChanged 3 SP:Iteration 19Q (48719.410000 sec): 3 clusters Score: Raw -1024403.305982 + Penalty 4318.501305 = -1020084.804677 nChanged 1 SP:Iteration 20F (48719.650000 sec): 3 clusters Score: Raw -1024429.780562 + Penalty 4318.501305 = -1020111.279258 nChanged 12 SP:Iteration 21Q (48719.800000 sec): 3 clusters Score: Raw -1024458.107816 + Penalty 4318.501305 = -1020139.606511 nChanged 20 SP:Iteration 22Q (48720.040000 sec): 3 clusters Score: Raw -1024472.884574 + Penalty 4318.501305 = -1020154.383269 nChanged 21 SP:Iteration 23Q (48720.250000 sec): 3 clusters Score: Raw -1024483.503370 + Penalty 4318.501305 = -1020165.002066 nChanged 10 SP:Iteration 24Q (48720.500000 sec): 3 clusters Score: Raw -1024488.643013 + Penalty 4318.501305 = -1020170.141708 nChanged 8 SP:Iteration 25Q (48720.680000 sec): 3 clusters Score: Raw -1024491.995259 + Penalty 4318.501305 = -1020173.493955 nChanged 7 SP:Iteration 26Q (48720.890000 sec): 3 clusters Score: Raw -1024494.391423 + Penalty 4318.501305 = -1020175.890118 nChanged 4 SP:Iteration 27Q (48721.080000 sec): 3 clusters Score: Raw -1024496.032701 + Penalty 4318.501305 = -1020177.531396 nChanged 4 SP:Iteration 28Q (48721.300000 sec): 3 clusters Score: Raw -1024498.160295 + Penalty 4318.501305 = -1020179.658991 nChanged 3 SP:Iteration 29Q (48721.470000 sec): 3 clusters Score: Raw -1024500.976864 + Penalty 4318.501305 = -1020182.475559 nChanged 13 SP:Iteration 30Q (48721.680000 sec): 3 clusters Score: Raw -1024507.464897 + Penalty 4318.501305 = -1020188.963592 nChanged 14 SP:Iteration 31Q (48721.910000 sec): 3 clusters Score: Raw -1024516.146390 + Penalty 4318.501305 = -1020197.645085 nChanged 11 SP:Iteration 32Q (48722.150000 sec): 3 clusters Score: Raw -1024521.696728 + Penalty 4318.501305 = -1020203.195423 nChanged 8 SP:Iteration 33Q (48722.340000 sec): 3 clusters Score: Raw -1024524.168360 + Penalty 4318.501305 = -1020205.667056 nChanged 5 SP:Iteration 34Q (48722.500000 sec): 3 clusters Score: Raw -1024526.857759 + Penalty 4318.501305 = -1020208.356454 nChanged 7 SP:Iteration 35Q (48722.700000 sec): 3 clusters Score: Raw -1024531.101089 + Penalty 4318.501305 = -1020212.599784 nChanged 6 SP:Iteration 36Q (48722.910000 sec): 3 clusters Score: Raw -1024533.503431 + Penalty 4318.501305 = -1020215.002126 nChanged 7 SP:Iteration 37Q (48723.100000 sec): 3 clusters Score: Raw -1024536.956854 + Penalty 4318.501305 = -1020218.455549 nChanged 3 SP:Iteration 38Q (48723.310000 sec): 3 clusters Score: Raw -1024537.347648 + Penalty 4318.501305 = -1020218.846344 nChanged 0 SP:Iteration 39F (48723.500000 sec): 3 clusters Score: Raw -1024537.347648 + Penalty 4318.501305 = -1020218.846344 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (2529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48723.630000 sec): 2 clusters Score: Raw -445620.498816 + Penalty 1943.223653 = -443677.275163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48723.830000 sec): 3 clusters Score: Raw -444660.888882 + Penalty 3886.447306 = -440774.441576 nChanged 890 SP:Iteration 1F (48724.070000 sec): 3 clusters Score: Raw -445431.253097 + Penalty 3886.447306 = -441544.805791 nChanged 324 SP:Iteration 2F (48724.290000 sec): 3 clusters Score: Raw -446320.272207 + Penalty 3886.447306 = -442433.824901 nChanged 354 SP:Iteration 3F (48724.450000 sec): 3 clusters Score: Raw -448124.186143 + Penalty 3886.447306 = -444237.738837 nChanged 349 SP:Iteration 4F (48724.590000 sec): 3 clusters Score: Raw -450259.229188 + Penalty 3886.447306 = -446372.781881 nChanged 238 SP:Iteration 5F (48724.740000 sec): 3 clusters Score: Raw -451143.079943 + Penalty 3886.447306 = -447256.632637 nChanged 100 SP:Iteration 6Q (48724.930000 sec): 3 clusters Score: Raw -451330.938415 + Penalty 3886.447306 = -447444.491109 nChanged 40 SP:Iteration 7Q (48725.120000 sec): 3 clusters Score: Raw -451366.770727 + Penalty 3886.447306 = -447480.323421 nChanged 12 SP:Iteration 8Q (48725.270000 sec): 3 clusters Score: Raw -451373.858145 + Penalty 3886.447306 = -447487.410839 nChanged 3 SP:Iteration 9Q (48725.490000 sec): 3 clusters Score: Raw -451375.612736 + Penalty 3886.447306 = -447489.165429 nChanged 1 SP:Iteration 10Q (48725.690000 sec): 3 clusters Score: Raw -451376.110060 + Penalty 3886.447306 = -447489.662754 nChanged 2 SP:Iteration 11Q (48725.860000 sec): 3 clusters Score: Raw -451377.667896 + Penalty 3886.447306 = -447491.220589 nChanged 2 SP:Iteration 12Q (48726.080000 sec): 3 clusters Score: Raw -451378.410586 + Penalty 3886.447306 = -447491.963280 nChanged 0 SP:Iteration 13F (48726.260000 sec): 3 clusters Score: Raw -451378.410586 + Penalty 3886.447306 = -447491.963280 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 23. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (1894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48726.350000 sec): 2 clusters Score: Raw -210688.960531 + Penalty 1871.518676 = -208817.441855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48726.540000 sec): 3 clusters Score: Raw -210840.754009 + Penalty 3743.037352 = -207097.716657 nChanged 771 SP:Iteration 1F (48726.750000 sec): 3 clusters Score: Raw -216389.384512 + Penalty 3743.037352 = -212646.347160 nChanged 343 SP:Iteration 2F (48726.960000 sec): 3 clusters Score: Raw -222296.139019 + Penalty 3743.037352 = -218553.101667 nChanged 148 SP:Iteration 3F (48727.190000 sec): 3 clusters Score: Raw -225931.944743 + Penalty 3743.037352 = -222188.907391 nChanged 101 SP:Iteration 4F (48727.410000 sec): 3 clusters Score: Raw -228822.379753 + Penalty 3743.037352 = -225079.342401 nChanged 67 SP:Iteration 5Q (48727.570000 sec): 3 clusters Score: Raw -230103.904793 + Penalty 3743.037352 = -226360.867441 nChanged 42 SP:Iteration 6Q (48727.750000 sec): 3 clusters Score: Raw -230984.682746 + Penalty 3743.037352 = -227241.645394 nChanged 35 SP:Iteration 7Q (48727.940000 sec): 3 clusters Score: Raw -231739.363845 + Penalty 3743.037352 = -227996.326494 nChanged 23 SP:Iteration 8Q (48728.110000 sec): 3 clusters Score: Raw -232082.450542 + Penalty 3743.037352 = -228339.413191 nChanged 17 SP:Iteration 9Q (48728.260000 sec): 3 clusters Score: Raw -232252.191442 + Penalty 3743.037352 = -228509.154091 nChanged 12 SP:Iteration 10Q (48728.460000 sec): 3 clusters Score: Raw -232473.532629 + Penalty 3743.037352 = -228730.495277 nChanged 6 SP:Iteration 11Q (48728.630000 sec): 3 clusters Score: Raw -232559.229320 + Penalty 3743.037352 = -228816.191968 nChanged 4 SP:Iteration 12Q (48728.800000 sec): 3 clusters Score: Raw -232570.112642 + Penalty 3743.037352 = -228827.075290 nChanged 2 SP:Iteration 13Q (48729.040000 sec): 3 clusters Score: Raw -232573.935369 + Penalty 3743.037352 = -228830.898017 nChanged 0 SP:Iteration 14F (48729.250000 sec): 3 clusters Score: Raw -232599.306610 + Penalty 3743.037352 = -228856.269258 nChanged 2 SP:Iteration 15Q (48729.410000 sec): 3 clusters Score: Raw -232659.011434 + Penalty 3743.037352 = -228915.974082 nChanged 1 SP:Iteration 16Q (48729.610000 sec): 3 clusters Score: Raw -232661.548673 + Penalty 3743.037352 = -228918.511321 nChanged 0 SP:Iteration 17F (48729.780000 sec): 3 clusters Score: Raw -232661.827031 + Penalty 3743.037352 = -228918.789679 nChanged 1 SP:Iteration 18Q (48729.950000 sec): 3 clusters Score: Raw -232682.936089 + Penalty 3743.037352 = -228939.898738 nChanged 4 SP:Iteration 19Q (48730.140000 sec): 3 clusters Score: Raw -232887.931929 + Penalty 3743.037352 = -229144.894578 nChanged 1 SP:Iteration 20F (48730.310000 sec): 3 clusters Score: Raw -232917.057587 + Penalty 3743.037352 = -229174.020235 nChanged 1 SP:Iteration 21Q (48730.520000 sec): 3 clusters Score: Raw -232919.145649 + Penalty 3743.037352 = -229176.108297 nChanged 1 SP:Iteration 22Q (48730.750000 sec): 3 clusters Score: Raw -232921.064857 + Penalty 3743.037352 = -229178.027506 nChanged 0 SP:Iteration 23F (48730.910000 sec): 3 clusters Score: Raw -232921.064857 + Penalty 3743.037352 = -229178.027506 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 24. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (17580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48731.090000 sec): 2 clusters Score: Raw -3021603.626805 + Penalty 2424.080258 = -3019179.546547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48731.410000 sec): 3 clusters Score: Raw -3011694.803017 + Penalty 4848.160517 = -3006846.642500 nChanged 7653 SP:Iteration 1F (48731.770000 sec): 3 clusters Score: Raw -3017914.474062 + Penalty 4848.160517 = -3013066.313545 nChanged 2213 SP:Iteration 2F (48732.050000 sec): 3 clusters Score: Raw -3021376.295516 + Penalty 4848.160517 = -3016528.134999 nChanged 2295 SP:Iteration 3F (48732.350000 sec): 3 clusters Score: Raw -3025268.709301 + Penalty 4848.160517 = -3020420.548785 nChanged 1697 SP:Iteration 4F (48732.650000 sec): 3 clusters Score: Raw -3027732.783543 + Penalty 4848.160517 = -3022884.623027 nChanged 1192 SP:Iteration 5F (48732.890000 sec): 3 clusters Score: Raw -3028953.226563 + Penalty 4848.160517 = -3024105.066046 nChanged 781 SP:Iteration 6Q (48733.170000 sec): 3 clusters Score: Raw -3029469.268059 + Penalty 4848.160517 = -3024621.107542 nChanged 494 SP:Iteration 7Q (48733.450000 sec): 3 clusters Score: Raw -3029710.697533 + Penalty 4848.160517 = -3024862.537016 nChanged 343 SP:Iteration 8Q (48733.770000 sec): 3 clusters Score: Raw -3029866.774357 + Penalty 4848.160517 = -3025018.613840 nChanged 274 SP:Iteration 9Q (48734.090000 sec): 3 clusters Score: Raw -3029984.163608 + Penalty 4848.160517 = -3025136.003091 nChanged 249 SP:Iteration 10Q (48734.380000 sec): 3 clusters Score: Raw -3030083.293852 + Penalty 4848.160517 = -3025235.133335 nChanged 218 SP:Iteration 11Q (48734.710000 sec): 3 clusters Score: Raw -3030160.757054 + Penalty 4848.160517 = -3025312.596537 nChanged 190 SP:Iteration 12Q (48735.040000 sec): 3 clusters Score: Raw -3030224.051485 + Penalty 4848.160517 = -3025375.890968 nChanged 184 SP:Iteration 13Q (48735.310000 sec): 3 clusters Score: Raw -3030280.235448 + Penalty 4848.160517 = -3025432.074931 nChanged 169 SP:Iteration 14Q (48735.570000 sec): 3 clusters Score: Raw -3030328.906820 + Penalty 4848.160517 = -3025480.746303 nChanged 135 SP:Iteration 15Q (48735.900000 sec): 3 clusters Score: Raw -3030365.856954 + Penalty 4848.160517 = -3025517.696437 nChanged 109 SP:Iteration 16Q (48736.200000 sec): 3 clusters Score: Raw -3030392.082698 + Penalty 4848.160517 = -3025543.922181 nChanged 93 SP:Iteration 17Q (48736.470000 sec): 3 clusters Score: Raw -3030414.599255 + Penalty 4848.160517 = -3025566.438738 nChanged 78 SP:Iteration 18Q (48736.780000 sec): 3 clusters Score: Raw -3030432.258410 + Penalty 4848.160517 = -3025584.097893 nChanged 69 SP:Iteration 19Q (48737.030000 sec): 3 clusters Score: Raw -3030446.356142 + Penalty 4848.160517 = -3025598.195625 nChanged 72 SP:Iteration 20F (48737.320000 sec): 3 clusters Score: Raw -3030461.329404 + Penalty 4848.160517 = -3025613.168887 nChanged 73 SP:Iteration 21Q (48737.590000 sec): 3 clusters Score: Raw -3030475.225558 + Penalty 4848.160517 = -3025627.065041 nChanged 64 SP:Iteration 22Q (48737.820000 sec): 3 clusters Score: Raw -3030487.076381 + Penalty 4848.160517 = -3025638.915864 nChanged 58 SP:Iteration 23Q (48738.100000 sec): 3 clusters Score: Raw -3030497.210275 + Penalty 4848.160517 = -3025649.049758 nChanged 48 SP:Iteration 24Q (48738.440000 sec): 3 clusters Score: Raw -3030503.987238 + Penalty 4848.160517 = -3025655.826721 nChanged 37 SP:Iteration 25Q (48738.660000 sec): 3 clusters Score: Raw -3030509.713121 + Penalty 4848.160517 = -3025661.552604 nChanged 36 SP:Iteration 26Q (48738.950000 sec): 3 clusters Score: Raw -3030515.850048 + Penalty 4848.160517 = -3025667.689531 nChanged 41 SP:Iteration 27Q (48739.270000 sec): 3 clusters Score: Raw -3030522.293636 + Penalty 4848.160517 = -3025674.133119 nChanged 27 SP:Iteration 28Q (48739.540000 sec): 3 clusters Score: Raw -3030525.964278 + Penalty 4848.160517 = -3025677.803761 nChanged 19 SP:Iteration 29Q (48739.840000 sec): 3 clusters Score: Raw -3030529.422812 + Penalty 4848.160517 = -3025681.262295 nChanged 17 SP:Iteration 30Q (48740.120000 sec): 3 clusters Score: Raw -3030531.757680 + Penalty 4848.160517 = -3025683.597163 nChanged 14 SP:Iteration 31Q (48740.400000 sec): 3 clusters Score: Raw -3030533.447896 + Penalty 4848.160517 = -3025685.287379 nChanged 14 SP:Iteration 32Q (48740.600000 sec): 3 clusters Score: Raw -3030535.380642 + Penalty 4848.160517 = -3025687.220125 nChanged 8 SP:Iteration 33Q (48740.880000 sec): 3 clusters Score: Raw -3030536.185416 + Penalty 4848.160517 = -3025688.024899 nChanged 4 SP:Iteration 34Q (48741.200000 sec): 3 clusters Score: Raw -3030536.712408 + Penalty 4848.160517 = -3025688.551891 nChanged 1 SP:Iteration 35Q (48741.500000 sec): 3 clusters Score: Raw -3030536.858444 + Penalty 4848.160517 = -3025688.697927 nChanged 2 SP:Iteration 36Q (48741.740000 sec): 3 clusters Score: Raw -3030537.032976 + Penalty 4848.160517 = -3025688.872459 nChanged 6 SP:Iteration 37Q (48742.030000 sec): 3 clusters Score: Raw -3030537.522533 + Penalty 4848.160517 = -3025689.362016 nChanged 4 SP:Iteration 38Q (48742.280000 sec): 3 clusters Score: Raw -3030537.864430 + Penalty 4848.160517 = -3025689.703913 nChanged 2 SP:Iteration 39Q (48742.580000 sec): 3 clusters Score: Raw -3030538.011623 + Penalty 4848.160517 = -3025689.851106 nChanged 1 SP:Iteration 40F (48742.830000 sec): 3 clusters Score: Raw -3030538.139625 + Penalty 4848.160517 = -3025689.979108 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 25. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (2914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48742.930000 sec): 2 clusters Score: Raw -424086.157542 + Penalty 1978.365933 = -422107.791609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48743.160000 sec): 3 clusters Score: Raw -423613.050134 + Penalty 3956.731865 = -419656.318268 nChanged 1118 SP:Iteration 1F (48743.370000 sec): 3 clusters Score: Raw -428964.396264 + Penalty 3956.731865 = -425007.664399 nChanged 489 SP:Iteration 2F (48743.540000 sec): 3 clusters Score: Raw -432641.150682 + Penalty 3956.731865 = -428684.418817 nChanged 295 SP:Iteration 3F (48743.740000 sec): 3 clusters Score: Raw -433952.301466 + Penalty 3956.731865 = -429995.569601 nChanged 171 SP:Iteration 4F (48743.930000 sec): 3 clusters Score: Raw -434625.921253 + Penalty 3956.731865 = -430669.189388 nChanged 92 SP:Iteration 5Q (48744.100000 sec): 3 clusters Score: Raw -434965.929773 + Penalty 3956.731865 = -431009.197907 nChanged 51 SP:Iteration 6Q (48744.290000 sec): 3 clusters Score: Raw -435057.323591 + Penalty 3956.731865 = -431100.591726 nChanged 24 SP:Iteration 7Q (48744.450000 sec): 3 clusters Score: Raw -435082.661626 + Penalty 3956.731865 = -431125.929761 nChanged 5 SP:Iteration 8Q (48744.690000 sec): 3 clusters Score: Raw -435085.498906 + Penalty 3956.731865 = -431128.767040 nChanged 2 SP:Iteration 9Q (48744.850000 sec): 3 clusters Score: Raw -435086.352223 + Penalty 3956.731865 = -431129.620357 nChanged 1 SP:Iteration 10Q (48745.040000 sec): 3 clusters Score: Raw -435086.617442 + Penalty 3956.731865 = -431129.885577 nChanged 0 SP:Iteration 11F (48745.270000 sec): 3 clusters Score: Raw -435086.617442 + Penalty 3956.731865 = -431129.885577 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 26. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (191818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48746.230000 sec): 2 clusters Score: Raw -34908868.825825 + Penalty 3016.746967 = -34905852.078858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48747.380000 sec): 3 clusters Score: Raw -34783230.664320 + Penalty 6033.493933 = -34777197.170387 nChanged 92058 SP:Iteration 1F (48748.500000 sec): 3 clusters Score: Raw -34836565.095850 + Penalty 6033.493933 = -34830531.601917 nChanged 5264 SP:Iteration 2Q (48749.670000 sec): 3 clusters Score: Raw -34837770.334996 + Penalty 6033.493933 = -34831736.841063 nChanged 5999 SP:Iteration 3Q (48750.850000 sec): 3 clusters Score: Raw -34839527.520887 + Penalty 6033.493933 = -34833494.026953 nChanged 7270 SP:Iteration 4Q (48752.160000 sec): 3 clusters Score: Raw -34842381.590563 + Penalty 6033.493933 = -34836348.096630 nChanged 9185 SP:Iteration 5Q (48753.470000 sec): 3 clusters Score: Raw -34846986.557357 + Penalty 6033.493933 = -34840953.063424 nChanged 11687 SP:Iteration 6F (48754.730000 sec): 3 clusters Score: Raw -34854273.451323 + Penalty 6033.493933 = -34848239.957389 nChanged 14002 SP:Iteration 7F (48755.920000 sec): 3 clusters Score: Raw -34865203.760966 + Penalty 6033.493933 = -34859170.267033 nChanged 15357 SP:Iteration 8F (48757.100000 sec): 3 clusters Score: Raw -34879020.911197 + Penalty 6033.493933 = -34872987.417263 nChanged 13804 SP:Iteration 9F (48758.310000 sec): 3 clusters Score: Raw -34892216.701785 + Penalty 6033.493933 = -34886183.207851 nChanged 9889 SP:Iteration 10F (48759.490000 sec): 3 clusters Score: Raw -34901640.376829 + Penalty 6033.493933 = -34895606.882895 nChanged 5950 SP:Iteration 11Q (48760.640000 sec): 3 clusters Score: Raw -34907118.786384 + Penalty 6033.493933 = -34901085.292451 nChanged 3198 SP:Iteration 12Q (48761.660000 sec): 3 clusters Score: Raw -34909794.260387 + Penalty 6033.493933 = -34903760.766454 nChanged 1691 SP:Iteration 13Q (48762.650000 sec): 3 clusters Score: Raw -34910961.964570 + Penalty 6033.493933 = -34904928.470637 nChanged 937 SP:Iteration 14Q (48763.650000 sec): 3 clusters Score: Raw -34911452.195239 + Penalty 6033.493933 = -34905418.701306 nChanged 566 SP:Iteration 15Q (48764.640000 sec): 3 clusters Score: Raw -34911656.136175 + Penalty 6033.493933 = -34905622.642242 nChanged 340 SP:Iteration 16Q (48765.550000 sec): 3 clusters Score: Raw -34911755.966532 + Penalty 6033.493933 = -34905722.472599 nChanged 222 SP:Iteration 17Q (48766.490000 sec): 3 clusters Score: Raw -34911803.130042 + Penalty 6033.493933 = -34905769.636109 nChanged 159 SP:Iteration 18Q (48767.370000 sec): 3 clusters Score: Raw -34911832.512024 + Penalty 6033.493933 = -34905799.018091 nChanged 113 SP:Iteration 19Q (48768.250000 sec): 3 clusters Score: Raw -34911853.213441 + Penalty 6033.493933 = -34905819.719508 nChanged 85 SP:Iteration 20F (48769.390000 sec): 3 clusters Score: Raw -34911868.456598 + Penalty 6033.493933 = -34905834.962665 nChanged 73 SP:Iteration 21Q (48770.430000 sec): 3 clusters Score: Raw -34911879.257424 + Penalty 6033.493933 = -34905845.763491 nChanged 62 SP:Iteration 22Q (48771.400000 sec): 3 clusters Score: Raw -34911887.116780 + Penalty 6033.493933 = -34905853.622847 nChanged 44 SP:Iteration 23Q (48772.300000 sec): 3 clusters Score: Raw -34911892.829069 + Penalty 6033.493933 = -34905859.335136 nChanged 38 SP:Iteration 24Q (48773.270000 sec): 3 clusters Score: Raw -34911897.089734 + Penalty 6033.493933 = -34905863.595801 nChanged 25 SP:Iteration 25Q (48774.240000 sec): 3 clusters Score: Raw -34911899.864424 + Penalty 6033.493933 = -34905866.370490 nChanged 28 SP:Iteration 26Q (48775.170000 sec): 3 clusters Score: Raw -34911902.739014 + Penalty 6033.493933 = -34905869.245080 nChanged 19 SP:Iteration 27Q (48776.130000 sec): 3 clusters Score: Raw -34911904.336866 + Penalty 6033.493933 = -34905870.842932 nChanged 11 SP:Iteration 28Q (48777.030000 sec): 3 clusters Score: Raw -34911905.383906 + Penalty 6033.493933 = -34905871.889973 nChanged 7 SP:Iteration 29Q (48778.000000 sec): 3 clusters Score: Raw -34911905.942240 + Penalty 6033.493933 = -34905872.448307 nChanged 5 SP:Iteration 30Q (48778.910000 sec): 3 clusters Score: Raw -34911906.618262 + Penalty 6033.493933 = -34905873.124329 nChanged 7 SP:Iteration 31Q (48779.790000 sec): 3 clusters Score: Raw -34911907.225485 + Penalty 6033.493933 = -34905873.731552 nChanged 4 SP:Iteration 32Q (48780.720000 sec): 3 clusters Score: Raw -34911907.454767 + Penalty 6033.493933 = -34905873.960834 nChanged 3 SP:Iteration 33Q (48781.610000 sec): 3 clusters Score: Raw -34911907.626244 + Penalty 6033.493933 = -34905874.132311 nChanged 1 SP:Iteration 34Q (48782.550000 sec): 3 clusters Score: Raw -34911907.655418 + Penalty 6033.493933 = -34905874.161485 nChanged 1 SP:Iteration 35Q (48783.560000 sec): 3 clusters Score: Raw -34911907.681447 + Penalty 6033.493933 = -34905874.187513 nChanged 1 SP:Iteration 36Q (48784.660000 sec): 3 clusters Score: Raw -34911907.708592 + Penalty 6033.493933 = -34905874.214659 nChanged 0 SP:Iteration 37F (48785.910000 sec): 3 clusters Score: Raw -34911907.708592 + Penalty 6033.493933 = -34905874.214659 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (199156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48786.810000 sec): 2 clusters Score: Raw -36068627.065466 + Penalty 3026.057242 = -36065601.008224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48788.010000 sec): 3 clusters Score: Raw -35938019.731301 + Penalty 6052.114483 = -35931967.616818 nChanged 96026 SP:Iteration 1F (48789.170000 sec): 3 clusters Score: Raw -35994188.175060 + Penalty 6052.114483 = -35988136.060577 nChanged 5746 SP:Iteration 2Q (48790.410000 sec): 3 clusters Score: Raw -35995517.966818 + Penalty 6052.114483 = -35989465.852335 nChanged 6780 SP:Iteration 3Q (48791.670000 sec): 3 clusters Score: Raw -35997616.825965 + Penalty 6052.114483 = -35991564.711482 nChanged 8856 SP:Iteration 4Q (48792.920000 sec): 3 clusters Score: Raw -36001379.153314 + Penalty 6052.114483 = -35995327.038830 nChanged 12438 SP:Iteration 5F (48794.150000 sec): 3 clusters Score: Raw -36008775.856068 + Penalty 6052.114483 = -36002723.741585 nChanged 16682 SP:Iteration 6F (48795.350000 sec): 3 clusters Score: Raw -36021988.866998 + Penalty 6052.114483 = -36015936.752515 nChanged 18918 SP:Iteration 7F (48796.680000 sec): 3 clusters Score: Raw -36040370.026116 + Penalty 6052.114483 = -36034317.911632 nChanged 15607 SP:Iteration 8F (48797.950000 sec): 3 clusters Score: Raw -36056319.185364 + Penalty 6052.114483 = -36050267.070881 nChanged 8331 SP:Iteration 9Q (48799.260000 sec): 3 clusters Score: Raw -36064362.859508 + Penalty 6052.114483 = -36058310.745025 nChanged 3379 SP:Iteration 10Q (48800.350000 sec): 3 clusters Score: Raw -36067316.025209 + Penalty 6052.114483 = -36061263.910726 nChanged 1310 SP:Iteration 11Q (48801.420000 sec): 3 clusters Score: Raw -36068352.344615 + Penalty 6052.114483 = -36062300.230132 nChanged 506 SP:Iteration 12Q (48802.410000 sec): 3 clusters Score: Raw -36068761.465241 + Penalty 6052.114483 = -36062709.350758 nChanged 251 SP:Iteration 13Q (48803.390000 sec): 3 clusters Score: Raw -36068973.391901 + Penalty 6052.114483 = -36062921.277417 nChanged 135 SP:Iteration 14Q (48804.420000 sec): 3 clusters Score: Raw -36069096.787753 + Penalty 6052.114483 = -36063044.673270 nChanged 83 SP:Iteration 15Q (48805.490000 sec): 3 clusters Score: Raw -36069161.083813 + Penalty 6052.114483 = -36063108.969330 nChanged 65 SP:Iteration 16Q (48806.690000 sec): 3 clusters Score: Raw -36069209.511843 + Penalty 6052.114483 = -36063157.397360 nChanged 53 SP:Iteration 17Q (48807.770000 sec): 3 clusters Score: Raw -36069243.820493 + Penalty 6052.114483 = -36063191.706009 nChanged 31 SP:Iteration 18Q (48808.870000 sec): 3 clusters Score: Raw -36069264.829305 + Penalty 6052.114483 = -36063212.714821 nChanged 26 SP:Iteration 19Q (48809.870000 sec): 3 clusters Score: Raw -36069282.883290 + Penalty 6052.114483 = -36063230.768807 nChanged 22 SP:Iteration 20F (48811.090000 sec): 3 clusters Score: Raw -36069302.976765 + Penalty 6052.114483 = -36063250.862282 nChanged 18 SP:Iteration 21Q (48812.190000 sec): 3 clusters Score: Raw -36069313.180054 + Penalty 6052.114483 = -36063261.065571 nChanged 25 SP:Iteration 22Q (48813.190000 sec): 3 clusters Score: Raw -36069328.321365 + Penalty 6052.114483 = -36063276.206882 nChanged 20 SP:Iteration 23Q (48814.210000 sec): 3 clusters Score: Raw -36069337.374290 + Penalty 6052.114483 = -36063285.259807 nChanged 19 SP:Iteration 24Q (48815.270000 sec): 3 clusters Score: Raw -36069347.370328 + Penalty 6052.114483 = -36063295.255845 nChanged 26 SP:Iteration 25Q (48816.370000 sec): 3 clusters Score: Raw -36069362.822589 + Penalty 6052.114483 = -36063310.708105 nChanged 30 SP:Iteration 26Q (48817.460000 sec): 3 clusters Score: Raw -36069383.094361 + Penalty 6052.114483 = -36063330.979878 nChanged 30 SP:Iteration 27Q (48818.670000 sec): 3 clusters Score: Raw -36069399.785940 + Penalty 6052.114483 = -36063347.671456 nChanged 28 SP:Iteration 28Q (48819.820000 sec): 3 clusters Score: Raw -36069418.494298 + Penalty 6052.114483 = -36063366.379814 nChanged 28 SP:Iteration 29Q (48820.890000 sec): 3 clusters Score: Raw -36069435.164930 + Penalty 6052.114483 = -36063383.050447 nChanged 26 SP:Iteration 30Q (48822.000000 sec): 3 clusters Score: Raw -36069446.823550 + Penalty 6052.114483 = -36063394.709067 nChanged 19 SP:Iteration 31Q (48823.010000 sec): 3 clusters Score: Raw -36069457.545947 + Penalty 6052.114483 = -36063405.431464 nChanged 14 SP:Iteration 32Q (48824.040000 sec): 3 clusters Score: Raw -36069467.039084 + Penalty 6052.114483 = -36063414.924601 nChanged 17 SP:Iteration 33Q (48825.030000 sec): 3 clusters Score: Raw -36069476.758662 + Penalty 6052.114483 = -36063424.644179 nChanged 16 SP:Iteration 34Q (48826.100000 sec): 3 clusters Score: Raw -36069483.941123 + Penalty 6052.114483 = -36063431.826640 nChanged 16 SP:Iteration 35Q (48827.210000 sec): 3 clusters Score: Raw -36069491.968927 + Penalty 6052.114483 = -36063439.854444 nChanged 13 SP:Iteration 36Q (48828.400000 sec): 3 clusters Score: Raw -36069499.492850 + Penalty 6052.114483 = -36063447.378367 nChanged 19 SP:Iteration 37Q (48829.550000 sec): 3 clusters Score: Raw -36069507.848593 + Penalty 6052.114483 = -36063455.734110 nChanged 18 SP:Iteration 38Q (48830.620000 sec): 3 clusters Score: Raw -36069516.287982 + Penalty 6052.114483 = -36063464.173498 nChanged 21 SP:Iteration 39Q (48831.650000 sec): 3 clusters Score: Raw -36069525.556822 + Penalty 6052.114483 = -36063473.442338 nChanged 20 SP:Iteration 40F (48832.850000 sec): 3 clusters Score: Raw -36069533.267951 + Penalty 6052.114483 = -36063481.153468 nChanged 20 SP:Iteration 41Q (48833.950000 sec): 3 clusters Score: Raw -36069545.785217 + Penalty 6052.114483 = -36063493.670734 nChanged 20 SP:Iteration 42Q (48835.030000 sec): 3 clusters Score: Raw -36069557.094218 + Penalty 6052.114483 = -36063504.979735 nChanged 23 SP:Iteration 43Q (48836.080000 sec): 3 clusters Score: Raw -36069569.967003 + Penalty 6052.114483 = -36063517.852520 nChanged 21 SP:Iteration 44Q (48837.070000 sec): 3 clusters Score: Raw -36069580.542591 + Penalty 6052.114483 = -36063528.428108 nChanged 12 SP:Iteration 45Q (48838.020000 sec): 3 clusters Score: Raw -36069584.183846 + Penalty 6052.114483 = -36063532.069362 nChanged 12 SP:Iteration 46Q (48838.970000 sec): 3 clusters Score: Raw -36069589.556681 + Penalty 6052.114483 = -36063537.442198 nChanged 18 SP:Iteration 47Q (48839.940000 sec): 3 clusters Score: Raw -36069597.453846 + Penalty 6052.114483 = -36063545.339363 nChanged 19 SP:Iteration 48Q (48841.030000 sec): 3 clusters Score: Raw -36069604.095592 + Penalty 6052.114483 = -36063551.981108 nChanged 15 SP:Iteration 49Q (48842.070000 sec): 3 clusters Score: Raw -36069610.488925 + Penalty 6052.114483 = -36063558.374441 nChanged 19 SP:Iteration 50Q (48843.250000 sec): 3 clusters Score: Raw -36069620.684504 + Penalty 6052.114483 = -36063568.570020 nChanged 26 SP:Iteration 51Q (48844.310000 sec): 3 clusters Score: Raw -36069635.146969 + Penalty 6052.114483 = -36063583.032485 nChanged 21 SP:Iteration 52Q (48845.310000 sec): 3 clusters Score: Raw -36069643.695940 + Penalty 6052.114483 = -36063591.581457 nChanged 21 SP:Iteration 53Q (48846.350000 sec): 3 clusters Score: Raw -36069651.844995 + Penalty 6052.114483 = -36063599.730512 nChanged 16 SP:Iteration 54Q (48847.330000 sec): 3 clusters Score: Raw -36069657.822926 + Penalty 6052.114483 = -36063605.708443 nChanged 13 SP:Iteration 55Q (48848.310000 sec): 3 clusters Score: Raw -36069663.126066 + Penalty 6052.114483 = -36063611.011583 nChanged 10 SP:Iteration 56Q (48849.240000 sec): 3 clusters Score: Raw -36069666.127184 + Penalty 6052.114483 = -36063614.012701 nChanged 6 SP:Iteration 57Q (48850.200000 sec): 3 clusters Score: Raw -36069667.367889 + Penalty 6052.114483 = -36063615.253406 nChanged 4 SP:Iteration 58Q (48851.240000 sec): 3 clusters Score: Raw -36069668.312565 + Penalty 6052.114483 = -36063616.198082 nChanged 4 SP:Iteration 59Q (48852.390000 sec): 3 clusters Score: Raw -36069669.317328 + Penalty 6052.114483 = -36063617.202845 nChanged 5 SP:Iteration 60F (48853.660000 sec): 3 clusters Score: Raw -36069670.993234 + Penalty 6052.114483 = -36063618.878750 nChanged 5 SP:Iteration 61Q (48854.730000 sec): 3 clusters Score: Raw -36069673.560900 + Penalty 6052.114483 = -36063621.446417 nChanged 5 SP:Iteration 62Q (48855.770000 sec): 3 clusters Score: Raw -36069678.430944 + Penalty 6052.114483 = -36063626.316460 nChanged 9 SP:Iteration 63Q (48856.870000 sec): 3 clusters Score: Raw -36069681.250954 + Penalty 6052.114483 = -36063629.136470 nChanged 14 SP:Iteration 64Q (48857.900000 sec): 3 clusters Score: Raw -36069687.227666 + Penalty 6052.114483 = -36063635.113183 nChanged 9 SP:Iteration 65Q (48858.910000 sec): 3 clusters Score: Raw -36069691.626621 + Penalty 6052.114483 = -36063639.512138 nChanged 16 SP:Iteration 66Q (48859.900000 sec): 3 clusters Score: Raw -36069696.919739 + Penalty 6052.114483 = -36063644.805256 nChanged 18 SP:Iteration 67Q (48860.800000 sec): 3 clusters Score: Raw -36069703.483734 + Penalty 6052.114483 = -36063651.369251 nChanged 16 SP:Iteration 68Q (48861.750000 sec): 3 clusters Score: Raw -36069709.385582 + Penalty 6052.114483 = -36063657.271099 nChanged 16 SP:Iteration 69Q (48862.730000 sec): 3 clusters Score: Raw -36069714.498486 + Penalty 6052.114483 = -36063662.384002 nChanged 20 SP:Iteration 70Q (48863.920000 sec): 3 clusters Score: Raw -36069721.225218 + Penalty 6052.114483 = -36063669.110735 nChanged 21 SP:Iteration 71Q (48865.070000 sec): 3 clusters Score: Raw -36069730.700957 + Penalty 6052.114483 = -36063678.586474 nChanged 25 SP:Iteration 72Q (48866.220000 sec): 3 clusters Score: Raw -36069740.063234 + Penalty 6052.114483 = -36063687.948751 nChanged 23 SP:Iteration 73Q (48867.190000 sec): 3 clusters Score: Raw -36069749.502032 + Penalty 6052.114483 = -36063697.387548 nChanged 27 SP:Iteration 74Q (48868.180000 sec): 3 clusters Score: Raw -36069761.288197 + Penalty 6052.114483 = -36063709.173714 nChanged 39 SP:Iteration 75Q (48869.230000 sec): 3 clusters Score: Raw -36069774.929636 + Penalty 6052.114483 = -36063722.815153 nChanged 31 SP:Iteration 76Q (48870.310000 sec): 3 clusters Score: Raw -36069787.093534 + Penalty 6052.114483 = -36063734.979051 nChanged 31 SP:Iteration 77Q (48871.220000 sec): 3 clusters Score: Raw -36069798.115296 + Penalty 6052.114483 = -36063746.000813 nChanged 39 SP:Iteration 78Q (48872.190000 sec): 3 clusters Score: Raw -36069814.702065 + Penalty 6052.114483 = -36063762.587581 nChanged 38 SP:Iteration 79Q (48873.440000 sec): 3 clusters Score: Raw -36069833.271356 + Penalty 6052.114483 = -36063781.156873 nChanged 48 SP:Iteration 80F (48874.950000 sec): 3 clusters Score: Raw -36069855.554872 + Penalty 6052.114483 = -36063803.440389 nChanged 52 SP:Iteration 81Q (48876.320000 sec): 3 clusters Score: Raw -36069879.525239 + Penalty 6052.114483 = -36063827.410756 nChanged 55 SP:Iteration 82Q (48877.370000 sec): 3 clusters Score: Raw -36069901.212771 + Penalty 6052.114483 = -36063849.098288 nChanged 46 SP:Iteration 83Q (48878.390000 sec): 3 clusters Score: Raw -36069919.300274 + Penalty 6052.114483 = -36063867.185790 nChanged 50 SP:Iteration 84Q (48879.430000 sec): 3 clusters Score: Raw -36069938.670827 + Penalty 6052.114483 = -36063886.556344 nChanged 46 SP:Iteration 85Q (48880.490000 sec): 3 clusters Score: Raw -36069954.000382 + Penalty 6052.114483 = -36063901.885899 nChanged 38 SP:Iteration 86Q (48881.550000 sec): 3 clusters Score: Raw -36069967.267789 + Penalty 6052.114483 = -36063915.153306 nChanged 34 SP:Iteration 87Q (48882.570000 sec): 3 clusters Score: Raw -36069978.171491 + Penalty 6052.114483 = -36063926.057008 nChanged 33 SP:Iteration 88Q (48883.570000 sec): 3 clusters Score: Raw -36069989.828693 + Penalty 6052.114483 = -36063937.714210 nChanged 41 SP:Iteration 89Q (48884.600000 sec): 3 clusters Score: Raw -36070004.598473 + Penalty 6052.114483 = -36063952.483990 nChanged 50 SP:Iteration 90Q (48885.760000 sec): 3 clusters Score: Raw -36070022.130288 + Penalty 6052.114483 = -36063970.015805 nChanged 32 SP:Iteration 91Q (48886.860000 sec): 3 clusters Score: Raw -36070031.532034 + Penalty 6052.114483 = -36063979.417551 nChanged 29 SP:Iteration 92Q (48887.970000 sec): 3 clusters Score: Raw -36070039.799183 + Penalty 6052.114483 = -36063987.684700 nChanged 23 SP:Iteration 93Q (48889.030000 sec): 3 clusters Score: Raw -36070044.300182 + Penalty 6052.114483 = -36063992.185699 nChanged 17 SP:Iteration 94Q (48890.030000 sec): 3 clusters Score: Raw -36070049.104694 + Penalty 6052.114483 = -36063996.990211 nChanged 22 SP:Iteration 95Q (48891.060000 sec): 3 clusters Score: Raw -36070056.024472 + Penalty 6052.114483 = -36064003.909989 nChanged 17 SP:Iteration 96Q (48892.140000 sec): 3 clusters Score: Raw -36070060.779205 + Penalty 6052.114483 = -36064008.664722 nChanged 17 SP:Iteration 97Q (48893.210000 sec): 3 clusters Score: Raw -36070064.901342 + Penalty 6052.114483 = -36064012.786859 nChanged 14 SP:Iteration 98Q (48894.280000 sec): 3 clusters Score: Raw -36070068.823419 + Penalty 6052.114483 = -36064016.708936 nChanged 17 SP:Iteration 99Q (48895.320000 sec): 3 clusters Score: Raw -36070073.309836 + Penalty 6052.114483 = -36064021.195353 nChanged 16 SP:Iteration 100F (48896.650000 sec): 3 clusters Score: Raw -36070077.230488 + Penalty 6052.114483 = -36064025.116005 nChanged 13 SP:Iteration 101Q (48897.980000 sec): 3 clusters Score: Raw -36070079.900904 + Penalty 6052.114483 = -36064027.786420 nChanged 13 SP:Iteration 102Q (48899.130000 sec): 3 clusters Score: Raw -36070082.513057 + Penalty 6052.114483 = -36064030.398574 nChanged 17 SP:Iteration 103Q (48900.170000 sec): 3 clusters Score: Raw -36070087.554305 + Penalty 6052.114483 = -36064035.439822 nChanged 16 SP:Iteration 104Q (48901.200000 sec): 3 clusters Score: Raw -36070091.542537 + Penalty 6052.114483 = -36064039.428054 nChanged 14 SP:Iteration 105Q (48902.390000 sec): 3 clusters Score: Raw -36070096.558372 + Penalty 6052.114483 = -36064044.443889 nChanged 18 SP:Iteration 106Q (48903.500000 sec): 3 clusters Score: Raw -36070101.255454 + Penalty 6052.114483 = -36064049.140971 nChanged 13 SP:Iteration 107Q (48904.540000 sec): 3 clusters Score: Raw -36070103.589260 + Penalty 6052.114483 = -36064051.474777 nChanged 5 SP:Iteration 108Q (48905.580000 sec): 3 clusters Score: Raw -36070105.271550 + Penalty 6052.114483 = -36064053.157067 nChanged 6 SP:Iteration 109Q (48906.540000 sec): 3 clusters Score: Raw -36070107.048819 + Penalty 6052.114483 = -36064054.934336 nChanged 9 SP:Iteration 110Q (48907.640000 sec): 3 clusters Score: Raw -36070109.330224 + Penalty 6052.114483 = -36064057.215741 nChanged 12 SP:Iteration 111Q (48908.710000 sec): 3 clusters Score: Raw -36070111.711694 + Penalty 6052.114483 = -36064059.597210 nChanged 14 SP:Iteration 112Q (48909.730000 sec): 3 clusters Score: Raw -36070114.540206 + Penalty 6052.114483 = -36064062.425723 nChanged 4 SP:Iteration 113Q (48910.730000 sec): 3 clusters Score: Raw -36070114.997306 + Penalty 6052.114483 = -36064062.882823 nChanged 4 SP:Iteration 114Q (48911.850000 sec): 3 clusters Score: Raw -36070115.554503 + Penalty 6052.114483 = -36064063.440020 nChanged 5 SP:Iteration 115Q (48912.960000 sec): 3 clusters Score: Raw -36070116.522156 + Penalty 6052.114483 = -36064064.407673 nChanged 8 SP:Iteration 116Q (48914.050000 sec): 3 clusters Score: Raw -36070118.839437 + Penalty 6052.114483 = -36064066.724954 nChanged 5 SP:Iteration 117Q (48915.090000 sec): 3 clusters Score: Raw -36070120.120811 + Penalty 6052.114483 = -36064068.006328 nChanged 7 SP:Iteration 118Q (48916.130000 sec): 3 clusters Score: Raw -36070121.655723 + Penalty 6052.114483 = -36064069.541240 nChanged 3 SP:Iteration 119Q (48917.120000 sec): 3 clusters Score: Raw -36070122.856777 + Penalty 6052.114483 = -36064070.742294 nChanged 6 SP:Iteration 120F (48918.500000 sec): 3 clusters Score: Raw -36070124.177739 + Penalty 6052.114483 = -36064072.063256 nChanged 8 SP:Iteration 121Q (48919.630000 sec): 3 clusters Score: Raw -36070126.316808 + Penalty 6052.114483 = -36064074.202324 nChanged 11 SP:Iteration 122Q (48921.020000 sec): 3 clusters Score: Raw -36070128.241864 + Penalty 6052.114483 = -36064076.127381 nChanged 7 SP:Iteration 123Q (48922.110000 sec): 3 clusters Score: Raw -36070129.861735 + Penalty 6052.114483 = -36064077.747252 nChanged 7 SP:Iteration 124Q (48923.150000 sec): 3 clusters Score: Raw -36070131.121759 + Penalty 6052.114483 = -36064079.007275 nChanged 7 SP:Iteration 125Q (48924.280000 sec): 3 clusters Score: Raw -36070132.859841 + Penalty 6052.114483 = -36064080.745358 nChanged 11 SP:Iteration 126Q (48925.340000 sec): 3 clusters Score: Raw -36070135.753386 + Penalty 6052.114483 = -36064083.638903 nChanged 8 SP:Iteration 127Q (48926.420000 sec): 3 clusters Score: Raw -36070138.080791 + Penalty 6052.114483 = -36064085.966308 nChanged 12 SP:Iteration 128Q (48927.530000 sec): 3 clusters Score: Raw -36070140.755413 + Penalty 6052.114483 = -36064088.640930 nChanged 10 SP:Iteration 129Q (48928.600000 sec): 3 clusters Score: Raw -36070142.038579 + Penalty 6052.114483 = -36064089.924096 nChanged 6 SP:Iteration 130Q (48929.610000 sec): 3 clusters Score: Raw -36070142.816182 + Penalty 6052.114483 = -36064090.701698 nChanged 2 SP:Iteration 131Q (48930.640000 sec): 3 clusters Score: Raw -36070143.172571 + Penalty 6052.114483 = -36064091.058088 nChanged 4 SP:Iteration 132Q (48931.720000 sec): 3 clusters Score: Raw -36070143.904513 + Penalty 6052.114483 = -36064091.790030 nChanged 3 SP:Iteration 133Q (48932.730000 sec): 3 clusters Score: Raw -36070144.951931 + Penalty 6052.114483 = -36064092.837448 nChanged 6 SP:Iteration 134Q (48933.880000 sec): 3 clusters Score: Raw -36070147.393953 + Penalty 6052.114483 = -36064095.279470 nChanged 11 SP:Iteration 135Q (48934.830000 sec): 3 clusters Score: Raw -36070149.623569 + Penalty 6052.114483 = -36064097.509086 nChanged 4 SP:Iteration 136Q (48935.810000 sec): 3 clusters Score: Raw -36070150.127099 + Penalty 6052.114483 = -36064098.012615 nChanged 4 SP:Iteration 137Q (48936.780000 sec): 3 clusters Score: Raw -36070150.883627 + Penalty 6052.114483 = -36064098.769144 nChanged 6 SP:Iteration 138Q (48937.810000 sec): 3 clusters Score: Raw -36070152.048253 + Penalty 6052.114483 = -36064099.933770 nChanged 11 SP:Iteration 139Q (48938.820000 sec): 3 clusters Score: Raw -36070154.809285 + Penalty 6052.114483 = -36064102.694802 nChanged 12 SP:Iteration 140F (48940.080000 sec): 3 clusters Score: Raw -36070157.442291 + Penalty 6052.114483 = -36064105.327808 nChanged 10 SP:Iteration 141Q (48941.360000 sec): 3 clusters Score: Raw -36070159.841758 + Penalty 6052.114483 = -36064107.727275 nChanged 13 SP:Iteration 142Q (48942.610000 sec): 3 clusters Score: Raw -36070162.676316 + Penalty 6052.114483 = -36064110.561832 nChanged 10 SP:Iteration 143Q (48943.920000 sec): 3 clusters Score: Raw -36070164.550762 + Penalty 6052.114483 = -36064112.436279 nChanged 7 SP:Iteration 144Q (48945.070000 sec): 3 clusters Score: Raw -36070166.618739 + Penalty 6052.114483 = -36064114.504255 nChanged 12 SP:Iteration 145Q (48946.150000 sec): 3 clusters Score: Raw -36070168.717160 + Penalty 6052.114483 = -36064116.602677 nChanged 12 SP:Iteration 146Q (48947.230000 sec): 3 clusters Score: Raw -36070170.967801 + Penalty 6052.114483 = -36064118.853318 nChanged 11 SP:Iteration 147Q (48948.190000 sec): 3 clusters Score: Raw -36070173.556610 + Penalty 6052.114483 = -36064121.442126 nChanged 15 SP:Iteration 148Q (48949.080000 sec): 3 clusters Score: Raw -36070177.483955 + Penalty 6052.114483 = -36064125.369472 nChanged 20 SP:Iteration 149Q (48950.050000 sec): 3 clusters Score: Raw -36070181.153713 + Penalty 6052.114483 = -36064129.039230 nChanged 17 SP:Iteration 150Q (48951.130000 sec): 3 clusters Score: Raw -36070185.407364 + Penalty 6052.114483 = -36064133.292881 nChanged 19 SP:Iteration 151Q (48952.120000 sec): 3 clusters Score: Raw -36070188.963905 + Penalty 6052.114483 = -36064136.849422 nChanged 22 SP:Iteration 152Q (48953.060000 sec): 3 clusters Score: Raw -36070193.750380 + Penalty 6052.114483 = -36064141.635897 nChanged 25 SP:Iteration 153Q (48954.180000 sec): 3 clusters Score: Raw -36070199.530680 + Penalty 6052.114483 = -36064147.416197 nChanged 27 SP:Iteration 154Q (48955.250000 sec): 3 clusters Score: Raw -36070206.578455 + Penalty 6052.114483 = -36064154.463972 nChanged 27 SP:Iteration 155Q (48956.280000 sec): 3 clusters Score: Raw -36070214.996183 + Penalty 6052.114483 = -36064162.881700 nChanged 34 SP:Iteration 156Q (48957.330000 sec): 3 clusters Score: Raw -36070223.669442 + Penalty 6052.114483 = -36064171.554959 nChanged 36 SP:Iteration 157Q (48958.360000 sec): 3 clusters Score: Raw -36070232.060579 + Penalty 6052.114483 = -36064179.946096 nChanged 31 SP:Iteration 158Q (48959.410000 sec): 3 clusters Score: Raw -36070237.995027 + Penalty 6052.114483 = -36064185.880543 nChanged 32 SP:Iteration 159Q (48960.520000 sec): 3 clusters Score: Raw -36070245.262308 + Penalty 6052.114483 = -36064193.147825 nChanged 29 SP:Iteration 160F (48961.740000 sec): 3 clusters Score: Raw -36070251.107362 + Penalty 6052.114483 = -36064198.992878 nChanged 30 SP:Iteration 161Q (48962.710000 sec): 3 clusters Score: Raw -36070257.030463 + Penalty 6052.114483 = -36064204.915980 nChanged 29 SP:Iteration 162Q (48963.920000 sec): 3 clusters Score: Raw -36070262.667650 + Penalty 6052.114483 = -36064210.553167 nChanged 28 SP:Iteration 163Q (48965.090000 sec): 3 clusters Score: Raw -36070268.399989 + Penalty 6052.114483 = -36064216.285506 nChanged 31 SP:Iteration 164Q (48966.250000 sec): 3 clusters Score: Raw -36070276.374879 + Penalty 6052.114483 = -36064224.260396 nChanged 40 SP:Iteration 165Q (48967.250000 sec): 3 clusters Score: Raw -36070283.477169 + Penalty 6052.114483 = -36064231.362686 nChanged 33 SP:Iteration 166Q (48968.290000 sec): 3 clusters Score: Raw -36070290.340967 + Penalty 6052.114483 = -36064238.226484 nChanged 43 SP:Iteration 167Q (48969.190000 sec): 3 clusters Score: Raw -36070299.534573 + Penalty 6052.114483 = -36064247.420090 nChanged 40 SP:Iteration 168Q (48970.160000 sec): 3 clusters Score: Raw -36070307.895931 + Penalty 6052.114483 = -36064255.781447 nChanged 32 SP:Iteration 169Q (48971.080000 sec): 3 clusters Score: Raw -36070313.693554 + Penalty 6052.114483 = -36064261.579071 nChanged 23 SP:Iteration 170Q (48972.100000 sec): 3 clusters Score: Raw -36070317.348612 + Penalty 6052.114483 = -36064265.234129 nChanged 17 SP:Iteration 171Q (48973.110000 sec): 3 clusters Score: Raw -36070321.507289 + Penalty 6052.114483 = -36064269.392806 nChanged 14 SP:Iteration 172Q (48974.070000 sec): 3 clusters Score: Raw -36070323.958018 + Penalty 6052.114483 = -36064271.843535 nChanged 14 SP:Iteration 173Q (48975.000000 sec): 3 clusters Score: Raw -36070327.132755 + Penalty 6052.114483 = -36064275.018272 nChanged 18 SP:Iteration 174Q (48975.960000 sec): 3 clusters Score: Raw -36070329.928383 + Penalty 6052.114483 = -36064277.813899 nChanged 16 SP:Iteration 175Q (48976.930000 sec): 3 clusters Score: Raw -36070332.732697 + Penalty 6052.114483 = -36064280.618214 nChanged 14 SP:Iteration 176Q (48977.890000 sec): 3 clusters Score: Raw -36070335.324919 + Penalty 6052.114483 = -36064283.210436 nChanged 14 SP:Iteration 177Q (48978.830000 sec): 3 clusters Score: Raw -36070337.339549 + Penalty 6052.114483 = -36064285.225066 nChanged 15 SP:Iteration 178Q (48979.810000 sec): 3 clusters Score: Raw -36070339.350903 + Penalty 6052.114483 = -36064287.236419 nChanged 9 SP:Iteration 179Q (48980.810000 sec): 3 clusters Score: Raw -36070340.622942 + Penalty 6052.114483 = -36064288.508459 nChanged 6 SP:Iteration 180F (48981.980000 sec): 3 clusters Score: Raw -36070341.374525 + Penalty 6052.114483 = -36064289.260041 nChanged 8 SP:Iteration 181Q (48982.950000 sec): 3 clusters Score: Raw -36070342.255182 + Penalty 6052.114483 = -36064290.140699 nChanged 5 SP:Iteration 182Q (48983.890000 sec): 3 clusters Score: Raw -36070342.898104 + Penalty 6052.114483 = -36064290.783621 nChanged 8 SP:Iteration 183Q (48984.820000 sec): 3 clusters Score: Raw -36070344.212422 + Penalty 6052.114483 = -36064292.097939 nChanged 7 SP:Iteration 184Q (48985.700000 sec): 3 clusters Score: Raw -36070345.615129 + Penalty 6052.114483 = -36064293.500646 nChanged 6 SP:Iteration 185Q (48986.550000 sec): 3 clusters Score: Raw -36070346.736529 + Penalty 6052.114483 = -36064294.622046 nChanged 8 SP:Iteration 186Q (48987.450000 sec): 3 clusters Score: Raw -36070347.597227 + Penalty 6052.114483 = -36064295.482744 nChanged 7 SP:Iteration 187Q (48988.390000 sec): 3 clusters Score: Raw -36070348.561447 + Penalty 6052.114483 = -36064296.446964 nChanged 9 SP:Iteration 188Q (48989.330000 sec): 3 clusters Score: Raw -36070350.442993 + Penalty 6052.114483 = -36064298.328510 nChanged 8 SP:Iteration 189Q (48990.280000 sec): 3 clusters Score: Raw -36070351.520936 + Penalty 6052.114483 = -36064299.406453 nChanged 8 SP:Iteration 190Q (48991.240000 sec): 3 clusters Score: Raw -36070352.274230 + Penalty 6052.114483 = -36064300.159747 nChanged 4 SP:Iteration 191Q (48992.230000 sec): 3 clusters Score: Raw -36070352.745117 + Penalty 6052.114483 = -36064300.630634 nChanged 4 SP:Iteration 192Q (48993.180000 sec): 3 clusters Score: Raw -36070353.340217 + Penalty 6052.114483 = -36064301.225734 nChanged 3 SP:Iteration 193Q (48994.110000 sec): 3 clusters Score: Raw -36070353.608974 + Penalty 6052.114483 = -36064301.494491 nChanged 0 SP:Iteration 194F (48995.400000 sec): 3 clusters Score: Raw -36070353.608974 + Penalty 6052.114483 = -36064301.494491 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (20626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48995.640000 sec): 2 clusters Score: Raw -3569003.066314 + Penalty 2463.708308 = -3566539.358006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48995.930000 sec): 3 clusters Score: Raw -3557149.371231 + Penalty 4927.416617 = -3552221.954615 nChanged 9105 SP:Iteration 1F (48996.220000 sec): 3 clusters Score: Raw -3564148.222310 + Penalty 4927.416617 = -3559220.805693 nChanged 2386 SP:Iteration 2F (48996.540000 sec): 3 clusters Score: Raw -3568580.757214 + Penalty 4927.416617 = -3563653.340598 nChanged 2537 SP:Iteration 3F (48996.820000 sec): 3 clusters Score: Raw -3573060.870938 + Penalty 4927.416617 = -3568133.454322 nChanged 2076 SP:Iteration 4F (48997.090000 sec): 3 clusters Score: Raw -3576280.669013 + Penalty 4927.416617 = -3571353.252397 nChanged 1587 SP:Iteration 5F (48997.380000 sec): 3 clusters Score: Raw -3578345.152631 + Penalty 4927.416617 = -3573417.736015 nChanged 1145 SP:Iteration 6F (48997.630000 sec): 3 clusters Score: Raw -3579665.591161 + Penalty 4927.416617 = -3574738.174545 nChanged 809 SP:Iteration 7Q (48997.910000 sec): 3 clusters Score: Raw -3580283.107895 + Penalty 4927.416617 = -3575355.691278 nChanged 476 SP:Iteration 8Q (48998.180000 sec): 3 clusters Score: Raw -3580510.598988 + Penalty 4927.416617 = -3575583.182371 nChanged 261 SP:Iteration 9Q (48998.440000 sec): 3 clusters Score: Raw -3580585.240442 + Penalty 4927.416617 = -3575657.823825 nChanged 134 SP:Iteration 10Q (48998.760000 sec): 3 clusters Score: Raw -3580616.988400 + Penalty 4927.416617 = -3575689.571784 nChanged 90 SP:Iteration 11Q (48999.080000 sec): 3 clusters Score: Raw -3580635.862204 + Penalty 4927.416617 = -3575708.445587 nChanged 76 SP:Iteration 12Q (48999.360000 sec): 3 clusters Score: Raw -3580651.495606 + Penalty 4927.416617 = -3575724.078989 nChanged 65 SP:Iteration 13Q (48999.650000 sec): 3 clusters Score: Raw -3580664.699987 + Penalty 4927.416617 = -3575737.283370 nChanged 52 SP:Iteration 14Q (49000.000000 sec): 3 clusters Score: Raw -3580672.556807 + Penalty 4927.416617 = -3575745.140190 nChanged 36 SP:Iteration 15Q (49000.260000 sec): 3 clusters Score: Raw -3580679.050620 + Penalty 4927.416617 = -3575751.634004 nChanged 30 SP:Iteration 16Q (49000.650000 sec): 3 clusters Score: Raw -3580683.447377 + Penalty 4927.416617 = -3575756.030760 nChanged 21 SP:Iteration 17Q (49000.970000 sec): 3 clusters Score: Raw -3580686.971143 + Penalty 4927.416617 = -3575759.554526 nChanged 11 SP:Iteration 18Q (49001.310000 sec): 3 clusters Score: Raw -3580688.882848 + Penalty 4927.416617 = -3575761.466231 nChanged 16 SP:Iteration 19Q (49001.640000 sec): 3 clusters Score: Raw -3580690.673299 + Penalty 4927.416617 = -3575763.256683 nChanged 15 SP:Iteration 20F (49001.950000 sec): 3 clusters Score: Raw -3580692.688312 + Penalty 4927.416617 = -3575765.271696 nChanged 15 SP:Iteration 21Q (49002.290000 sec): 3 clusters Score: Raw -3580694.064817 + Penalty 4927.416617 = -3575766.648200 nChanged 9 SP:Iteration 22Q (49002.590000 sec): 3 clusters Score: Raw -3580694.502556 + Penalty 4927.416617 = -3575767.085939 nChanged 6 SP:Iteration 23Q (49002.870000 sec): 3 clusters Score: Raw -3580694.793869 + Penalty 4927.416617 = -3575767.377252 nChanged 3 SP:Iteration 24Q (49003.200000 sec): 3 clusters Score: Raw -3580694.966164 + Penalty 4927.416617 = -3575767.549547 nChanged 1 SP:Iteration 25Q (49003.530000 sec): 3 clusters Score: Raw -3580695.062867 + Penalty 4927.416617 = -3575767.646250 nChanged 0 SP:Iteration 26F (49003.820000 sec): 3 clusters Score: Raw -3580695.062867 + Penalty 4927.416617 = -3575767.646250 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (135676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49004.540000 sec): 2 clusters Score: Raw -24422655.965511 + Penalty 2930.870192 = -24419725.095319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49005.470000 sec): 3 clusters Score: Raw -24334905.294327 + Penalty 5861.740385 = -24329043.553943 nChanged 64692 SP:Iteration 1F (49006.500000 sec): 3 clusters Score: Raw -24373527.924488 + Penalty 5861.740385 = -24367666.184103 nChanged 6248 SP:Iteration 2Q (49007.350000 sec): 3 clusters Score: Raw -24376811.764038 + Penalty 5861.740385 = -24370950.023653 nChanged 8740 SP:Iteration 3F (49008.180000 sec): 3 clusters Score: Raw -24384026.322218 + Penalty 5861.740385 = -24378164.581833 nChanged 12084 SP:Iteration 4F (49008.970000 sec): 3 clusters Score: Raw -24397524.545642 + Penalty 5861.740385 = -24391662.805257 nChanged 13945 SP:Iteration 5F (49009.930000 sec): 3 clusters Score: Raw -24414108.150233 + Penalty 5861.740385 = -24408246.409848 nChanged 12260 SP:Iteration 6F (49010.900000 sec): 3 clusters Score: Raw -24425884.285143 + Penalty 5861.740385 = -24420022.544758 nChanged 8017 SP:Iteration 7F (49011.930000 sec): 3 clusters Score: Raw -24430983.335022 + Penalty 5861.740385 = -24425121.594637 nChanged 4473 SP:Iteration 8Q (49012.770000 sec): 3 clusters Score: Raw -24432797.956618 + Penalty 5861.740385 = -24426936.216234 nChanged 2575 SP:Iteration 9Q (49013.650000 sec): 3 clusters Score: Raw -24433481.115341 + Penalty 5861.740385 = -24427619.374957 nChanged 1583 SP:Iteration 10Q (49014.610000 sec): 3 clusters Score: Raw -24433786.583266 + Penalty 5861.740385 = -24427924.842881 nChanged 1133 SP:Iteration 11Q (49015.530000 sec): 3 clusters Score: Raw -24433962.445902 + Penalty 5861.740385 = -24428100.705517 nChanged 852 SP:Iteration 12Q (49016.410000 sec): 3 clusters Score: Raw -24434064.638075 + Penalty 5861.740385 = -24428202.897690 nChanged 641 SP:Iteration 13Q (49017.260000 sec): 3 clusters Score: Raw -24434121.981552 + Penalty 5861.740385 = -24428260.241167 nChanged 554 SP:Iteration 14Q (49018.240000 sec): 3 clusters Score: Raw -24434161.949539 + Penalty 5861.740385 = -24428300.209154 nChanged 447 SP:Iteration 15Q (49019.330000 sec): 3 clusters Score: Raw -24434190.726478 + Penalty 5861.740385 = -24428328.986093 nChanged 367 SP:Iteration 16Q (49020.170000 sec): 3 clusters Score: Raw -24434211.008561 + Penalty 5861.740385 = -24428349.268176 nChanged 296 SP:Iteration 17Q (49020.960000 sec): 3 clusters Score: Raw -24434224.467742 + Penalty 5861.740385 = -24428362.727357 nChanged 250 SP:Iteration 18Q (49021.790000 sec): 3 clusters Score: Raw -24434235.462982 + Penalty 5861.740385 = -24428373.722597 nChanged 229 SP:Iteration 19Q (49022.600000 sec): 3 clusters Score: Raw -24434244.587355 + Penalty 5861.740385 = -24428382.846970 nChanged 189 SP:Iteration 20F (49023.520000 sec): 3 clusters Score: Raw -24434251.192030 + Penalty 5861.740385 = -24428389.451645 nChanged 144 SP:Iteration 21Q (49024.430000 sec): 3 clusters Score: Raw -24434255.069814 + Penalty 5861.740385 = -24428393.329429 nChanged 105 SP:Iteration 22Q (49025.310000 sec): 3 clusters Score: Raw -24434257.553040 + Penalty 5861.740385 = -24428395.812656 nChanged 90 SP:Iteration 23Q (49026.290000 sec): 3 clusters Score: Raw -24434259.811690 + Penalty 5861.740385 = -24428398.071305 nChanged 88 SP:Iteration 24Q (49027.270000 sec): 3 clusters Score: Raw -24434261.913580 + Penalty 5861.740385 = -24428400.173195 nChanged 79 SP:Iteration 25Q (49028.210000 sec): 3 clusters Score: Raw -24434263.646840 + Penalty 5861.740385 = -24428401.906456 nChanged 72 SP:Iteration 26Q (49029.020000 sec): 3 clusters Score: Raw -24434265.518550 + Penalty 5861.740385 = -24428403.778165 nChanged 88 SP:Iteration 27Q (49029.860000 sec): 3 clusters Score: Raw -24434267.513676 + Penalty 5861.740385 = -24428405.773291 nChanged 71 SP:Iteration 28Q (49030.730000 sec): 3 clusters Score: Raw -24434269.229522 + Penalty 5861.740385 = -24428407.489137 nChanged 76 SP:Iteration 29Q (49031.620000 sec): 3 clusters Score: Raw -24434270.860807 + Penalty 5861.740385 = -24428409.120422 nChanged 76 SP:Iteration 30Q (49032.500000 sec): 3 clusters Score: Raw -24434272.427273 + Penalty 5861.740385 = -24428410.686888 nChanged 63 SP:Iteration 31Q (49033.420000 sec): 3 clusters Score: Raw -24434273.739702 + Penalty 5861.740385 = -24428411.999317 nChanged 61 SP:Iteration 32Q (49034.380000 sec): 3 clusters Score: Raw -24434274.855299 + Penalty 5861.740385 = -24428413.114914 nChanged 52 SP:Iteration 33Q (49035.220000 sec): 3 clusters Score: Raw -24434275.797127 + Penalty 5861.740385 = -24428414.056742 nChanged 34 SP:Iteration 34Q (49036.050000 sec): 3 clusters Score: Raw -24434276.386177 + Penalty 5861.740385 = -24428414.645792 nChanged 38 SP:Iteration 35Q (49036.920000 sec): 3 clusters Score: Raw -24434277.121895 + Penalty 5861.740385 = -24428415.381511 nChanged 32 SP:Iteration 36Q (49037.860000 sec): 3 clusters Score: Raw -24434277.687053 + Penalty 5861.740385 = -24428415.946668 nChanged 29 SP:Iteration 37Q (49038.790000 sec): 3 clusters Score: Raw -24434278.317293 + Penalty 5861.740385 = -24428416.576908 nChanged 33 SP:Iteration 38Q (49039.580000 sec): 3 clusters Score: Raw -24434278.945477 + Penalty 5861.740385 = -24428417.205092 nChanged 28 SP:Iteration 39Q (49040.450000 sec): 3 clusters Score: Raw -24434279.515122 + Penalty 5861.740385 = -24428417.774737 nChanged 31 SP:Iteration 40F (49041.470000 sec): 3 clusters Score: Raw -24434280.047023 + Penalty 5861.740385 = -24428418.306638 nChanged 27 SP:Iteration 41Q (49042.420000 sec): 3 clusters Score: Raw -24434280.466793 + Penalty 5861.740385 = -24428418.726408 nChanged 25 SP:Iteration 42Q (49043.410000 sec): 3 clusters Score: Raw -24434280.878114 + Penalty 5861.740385 = -24428419.137729 nChanged 23 SP:Iteration 43Q (49044.380000 sec): 3 clusters Score: Raw -24434281.282802 + Penalty 5861.740385 = -24428419.542417 nChanged 26 SP:Iteration 44Q (49045.260000 sec): 3 clusters Score: Raw -24434281.684020 + Penalty 5861.740385 = -24428419.943635 nChanged 14 SP:Iteration 45Q (49046.130000 sec): 3 clusters Score: Raw -24434281.857848 + Penalty 5861.740385 = -24428420.117463 nChanged 9 SP:Iteration 46Q (49046.960000 sec): 3 clusters Score: Raw -24434281.980944 + Penalty 5861.740385 = -24428420.240559 nChanged 7 SP:Iteration 47Q (49047.790000 sec): 3 clusters Score: Raw -24434282.050760 + Penalty 5861.740385 = -24428420.310375 nChanged 7 SP:Iteration 48Q (49048.770000 sec): 3 clusters Score: Raw -24434282.138184 + Penalty 5861.740385 = -24428420.397799 nChanged 2 SP:Iteration 49Q (49049.690000 sec): 3 clusters Score: Raw -24434282.153792 + Penalty 5861.740385 = -24428420.413407 nChanged 0 SP:Iteration 50F (49050.660000 sec): 3 clusters Score: Raw -24434282.153792 + Penalty 5861.740385 = -24428420.413407 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (2540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49050.800000 sec): 2 clusters Score: Raw -418967.260627 + Penalty 1944.300001 = -417022.960626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49050.980000 sec): 3 clusters Score: Raw -418120.204935 + Penalty 3888.600003 = -414231.604933 nChanged 937 SP:Iteration 1F (49051.170000 sec): 3 clusters Score: Raw -419491.674842 + Penalty 3888.600003 = -415603.074839 nChanged 414 SP:Iteration 2F (49051.360000 sec): 3 clusters Score: Raw -421237.548167 + Penalty 3888.600003 = -417348.948164 nChanged 347 SP:Iteration 3F (49051.530000 sec): 3 clusters Score: Raw -422495.537886 + Penalty 3888.600003 = -418606.937884 nChanged 151 SP:Iteration 4F (49051.720000 sec): 3 clusters Score: Raw -422933.216661 + Penalty 3888.600003 = -419044.616658 nChanged 91 SP:Iteration 5Q (49051.900000 sec): 3 clusters Score: Raw -423143.060222 + Penalty 3888.600003 = -419254.460219 nChanged 58 SP:Iteration 6Q (49052.090000 sec): 3 clusters Score: Raw -423228.346418 + Penalty 3888.600003 = -419339.746415 nChanged 26 SP:Iteration 7Q (49052.270000 sec): 3 clusters Score: Raw -423260.160621 + Penalty 3888.600003 = -419371.560618 nChanged 14 SP:Iteration 8Q (49052.440000 sec): 3 clusters Score: Raw -423272.623939 + Penalty 3888.600003 = -419384.023936 nChanged 12 SP:Iteration 9Q (49052.640000 sec): 3 clusters Score: Raw -423281.439732 + Penalty 3888.600003 = -419392.839729 nChanged 4 SP:Iteration 10Q (49052.830000 sec): 3 clusters Score: Raw -423283.850178 + Penalty 3888.600003 = -419395.250175 nChanged 4 SP:Iteration 11Q (49053.020000 sec): 3 clusters Score: Raw -423285.614944 + Penalty 3888.600003 = -419397.014942 nChanged 2 SP:Iteration 12Q (49053.250000 sec): 3 clusters Score: Raw -423287.005752 + Penalty 3888.600003 = -419398.405750 nChanged 4 SP:Iteration 13Q (49053.420000 sec): 3 clusters Score: Raw -423289.851867 + Penalty 3888.600003 = -419401.251865 nChanged 10 SP:Iteration 14Q (49053.590000 sec): 3 clusters Score: Raw -423298.359668 + Penalty 3888.600003 = -419409.759665 nChanged 13 SP:Iteration 15Q (49053.780000 sec): 3 clusters Score: Raw -423309.039937 + Penalty 3888.600003 = -419420.439935 nChanged 17 SP:Iteration 16Q (49053.990000 sec): 3 clusters Score: Raw -423323.444691 + Penalty 3888.600003 = -419434.844688 nChanged 12 SP:Iteration 17Q (49054.190000 sec): 3 clusters Score: Raw -423332.177783 + Penalty 3888.600003 = -419443.577780 nChanged 11 SP:Iteration 18Q (49054.360000 sec): 3 clusters Score: Raw -423342.603995 + Penalty 3888.600003 = -419454.003992 nChanged 17 SP:Iteration 19Q (49054.530000 sec): 3 clusters Score: Raw -423358.459772 + Penalty 3888.600003 = -419469.859770 nChanged 22 SP:Iteration 20F (49054.690000 sec): 3 clusters Score: Raw -423378.923188 + Penalty 3888.600003 = -419490.323185 nChanged 18 SP:Iteration 21Q (49054.890000 sec): 3 clusters Score: Raw -423397.412173 + Penalty 3888.600003 = -419508.812171 nChanged 18 SP:Iteration 22Q (49055.060000 sec): 3 clusters Score: Raw -423419.905708 + Penalty 3888.600003 = -419531.305706 nChanged 27 SP:Iteration 23Q (49055.290000 sec): 3 clusters Score: Raw -423453.392129 + Penalty 3888.600003 = -419564.792127 nChanged 29 SP:Iteration 24Q (49055.490000 sec): 3 clusters Score: Raw -423498.627006 + Penalty 3888.600003 = -419610.027003 nChanged 41 SP:Iteration 25Q (49055.680000 sec): 3 clusters Score: Raw -423579.840809 + Penalty 3888.600003 = -419691.240806 nChanged 41 SP:Iteration 26Q (49055.910000 sec): 3 clusters Score: Raw -423655.735518 + Penalty 3888.600003 = -419767.135515 nChanged 52 SP:Iteration 27Q (49056.070000 sec): 3 clusters Score: Raw -423773.404638 + Penalty 3888.600003 = -419884.804635 nChanged 68 SP:Iteration 28Q (49056.270000 sec): 3 clusters Score: Raw -424014.391193 + Penalty 3888.600003 = -420125.791190 nChanged 86 SP:Iteration 29Q (49056.440000 sec): 3 clusters Score: Raw -424466.609811 + Penalty 3888.600003 = -420578.009808 nChanged 93 SP:Iteration 30Q (49056.640000 sec): 3 clusters Score: Raw -425042.837357 + Penalty 3888.600003 = -421154.237355 nChanged 80 SP:Iteration 31Q (49056.840000 sec): 3 clusters Score: Raw -425461.896340 + Penalty 3888.600003 = -421573.296338 nChanged 70 SP:Iteration 32Q (49057.030000 sec): 3 clusters Score: Raw -425723.301084 + Penalty 3888.600003 = -421834.701082 nChanged 47 SP:Iteration 33Q (49057.200000 sec): 3 clusters Score: Raw -425814.514905 + Penalty 3888.600003 = -421925.914903 nChanged 15 SP:Iteration 34Q (49057.400000 sec): 3 clusters Score: Raw -425831.836815 + Penalty 3888.600003 = -421943.236812 nChanged 7 SP:Iteration 35Q (49057.610000 sec): 3 clusters Score: Raw -425839.244929 + Penalty 3888.600003 = -421950.644927 nChanged 3 SP:Iteration 36Q (49057.800000 sec): 3 clusters Score: Raw -425850.479743 + Penalty 3888.600003 = -421961.879740 nChanged 2 SP:Iteration 37Q (49057.970000 sec): 3 clusters Score: Raw -425855.121884 + Penalty 3888.600003 = -421966.521882 nChanged 0 SP:Iteration 38F (49058.150000 sec): 3 clusters Score: Raw -425899.409415 + Penalty 3888.600003 = -422010.809412 nChanged 19 SP:Iteration 39Q (49058.330000 sec): 3 clusters Score: Raw -426005.600990 + Penalty 3888.600003 = -422117.000988 nChanged 18 SP:Iteration 40F (49058.560000 sec): 3 clusters Score: Raw -426109.763013 + Penalty 3888.600003 = -422221.163010 nChanged 11 SP:Iteration 41Q (49058.770000 sec): 3 clusters Score: Raw -426132.012652 + Penalty 3888.600003 = -422243.412649 nChanged 2 SP:Iteration 42Q (49058.960000 sec): 3 clusters Score: Raw -426138.043761 + Penalty 3888.600003 = -422249.443758 nChanged 1 SP:Iteration 43Q (49059.140000 sec): 3 clusters Score: Raw -426138.918630 + Penalty 3888.600003 = -422250.318628 nChanged 0 SP:Iteration 44F (49059.380000 sec): 3 clusters Score: Raw -426138.918630 + Penalty 3888.600003 = -422250.318628 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (37794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49059.680000 sec): 2 clusters Score: Raw -6749794.691647 + Penalty 2613.896598 = -6747180.795049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49060.080000 sec): 3 clusters Score: Raw -6726823.744455 + Penalty 5227.793197 = -6721595.951259 nChanged 17134 SP:Iteration 1F (49060.490000 sec): 3 clusters Score: Raw -6736930.718971 + Penalty 5227.793197 = -6731702.925774 nChanged 2303 SP:Iteration 2F (49060.910000 sec): 3 clusters Score: Raw -6738324.815981 + Penalty 5227.793197 = -6733097.022784 nChanged 2520 SP:Iteration 3F (49061.280000 sec): 3 clusters Score: Raw -6740144.754270 + Penalty 5227.793197 = -6734916.961073 nChanged 2848 SP:Iteration 4F (49061.660000 sec): 3 clusters Score: Raw -6742491.088457 + Penalty 5227.793197 = -6737263.295260 nChanged 2993 SP:Iteration 5F (49062.070000 sec): 3 clusters Score: Raw -6745066.343113 + Penalty 5227.793197 = -6739838.549916 nChanged 2684 SP:Iteration 6F (49062.490000 sec): 3 clusters Score: Raw -6747083.815402 + Penalty 5227.793197 = -6741856.022205 nChanged 2044 SP:Iteration 7F (49062.880000 sec): 3 clusters Score: Raw -6748190.302842 + Penalty 5227.793197 = -6742962.509645 nChanged 1452 SP:Iteration 8Q (49063.300000 sec): 3 clusters Score: Raw -6748829.147992 + Penalty 5227.793197 = -6743601.354795 nChanged 1050 SP:Iteration 9Q (49063.750000 sec): 3 clusters Score: Raw -6749297.304864 + Penalty 5227.793197 = -6744069.511668 nChanged 878 SP:Iteration 10Q (49064.120000 sec): 3 clusters Score: Raw -6749756.786092 + Penalty 5227.793197 = -6744528.992895 nChanged 819 SP:Iteration 11Q (49064.560000 sec): 3 clusters Score: Raw -6750271.509606 + Penalty 5227.793197 = -6745043.716410 nChanged 839 SP:Iteration 12Q (49064.930000 sec): 3 clusters Score: Raw -6750948.137377 + Penalty 5227.793197 = -6745720.344180 nChanged 960 SP:Iteration 13Q (49065.310000 sec): 3 clusters Score: Raw -6751902.447225 + Penalty 5227.793197 = -6746674.654028 nChanged 945 SP:Iteration 14Q (49065.680000 sec): 3 clusters Score: Raw -6752792.605607 + Penalty 5227.793197 = -6747564.812410 nChanged 817 SP:Iteration 15Q (49066.100000 sec): 3 clusters Score: Raw -6753427.535245 + Penalty 5227.793197 = -6748199.742048 nChanged 721 SP:Iteration 16Q (49066.460000 sec): 3 clusters Score: Raw -6753892.989115 + Penalty 5227.793197 = -6748665.195918 nChanged 600 SP:Iteration 17Q (49066.820000 sec): 3 clusters Score: Raw -6754151.601302 + Penalty 5227.793197 = -6748923.808105 nChanged 436 SP:Iteration 18Q (49067.190000 sec): 3 clusters Score: Raw -6754308.864514 + Penalty 5227.793197 = -6749081.071317 nChanged 373 SP:Iteration 19Q (49067.640000 sec): 3 clusters Score: Raw -6754425.775164 + Penalty 5227.793197 = -6749197.981967 nChanged 304 SP:Iteration 20F (49068.050000 sec): 3 clusters Score: Raw -6754555.421321 + Penalty 5227.793197 = -6749327.628124 nChanged 306 SP:Iteration 21Q (49068.430000 sec): 3 clusters Score: Raw -6754641.046072 + Penalty 5227.793197 = -6749413.252875 nChanged 261 SP:Iteration 22Q (49068.800000 sec): 3 clusters Score: Raw -6754701.191002 + Penalty 5227.793197 = -6749473.397805 nChanged 200 SP:Iteration 23Q (49069.210000 sec): 3 clusters Score: Raw -6754735.167533 + Penalty 5227.793197 = -6749507.374336 nChanged 172 SP:Iteration 24Q (49069.660000 sec): 3 clusters Score: Raw -6754760.932511 + Penalty 5227.793197 = -6749533.139314 nChanged 153 SP:Iteration 25Q (49070.090000 sec): 3 clusters Score: Raw -6754785.292595 + Penalty 5227.793197 = -6749557.499398 nChanged 135 SP:Iteration 26Q (49070.520000 sec): 3 clusters Score: Raw -6754805.416178 + Penalty 5227.793197 = -6749577.622981 nChanged 121 SP:Iteration 27Q (49070.890000 sec): 3 clusters Score: Raw -6754821.476496 + Penalty 5227.793197 = -6749593.683299 nChanged 113 SP:Iteration 28Q (49071.290000 sec): 3 clusters Score: Raw -6754836.381385 + Penalty 5227.793197 = -6749608.588188 nChanged 95 SP:Iteration 29Q (49071.690000 sec): 3 clusters Score: Raw -6754846.488012 + Penalty 5227.793197 = -6749618.694815 nChanged 82 SP:Iteration 30Q (49072.100000 sec): 3 clusters Score: Raw -6754854.474196 + Penalty 5227.793197 = -6749626.681000 nChanged 72 SP:Iteration 31Q (49072.500000 sec): 3 clusters Score: Raw -6754860.770997 + Penalty 5227.793197 = -6749632.977801 nChanged 60 SP:Iteration 32Q (49072.910000 sec): 3 clusters Score: Raw -6754866.199801 + Penalty 5227.793197 = -6749638.406604 nChanged 51 SP:Iteration 33Q (49073.330000 sec): 3 clusters Score: Raw -6754870.150930 + Penalty 5227.793197 = -6749642.357733 nChanged 52 SP:Iteration 34Q (49073.730000 sec): 3 clusters Score: Raw -6754874.898689 + Penalty 5227.793197 = -6749647.105492 nChanged 60 SP:Iteration 35Q (49074.090000 sec): 3 clusters Score: Raw -6754880.973894 + Penalty 5227.793197 = -6749653.180697 nChanged 63 SP:Iteration 36Q (49074.500000 sec): 3 clusters Score: Raw -6754886.855959 + Penalty 5227.793197 = -6749659.062762 nChanged 54 SP:Iteration 37Q (49074.850000 sec): 3 clusters Score: Raw -6754891.329364 + Penalty 5227.793197 = -6749663.536168 nChanged 42 SP:Iteration 38Q (49075.260000 sec): 3 clusters Score: Raw -6754895.390996 + Penalty 5227.793197 = -6749667.597799 nChanged 48 SP:Iteration 39Q (49075.640000 sec): 3 clusters Score: Raw -6754900.663904 + Penalty 5227.793197 = -6749672.870707 nChanged 49 SP:Iteration 40F (49076.070000 sec): 3 clusters Score: Raw -6754905.082415 + Penalty 5227.793197 = -6749677.289218 nChanged 51 SP:Iteration 41Q (49076.420000 sec): 3 clusters Score: Raw -6754909.227893 + Penalty 5227.793197 = -6749681.434696 nChanged 47 SP:Iteration 42Q (49076.830000 sec): 3 clusters Score: Raw -6754912.814630 + Penalty 5227.793197 = -6749685.021433 nChanged 44 SP:Iteration 43Q (49077.210000 sec): 3 clusters Score: Raw -6754916.576219 + Penalty 5227.793197 = -6749688.783022 nChanged 45 SP:Iteration 44Q (49077.630000 sec): 3 clusters Score: Raw -6754919.906422 + Penalty 5227.793197 = -6749692.113225 nChanged 46 SP:Iteration 45Q (49077.950000 sec): 3 clusters Score: Raw -6754922.851095 + Penalty 5227.793197 = -6749695.057898 nChanged 41 SP:Iteration 46Q (49078.320000 sec): 3 clusters Score: Raw -6754925.652250 + Penalty 5227.793197 = -6749697.859053 nChanged 38 SP:Iteration 47Q (49078.710000 sec): 3 clusters Score: Raw -6754928.057567 + Penalty 5227.793197 = -6749700.264370 nChanged 34 SP:Iteration 48Q (49079.090000 sec): 3 clusters Score: Raw -6754930.028778 + Penalty 5227.793197 = -6749702.235581 nChanged 32 SP:Iteration 49Q (49079.430000 sec): 3 clusters Score: Raw -6754931.896800 + Penalty 5227.793197 = -6749704.103603 nChanged 25 SP:Iteration 50Q (49079.910000 sec): 3 clusters Score: Raw -6754933.442121 + Penalty 5227.793197 = -6749705.648925 nChanged 25 SP:Iteration 51Q (49080.360000 sec): 3 clusters Score: Raw -6754935.167575 + Penalty 5227.793197 = -6749707.374378 nChanged 32 SP:Iteration 52Q (49080.750000 sec): 3 clusters Score: Raw -6754937.391102 + Penalty 5227.793197 = -6749709.597905 nChanged 38 SP:Iteration 53Q (49081.180000 sec): 3 clusters Score: Raw -6754940.173077 + Penalty 5227.793197 = -6749712.379880 nChanged 45 SP:Iteration 54Q (49081.570000 sec): 3 clusters Score: Raw -6754943.470535 + Penalty 5227.793197 = -6749715.677338 nChanged 41 SP:Iteration 55Q (49081.930000 sec): 3 clusters Score: Raw -6754946.552956 + Penalty 5227.793197 = -6749718.759759 nChanged 35 SP:Iteration 56Q (49082.230000 sec): 3 clusters Score: Raw -6754949.034184 + Penalty 5227.793197 = -6749721.240987 nChanged 31 SP:Iteration 57Q (49082.570000 sec): 3 clusters Score: Raw -6754951.579516 + Penalty 5227.793197 = -6749723.786319 nChanged 48 SP:Iteration 58Q (49082.900000 sec): 3 clusters Score: Raw -6754955.615686 + Penalty 5227.793197 = -6749727.822489 nChanged 40 SP:Iteration 59Q (49083.210000 sec): 3 clusters Score: Raw -6754958.765499 + Penalty 5227.793197 = -6749730.972303 nChanged 32 SP:Iteration 60F (49083.620000 sec): 3 clusters Score: Raw -6754961.146760 + Penalty 5227.793197 = -6749733.353563 nChanged 30 SP:Iteration 61Q (49084.010000 sec): 3 clusters Score: Raw -6754963.509314 + Penalty 5227.793197 = -6749735.716117 nChanged 38 SP:Iteration 62Q (49084.380000 sec): 3 clusters Score: Raw -6754967.148079 + Penalty 5227.793197 = -6749739.354882 nChanged 35 SP:Iteration 63Q (49084.750000 sec): 3 clusters Score: Raw -6754970.597605 + Penalty 5227.793197 = -6749742.804408 nChanged 37 SP:Iteration 64Q (49085.120000 sec): 3 clusters Score: Raw -6754973.847822 + Penalty 5227.793197 = -6749746.054625 nChanged 39 SP:Iteration 65Q (49085.540000 sec): 3 clusters Score: Raw -6754977.085010 + Penalty 5227.793197 = -6749749.291813 nChanged 43 SP:Iteration 66Q (49085.920000 sec): 3 clusters Score: Raw -6754980.804699 + Penalty 5227.793197 = -6749753.011502 nChanged 41 SP:Iteration 67Q (49086.270000 sec): 3 clusters Score: Raw -6754984.237779 + Penalty 5227.793197 = -6749756.444582 nChanged 41 SP:Iteration 68Q (49086.690000 sec): 3 clusters Score: Raw -6754987.172698 + Penalty 5227.793197 = -6749759.379501 nChanged 38 SP:Iteration 69Q (49087.060000 sec): 3 clusters Score: Raw -6754990.439460 + Penalty 5227.793197 = -6749762.646263 nChanged 38 SP:Iteration 70Q (49087.410000 sec): 3 clusters Score: Raw -6754993.641669 + Penalty 5227.793197 = -6749765.848472 nChanged 34 SP:Iteration 71Q (49087.800000 sec): 3 clusters Score: Raw -6754996.164487 + Penalty 5227.793197 = -6749768.371290 nChanged 40 SP:Iteration 72Q (49088.210000 sec): 3 clusters Score: Raw -6754998.970557 + Penalty 5227.793197 = -6749771.177360 nChanged 35 SP:Iteration 73Q (49088.660000 sec): 3 clusters Score: Raw -6755001.557964 + Penalty 5227.793197 = -6749773.764768 nChanged 46 SP:Iteration 74Q (49089.040000 sec): 3 clusters Score: Raw -6755006.129885 + Penalty 5227.793197 = -6749778.336688 nChanged 46 SP:Iteration 75Q (49089.360000 sec): 3 clusters Score: Raw -6755010.701102 + Penalty 5227.793197 = -6749782.907905 nChanged 53 SP:Iteration 76Q (49089.720000 sec): 3 clusters Score: Raw -6755017.191219 + Penalty 5227.793197 = -6749789.398022 nChanged 59 SP:Iteration 77Q (49090.080000 sec): 3 clusters Score: Raw -6755023.798109 + Penalty 5227.793197 = -6749796.004912 nChanged 57 SP:Iteration 78Q (49090.430000 sec): 3 clusters Score: Raw -6755029.172899 + Penalty 5227.793197 = -6749801.379702 nChanged 49 SP:Iteration 79Q (49090.850000 sec): 3 clusters Score: Raw -6755034.255528 + Penalty 5227.793197 = -6749806.462331 nChanged 46 SP:Iteration 80F (49091.170000 sec): 3 clusters Score: Raw -6755039.165785 + Penalty 5227.793197 = -6749811.372588 nChanged 50 SP:Iteration 81Q (49091.530000 sec): 3 clusters Score: Raw -6755044.453142 + Penalty 5227.793197 = -6749816.659945 nChanged 49 SP:Iteration 82Q (49091.900000 sec): 3 clusters Score: Raw -6755047.972075 + Penalty 5227.793197 = -6749820.178878 nChanged 32 SP:Iteration 83Q (49092.250000 sec): 3 clusters Score: Raw -6755049.932219 + Penalty 5227.793197 = -6749822.139022 nChanged 24 SP:Iteration 84Q (49092.640000 sec): 3 clusters Score: Raw -6755051.553136 + Penalty 5227.793197 = -6749823.759939 nChanged 20 SP:Iteration 85Q (49093.020000 sec): 3 clusters Score: Raw -6755052.807323 + Penalty 5227.793197 = -6749825.014126 nChanged 17 SP:Iteration 86Q (49093.400000 sec): 3 clusters Score: Raw -6755053.947334 + Penalty 5227.793197 = -6749826.154137 nChanged 16 SP:Iteration 87Q (49093.800000 sec): 3 clusters Score: Raw -6755055.012054 + Penalty 5227.793197 = -6749827.218857 nChanged 7 SP:Iteration 88Q (49094.150000 sec): 3 clusters Score: Raw -6755055.451903 + Penalty 5227.793197 = -6749827.658706 nChanged 8 SP:Iteration 89Q (49094.520000 sec): 3 clusters Score: Raw -6755056.208790 + Penalty 5227.793197 = -6749828.415594 nChanged 10 SP:Iteration 90Q (49094.840000 sec): 3 clusters Score: Raw -6755056.807251 + Penalty 5227.793197 = -6749829.014054 nChanged 10 SP:Iteration 91Q (49095.190000 sec): 3 clusters Score: Raw -6755057.256176 + Penalty 5227.793197 = -6749829.462979 nChanged 6 SP:Iteration 92Q (49095.520000 sec): 3 clusters Score: Raw -6755057.696698 + Penalty 5227.793197 = -6749829.903501 nChanged 7 SP:Iteration 93Q (49095.870000 sec): 3 clusters Score: Raw -6755058.099763 + Penalty 5227.793197 = -6749830.306566 nChanged 6 SP:Iteration 94Q (49096.220000 sec): 3 clusters Score: Raw -6755058.372167 + Penalty 5227.793197 = -6749830.578970 nChanged 6 SP:Iteration 95Q (49096.580000 sec): 3 clusters Score: Raw -6755058.603866 + Penalty 5227.793197 = -6749830.810669 nChanged 3 SP:Iteration 96Q (49096.960000 sec): 3 clusters Score: Raw -6755058.782371 + Penalty 5227.793197 = -6749830.989174 nChanged 2 SP:Iteration 97Q (49097.360000 sec): 3 clusters Score: Raw -6755058.876867 + Penalty 5227.793197 = -6749831.083671 nChanged 3 SP:Iteration 98Q (49097.750000 sec): 3 clusters Score: Raw -6755058.995612 + Penalty 5227.793197 = -6749831.202415 nChanged 1 SP:Iteration 99Q (49098.100000 sec): 3 clusters Score: Raw -6755059.083658 + Penalty 5227.793197 = -6749831.290461 nChanged 2 SP:Iteration 100F (49098.500000 sec): 3 clusters Score: Raw -6755059.156432 + Penalty 5227.793197 = -6749831.363235 nChanged 1 SP:Iteration 101Q (49098.910000 sec): 3 clusters Score: Raw -6755059.222647 + Penalty 5227.793197 = -6749831.429450 nChanged 2 SP:Iteration 102Q (49099.340000 sec): 3 clusters Score: Raw -6755059.379245 + Penalty 5227.793197 = -6749831.586048 nChanged 2 SP:Iteration 103Q (49099.770000 sec): 3 clusters Score: Raw -6755059.459055 + Penalty 5227.793197 = -6749831.665858 nChanged 1 SP:Iteration 104Q (49100.160000 sec): 3 clusters Score: Raw -6755059.498427 + Penalty 5227.793197 = -6749831.705231 nChanged 2 SP:Iteration 105Q (49100.560000 sec): 3 clusters Score: Raw -6755059.609205 + Penalty 5227.793197 = -6749831.816008 nChanged 1 SP:Iteration 106Q (49100.920000 sec): 3 clusters Score: Raw -6755059.633064 + Penalty 5227.793197 = -6749831.839867 nChanged 0 SP:Iteration 107F (49101.300000 sec): 3 clusters Score: Raw -6755059.633064 + Penalty 5227.793197 = -6749831.839867 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (1494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49101.440000 sec): 2 clusters Score: Raw -197466.843618 + Penalty 1812.684667 = -195654.158952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49101.650000 sec): 3 clusters Score: Raw -197189.120930 + Penalty 3625.369333 = -193563.751596 nChanged 518 SP:Iteration 1F (49101.820000 sec): 3 clusters Score: Raw -198048.738636 + Penalty 3625.369333 = -194423.369303 nChanged 192 SP:Iteration 2F (49102.030000 sec): 3 clusters Score: Raw -198990.889087 + Penalty 3625.369333 = -195365.519753 nChanged 189 SP:Iteration 3F (49102.160000 sec): 3 clusters Score: Raw -200671.230590 + Penalty 3625.369333 = -197045.861256 nChanged 197 SP:Iteration 4F (49102.380000 sec): 3 clusters Score: Raw -203037.538811 + Penalty 3625.369333 = -199412.169478 nChanged 163 SP:Iteration 5F (49102.530000 sec): 3 clusters Score: Raw -205984.079867 + Penalty 3625.369333 = -202358.710533 nChanged 120 SP:Iteration 6F (49102.660000 sec): 3 clusters Score: Raw -209346.860020 + Penalty 3625.369333 = -205721.490687 nChanged 97 SP:Iteration 7F (49102.860000 sec): 3 clusters Score: Raw -210234.276145 + Penalty 3625.369333 = -206608.906812 nChanged 40 SP:Iteration 8Q (49103.080000 sec): 3 clusters Score: Raw -210406.205429 + Penalty 3625.369333 = -206780.836095 nChanged 23 SP:Iteration 9Q (49103.240000 sec): 3 clusters Score: Raw -210487.121795 + Penalty 3625.369333 = -206861.752461 nChanged 20 SP:Iteration 10Q (49103.480000 sec): 3 clusters Score: Raw -210560.908074 + Penalty 3625.369333 = -206935.538741 nChanged 13 SP:Iteration 11Q (49103.670000 sec): 3 clusters Score: Raw -210606.370394 + Penalty 3625.369333 = -206981.001061 nChanged 7 SP:Iteration 12Q (49103.860000 sec): 3 clusters Score: Raw -210616.684515 + Penalty 3625.369333 = -206991.315182 nChanged 3 SP:Iteration 13Q (49104.050000 sec): 3 clusters Score: Raw -210621.407370 + Penalty 3625.369333 = -206996.038036 nChanged 2 SP:Iteration 14Q (49104.220000 sec): 3 clusters Score: Raw -210624.457137 + Penalty 3625.369333 = -206999.087803 nChanged 0 SP:Iteration 15F (49104.390000 sec): 3 clusters Score: Raw -210624.457137 + Penalty 3625.369333 = -206999.087803 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (4306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49104.520000 sec): 2 clusters Score: Raw -676113.016926 + Penalty 2075.205640 = -674037.811286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49104.690000 sec): 3 clusters Score: Raw -674387.655416 + Penalty 4150.411280 = -670237.244136 nChanged 1711 SP:Iteration 1F (49104.900000 sec): 3 clusters Score: Raw -679730.710577 + Penalty 4150.411280 = -675580.299297 nChanged 749 SP:Iteration 2F (49105.120000 sec): 3 clusters Score: Raw -684854.667910 + Penalty 4150.411280 = -680704.256629 nChanged 423 SP:Iteration 3F (49105.310000 sec): 3 clusters Score: Raw -688105.324737 + Penalty 4150.411280 = -683954.913456 nChanged 279 SP:Iteration 4F (49105.480000 sec): 3 clusters Score: Raw -690150.695819 + Penalty 4150.411280 = -686000.284538 nChanged 151 SP:Iteration 5Q (49105.690000 sec): 3 clusters Score: Raw -690752.361695 + Penalty 4150.411280 = -686601.950414 nChanged 64 SP:Iteration 6Q (49105.890000 sec): 3 clusters Score: Raw -690977.929787 + Penalty 4150.411280 = -686827.518506 nChanged 31 SP:Iteration 7Q (49106.050000 sec): 3 clusters Score: Raw -691002.520763 + Penalty 4150.411280 = -686852.109483 nChanged 13 SP:Iteration 8Q (49106.260000 sec): 3 clusters Score: Raw -691014.633225 + Penalty 4150.411280 = -686864.221945 nChanged 12 SP:Iteration 9Q (49106.420000 sec): 3 clusters Score: Raw -691021.654912 + Penalty 4150.411280 = -686871.243632 nChanged 5 SP:Iteration 10Q (49106.630000 sec): 3 clusters Score: Raw -691025.625846 + Penalty 4150.411280 = -686875.214565 nChanged 4 SP:Iteration 11Q (49106.810000 sec): 3 clusters Score: Raw -691027.900567 + Penalty 4150.411280 = -686877.489287 nChanged 4 SP:Iteration 12Q (49106.990000 sec): 3 clusters Score: Raw -691029.679684 + Penalty 4150.411280 = -686879.268404 nChanged 4 SP:Iteration 13Q (49107.200000 sec): 3 clusters Score: Raw -691031.034261 + Penalty 4150.411280 = -686880.622981 nChanged 1 SP:Iteration 14Q (49107.390000 sec): 3 clusters Score: Raw -691031.840948 + Penalty 4150.411280 = -686881.429668 nChanged 2 SP:Iteration 15Q (49107.580000 sec): 3 clusters Score: Raw -691032.852403 + Penalty 4150.411280 = -686882.441123 nChanged 1 SP:Iteration 16Q (49107.770000 sec): 3 clusters Score: Raw -691033.067341 + Penalty 4150.411280 = -686882.656061 nChanged 0 SP:Iteration 17F (49107.960000 sec): 3 clusters Score: Raw -691033.067341 + Penalty 4150.411280 = -686882.656061 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (206315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49109.040000 sec): 2 clusters Score: Raw -38214565.677333 + Penalty 3034.815533 = -38211530.861800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49110.280000 sec): 3 clusters Score: Raw -38078973.787467 + Penalty 6069.631065 = -38072904.156401 nChanged 99288 SP:Iteration 1F (49111.660000 sec): 3 clusters Score: Raw -38138393.486615 + Penalty 6069.631065 = -38132323.855550 nChanged 6916 SP:Iteration 2Q (49113.110000 sec): 3 clusters Score: Raw -38140691.521936 + Penalty 6069.631065 = -38134621.890871 nChanged 7914 SP:Iteration 3Q (49114.470000 sec): 3 clusters Score: Raw -38143988.492960 + Penalty 6069.631065 = -38137918.861895 nChanged 9164 SP:Iteration 4Q (49116.040000 sec): 3 clusters Score: Raw -38148754.555033 + Penalty 6069.631065 = -38142684.923967 nChanged 10646 SP:Iteration 5F (49117.420000 sec): 3 clusters Score: Raw -38155223.934230 + Penalty 6069.631065 = -38149154.303164 nChanged 12073 SP:Iteration 6F (49118.790000 sec): 3 clusters Score: Raw -38163253.067358 + Penalty 6069.631065 = -38157183.436293 nChanged 12823 SP:Iteration 7F (49119.990000 sec): 3 clusters Score: Raw -38171436.681917 + Penalty 6069.631065 = -38165367.050851 nChanged 12520 SP:Iteration 8F (49121.110000 sec): 3 clusters Score: Raw -38178870.326599 + Penalty 6069.631065 = -38172800.695534 nChanged 12120 SP:Iteration 9F (49122.460000 sec): 3 clusters Score: Raw -38186476.808013 + Penalty 6069.631065 = -38180407.176948 nChanged 12125 SP:Iteration 10F (49123.700000 sec): 3 clusters Score: Raw -38194899.917382 + Penalty 6069.631065 = -38188830.286316 nChanged 11899 SP:Iteration 11F (49125.010000 sec): 3 clusters Score: Raw -38203723.637266 + Penalty 6069.631065 = -38197654.006201 nChanged 10837 SP:Iteration 12F (49126.230000 sec): 3 clusters Score: Raw -38211879.231209 + Penalty 6069.631065 = -38205809.600143 nChanged 9164 SP:Iteration 13Q (49127.520000 sec): 3 clusters Score: Raw -38218784.226893 + Penalty 6069.631065 = -38212714.595827 nChanged 7289 SP:Iteration 14Q (49128.770000 sec): 3 clusters Score: Raw -38224042.757710 + Penalty 6069.631065 = -38217973.126645 nChanged 5536 SP:Iteration 15Q (49129.870000 sec): 3 clusters Score: Raw -38227576.040118 + Penalty 6069.631065 = -38221506.409053 nChanged 3955 SP:Iteration 16Q (49130.990000 sec): 3 clusters Score: Raw -38229721.005540 + Penalty 6069.631065 = -38223651.374475 nChanged 2751 SP:Iteration 17Q (49132.140000 sec): 3 clusters Score: Raw -38230918.930890 + Penalty 6069.631065 = -38224849.299825 nChanged 1956 SP:Iteration 18Q (49133.350000 sec): 3 clusters Score: Raw -38231569.911296 + Penalty 6069.631065 = -38225500.280231 nChanged 1392 SP:Iteration 19Q (49134.530000 sec): 3 clusters Score: Raw -38231953.075368 + Penalty 6069.631065 = -38225883.444302 nChanged 1001 SP:Iteration 20F (49135.920000 sec): 3 clusters Score: Raw -38232187.627587 + Penalty 6069.631065 = -38226117.996521 nChanged 796 SP:Iteration 21Q (49137.090000 sec): 3 clusters Score: Raw -38232338.721644 + Penalty 6069.631065 = -38226269.090579 nChanged 618 SP:Iteration 22Q (49138.210000 sec): 3 clusters Score: Raw -38232437.387060 + Penalty 6069.631065 = -38226367.755994 nChanged 487 SP:Iteration 23Q (49139.440000 sec): 3 clusters Score: Raw -38232504.723055 + Penalty 6069.631065 = -38226435.091989 nChanged 386 SP:Iteration 24Q (49140.550000 sec): 3 clusters Score: Raw -38232548.573926 + Penalty 6069.631065 = -38226478.942861 nChanged 296 SP:Iteration 25Q (49141.870000 sec): 3 clusters Score: Raw -38232578.252831 + Penalty 6069.631065 = -38226508.621765 nChanged 227 SP:Iteration 26Q (49143.410000 sec): 3 clusters Score: Raw -38232598.202859 + Penalty 6069.631065 = -38226528.571793 nChanged 196 SP:Iteration 27Q (49144.640000 sec): 3 clusters Score: Raw -38232614.128299 + Penalty 6069.631065 = -38226544.497234 nChanged 155 SP:Iteration 28Q (49145.710000 sec): 3 clusters Score: Raw -38232624.666334 + Penalty 6069.631065 = -38226555.035269 nChanged 117 SP:Iteration 29Q (49146.860000 sec): 3 clusters Score: Raw -38232631.486152 + Penalty 6069.631065 = -38226561.855087 nChanged 86 SP:Iteration 30Q (49147.950000 sec): 3 clusters Score: Raw -38232635.350048 + Penalty 6069.631065 = -38226565.718983 nChanged 70 SP:Iteration 31Q (49149.030000 sec): 3 clusters Score: Raw -38232638.172251 + Penalty 6069.631065 = -38226568.541185 nChanged 56 SP:Iteration 32Q (49150.160000 sec): 3 clusters Score: Raw -38232640.218307 + Penalty 6069.631065 = -38226570.587241 nChanged 36 SP:Iteration 33Q (49151.240000 sec): 3 clusters Score: Raw -38232641.243630 + Penalty 6069.631065 = -38226571.612565 nChanged 17 SP:Iteration 34Q (49152.400000 sec): 3 clusters Score: Raw -38232641.752668 + Penalty 6069.631065 = -38226572.121603 nChanged 17 SP:Iteration 35Q (49153.450000 sec): 3 clusters Score: Raw -38232642.433038 + Penalty 6069.631065 = -38226572.801973 nChanged 11 SP:Iteration 36Q (49154.470000 sec): 3 clusters Score: Raw -38232642.781028 + Penalty 6069.631065 = -38226573.149963 nChanged 14 SP:Iteration 37Q (49155.470000 sec): 3 clusters Score: Raw -38232643.220885 + Penalty 6069.631065 = -38226573.589820 nChanged 8 SP:Iteration 38Q (49156.550000 sec): 3 clusters Score: Raw -38232643.508432 + Penalty 6069.631065 = -38226573.877367 nChanged 7 SP:Iteration 39Q (49157.540000 sec): 3 clusters Score: Raw -38232643.763182 + Penalty 6069.631065 = -38226574.132116 nChanged 8 SP:Iteration 40F (49158.860000 sec): 3 clusters Score: Raw -38232643.937765 + Penalty 6069.631065 = -38226574.306700 nChanged 8 SP:Iteration 41Q (49160.030000 sec): 3 clusters Score: Raw -38232644.115587 + Penalty 6069.631065 = -38226574.484522 nChanged 8 SP:Iteration 42Q (49161.200000 sec): 3 clusters Score: Raw -38232644.296340 + Penalty 6069.631065 = -38226574.665274 nChanged 8 SP:Iteration 43Q (49162.330000 sec): 3 clusters Score: Raw -38232644.567048 + Penalty 6069.631065 = -38226574.935983 nChanged 7 SP:Iteration 44Q (49163.410000 sec): 3 clusters Score: Raw -38232644.724671 + Penalty 6069.631065 = -38226575.093606 nChanged 5 SP:Iteration 45Q (49164.650000 sec): 3 clusters Score: Raw -38232644.878426 + Penalty 6069.631065 = -38226575.247360 nChanged 4 SP:Iteration 46Q (49165.890000 sec): 3 clusters Score: Raw -38232644.993377 + Penalty 6069.631065 = -38226575.362312 nChanged 3 SP:Iteration 47Q (49167.200000 sec): 3 clusters Score: Raw -38232645.068436 + Penalty 6069.631065 = -38226575.437371 nChanged 3 SP:Iteration 48Q (49168.290000 sec): 3 clusters Score: Raw -38232645.106260 + Penalty 6069.631065 = -38226575.475195 nChanged 0 SP:Iteration 49F (49169.510000 sec): 3 clusters Score: Raw -38232645.106260 + Penalty 6069.631065 = -38226575.475195 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (5752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49169.770000 sec): 2 clusters Score: Raw -1064198.646350 + Penalty 2147.011119 = -1062051.635231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49169.970000 sec): 3 clusters Score: Raw -1061415.625924 + Penalty 4294.022238 = -1057121.603686 nChanged 2188 SP:Iteration 1F (49170.210000 sec): 3 clusters Score: Raw -1063240.562493 + Penalty 4294.022238 = -1058946.540255 nChanged 602 SP:Iteration 2F (49170.420000 sec): 3 clusters Score: Raw -1066514.378343 + Penalty 4294.022238 = -1062220.356105 nChanged 1206 SP:Iteration 3F (49170.600000 sec): 3 clusters Score: Raw -1072197.835894 + Penalty 4294.022238 = -1067903.813656 nChanged 988 SP:Iteration 4F (49170.820000 sec): 3 clusters Score: Raw -1075857.446743 + Penalty 4294.022238 = -1071563.424505 nChanged 246 SP:Iteration 5Q (49171.010000 sec): 3 clusters Score: Raw -1076399.343096 + Penalty 4294.022238 = -1072105.320858 nChanged 63 SP:Iteration 6Q (49171.230000 sec): 3 clusters Score: Raw -1076469.610164 + Penalty 4294.022238 = -1072175.587926 nChanged 21 SP:Iteration 7Q (49171.430000 sec): 3 clusters Score: Raw -1076484.131950 + Penalty 4294.022238 = -1072190.109712 nChanged 7 SP:Iteration 8Q (49171.680000 sec): 3 clusters Score: Raw -1076487.168046 + Penalty 4294.022238 = -1072193.145808 nChanged 4 SP:Iteration 9Q (49171.950000 sec): 3 clusters Score: Raw -1076489.891509 + Penalty 4294.022238 = -1072195.869271 nChanged 1 SP:Iteration 10Q (49172.160000 sec): 3 clusters Score: Raw -1076490.571624 + Penalty 4294.022238 = -1072196.549386 nChanged 1 SP:Iteration 11Q (49172.340000 sec): 3 clusters Score: Raw -1076490.992070 + Penalty 4294.022238 = -1072196.969831 nChanged 0 SP:Iteration 12F (49172.590000 sec): 3 clusters Score: Raw -1076490.992070 + Penalty 4294.022238 = -1072196.969831 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Iteration 20F (49302.670000 sec): 36 clusters Score: Raw -340082926.648705 + Penalty 125257.950328 = -339957668.698377 nChanged 88153 Iteration 21Q (49375.080000 sec): 36 clusters Score: Raw -340133178.264000 + Penalty 125257.950328 = -340007920.313672 nChanged 45199 Iteration 22Q (49451.370000 sec): 36 clusters Score: Raw -340148674.740143 + Penalty 125257.950328 = -340023416.789815 nChanged 36013 Iteration 23Q (49519.290000 sec): 36 clusters Score: Raw -340158766.956069 + Penalty 125257.950328 = -340033509.005741 nChanged 31427 Iteration 24Q (49587.660000 sec): 36 clusters Score: Raw -340166218.843904 + Penalty 125257.950328 = -340040960.893576 nChanged 28251 Iteration 25Q (49660.020000 sec): 36 clusters Score: Raw -340172257.776438 + Penalty 125257.950328 = -340046999.826110 nChanged 25742 Iteration 26Q (49731.790000 sec): 36 clusters Score: Raw -340177355.781656 + Penalty 125257.950328 = -340052097.831328 nChanged 23759 Iteration 27Q (49809.340000 sec): 36 clusters Score: Raw -340181722.423203 + Penalty 125257.950328 = -340056464.472875 nChanged 21759 Iteration 28Q (49886.590000 sec): 36 clusters Score: Raw -340186350.950370 + Penalty 125257.950328 = -340061093.000042 nChanged 20172 Iteration 29Q (49960.940000 sec): 36 clusters Score: Raw -340189233.196044 + Penalty 125257.950328 = -340063975.245716 nChanged 19310 Iteration 30Q (50040.140000 sec): 36 clusters Score: Raw -340191832.657068 + Penalty 125257.950328 = -340066574.706741 nChanged 18268 Iteration 31Q (50117.140000 sec): 36 clusters Score: Raw -340194228.790380 + Penalty 125257.950328 = -340068970.840052 nChanged 17827 Iteration 32Q (50186.890000 sec): 36 clusters Score: Raw -340196657.525710 + Penalty 125257.950328 = -340071399.575382 nChanged 17354 Iteration 33Q (50251.860000 sec): 36 clusters Score: Raw -340198908.149352 + Penalty 125257.950328 = -340073650.199024 nChanged 17348 Iteration 34Q (50318.820000 sec): 36 clusters Score: Raw -340201205.552809 + Penalty 125257.950328 = -340075947.602481 nChanged 17280 Iteration 35Q (50385.730000 sec): 36 clusters Score: Raw -340203415.950474 + Penalty 125257.950328 = -340078158.000146 nChanged 17358 Iteration 36Q (50461.590000 sec): 36 clusters Score: Raw -340205566.976949 + Penalty 125257.950328 = -340080309.026621 nChanged 17652 Iteration 37Q (50538.090000 sec): 36 clusters Score: Raw -340207725.397239 + Penalty 125257.950328 = -340082467.446911 nChanged 18142 Iteration 38Q (50610.380000 sec): 36 clusters Score: Raw -340209958.403569 + Penalty 125257.950328 = -340084700.453241 nChanged 18566 Iteration 39Q (50680.420000 sec): 36 clusters Score: Raw -340212245.564481 + Penalty 125257.950328 = -340086987.614153 nChanged 19059 Iteration 40F (50804.420000 sec): 36 clusters Score: Raw -340246400.468167 + Penalty 125257.950328 = -340121142.517840 nChanged 20705 Iteration 41Q (50874.500000 sec): 36 clusters Score: Raw -340260436.502551 + Penalty 125257.950328 = -340135178.552223 nChanged 20910 Iteration 42Q (50939.920000 sec): 36 clusters Score: Raw -340264012.553125 + Penalty 125257.950328 = -340138754.602797 nChanged 21098 Iteration 43Q (51005.950000 sec): 36 clusters Score: Raw -340267166.893638 + Penalty 125257.950328 = -340141908.943310 nChanged 21409 Iteration 44Q (51075.590000 sec): 36 clusters Score: Raw -340270294.201629 + Penalty 125257.950328 = -340145036.251301 nChanged 21722 Iteration 45Q (51146.050000 sec): 36 clusters Score: Raw -340273481.489818 + Penalty 125257.950328 = -340148223.539490 nChanged 21860 Iteration 46Q (51215.720000 sec): 36 clusters Score: Raw -340276512.508848 + Penalty 125257.950328 = -340151254.558520 nChanged 21951 Iteration 47Q (51288.840000 sec): 36 clusters Score: Raw -340279452.689669 + Penalty 125257.950328 = -340154194.739341 nChanged 21495 Iteration 48Q (51358.830000 sec): 36 clusters Score: Raw -340282257.243282 + Penalty 125257.950328 = -340156999.292955 nChanged 20934 Iteration 49Q (51424.200000 sec): 36 clusters Score: Raw -340284912.611006 + Penalty 125257.950328 = -340159654.660678 nChanged 20318 Iteration 50Q (51491.270000 sec): 36 clusters Score: Raw -340287412.859415 + Penalty 125257.950328 = -340162154.909087 nChanged 19751 Iteration 51Q (51561.710000 sec): 36 clusters Score: Raw -340289755.539259 + Penalty 125257.950328 = -340164497.588932 nChanged 19059 Iteration 52Q (51631.090000 sec): 36 clusters Score: Raw -340291939.317095 + Penalty 125257.950328 = -340166681.366767 nChanged 18431 Iteration 53Q (51704.260000 sec): 36 clusters Score: Raw -340293965.553906 + Penalty 125257.950328 = -340168707.603578 nChanged 17545 Iteration 54Q (51782.490000 sec): 36 clusters Score: Raw -340295835.620371 + Penalty 125257.950328 = -340170577.670043 nChanged 16707 Iteration 55Q (51858.090000 sec): 36 clusters Score: Raw -340297562.526420 + Penalty 125257.950328 = -340172304.576092 nChanged 15691 Iteration 56Q (51939.330000 sec): 36 clusters Score: Raw -340299112.726331 + Penalty 125257.950328 = -340173854.776003 nChanged 14863 Iteration 57Q (52011.400000 sec): 36 clusters Score: Raw -340300538.984988 + Penalty 125257.950328 = -340175281.034660 nChanged 14227 Iteration 58Q (52077.630000 sec): 36 clusters Score: Raw -340301858.424070 + Penalty 125257.950328 = -340176600.473742 nChanged 13569 Writing temp clu file Because OldScore, -340175281.034660, is greater than current (better) Score,-340176600.473742 Compute initial score before splitting: Score: Raw -340301858.424070 + Penalty 125257.950328 = -340176600.473742 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (411107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52079.900000 sec): 2 clusters Score: Raw -80000036.099610 + Penalty 3205.798982 = -79996830.300627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52082.200000 sec): 3 clusters Score: Raw -79725322.512765 + Penalty 6411.597965 = -79718910.914800 nChanged 200637 SP:Iteration 1F (52084.430000 sec): 3 clusters Score: Raw -79847863.998737 + Penalty 6411.597965 = -79841452.400772 nChanged 14831 SP:Iteration 2Q (52086.600000 sec): 3 clusters Score: Raw -79852492.535857 + Penalty 6411.597965 = -79846080.937893 nChanged 18615 SP:Iteration 3Q (52088.680000 sec): 3 clusters Score: Raw -79859938.817335 + Penalty 6411.597965 = -79853527.219370 nChanged 23515 SP:Iteration 4F (52090.960000 sec): 3 clusters Score: Raw -79871791.159078 + Penalty 6411.597965 = -79865379.561113 nChanged 28277 SP:Iteration 5F (52093.360000 sec): 3 clusters Score: Raw -79889249.532955 + Penalty 6411.597965 = -79882837.934990 nChanged 31374 SP:Iteration 6F (52095.710000 sec): 3 clusters Score: Raw -79912191.406448 + Penalty 6411.597965 = -79905779.808483 nChanged 31523 SP:Iteration 7F (52098.020000 sec): 3 clusters Score: Raw -79938129.087619 + Penalty 6411.597965 = -79931717.489654 nChanged 27577 SP:Iteration 8F (52100.690000 sec): 3 clusters Score: Raw -79962241.921591 + Penalty 6411.597965 = -79955830.323626 nChanged 20617 SP:Iteration 9F (52103.200000 sec): 3 clusters Score: Raw -79980453.233938 + Penalty 6411.597965 = -79974041.635973 nChanged 12840 SP:Iteration 10Q (52105.630000 sec): 3 clusters Score: Raw -79991215.582035 + Penalty 6411.597965 = -79984803.984070 nChanged 6751 SP:Iteration 11Q (52107.870000 sec): 3 clusters Score: Raw -79996339.859695 + Penalty 6411.597965 = -79989928.261730 nChanged 3155 SP:Iteration 12Q (52109.970000 sec): 3 clusters Score: Raw -79998547.258754 + Penalty 6411.597965 = -79992135.660789 nChanged 1454 SP:Iteration 13Q (52111.910000 sec): 3 clusters Score: Raw -79999517.537471 + Penalty 6411.597965 = -79993105.939506 nChanged 661 SP:Iteration 14Q (52114.160000 sec): 3 clusters Score: Raw -79999973.913806 + Penalty 6411.597965 = -79993562.315841 nChanged 329 SP:Iteration 15Q (52116.180000 sec): 3 clusters Score: Raw -80000191.778390 + Penalty 6411.597965 = -79993780.180425 nChanged 170 SP:Iteration 16Q (52118.030000 sec): 3 clusters Score: Raw -80000310.091300 + Penalty 6411.597965 = -79993898.493335 nChanged 116 SP:Iteration 17Q (52119.980000 sec): 3 clusters Score: Raw -80000375.504912 + Penalty 6411.597965 = -79993963.906947 nChanged 73 SP:Iteration 18Q (52121.920000 sec): 3 clusters Score: Raw -80000423.088617 + Penalty 6411.597965 = -79994011.490652 nChanged 68 SP:Iteration 19Q (52124.050000 sec): 3 clusters Score: Raw -80000468.226765 + Penalty 6411.597965 = -79994056.628800 nChanged 59 SP:Iteration 20F (52126.460000 sec): 3 clusters Score: Raw -80000500.760728 + Penalty 6411.597965 = -79994089.162763 nChanged 53 SP:Iteration 21Q (52128.640000 sec): 3 clusters Score: Raw -80000532.817399 + Penalty 6411.597965 = -79994121.219434 nChanged 38 SP:Iteration 22Q (52130.630000 sec): 3 clusters Score: Raw -80000558.509890 + Penalty 6411.597965 = -79994146.911925 nChanged 37 SP:Iteration 23Q (52132.360000 sec): 3 clusters Score: Raw -80000580.247552 + Penalty 6411.597965 = -79994168.649587 nChanged 34 SP:Iteration 24Q (52134.030000 sec): 3 clusters Score: Raw -80000601.570107 + Penalty 6411.597965 = -79994189.972142 nChanged 28 SP:Iteration 25Q (52135.730000 sec): 3 clusters Score: Raw -80000621.037990 + Penalty 6411.597965 = -79994209.440025 nChanged 22 SP:Iteration 26Q (52137.490000 sec): 3 clusters Score: Raw -80000634.263096 + Penalty 6411.597965 = -79994222.665131 nChanged 22 SP:Iteration 27Q (52139.750000 sec): 3 clusters Score: Raw -80000645.971792 + Penalty 6411.597965 = -79994234.373827 nChanged 21 SP:Iteration 28Q (52142.110000 sec): 3 clusters Score: Raw -80000655.446937 + Penalty 6411.597965 = -79994243.848972 nChanged 11 SP:Iteration 29Q (52144.090000 sec): 3 clusters Score: Raw -80000661.083457 + Penalty 6411.597965 = -79994249.485493 nChanged 10 SP:Iteration 30Q (52145.960000 sec): 3 clusters Score: Raw -80000665.995878 + Penalty 6411.597965 = -79994254.397913 nChanged 5 SP:Iteration 31Q (52147.790000 sec): 3 clusters Score: Raw -80000667.864850 + Penalty 6411.597965 = -79994256.266885 nChanged 5 SP:Iteration 32Q (52149.670000 sec): 3 clusters Score: Raw -80000670.357655 + Penalty 6411.597965 = -79994258.759690 nChanged 6 SP:Iteration 33Q (52151.620000 sec): 3 clusters Score: Raw -80000674.198852 + Penalty 6411.597965 = -79994262.600887 nChanged 8 SP:Iteration 34Q (52153.450000 sec): 3 clusters Score: Raw -80000678.900688 + Penalty 6411.597965 = -79994267.302723 nChanged 9 SP:Iteration 35Q (52155.280000 sec): 3 clusters Score: Raw -80000683.415438 + Penalty 6411.597965 = -79994271.817474 nChanged 8 SP:Iteration 36Q (52157.220000 sec): 3 clusters Score: Raw -80000689.325397 + Penalty 6411.597965 = -79994277.727432 nChanged 14 SP:Iteration 37Q (52159.080000 sec): 3 clusters Score: Raw -80000697.062902 + Penalty 6411.597965 = -79994285.464937 nChanged 6 SP:Iteration 38Q (52160.950000 sec): 3 clusters Score: Raw -80000700.175362 + Penalty 6411.597965 = -79994288.577397 nChanged 3 SP:Iteration 39Q (52163.150000 sec): 3 clusters Score: Raw -80000702.124134 + Penalty 6411.597965 = -79994290.526170 nChanged 4 SP:Iteration 40F (52165.240000 sec): 3 clusters Score: Raw -80000704.110959 + Penalty 6411.597965 = -79994292.512994 nChanged 4 SP:Iteration 41Q (52166.950000 sec): 3 clusters Score: Raw -80000705.586706 + Penalty 6411.597965 = -79994293.988741 nChanged 2 SP:Iteration 42Q (52168.650000 sec): 3 clusters Score: Raw -80000706.306408 + Penalty 6411.597965 = -79994294.708443 nChanged 1 SP:Iteration 43Q (52170.390000 sec): 3 clusters Score: Raw -80000706.797053 + Penalty 6411.597965 = -79994295.199088 nChanged 3 SP:Iteration 44Q (52172.230000 sec): 3 clusters Score: Raw -80000708.272608 + Penalty 6411.597965 = -79994296.674643 nChanged 2 SP:Iteration 45Q (52174.010000 sec): 3 clusters Score: Raw -80000709.182697 + Penalty 6411.597965 = -79994297.584732 nChanged 1 SP:Iteration 46Q (52175.960000 sec): 3 clusters Score: Raw -80000709.708815 + Penalty 6411.597965 = -79994298.110850 nChanged 4 SP:Iteration 47Q (52177.750000 sec): 3 clusters Score: Raw -80000711.291077 + Penalty 6411.597965 = -79994299.693112 nChanged 3 SP:Iteration 48Q (52179.410000 sec): 3 clusters Score: Raw -80000712.782869 + Penalty 6411.597965 = -79994301.184904 nChanged 4 SP:Iteration 49Q (52181.100000 sec): 3 clusters Score: Raw -80000715.269658 + Penalty 6411.597965 = -79994303.671693 nChanged 5 SP:Iteration 50Q (52182.910000 sec): 3 clusters Score: Raw -80000718.397935 + Penalty 6411.597965 = -79994306.799971 nChanged 7 SP:Iteration 51Q (52184.640000 sec): 3 clusters Score: Raw -80000720.790256 + Penalty 6411.597965 = -79994309.192291 nChanged 3 SP:Iteration 52Q (52186.370000 sec): 3 clusters Score: Raw -80000722.437549 + Penalty 6411.597965 = -79994310.839584 nChanged 4 SP:Iteration 53Q (52188.100000 sec): 3 clusters Score: Raw -80000725.721509 + Penalty 6411.597965 = -79994314.123544 nChanged 7 SP:Iteration 54Q (52189.890000 sec): 3 clusters Score: Raw -80000729.315758 + Penalty 6411.597965 = -79994317.717793 nChanged 6 SP:Iteration 55Q (52191.840000 sec): 3 clusters Score: Raw -80000732.336273 + Penalty 6411.597965 = -79994320.738308 nChanged 4 SP:Iteration 56Q (52193.600000 sec): 3 clusters Score: Raw -80000734.102982 + Penalty 6411.597965 = -79994322.505017 nChanged 3 SP:Iteration 57Q (52195.640000 sec): 3 clusters Score: Raw -80000735.119830 + Penalty 6411.597965 = -79994323.521865 nChanged 4 SP:Iteration 58Q (52197.270000 sec): 3 clusters Score: Raw -80000736.884506 + Penalty 6411.597965 = -79994325.286541 nChanged 4 SP:Iteration 59Q (52199.050000 sec): 3 clusters Score: Raw -80000738.704519 + Penalty 6411.597965 = -79994327.106554 nChanged 4 SP:Iteration 60F (52201.130000 sec): 3 clusters Score: Raw -80000740.822838 + Penalty 6411.597965 = -79994329.224873 nChanged 6 SP:Iteration 61Q (52202.850000 sec): 3 clusters Score: Raw -80000743.206438 + Penalty 6411.597965 = -79994331.608473 nChanged 4 SP:Iteration 62Q (52204.650000 sec): 3 clusters Score: Raw -80000744.321131 + Penalty 6411.597965 = -79994332.723166 nChanged 2 SP:Iteration 63Q (52206.510000 sec): 3 clusters Score: Raw -80000745.406378 + Penalty 6411.597965 = -79994333.808413 nChanged 1 SP:Iteration 64Q (52208.380000 sec): 3 clusters Score: Raw -80000745.741431 + Penalty 6411.597965 = -79994334.143466 nChanged 1 SP:Iteration 65Q (52210.280000 sec): 3 clusters Score: Raw -80000746.123712 + Penalty 6411.597965 = -79994334.525748 nChanged 0 SP:Iteration 66F (52212.470000 sec): 3 clusters Score: Raw -80000746.123712 + Penalty 6411.597965 = -79994334.525748 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52212.780000 sec): 2 clusters Score: Raw -184956.011957 + Penalty 1730.365773 = -183225.646184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52212.980000 sec): 3 clusters Score: Raw -184841.429432 + Penalty 3460.731545 = -181380.697886 nChanged 310 SP:Iteration 1F (52213.170000 sec): 3 clusters Score: Raw -185631.004509 + Penalty 3460.731545 = -182170.272964 nChanged 146 SP:Iteration 2F (52213.380000 sec): 3 clusters Score: Raw -186298.749112 + Penalty 3460.731545 = -182838.017566 nChanged 89 SP:Iteration 3F (52213.590000 sec): 3 clusters Score: Raw -186947.874128 + Penalty 3460.731545 = -183487.142583 nChanged 81 SP:Iteration 4F (52213.760000 sec): 3 clusters Score: Raw -187305.279654 + Penalty 3460.731545 = -183844.548109 nChanged 65 SP:Iteration 5F (52213.940000 sec): 3 clusters Score: Raw -187462.770968 + Penalty 3460.731545 = -184002.039423 nChanged 30 SP:Iteration 6Q (52214.150000 sec): 3 clusters Score: Raw -187552.746855 + Penalty 3460.731545 = -184092.015310 nChanged 10 SP:Iteration 7Q (52214.360000 sec): 3 clusters Score: Raw -187571.104974 + Penalty 3460.731545 = -184110.373429 nChanged 4 SP:Iteration 8Q (52214.580000 sec): 3 clusters Score: Raw -187581.048489 + Penalty 3460.731545 = -184120.316944 nChanged 1 SP:Iteration 9Q (52214.780000 sec): 3 clusters Score: Raw -187584.247873 + Penalty 3460.731545 = -184123.516328 nChanged 1 SP:Iteration 10Q (52214.920000 sec): 3 clusters Score: Raw -187617.461591 + Penalty 3460.731545 = -184156.730045 nChanged 3 SP:Iteration 11Q (52215.150000 sec): 3 clusters Score: Raw -187622.629767 + Penalty 3460.731545 = -184161.898221 nChanged 1 SP:Iteration 12Q (52215.300000 sec): 3 clusters Score: Raw -187628.826105 + Penalty 3460.731545 = -184168.094560 nChanged 1 SP:Iteration 13Q (52215.480000 sec): 3 clusters Score: Raw -187632.762108 + Penalty 3460.731545 = -184172.030562 nChanged 2 SP:Iteration 14Q (52215.700000 sec): 3 clusters Score: Raw -187635.735751 + Penalty 3460.731545 = -184175.004206 nChanged 0 SP:Iteration 15F (52215.860000 sec): 3 clusters Score: Raw -187635.735751 + Penalty 3460.731545 = -184175.004206 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (1041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52215.950000 sec): 2 clusters Score: Raw -126051.584773 + Penalty 1723.088393 = -124328.496380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52216.120000 sec): 3 clusters Score: Raw -126134.967485 + Penalty 3446.176786 = -122688.790699 nChanged 345 SP:Iteration 1F (52216.300000 sec): 3 clusters Score: Raw -127043.637291 + Penalty 3446.176786 = -123597.460505 nChanged 161 SP:Iteration 2F (52216.460000 sec): 3 clusters Score: Raw -127877.408156 + Penalty 3446.176786 = -124431.231370 nChanged 87 SP:Iteration 3F (52216.640000 sec): 3 clusters Score: Raw -128458.125681 + Penalty 3446.176786 = -125011.948895 nChanged 52 SP:Iteration 4Q (52216.850000 sec): 3 clusters Score: Raw -128900.263467 + Penalty 3446.176786 = -125454.086681 nChanged 33 SP:Iteration 5Q (52216.990000 sec): 3 clusters Score: Raw -129126.142101 + Penalty 3446.176786 = -125679.965315 nChanged 31 SP:Iteration 6Q (52217.190000 sec): 3 clusters Score: Raw -129253.450279 + Penalty 3446.176786 = -125807.273493 nChanged 17 SP:Iteration 7Q (52217.340000 sec): 3 clusters Score: Raw -129307.114812 + Penalty 3446.176786 = -125860.938026 nChanged 12 SP:Iteration 8Q (52217.510000 sec): 3 clusters Score: Raw -129356.678503 + Penalty 3446.176786 = -125910.501717 nChanged 6 SP:Iteration 9Q (52217.690000 sec): 3 clusters Score: Raw -129373.849114 + Penalty 3446.176786 = -125927.672328 nChanged 5 SP:Iteration 10Q (52217.900000 sec): 3 clusters Score: Raw -129389.950241 + Penalty 3446.176786 = -125943.773455 nChanged 3 SP:Iteration 11Q (52218.090000 sec): 3 clusters Score: Raw -129394.131713 + Penalty 3446.176786 = -125947.954927 nChanged 1 SP:Iteration 12Q (52218.260000 sec): 3 clusters Score: Raw -129395.200385 + Penalty 3446.176786 = -125949.023599 nChanged 1 SP:Iteration 13Q (52218.460000 sec): 3 clusters Score: Raw -129396.564349 + Penalty 3446.176786 = -125950.387563 nChanged 1 SP:Iteration 14Q (52218.680000 sec): 3 clusters Score: Raw -129397.703878 + Penalty 3446.176786 = -125951.527092 nChanged 0 SP:Iteration 15F (52218.860000 sec): 3 clusters Score: Raw -129423.888587 + Penalty 3446.176786 = -125977.711801 nChanged 4 SP:Iteration 16Q (52219.040000 sec): 3 clusters Score: Raw -129517.065394 + Penalty 3446.176786 = -126070.888608 nChanged 10 SP:Iteration 17Q (52219.280000 sec): 3 clusters Score: Raw -129611.272014 + Penalty 3446.176786 = -126165.095228 nChanged 11 SP:Iteration 18Q (52219.530000 sec): 3 clusters Score: Raw -129653.081379 + Penalty 3446.176786 = -126206.904593 nChanged 3 SP:Iteration 19Q (52219.730000 sec): 3 clusters Score: Raw -129659.757715 + Penalty 3446.176786 = -126213.580929 nChanged 1 SP:Iteration 20F (52219.940000 sec): 3 clusters Score: Raw -129660.701933 + Penalty 3446.176786 = -126214.525147 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (775489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52223.820000 sec): 2 clusters Score: Raw -144473645.514501 + Penalty 3363.189771 = -144470282.324730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52227.910000 sec): 3 clusters Score: Raw -143951268.452413 + Penalty 6726.379542 = -143944542.072871 nChanged 380222 SP:Iteration 1F (52231.970000 sec): 3 clusters Score: Raw -144180037.446195 + Penalty 6726.379542 = -144173311.066653 nChanged 15124 SP:Iteration 2Q (52236.570000 sec): 3 clusters Score: Raw -144182210.887905 + Penalty 6726.379542 = -144175484.508362 nChanged 16964 SP:Iteration 3Q (52241.500000 sec): 3 clusters Score: Raw -144185104.500325 + Penalty 6726.379542 = -144178378.120783 nChanged 19960 SP:Iteration 4Q (52245.700000 sec): 3 clusters Score: Raw -144189333.136070 + Penalty 6726.379542 = -144182606.756528 nChanged 24827 SP:Iteration 5Q (52250.460000 sec): 3 clusters Score: Raw -144196201.014512 + Penalty 6726.379542 = -144189474.634969 nChanged 31406 SP:Iteration 6Q (52254.660000 sec): 3 clusters Score: Raw -144207503.649976 + Penalty 6726.379542 = -144200777.270433 nChanged 39784 SP:Iteration 7F (52258.430000 sec): 3 clusters Score: Raw -144226053.266379 + Penalty 6726.379542 = -144219326.886837 nChanged 48618 SP:Iteration 8F (52263.360000 sec): 3 clusters Score: Raw -144254660.205070 + Penalty 6726.379542 = -144247933.825528 nChanged 55248 SP:Iteration 9F (52267.280000 sec): 3 clusters Score: Raw -144294499.458973 + Penalty 6726.379542 = -144287773.079431 nChanged 56984 SP:Iteration 10F (52271.360000 sec): 3 clusters Score: Raw -144341974.001903 + Penalty 6726.379542 = -144335247.622361 nChanged 51483 SP:Iteration 11F (52275.660000 sec): 3 clusters Score: Raw -144388893.601148 + Penalty 6726.379542 = -144382167.221606 nChanged 39444 SP:Iteration 12F (52279.860000 sec): 3 clusters Score: Raw -144426039.497973 + Penalty 6726.379542 = -144419313.118430 nChanged 25855 SP:Iteration 13Q (52283.890000 sec): 3 clusters Score: Raw -144450518.857543 + Penalty 6726.379542 = -144443792.478001 nChanged 14682 SP:Iteration 14Q (52287.460000 sec): 3 clusters Score: Raw -144464153.826226 + Penalty 6726.379542 = -144457427.446683 nChanged 7002 SP:Iteration 15Q (52290.720000 sec): 3 clusters Score: Raw -144470366.183894 + Penalty 6726.379542 = -144463639.804351 nChanged 2679 SP:Iteration 16Q (52293.880000 sec): 3 clusters Score: Raw -144472629.506289 + Penalty 6726.379542 = -144465903.126747 nChanged 888 SP:Iteration 17Q (52297.210000 sec): 3 clusters Score: Raw -144473405.423128 + Penalty 6726.379542 = -144466679.043586 nChanged 298 SP:Iteration 18Q (52300.460000 sec): 3 clusters Score: Raw -144473687.913232 + Penalty 6726.379542 = -144466961.533690 nChanged 109 SP:Iteration 19Q (52303.530000 sec): 3 clusters Score: Raw -144473796.586550 + Penalty 6726.379542 = -144467070.207008 nChanged 51 SP:Iteration 20F (52308.060000 sec): 3 clusters Score: Raw -144473848.889276 + Penalty 6726.379542 = -144467122.509734 nChanged 30 SP:Iteration 21Q (52311.130000 sec): 3 clusters Score: Raw -144473885.618465 + Penalty 6726.379542 = -144467159.238922 nChanged 24 SP:Iteration 22Q (52314.200000 sec): 3 clusters Score: Raw -144473910.600827 + Penalty 6726.379542 = -144467184.221285 nChanged 13 SP:Iteration 23Q (52317.220000 sec): 3 clusters Score: Raw -144473923.433582 + Penalty 6726.379542 = -144467197.054040 nChanged 11 SP:Iteration 24Q (52321.000000 sec): 3 clusters Score: Raw -144473936.533661 + Penalty 6726.379542 = -144467210.154119 nChanged 12 SP:Iteration 25Q (52324.440000 sec): 3 clusters Score: Raw -144473947.797562 + Penalty 6726.379542 = -144467221.418020 nChanged 7 SP:Iteration 26Q (52327.920000 sec): 3 clusters Score: Raw -144473958.143156 + Penalty 6726.379542 = -144467231.763614 nChanged 12 SP:Iteration 27Q (52330.990000 sec): 3 clusters Score: Raw -144473970.558046 + Penalty 6726.379542 = -144467244.178504 nChanged 9 SP:Iteration 28Q (52334.280000 sec): 3 clusters Score: Raw -144473979.486111 + Penalty 6726.379542 = -144467253.106569 nChanged 8 SP:Iteration 29Q (52337.330000 sec): 3 clusters Score: Raw -144473989.659072 + Penalty 6726.379542 = -144467263.279530 nChanged 9 SP:Iteration 30Q (52340.340000 sec): 3 clusters Score: Raw -144473999.334975 + Penalty 6726.379542 = -144467272.955433 nChanged 10 SP:Iteration 31Q (52343.610000 sec): 3 clusters Score: Raw -144474010.225628 + Penalty 6726.379542 = -144467283.846086 nChanged 3 SP:Iteration 32Q (52346.880000 sec): 3 clusters Score: Raw -144474012.368883 + Penalty 6726.379542 = -144467285.989341 nChanged 2 SP:Iteration 33Q (52350.420000 sec): 3 clusters Score: Raw -144474015.312789 + Penalty 6726.379542 = -144467288.933247 nChanged 1 SP:Iteration 34Q (52353.790000 sec): 3 clusters Score: Raw -144474017.358954 + Penalty 6726.379542 = -144467290.979412 nChanged 2 SP:Iteration 35Q (52357.190000 sec): 3 clusters Score: Raw -144474019.947061 + Penalty 6726.379542 = -144467293.567519 nChanged 3 SP:Iteration 36Q (52360.430000 sec): 3 clusters Score: Raw -144474025.721539 + Penalty 6726.379542 = -144467299.341997 nChanged 3 SP:Iteration 37Q (52363.960000 sec): 3 clusters Score: Raw -144474027.875962 + Penalty 6726.379542 = -144467301.496420 nChanged 2 SP:Iteration 38Q (52367.320000 sec): 3 clusters Score: Raw -144474029.602970 + Penalty 6726.379542 = -144467303.223428 nChanged 1 SP:Iteration 39Q (52372.030000 sec): 3 clusters Score: Raw -144474030.401715 + Penalty 6726.379542 = -144467304.022173 nChanged 1 SP:Iteration 40F (52376.080000 sec): 3 clusters Score: Raw -144474031.586126 + Penalty 6726.379542 = -144467305.206584 nChanged 1 SP:Iteration 41Q (52379.410000 sec): 3 clusters Score: Raw -144474032.723333 + Penalty 6726.379542 = -144467306.343791 nChanged 2 SP:Iteration 42Q (52382.650000 sec): 3 clusters Score: Raw -144474034.350585 + Penalty 6726.379542 = -144467307.971043 nChanged 1 SP:Iteration 43Q (52385.860000 sec): 3 clusters Score: Raw -144474035.197944 + Penalty 6726.379542 = -144467308.818402 nChanged 0 SP:Iteration 44F (52389.680000 sec): 3 clusters Score: Raw -144474035.197944 + Penalty 6726.379542 = -144467308.818402 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (5657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52390.220000 sec): 2 clusters Score: Raw -999308.683791 + Penalty 2142.880951 = -997165.802840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52390.400000 sec): 3 clusters Score: Raw -996614.421681 + Penalty 4285.761902 = -992328.659779 nChanged 2271 SP:Iteration 1F (52390.600000 sec): 3 clusters Score: Raw -998543.755241 + Penalty 4285.761902 = -994257.993339 nChanged 662 SP:Iteration 2F (52390.800000 sec): 3 clusters Score: Raw -999571.630637 + Penalty 4285.761902 = -995285.868735 nChanged 593 SP:Iteration 3F (52391.000000 sec): 3 clusters Score: Raw -1000603.780497 + Penalty 4285.761902 = -996318.018596 nChanged 511 SP:Iteration 4F (52391.210000 sec): 3 clusters Score: Raw -1001442.800672 + Penalty 4285.761902 = -997157.038770 nChanged 380 SP:Iteration 5F (52391.440000 sec): 3 clusters Score: Raw -1001982.428141 + Penalty 4285.761902 = -997696.666240 nChanged 271 SP:Iteration 6Q (52391.660000 sec): 3 clusters Score: Raw -1002306.959914 + Penalty 4285.761902 = -998021.198013 nChanged 235 SP:Iteration 7Q (52391.890000 sec): 3 clusters Score: Raw -1002618.240323 + Penalty 4285.761902 = -998332.478422 nChanged 196 SP:Iteration 8Q (52392.100000 sec): 3 clusters Score: Raw -1002897.023338 + Penalty 4285.761902 = -998611.261436 nChanged 187 SP:Iteration 9Q (52392.290000 sec): 3 clusters Score: Raw -1003151.310573 + Penalty 4285.761902 = -998865.548671 nChanged 160 SP:Iteration 10Q (52392.510000 sec): 3 clusters Score: Raw -1003375.857364 + Penalty 4285.761902 = -999090.095463 nChanged 127 SP:Iteration 11Q (52392.700000 sec): 3 clusters Score: Raw -1003522.466022 + Penalty 4285.761902 = -999236.704120 nChanged 101 SP:Iteration 12Q (52392.880000 sec): 3 clusters Score: Raw -1003629.251185 + Penalty 4285.761902 = -999343.489283 nChanged 56 SP:Iteration 13Q (52393.090000 sec): 3 clusters Score: Raw -1003688.698413 + Penalty 4285.761902 = -999402.936512 nChanged 41 SP:Iteration 14Q (52393.270000 sec): 3 clusters Score: Raw -1003713.714056 + Penalty 4285.761902 = -999427.952155 nChanged 32 SP:Iteration 15Q (52393.480000 sec): 3 clusters Score: Raw -1003726.518114 + Penalty 4285.761902 = -999440.756213 nChanged 14 SP:Iteration 16Q (52393.680000 sec): 3 clusters Score: Raw -1003730.936068 + Penalty 4285.761902 = -999445.174166 nChanged 4 SP:Iteration 17Q (52393.880000 sec): 3 clusters Score: Raw -1003731.612173 + Penalty 4285.761902 = -999445.850271 nChanged 2 SP:Iteration 18Q (52394.090000 sec): 3 clusters Score: Raw -1003732.176838 + Penalty 4285.761902 = -999446.414936 nChanged 4 SP:Iteration 19Q (52394.280000 sec): 3 clusters Score: Raw -1003733.080661 + Penalty 4285.761902 = -999447.318759 nChanged 2 SP:Iteration 20F (52394.500000 sec): 3 clusters Score: Raw -1003733.466403 + Penalty 4285.761902 = -999447.704501 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52394.610000 sec): 2 clusters Score: Raw -269584.318370 + Penalty 1822.609245 = -267761.709125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52394.800000 sec): 3 clusters Score: Raw -269117.679928 + Penalty 3645.218489 = -265472.461439 nChanged 464 SP:Iteration 1F (52394.990000 sec): 3 clusters Score: Raw -269557.014470 + Penalty 3645.218489 = -265911.795981 nChanged 140 SP:Iteration 2F (52395.120000 sec): 3 clusters Score: Raw -269702.094243 + Penalty 3645.218489 = -266056.875754 nChanged 64 SP:Iteration 3Q (52395.300000 sec): 3 clusters Score: Raw -269774.747855 + Penalty 3645.218489 = -266129.529366 nChanged 47 SP:Iteration 4Q (52395.460000 sec): 3 clusters Score: Raw -269827.650147 + Penalty 3645.218489 = -266182.431658 nChanged 40 SP:Iteration 5Q (52395.630000 sec): 3 clusters Score: Raw -269872.932726 + Penalty 3645.218489 = -266227.714237 nChanged 46 SP:Iteration 6Q (52395.820000 sec): 3 clusters Score: Raw -269911.260441 + Penalty 3645.218489 = -266266.041952 nChanged 32 SP:Iteration 7Q (52396.000000 sec): 3 clusters Score: Raw -269936.813233 + Penalty 3645.218489 = -266291.594744 nChanged 27 SP:Iteration 8Q (52396.190000 sec): 3 clusters Score: Raw -269972.534829 + Penalty 3645.218489 = -266327.316340 nChanged 21 SP:Iteration 9Q (52396.360000 sec): 3 clusters Score: Raw -270000.812059 + Penalty 3645.218489 = -266355.593570 nChanged 26 SP:Iteration 10Q (52396.510000 sec): 3 clusters Score: Raw -270022.219701 + Penalty 3645.218489 = -266377.001212 nChanged 26 SP:Iteration 11Q (52396.640000 sec): 3 clusters Score: Raw -270049.401839 + Penalty 3645.218489 = -266404.183350 nChanged 32 SP:Iteration 12Q (52396.760000 sec): 3 clusters Score: Raw -270080.554533 + Penalty 3645.218489 = -266435.336044 nChanged 25 SP:Iteration 13Q (52396.880000 sec): 3 clusters Score: Raw -270107.316122 + Penalty 3645.218489 = -266462.097633 nChanged 21 SP:Iteration 14Q (52397.000000 sec): 3 clusters Score: Raw -270128.485805 + Penalty 3645.218489 = -266483.267316 nChanged 21 SP:Iteration 15Q (52397.220000 sec): 3 clusters Score: Raw -270154.854792 + Penalty 3645.218489 = -266509.636303 nChanged 20 SP:Iteration 16Q (52397.380000 sec): 3 clusters Score: Raw -270176.523755 + Penalty 3645.218489 = -266531.305266 nChanged 25 SP:Iteration 17Q (52397.580000 sec): 3 clusters Score: Raw -270207.618546 + Penalty 3645.218489 = -266562.400057 nChanged 28 SP:Iteration 18Q (52397.720000 sec): 3 clusters Score: Raw -270245.243462 + Penalty 3645.218489 = -266600.024973 nChanged 23 SP:Iteration 19Q (52397.890000 sec): 3 clusters Score: Raw -270272.917358 + Penalty 3645.218489 = -266627.698869 nChanged 21 SP:Iteration 20F (52398.090000 sec): 3 clusters Score: Raw -270330.686041 + Penalty 3645.218489 = -266685.467552 nChanged 19 SP:Iteration 21Q (52398.260000 sec): 3 clusters Score: Raw -270370.648037 + Penalty 3645.218489 = -266725.429548 nChanged 23 SP:Iteration 22Q (52398.460000 sec): 3 clusters Score: Raw -270398.094957 + Penalty 3645.218489 = -266752.876468 nChanged 14 SP:Iteration 23Q (52398.630000 sec): 3 clusters Score: Raw -270415.606206 + Penalty 3645.218489 = -266770.387717 nChanged 12 SP:Iteration 24Q (52398.850000 sec): 3 clusters Score: Raw -270433.586500 + Penalty 3645.218489 = -266788.368011 nChanged 16 SP:Iteration 25Q (52398.990000 sec): 3 clusters Score: Raw -270459.335496 + Penalty 3645.218489 = -266814.117007 nChanged 12 SP:Iteration 26Q (52399.190000 sec): 3 clusters Score: Raw -270475.200056 + Penalty 3645.218489 = -266829.981567 nChanged 5 SP:Iteration 27Q (52399.350000 sec): 3 clusters Score: Raw -270482.414419 + Penalty 3645.218489 = -266837.195930 nChanged 5 SP:Iteration 28Q (52399.530000 sec): 3 clusters Score: Raw -270488.839413 + Penalty 3645.218489 = -266843.620924 nChanged 4 SP:Iteration 29Q (52399.740000 sec): 3 clusters Score: Raw -270492.379448 + Penalty 3645.218489 = -266847.160959 nChanged 3 SP:Iteration 30Q (52399.890000 sec): 3 clusters Score: Raw -270495.908719 + Penalty 3645.218489 = -266850.690230 nChanged 3 SP:Iteration 31Q (52400.070000 sec): 3 clusters Score: Raw -270499.582950 + Penalty 3645.218489 = -266854.364461 nChanged 3 SP:Iteration 32Q (52400.250000 sec): 3 clusters Score: Raw -270502.246967 + Penalty 3645.218489 = -266857.028478 nChanged 1 SP:Iteration 33Q (52400.420000 sec): 3 clusters Score: Raw -270503.249562 + Penalty 3645.218489 = -266858.031073 nChanged 0 SP:Iteration 34F (52400.640000 sec): 3 clusters Score: Raw -270503.249562 + Penalty 3645.218489 = -266858.031073 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52400.750000 sec): 2 clusters Score: Raw -151026.474365 + Penalty 1730.828028 = -149295.646337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52400.940000 sec): 3 clusters Score: Raw -151070.091205 + Penalty 3461.656056 = -147608.435148 nChanged 342 SP:Iteration 1F (52401.120000 sec): 3 clusters Score: Raw -153202.745256 + Penalty 3461.656056 = -149741.089200 nChanged 160 SP:Iteration 2F (52401.320000 sec): 3 clusters Score: Raw -154170.740264 + Penalty 3461.656056 = -150709.084208 nChanged 78 SP:Iteration 3F (52401.490000 sec): 3 clusters Score: Raw -154790.806020 + Penalty 3461.656056 = -151329.149964 nChanged 58 SP:Iteration 4F (52401.670000 sec): 3 clusters Score: Raw -155373.027803 + Penalty 3461.656056 = -151911.371747 nChanged 47 SP:Iteration 5Q (52401.850000 sec): 3 clusters Score: Raw -156007.378045 + Penalty 3461.656056 = -152545.721989 nChanged 35 SP:Iteration 6Q (52402.020000 sec): 3 clusters Score: Raw -156569.551976 + Penalty 3461.656056 = -153107.895920 nChanged 25 SP:Iteration 7Q (52402.220000 sec): 3 clusters Score: Raw -157244.640842 + Penalty 3461.656056 = -153782.984786 nChanged 12 SP:Iteration 8Q (52402.420000 sec): 3 clusters Score: Raw -157561.078848 + Penalty 3461.656056 = -154099.422792 nChanged 9 SP:Iteration 9Q (52402.600000 sec): 3 clusters Score: Raw -157658.980709 + Penalty 3461.656056 = -154197.324652 nChanged 5 SP:Iteration 10Q (52402.800000 sec): 3 clusters Score: Raw -157781.264906 + Penalty 3461.656056 = -154319.608849 nChanged 2 SP:Iteration 11Q (52402.990000 sec): 3 clusters Score: Raw -157846.612609 + Penalty 3461.656056 = -154384.956552 nChanged 1 SP:Iteration 12Q (52403.130000 sec): 3 clusters Score: Raw -157882.735630 + Penalty 3461.656056 = -154421.079574 nChanged 2 SP:Iteration 13Q (52403.320000 sec): 3 clusters Score: Raw -157913.577803 + Penalty 3461.656056 = -154451.921746 nChanged 2 SP:Iteration 14Q (52403.520000 sec): 3 clusters Score: Raw -157920.959203 + Penalty 3461.656056 = -154459.303147 nChanged 1 SP:Iteration 15Q (52403.710000 sec): 3 clusters Score: Raw -157923.967818 + Penalty 3461.656056 = -154462.311761 nChanged 2 SP:Iteration 16Q (52403.890000 sec): 3 clusters Score: Raw -157930.010597 + Penalty 3461.656056 = -154468.354541 nChanged 5 SP:Iteration 17Q (52404.080000 sec): 3 clusters Score: Raw -157946.081059 + Penalty 3461.656056 = -154484.425003 nChanged 2 SP:Iteration 18Q (52404.290000 sec): 3 clusters Score: Raw -157952.531564 + Penalty 3461.656056 = -154490.875507 nChanged 1 SP:Iteration 19Q (52404.490000 sec): 3 clusters Score: Raw -157957.416646 + Penalty 3461.656056 = -154495.760589 nChanged 0 SP:Iteration 20F (52404.660000 sec): 3 clusters Score: Raw -158000.120001 + Penalty 3461.656056 = -154538.463944 nChanged 4 SP:Iteration 21Q (52404.850000 sec): 3 clusters Score: Raw -158119.131553 + Penalty 3461.656056 = -154657.475497 nChanged 2 SP:Iteration 22Q (52405.000000 sec): 3 clusters Score: Raw -158150.745053 + Penalty 3461.656056 = -154689.088997 nChanged 2 SP:Iteration 23Q (52405.180000 sec): 3 clusters Score: Raw -158187.989247 + Penalty 3461.656056 = -154726.333191 nChanged 3 SP:Iteration 24Q (52405.380000 sec): 3 clusters Score: Raw -158206.839312 + Penalty 3461.656056 = -154745.183256 nChanged 2 SP:Iteration 25Q (52405.560000 sec): 3 clusters Score: Raw -158215.057279 + Penalty 3461.656056 = -154753.401223 nChanged 4 SP:Iteration 26Q (52405.720000 sec): 3 clusters Score: Raw -158231.747673 + Penalty 3461.656056 = -154770.091616 nChanged 4 SP:Iteration 27Q (52405.900000 sec): 3 clusters Score: Raw -158259.808564 + Penalty 3461.656056 = -154798.152508 nChanged 5 SP:Iteration 28Q (52406.090000 sec): 3 clusters Score: Raw -158292.636814 + Penalty 3461.656056 = -154830.980757 nChanged 7 SP:Iteration 29Q (52406.280000 sec): 3 clusters Score: Raw -158330.737807 + Penalty 3461.656056 = -154869.081750 nChanged 5 SP:Iteration 30Q (52406.470000 sec): 3 clusters Score: Raw -158358.472273 + Penalty 3461.656056 = -154896.816217 nChanged 7 SP:Iteration 31Q (52406.640000 sec): 3 clusters Score: Raw -158381.465731 + Penalty 3461.656056 = -154919.809675 nChanged 1 SP:Iteration 32Q (52406.820000 sec): 3 clusters Score: Raw -158382.565671 + Penalty 3461.656056 = -154920.909614 nChanged 1 SP:Iteration 33Q (52407.010000 sec): 3 clusters Score: Raw -158383.496901 + Penalty 3461.656056 = -154921.840845 nChanged 1 SP:Iteration 34Q (52407.200000 sec): 3 clusters Score: Raw -158391.725046 + Penalty 3461.656056 = -154930.068990 nChanged 1 SP:Iteration 35Q (52407.400000 sec): 3 clusters Score: Raw -158396.545543 + Penalty 3461.656056 = -154934.889486 nChanged 0 SP:Iteration 36F (52407.570000 sec): 3 clusters Score: Raw -158446.210286 + Penalty 3461.656056 = -154984.554229 nChanged 13 SP:Iteration 37Q (52407.760000 sec): 3 clusters Score: Raw -158658.904068 + Penalty 3461.656056 = -155197.248011 nChanged 12 SP:Iteration 38Q (52407.970000 sec): 3 clusters Score: Raw -158949.219681 + Penalty 3461.656056 = -155487.563624 nChanged 12 SP:Iteration 39Q (52408.140000 sec): 3 clusters Score: Raw -159444.926861 + Penalty 3461.656056 = -155983.270805 nChanged 8 SP:Iteration 40F (52408.300000 sec): 3 clusters Score: Raw -159936.393144 + Penalty 3461.656056 = -156474.737088 nChanged 4 SP:Iteration 41Q (52408.500000 sec): 3 clusters Score: Raw -160133.070590 + Penalty 3461.656056 = -156671.414533 nChanged 6 SP:Iteration 42Q (52408.680000 sec): 3 clusters Score: Raw -160198.917648 + Penalty 3461.656056 = -156737.261592 nChanged 3 SP:Iteration 43Q (52408.820000 sec): 3 clusters Score: Raw -160232.342780 + Penalty 3461.656056 = -156770.686724 nChanged 7 SP:Iteration 44Q (52409.020000 sec): 3 clusters Score: Raw -160382.842301 + Penalty 3461.656056 = -156921.186245 nChanged 4 SP:Iteration 45Q (52409.190000 sec): 3 clusters Score: Raw -160446.919995 + Penalty 3461.656056 = -156985.263939 nChanged 0 SP:Iteration 46F (52409.400000 sec): 3 clusters Score: Raw -160446.919995 + Penalty 3461.656056 = -156985.263939 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (4233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52409.530000 sec): 2 clusters Score: Raw -707564.411116 + Penalty 2070.965228 = -705493.445889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52409.700000 sec): 3 clusters Score: Raw -705658.135719 + Penalty 4141.930455 = -701516.205264 nChanged 1606 SP:Iteration 1F (52409.930000 sec): 3 clusters Score: Raw -707051.717308 + Penalty 4141.930455 = -702909.786852 nChanged 461 SP:Iteration 2F (52410.100000 sec): 3 clusters Score: Raw -707702.948739 + Penalty 4141.930455 = -703561.018284 nChanged 343 SP:Iteration 3F (52410.300000 sec): 3 clusters Score: Raw -708143.799723 + Penalty 4141.930455 = -704001.869268 nChanged 274 SP:Iteration 4F (52410.440000 sec): 3 clusters Score: Raw -708432.649103 + Penalty 4141.930455 = -704290.718648 nChanged 251 SP:Iteration 5F (52410.650000 sec): 3 clusters Score: Raw -708691.205596 + Penalty 4141.930455 = -704549.275141 nChanged 212 SP:Iteration 6F (52410.860000 sec): 3 clusters Score: Raw -708926.258895 + Penalty 4141.930455 = -704784.328440 nChanged 173 SP:Iteration 7Q (52411.040000 sec): 3 clusters Score: Raw -709108.235678 + Penalty 4141.930455 = -704966.305222 nChanged 155 SP:Iteration 8Q (52411.240000 sec): 3 clusters Score: Raw -709250.278869 + Penalty 4141.930455 = -705108.348413 nChanged 131 SP:Iteration 9Q (52411.500000 sec): 3 clusters Score: Raw -709362.379294 + Penalty 4141.930455 = -705220.448839 nChanged 110 SP:Iteration 10Q (52411.680000 sec): 3 clusters Score: Raw -709459.006066 + Penalty 4141.930455 = -705317.075610 nChanged 108 SP:Iteration 11Q (52411.920000 sec): 3 clusters Score: Raw -709555.687314 + Penalty 4141.930455 = -705413.756858 nChanged 87 SP:Iteration 12Q (52412.140000 sec): 3 clusters Score: Raw -709655.104901 + Penalty 4141.930455 = -705513.174446 nChanged 84 SP:Iteration 13Q (52412.360000 sec): 3 clusters Score: Raw -709739.024606 + Penalty 4141.930455 = -705597.094151 nChanged 63 SP:Iteration 14Q (52412.540000 sec): 3 clusters Score: Raw -709792.518326 + Penalty 4141.930455 = -705650.587871 nChanged 43 SP:Iteration 15Q (52412.770000 sec): 3 clusters Score: Raw -709828.880186 + Penalty 4141.930455 = -705686.949731 nChanged 34 SP:Iteration 16Q (52412.920000 sec): 3 clusters Score: Raw -709851.756342 + Penalty 4141.930455 = -705709.825886 nChanged 22 SP:Iteration 17Q (52413.180000 sec): 3 clusters Score: Raw -709865.659774 + Penalty 4141.930455 = -705723.729319 nChanged 21 SP:Iteration 18Q (52413.350000 sec): 3 clusters Score: Raw -709884.089189 + Penalty 4141.930455 = -705742.158734 nChanged 13 SP:Iteration 19Q (52413.520000 sec): 3 clusters Score: Raw -709893.545304 + Penalty 4141.930455 = -705751.614849 nChanged 10 SP:Iteration 20F (52413.700000 sec): 3 clusters Score: Raw -709899.442457 + Penalty 4141.930455 = -705757.512002 nChanged 6 SP:Iteration 21Q (52413.860000 sec): 3 clusters Score: Raw -709905.486917 + Penalty 4141.930455 = -705763.556462 nChanged 11 SP:Iteration 22Q (52414.040000 sec): 3 clusters Score: Raw -709913.207969 + Penalty 4141.930455 = -705771.277514 nChanged 8 SP:Iteration 23Q (52414.240000 sec): 3 clusters Score: Raw -709919.136892 + Penalty 4141.930455 = -705777.206437 nChanged 7 SP:Iteration 24Q (52414.450000 sec): 3 clusters Score: Raw -709924.523088 + Penalty 4141.930455 = -705782.592633 nChanged 9 SP:Iteration 25Q (52414.620000 sec): 3 clusters Score: Raw -709932.528935 + Penalty 4141.930455 = -705790.598480 nChanged 11 SP:Iteration 26Q (52414.820000 sec): 3 clusters Score: Raw -709943.078022 + Penalty 4141.930455 = -705801.147567 nChanged 10 SP:Iteration 27Q (52415.010000 sec): 3 clusters Score: Raw -709957.291973 + Penalty 4141.930455 = -705815.361518 nChanged 12 SP:Iteration 28Q (52415.200000 sec): 3 clusters Score: Raw -709970.658714 + Penalty 4141.930455 = -705828.728259 nChanged 14 SP:Iteration 29Q (52415.410000 sec): 3 clusters Score: Raw -709978.495461 + Penalty 4141.930455 = -705836.565006 nChanged 9 SP:Iteration 30Q (52415.600000 sec): 3 clusters Score: Raw -709997.662418 + Penalty 4141.930455 = -705855.731963 nChanged 15 SP:Iteration 31Q (52415.810000 sec): 3 clusters Score: Raw -710028.918395 + Penalty 4141.930455 = -705886.987940 nChanged 22 SP:Iteration 32Q (52416.000000 sec): 3 clusters Score: Raw -710050.105827 + Penalty 4141.930455 = -705908.175371 nChanged 12 SP:Iteration 33Q (52416.160000 sec): 3 clusters Score: Raw -710066.214573 + Penalty 4141.930455 = -705924.284117 nChanged 12 SP:Iteration 34Q (52416.390000 sec): 3 clusters Score: Raw -710075.458987 + Penalty 4141.930455 = -705933.528532 nChanged 7 SP:Iteration 35Q (52416.580000 sec): 3 clusters Score: Raw -710079.884862 + Penalty 4141.930455 = -705937.954407 nChanged 4 SP:Iteration 36Q (52416.750000 sec): 3 clusters Score: Raw -710082.829722 + Penalty 4141.930455 = -705940.899267 nChanged 0 SP:Iteration 37F (52416.980000 sec): 3 clusters Score: Raw -710082.829722 + Penalty 4141.930455 = -705940.899267 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52417.090000 sec): 2 clusters Score: Raw -191653.145666 + Penalty 1762.031431 = -189891.114234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52417.300000 sec): 3 clusters Score: Raw -191368.273314 + Penalty 3524.062862 = -187844.210452 nChanged 367 SP:Iteration 1F (52417.490000 sec): 3 clusters Score: Raw -192204.757170 + Penalty 3524.062862 = -188680.694308 nChanged 139 SP:Iteration 2F (52417.620000 sec): 3 clusters Score: Raw -192778.823451 + Penalty 3524.062862 = -189254.760588 nChanged 122 SP:Iteration 3F (52417.820000 sec): 3 clusters Score: Raw -193549.551077 + Penalty 3524.062862 = -190025.488214 nChanged 90 SP:Iteration 4F (52418.040000 sec): 3 clusters Score: Raw -194151.853923 + Penalty 3524.062862 = -190627.791060 nChanged 79 SP:Iteration 5F (52418.200000 sec): 3 clusters Score: Raw -194760.948308 + Penalty 3524.062862 = -191236.885446 nChanged 43 SP:Iteration 6Q (52418.370000 sec): 3 clusters Score: Raw -195031.491218 + Penalty 3524.062862 = -191507.428355 nChanged 34 SP:Iteration 7Q (52418.540000 sec): 3 clusters Score: Raw -195233.182842 + Penalty 3524.062862 = -191709.119980 nChanged 35 SP:Iteration 8Q (52418.700000 sec): 3 clusters Score: Raw -195546.004491 + Penalty 3524.062862 = -192021.941628 nChanged 19 SP:Iteration 9Q (52418.870000 sec): 3 clusters Score: Raw -195754.767662 + Penalty 3524.062862 = -192230.704800 nChanged 28 SP:Iteration 10Q (52419.010000 sec): 3 clusters Score: Raw -196075.836257 + Penalty 3524.062862 = -192551.773395 nChanged 16 SP:Iteration 11Q (52419.190000 sec): 3 clusters Score: Raw -196133.247332 + Penalty 3524.062862 = -192609.184470 nChanged 7 SP:Iteration 12Q (52419.360000 sec): 3 clusters Score: Raw -196164.896892 + Penalty 3524.062862 = -192640.834029 nChanged 8 SP:Iteration 13Q (52419.550000 sec): 3 clusters Score: Raw -196184.910143 + Penalty 3524.062862 = -192660.847281 nChanged 2 SP:Iteration 14Q (52419.710000 sec): 3 clusters Score: Raw -196208.605474 + Penalty 3524.062862 = -192684.542612 nChanged 5 SP:Iteration 15Q (52419.860000 sec): 3 clusters Score: Raw -196217.565293 + Penalty 3524.062862 = -192693.502430 nChanged 0 SP:Iteration 16F (52420.050000 sec): 3 clusters Score: Raw -196288.041812 + Penalty 3524.062862 = -192763.978949 nChanged 20 SP:Iteration 17Q (52420.210000 sec): 3 clusters Score: Raw -196481.661133 + Penalty 3524.062862 = -192957.598270 nChanged 18 SP:Iteration 18Q (52420.380000 sec): 3 clusters Score: Raw -197000.973504 + Penalty 3524.062862 = -193476.910642 nChanged 4 SP:Iteration 19Q (52420.590000 sec): 3 clusters Score: Raw -197058.263692 + Penalty 3524.062862 = -193534.200830 nChanged 7 SP:Iteration 20F (52420.750000 sec): 3 clusters Score: Raw -197174.845225 + Penalty 3524.062862 = -193650.782362 nChanged 9 SP:Iteration 21Q (52420.910000 sec): 3 clusters Score: Raw -197312.124876 + Penalty 3524.062862 = -193788.062014 nChanged 12 SP:Iteration 22Q (52421.070000 sec): 3 clusters Score: Raw -197554.001992 + Penalty 3524.062862 = -194029.939129 nChanged 6 SP:Iteration 23Q (52421.240000 sec): 3 clusters Score: Raw -197761.575562 + Penalty 3524.062862 = -194237.512700 nChanged 2 SP:Iteration 24Q (52421.420000 sec): 3 clusters Score: Raw -197788.346392 + Penalty 3524.062862 = -194264.283529 nChanged 1 SP:Iteration 25Q (52421.620000 sec): 3 clusters Score: Raw -197789.549579 + Penalty 3524.062862 = -194265.486717 nChanged 0 SP:Iteration 26F (52421.790000 sec): 3 clusters Score: Raw -197789.549579 + Penalty 3524.062862 = -194265.486717 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (116393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52422.430000 sec): 2 clusters Score: Raw -21256693.318737 + Penalty 2892.852463 = -21253800.466274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52423.230000 sec): 3 clusters Score: Raw -21181709.527951 + Penalty 5785.704927 = -21175923.823024 nChanged 55397 SP:Iteration 1F (52424.000000 sec): 3 clusters Score: Raw -21213440.608398 + Penalty 5785.704927 = -21207654.903471 nChanged 3653 SP:Iteration 2Q (52424.800000 sec): 3 clusters Score: Raw -21214202.574596 + Penalty 5785.704927 = -21208416.869669 nChanged 3435 SP:Iteration 3Q (52425.580000 sec): 3 clusters Score: Raw -21214924.962586 + Penalty 5785.704927 = -21209139.257659 nChanged 3324 SP:Iteration 4Q (52426.400000 sec): 3 clusters Score: Raw -21215684.210078 + Penalty 5785.704927 = -21209898.505151 nChanged 3469 SP:Iteration 5Q (52427.200000 sec): 3 clusters Score: Raw -21216539.878057 + Penalty 5785.704927 = -21210754.173130 nChanged 3702 SP:Iteration 6Q (52428.020000 sec): 3 clusters Score: Raw -21217585.450031 + Penalty 5785.704927 = -21211799.745104 nChanged 4092 SP:Iteration 7Q (52428.840000 sec): 3 clusters Score: Raw -21219000.133826 + Penalty 5785.704927 = -21213214.428899 nChanged 4840 SP:Iteration 8Q (52429.680000 sec): 3 clusters Score: Raw -21221079.310494 + Penalty 5785.704927 = -21215293.605567 nChanged 5869 SP:Iteration 9F (52430.500000 sec): 3 clusters Score: Raw -21224250.776151 + Penalty 5785.704927 = -21218465.071224 nChanged 7018 SP:Iteration 10F (52431.360000 sec): 3 clusters Score: Raw -21228927.961765 + Penalty 5785.704927 = -21223142.256838 nChanged 7834 SP:Iteration 11F (52432.150000 sec): 3 clusters Score: Raw -21235018.570864 + Penalty 5785.704927 = -21229232.865937 nChanged 7608 SP:Iteration 12F (52432.870000 sec): 3 clusters Score: Raw -21241411.305537 + Penalty 5785.704927 = -21235625.600610 nChanged 6478 SP:Iteration 13F (52433.620000 sec): 3 clusters Score: Raw -21247114.532354 + Penalty 5785.704927 = -21241328.827427 nChanged 4745 SP:Iteration 14Q (52434.300000 sec): 3 clusters Score: Raw -21251309.014445 + Penalty 5785.704927 = -21245523.309518 nChanged 3103 SP:Iteration 15Q (52435.000000 sec): 3 clusters Score: Raw -21254040.203759 + Penalty 5785.704927 = -21248254.498832 nChanged 1773 SP:Iteration 16Q (52435.700000 sec): 3 clusters Score: Raw -21255572.051774 + Penalty 5785.704927 = -21249786.346847 nChanged 869 SP:Iteration 17Q (52436.390000 sec): 3 clusters Score: Raw -21256305.135510 + Penalty 5785.704927 = -21250519.430583 nChanged 400 SP:Iteration 18Q (52437.040000 sec): 3 clusters Score: Raw -21256627.904482 + Penalty 5785.704927 = -21250842.199555 nChanged 185 SP:Iteration 19Q (52437.700000 sec): 3 clusters Score: Raw -21256789.948440 + Penalty 5785.704927 = -21251004.243513 nChanged 84 SP:Iteration 20F (52438.400000 sec): 3 clusters Score: Raw -21256870.199211 + Penalty 5785.704927 = -21251084.494284 nChanged 59 SP:Iteration 21Q (52439.030000 sec): 3 clusters Score: Raw -21256918.095311 + Penalty 5785.704927 = -21251132.390385 nChanged 25 SP:Iteration 22Q (52439.700000 sec): 3 clusters Score: Raw -21256939.464513 + Penalty 5785.704927 = -21251153.759586 nChanged 24 SP:Iteration 23Q (52440.380000 sec): 3 clusters Score: Raw -21256959.436668 + Penalty 5785.704927 = -21251173.731742 nChanged 14 SP:Iteration 24Q (52441.040000 sec): 3 clusters Score: Raw -21256975.078769 + Penalty 5785.704927 = -21251189.373843 nChanged 18 SP:Iteration 25Q (52441.750000 sec): 3 clusters Score: Raw -21256992.958519 + Penalty 5785.704927 = -21251207.253592 nChanged 10 SP:Iteration 26Q (52442.450000 sec): 3 clusters Score: Raw -21257004.520046 + Penalty 5785.704927 = -21251218.815119 nChanged 11 SP:Iteration 27Q (52443.170000 sec): 3 clusters Score: Raw -21257013.957983 + Penalty 5785.704927 = -21251228.253057 nChanged 5 SP:Iteration 28Q (52443.870000 sec): 3 clusters Score: Raw -21257018.268331 + Penalty 5785.704927 = -21251232.563405 nChanged 3 SP:Iteration 29Q (52444.520000 sec): 3 clusters Score: Raw -21257019.878712 + Penalty 5785.704927 = -21251234.173785 nChanged 5 SP:Iteration 30Q (52445.240000 sec): 3 clusters Score: Raw -21257026.853337 + Penalty 5785.704927 = -21251241.148410 nChanged 4 SP:Iteration 31Q (52445.890000 sec): 3 clusters Score: Raw -21257032.002939 + Penalty 5785.704927 = -21251246.298013 nChanged 6 SP:Iteration 32Q (52446.530000 sec): 3 clusters Score: Raw -21257037.459866 + Penalty 5785.704927 = -21251251.754939 nChanged 5 SP:Iteration 33Q (52447.180000 sec): 3 clusters Score: Raw -21257040.319707 + Penalty 5785.704927 = -21251254.614780 nChanged 3 SP:Iteration 34Q (52447.880000 sec): 3 clusters Score: Raw -21257042.092612 + Penalty 5785.704927 = -21251256.387686 nChanged 1 SP:Iteration 35Q (52448.560000 sec): 3 clusters Score: Raw -21257043.377021 + Penalty 5785.704927 = -21251257.672095 nChanged 2 SP:Iteration 36Q (52449.190000 sec): 3 clusters Score: Raw -21257045.450406 + Penalty 5785.704927 = -21251259.745479 nChanged 1 SP:Iteration 37Q (52449.850000 sec): 3 clusters Score: Raw -21257046.314326 + Penalty 5785.704927 = -21251260.609400 nChanged 0 SP:Iteration 38F (52450.620000 sec): 3 clusters Score: Raw -21257046.314326 + Penalty 5785.704927 = -21251260.609400 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (96273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52451.140000 sec): 2 clusters Score: Raw -17193939.317514 + Penalty 2845.785910 = -17191093.531605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52451.840000 sec): 3 clusters Score: Raw -17132233.408482 + Penalty 5691.571820 = -17126541.836662 nChanged 45600 SP:Iteration 1F (52452.540000 sec): 3 clusters Score: Raw -17158362.610093 + Penalty 5691.571820 = -17152671.038274 nChanged 3602 SP:Iteration 2Q (52453.200000 sec): 3 clusters Score: Raw -17159433.147547 + Penalty 5691.571820 = -17153741.575728 nChanged 4315 SP:Iteration 3Q (52453.890000 sec): 3 clusters Score: Raw -17161188.887013 + Penalty 5691.571820 = -17155497.315194 nChanged 5730 SP:Iteration 4F (52454.590000 sec): 3 clusters Score: Raw -17164417.505103 + Penalty 5691.571820 = -17158725.933284 nChanged 7417 SP:Iteration 5F (52455.330000 sec): 3 clusters Score: Raw -17169953.723650 + Penalty 5691.571820 = -17164262.151830 nChanged 8339 SP:Iteration 6F (52456.020000 sec): 3 clusters Score: Raw -17177455.020063 + Penalty 5691.571820 = -17171763.448243 nChanged 7564 SP:Iteration 7F (52456.740000 sec): 3 clusters Score: Raw -17184700.892855 + Penalty 5691.571820 = -17179009.321036 nChanged 5242 SP:Iteration 8F (52457.410000 sec): 3 clusters Score: Raw -17189542.805336 + Penalty 5691.571820 = -17183851.233517 nChanged 2934 SP:Iteration 9Q (52458.130000 sec): 3 clusters Score: Raw -17192060.509239 + Penalty 5691.571820 = -17186368.937419 nChanged 1493 SP:Iteration 10Q (52458.770000 sec): 3 clusters Score: Raw -17193226.915429 + Penalty 5691.571820 = -17187535.343610 nChanged 709 SP:Iteration 11Q (52459.360000 sec): 3 clusters Score: Raw -17193767.903474 + Penalty 5691.571820 = -17188076.331654 nChanged 366 SP:Iteration 12Q (52459.970000 sec): 3 clusters Score: Raw -17194060.814799 + Penalty 5691.571820 = -17188369.242979 nChanged 196 SP:Iteration 13Q (52460.550000 sec): 3 clusters Score: Raw -17194222.847522 + Penalty 5691.571820 = -17188531.275702 nChanged 105 SP:Iteration 14Q (52461.180000 sec): 3 clusters Score: Raw -17194316.488716 + Penalty 5691.571820 = -17188624.916896 nChanged 76 SP:Iteration 15Q (52461.750000 sec): 3 clusters Score: Raw -17194377.154383 + Penalty 5691.571820 = -17188685.582564 nChanged 61 SP:Iteration 16Q (52462.340000 sec): 3 clusters Score: Raw -17194421.449636 + Penalty 5691.571820 = -17188729.877817 nChanged 38 SP:Iteration 17Q (52462.900000 sec): 3 clusters Score: Raw -17194454.007180 + Penalty 5691.571820 = -17188762.435360 nChanged 32 SP:Iteration 18Q (52463.470000 sec): 3 clusters Score: Raw -17194486.085811 + Penalty 5691.571820 = -17188794.513991 nChanged 34 SP:Iteration 19Q (52464.040000 sec): 3 clusters Score: Raw -17194518.327978 + Penalty 5691.571820 = -17188826.756159 nChanged 31 SP:Iteration 20F (52464.700000 sec): 3 clusters Score: Raw -17194550.256659 + Penalty 5691.571820 = -17188858.684840 nChanged 24 SP:Iteration 21Q (52465.300000 sec): 3 clusters Score: Raw -17194574.060981 + Penalty 5691.571820 = -17188882.489161 nChanged 15 SP:Iteration 22Q (52465.900000 sec): 3 clusters Score: Raw -17194587.427414 + Penalty 5691.571820 = -17188895.855594 nChanged 15 SP:Iteration 23Q (52466.500000 sec): 3 clusters Score: Raw -17194600.604646 + Penalty 5691.571820 = -17188909.032827 nChanged 16 SP:Iteration 24Q (52467.160000 sec): 3 clusters Score: Raw -17194613.408292 + Penalty 5691.571820 = -17188921.836472 nChanged 18 SP:Iteration 25Q (52467.760000 sec): 3 clusters Score: Raw -17194629.615100 + Penalty 5691.571820 = -17188938.043280 nChanged 12 SP:Iteration 26Q (52468.360000 sec): 3 clusters Score: Raw -17194640.802607 + Penalty 5691.571820 = -17188949.230787 nChanged 12 SP:Iteration 27Q (52468.980000 sec): 3 clusters Score: Raw -17194651.524985 + Penalty 5691.571820 = -17188959.953166 nChanged 20 SP:Iteration 28Q (52469.600000 sec): 3 clusters Score: Raw -17194672.987102 + Penalty 5691.571820 = -17188981.415282 nChanged 18 SP:Iteration 29Q (52470.230000 sec): 3 clusters Score: Raw -17194685.173134 + Penalty 5691.571820 = -17188993.601315 nChanged 13 SP:Iteration 30Q (52470.830000 sec): 3 clusters Score: Raw -17194694.995778 + Penalty 5691.571820 = -17189003.423959 nChanged 10 SP:Iteration 31Q (52471.400000 sec): 3 clusters Score: Raw -17194703.972732 + Penalty 5691.571820 = -17189012.400913 nChanged 7 SP:Iteration 32Q (52471.980000 sec): 3 clusters Score: Raw -17194708.211699 + Penalty 5691.571820 = -17189016.639879 nChanged 6 SP:Iteration 33Q (52472.580000 sec): 3 clusters Score: Raw -17194711.704115 + Penalty 5691.571820 = -17189020.132296 nChanged 7 SP:Iteration 34Q (52473.210000 sec): 3 clusters Score: Raw -17194717.307877 + Penalty 5691.571820 = -17189025.736057 nChanged 7 SP:Iteration 35Q (52473.830000 sec): 3 clusters Score: Raw -17194722.388136 + Penalty 5691.571820 = -17189030.816317 nChanged 6 SP:Iteration 36Q (52474.420000 sec): 3 clusters Score: Raw -17194725.171170 + Penalty 5691.571820 = -17189033.599350 nChanged 4 SP:Iteration 37Q (52474.950000 sec): 3 clusters Score: Raw -17194728.041984 + Penalty 5691.571820 = -17189036.470164 nChanged 2 SP:Iteration 38Q (52475.510000 sec): 3 clusters Score: Raw -17194729.081078 + Penalty 5691.571820 = -17189037.509259 nChanged 1 SP:Iteration 39Q (52476.130000 sec): 3 clusters Score: Raw -17194729.733508 + Penalty 5691.571820 = -17189038.161688 nChanged 3 SP:Iteration 40F (52476.810000 sec): 3 clusters Score: Raw -17194731.565376 + Penalty 5691.571820 = -17189039.993556 nChanged 6 SP:Iteration 41Q (52477.380000 sec): 3 clusters Score: Raw -17194734.855241 + Penalty 5691.571820 = -17189043.283421 nChanged 3 SP:Iteration 42Q (52478.010000 sec): 3 clusters Score: Raw -17194737.262564 + Penalty 5691.571820 = -17189045.690744 nChanged 6 SP:Iteration 43Q (52478.620000 sec): 3 clusters Score: Raw -17194740.353648 + Penalty 5691.571820 = -17189048.781829 nChanged 4 SP:Iteration 44Q (52479.200000 sec): 3 clusters Score: Raw -17194742.542961 + Penalty 5691.571820 = -17189050.971141 nChanged 2 SP:Iteration 45Q (52479.810000 sec): 3 clusters Score: Raw -17194743.205968 + Penalty 5691.571820 = -17189051.634148 nChanged 1 SP:Iteration 46Q (52480.420000 sec): 3 clusters Score: Raw -17194743.586637 + Penalty 5691.571820 = -17189052.014817 nChanged 0 SP:Iteration 47F (52481.130000 sec): 3 clusters Score: Raw -17194743.586637 + Penalty 5691.571820 = -17189052.014817 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (10804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52481.270000 sec): 2 clusters Score: Raw -1910001.736686 + Penalty 2303.342585 = -1907698.394101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52481.540000 sec): 3 clusters Score: Raw -1904214.440786 + Penalty 4606.685171 = -1899607.755615 nChanged 4493 SP:Iteration 1F (52481.770000 sec): 3 clusters Score: Raw -1907068.896124 + Penalty 4606.685171 = -1902462.210953 nChanged 955 SP:Iteration 2F (52482.010000 sec): 3 clusters Score: Raw -1908102.102780 + Penalty 4606.685171 = -1903495.417609 nChanged 949 SP:Iteration 3F (52482.310000 sec): 3 clusters Score: Raw -1909345.518206 + Penalty 4606.685171 = -1904738.833036 nChanged 920 SP:Iteration 4F (52482.560000 sec): 3 clusters Score: Raw -1910388.676190 + Penalty 4606.685171 = -1905781.991019 nChanged 816 SP:Iteration 5F (52482.830000 sec): 3 clusters Score: Raw -1911227.418203 + Penalty 4606.685171 = -1906620.733032 nChanged 674 SP:Iteration 6F (52483.150000 sec): 3 clusters Score: Raw -1911764.983654 + Penalty 4606.685171 = -1907158.298483 nChanged 470 SP:Iteration 7Q (52483.420000 sec): 3 clusters Score: Raw -1912020.652204 + Penalty 4606.685171 = -1907413.967033 nChanged 307 SP:Iteration 8Q (52483.660000 sec): 3 clusters Score: Raw -1912137.375510 + Penalty 4606.685171 = -1907530.690340 nChanged 187 SP:Iteration 9Q (52483.950000 sec): 3 clusters Score: Raw -1912194.402460 + Penalty 4606.685171 = -1907587.717290 nChanged 136 SP:Iteration 10Q (52484.230000 sec): 3 clusters Score: Raw -1912227.104264 + Penalty 4606.685171 = -1907620.419093 nChanged 84 SP:Iteration 11Q (52484.500000 sec): 3 clusters Score: Raw -1912249.696788 + Penalty 4606.685171 = -1907643.011617 nChanged 69 SP:Iteration 12Q (52484.810000 sec): 3 clusters Score: Raw -1912267.350217 + Penalty 4606.685171 = -1907660.665047 nChanged 55 SP:Iteration 13Q (52485.060000 sec): 3 clusters Score: Raw -1912277.284838 + Penalty 4606.685171 = -1907670.599668 nChanged 34 SP:Iteration 14Q (52485.410000 sec): 3 clusters Score: Raw -1912284.463425 + Penalty 4606.685171 = -1907677.778255 nChanged 29 SP:Iteration 15Q (52485.670000 sec): 3 clusters Score: Raw -1912288.966328 + Penalty 4606.685171 = -1907682.281157 nChanged 18 SP:Iteration 16Q (52485.910000 sec): 3 clusters Score: Raw -1912292.116006 + Penalty 4606.685171 = -1907685.430836 nChanged 17 SP:Iteration 17Q (52486.150000 sec): 3 clusters Score: Raw -1912295.162087 + Penalty 4606.685171 = -1907688.476917 nChanged 12 SP:Iteration 18Q (52486.400000 sec): 3 clusters Score: Raw -1912298.022420 + Penalty 4606.685171 = -1907691.337250 nChanged 16 SP:Iteration 19Q (52486.660000 sec): 3 clusters Score: Raw -1912300.426533 + Penalty 4606.685171 = -1907693.741363 nChanged 11 SP:Iteration 20F (52486.920000 sec): 3 clusters Score: Raw -1912301.640367 + Penalty 4606.685171 = -1907694.955196 nChanged 9 SP:Iteration 21Q (52487.190000 sec): 3 clusters Score: Raw -1912303.137594 + Penalty 4606.685171 = -1907696.452424 nChanged 7 SP:Iteration 22Q (52487.440000 sec): 3 clusters Score: Raw -1912304.323346 + Penalty 4606.685171 = -1907697.638176 nChanged 10 SP:Iteration 23Q (52487.690000 sec): 3 clusters Score: Raw -1912305.803339 + Penalty 4606.685171 = -1907699.118168 nChanged 16 SP:Iteration 24Q (52487.890000 sec): 3 clusters Score: Raw -1912308.901843 + Penalty 4606.685171 = -1907702.216673 nChanged 14 SP:Iteration 25Q (52488.130000 sec): 3 clusters Score: Raw -1912311.432806 + Penalty 4606.685171 = -1907704.747635 nChanged 12 SP:Iteration 26Q (52488.340000 sec): 3 clusters Score: Raw -1912313.069007 + Penalty 4606.685171 = -1907706.383836 nChanged 8 SP:Iteration 27Q (52488.560000 sec): 3 clusters Score: Raw -1912314.591569 + Penalty 4606.685171 = -1907707.906398 nChanged 6 SP:Iteration 28Q (52488.770000 sec): 3 clusters Score: Raw -1912315.126844 + Penalty 4606.685171 = -1907708.441674 nChanged 1 SP:Iteration 29Q (52489.000000 sec): 3 clusters Score: Raw -1912315.155797 + Penalty 4606.685171 = -1907708.470627 nChanged 0 SP:Iteration 30F (52489.220000 sec): 3 clusters Score: Raw -1912315.155797 + Penalty 4606.685171 = -1907708.470627 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (127470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52489.870000 sec): 2 clusters Score: Raw -23287743.928978 + Penalty 2915.397808 = -23284828.531171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52490.660000 sec): 3 clusters Score: Raw -23205186.323777 + Penalty 5830.795616 = -23199355.528162 nChanged 60766 SP:Iteration 1F (52491.470000 sec): 3 clusters Score: Raw -23240784.076463 + Penalty 5830.795616 = -23234953.280848 nChanged 4349 SP:Iteration 2Q (52492.320000 sec): 3 clusters Score: Raw -23241913.857099 + Penalty 5830.795616 = -23236083.061484 nChanged 4589 SP:Iteration 3Q (52493.190000 sec): 3 clusters Score: Raw -23243366.845789 + Penalty 5830.795616 = -23237536.050173 nChanged 5222 SP:Iteration 4Q (52494.080000 sec): 3 clusters Score: Raw -23245459.423869 + Penalty 5830.795616 = -23239628.628253 nChanged 6516 SP:Iteration 5F (52494.940000 sec): 3 clusters Score: Raw -23248859.718142 + Penalty 5830.795616 = -23243028.922526 nChanged 8271 SP:Iteration 6F (52495.780000 sec): 3 clusters Score: Raw -23254329.402595 + Penalty 5830.795616 = -23248498.606980 nChanged 9813 SP:Iteration 7F (52496.660000 sec): 3 clusters Score: Raw -23262129.869196 + Penalty 5830.795616 = -23256299.073581 nChanged 10118 SP:Iteration 8F (52497.470000 sec): 3 clusters Score: Raw -23271179.835586 + Penalty 5830.795616 = -23265349.039971 nChanged 8431 SP:Iteration 9F (52498.240000 sec): 3 clusters Score: Raw -23279095.596178 + Penalty 5830.795616 = -23273264.800563 nChanged 5219 SP:Iteration 10Q (52498.970000 sec): 3 clusters Score: Raw -23283844.639875 + Penalty 5830.795616 = -23278013.844259 nChanged 2623 SP:Iteration 11Q (52499.710000 sec): 3 clusters Score: Raw -23286100.798172 + Penalty 5830.795616 = -23280270.002556 nChanged 1194 SP:Iteration 12Q (52500.420000 sec): 3 clusters Score: Raw -23287134.321528 + Penalty 5830.795616 = -23281303.525913 nChanged 568 SP:Iteration 13Q (52501.180000 sec): 3 clusters Score: Raw -23287631.256852 + Penalty 5830.795616 = -23281800.461237 nChanged 273 SP:Iteration 14Q (52501.910000 sec): 3 clusters Score: Raw -23287873.197056 + Penalty 5830.795616 = -23282042.401440 nChanged 159 SP:Iteration 15Q (52502.610000 sec): 3 clusters Score: Raw -23288011.159131 + Penalty 5830.795616 = -23282180.363515 nChanged 115 SP:Iteration 16Q (52503.340000 sec): 3 clusters Score: Raw -23288104.343026 + Penalty 5830.795616 = -23282273.547410 nChanged 85 SP:Iteration 17Q (52504.060000 sec): 3 clusters Score: Raw -23288165.491324 + Penalty 5830.795616 = -23282334.695709 nChanged 50 SP:Iteration 18Q (52504.800000 sec): 3 clusters Score: Raw -23288200.325124 + Penalty 5830.795616 = -23282369.529508 nChanged 33 SP:Iteration 19Q (52505.570000 sec): 3 clusters Score: Raw -23288224.615160 + Penalty 5830.795616 = -23282393.819545 nChanged 29 SP:Iteration 20F (52506.460000 sec): 3 clusters Score: Raw -23288242.303218 + Penalty 5830.795616 = -23282411.507602 nChanged 20 SP:Iteration 21Q (52507.220000 sec): 3 clusters Score: Raw -23288253.880698 + Penalty 5830.795616 = -23282423.085082 nChanged 15 SP:Iteration 22Q (52507.960000 sec): 3 clusters Score: Raw -23288264.313906 + Penalty 5830.795616 = -23282433.518291 nChanged 17 SP:Iteration 23Q (52508.700000 sec): 3 clusters Score: Raw -23288274.702222 + Penalty 5830.795616 = -23282443.906606 nChanged 18 SP:Iteration 24Q (52509.420000 sec): 3 clusters Score: Raw -23288287.252205 + Penalty 5830.795616 = -23282456.456589 nChanged 12 SP:Iteration 25Q (52510.190000 sec): 3 clusters Score: Raw -23288294.427403 + Penalty 5830.795616 = -23282463.631787 nChanged 12 SP:Iteration 26Q (52510.930000 sec): 3 clusters Score: Raw -23288302.905100 + Penalty 5830.795616 = -23282472.109484 nChanged 13 SP:Iteration 27Q (52511.670000 sec): 3 clusters Score: Raw -23288310.693713 + Penalty 5830.795616 = -23282479.898097 nChanged 11 SP:Iteration 28Q (52512.360000 sec): 3 clusters Score: Raw -23288316.710957 + Penalty 5830.795616 = -23282485.915341 nChanged 9 SP:Iteration 29Q (52513.070000 sec): 3 clusters Score: Raw -23288320.874069 + Penalty 5830.795616 = -23282490.078454 nChanged 7 SP:Iteration 30Q (52513.720000 sec): 3 clusters Score: Raw -23288325.361737 + Penalty 5830.795616 = -23282494.566121 nChanged 5 SP:Iteration 31Q (52514.360000 sec): 3 clusters Score: Raw -23288328.503763 + Penalty 5830.795616 = -23282497.708147 nChanged 3 SP:Iteration 32Q (52515.050000 sec): 3 clusters Score: Raw -23288330.365024 + Penalty 5830.795616 = -23282499.569408 nChanged 7 SP:Iteration 33Q (52515.740000 sec): 3 clusters Score: Raw -23288336.815583 + Penalty 5830.795616 = -23282506.019968 nChanged 13 SP:Iteration 34Q (52516.440000 sec): 3 clusters Score: Raw -23288345.949287 + Penalty 5830.795616 = -23282515.153671 nChanged 6 SP:Iteration 35Q (52517.130000 sec): 3 clusters Score: Raw -23288351.456857 + Penalty 5830.795616 = -23282520.661242 nChanged 6 SP:Iteration 36Q (52517.770000 sec): 3 clusters Score: Raw -23288355.480371 + Penalty 5830.795616 = -23282524.684755 nChanged 5 SP:Iteration 37Q (52518.450000 sec): 3 clusters Score: Raw -23288357.552440 + Penalty 5830.795616 = -23282526.756824 nChanged 1 SP:Iteration 38Q (52519.150000 sec): 3 clusters Score: Raw -23288358.292224 + Penalty 5830.795616 = -23282527.496608 nChanged 0 SP:Iteration 39F (52519.920000 sec): 3 clusters Score: Raw -23288358.292224 + Penalty 5830.795616 = -23282527.496608 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52520.090000 sec): 2 clusters Score: Raw -483406.889482 + Penalty 1949.899305 = -481456.990177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52520.310000 sec): 3 clusters Score: Raw -482439.726830 + Penalty 3899.798610 = -478539.928220 nChanged 863 SP:Iteration 1F (52520.490000 sec): 3 clusters Score: Raw -483131.752796 + Penalty 3899.798610 = -479231.954187 nChanged 235 SP:Iteration 2F (52520.670000 sec): 3 clusters Score: Raw -483430.210930 + Penalty 3899.798610 = -479530.412321 nChanged 199 SP:Iteration 3F (52520.830000 sec): 3 clusters Score: Raw -483744.135624 + Penalty 3899.798610 = -479844.337014 nChanged 195 SP:Iteration 4F (52521.010000 sec): 3 clusters Score: Raw -484119.686367 + Penalty 3899.798610 = -480219.887757 nChanged 216 SP:Iteration 5F (52521.170000 sec): 3 clusters Score: Raw -484578.477008 + Penalty 3899.798610 = -480678.678398 nChanged 167 SP:Iteration 6F (52521.360000 sec): 3 clusters Score: Raw -484853.902782 + Penalty 3899.798610 = -480954.104173 nChanged 114 SP:Iteration 7Q (52521.510000 sec): 3 clusters Score: Raw -485010.724747 + Penalty 3899.798610 = -481110.926137 nChanged 58 SP:Iteration 8Q (52521.690000 sec): 3 clusters Score: Raw -485069.945094 + Penalty 3899.798610 = -481170.146484 nChanged 22 SP:Iteration 9Q (52521.870000 sec): 3 clusters Score: Raw -485082.341497 + Penalty 3899.798610 = -481182.542887 nChanged 5 SP:Iteration 10Q (52522.050000 sec): 3 clusters Score: Raw -485087.233871 + Penalty 3899.798610 = -481187.435262 nChanged 4 SP:Iteration 11Q (52522.230000 sec): 3 clusters Score: Raw -485089.871998 + Penalty 3899.798610 = -481190.073388 nChanged 2 SP:Iteration 12Q (52522.420000 sec): 3 clusters Score: Raw -485091.542581 + Penalty 3899.798610 = -481191.743972 nChanged 0 SP:Iteration 13F (52522.590000 sec): 3 clusters Score: Raw -485091.542581 + Penalty 3899.798610 = -481191.743972 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52522.700000 sec): 2 clusters Score: Raw -206185.052939 + Penalty 1769.452931 = -204415.600008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52522.930000 sec): 3 clusters Score: Raw -205968.350801 + Penalty 3538.905862 = -202429.444938 nChanged 384 SP:Iteration 1F (52523.150000 sec): 3 clusters Score: Raw -206474.108605 + Penalty 3538.905862 = -202935.202742 nChanged 115 SP:Iteration 2F (52523.270000 sec): 3 clusters Score: Raw -206756.293698 + Penalty 3538.905862 = -203217.387836 nChanged 84 SP:Iteration 3F (52523.450000 sec): 3 clusters Score: Raw -206947.563927 + Penalty 3538.905862 = -203408.658064 nChanged 69 SP:Iteration 4F (52523.660000 sec): 3 clusters Score: Raw -207099.134947 + Penalty 3538.905862 = -203560.229084 nChanged 58 SP:Iteration 5Q (52523.890000 sec): 3 clusters Score: Raw -207264.184421 + Penalty 3538.905862 = -203725.278559 nChanged 59 SP:Iteration 6Q (52524.070000 sec): 3 clusters Score: Raw -207533.712680 + Penalty 3538.905862 = -203994.806818 nChanged 85 SP:Iteration 7F (52524.340000 sec): 3 clusters Score: Raw -208024.998468 + Penalty 3538.905862 = -204486.092605 nChanged 153 SP:Iteration 8F (52524.500000 sec): 3 clusters Score: Raw -208627.346194 + Penalty 3538.905862 = -205088.440331 nChanged 88 SP:Iteration 9F (52524.670000 sec): 3 clusters Score: Raw -209061.368163 + Penalty 3538.905862 = -205522.462301 nChanged 43 SP:Iteration 10Q (52524.860000 sec): 3 clusters Score: Raw -209291.325033 + Penalty 3538.905862 = -205752.419171 nChanged 23 SP:Iteration 11Q (52525.060000 sec): 3 clusters Score: Raw -209345.592668 + Penalty 3538.905862 = -205806.686806 nChanged 13 SP:Iteration 12Q (52525.250000 sec): 3 clusters Score: Raw -209407.668951 + Penalty 3538.905862 = -205868.763089 nChanged 10 SP:Iteration 13Q (52525.420000 sec): 3 clusters Score: Raw -209444.160162 + Penalty 3538.905862 = -205905.254299 nChanged 8 SP:Iteration 14Q (52525.670000 sec): 3 clusters Score: Raw -209460.990591 + Penalty 3538.905862 = -205922.084729 nChanged 6 SP:Iteration 15Q (52525.840000 sec): 3 clusters Score: Raw -209467.662886 + Penalty 3538.905862 = -205928.757023 nChanged 6 SP:Iteration 16Q (52525.990000 sec): 3 clusters Score: Raw -209477.830350 + Penalty 3538.905862 = -205938.924488 nChanged 2 SP:Iteration 17Q (52526.220000 sec): 3 clusters Score: Raw -209481.309113 + Penalty 3538.905862 = -205942.403251 nChanged 2 SP:Iteration 18Q (52526.370000 sec): 3 clusters Score: Raw -209483.324154 + Penalty 3538.905862 = -205944.418292 nChanged 1 SP:Iteration 19Q (52526.560000 sec): 3 clusters Score: Raw -209485.416143 + Penalty 3538.905862 = -205946.510281 nChanged 2 SP:Iteration 20F (52526.720000 sec): 3 clusters Score: Raw -209487.092399 + Penalty 3538.905862 = -205948.186536 nChanged 1 SP:Iteration 21Q (52526.860000 sec): 3 clusters Score: Raw -209488.014704 + Penalty 3538.905862 = -205949.108842 nChanged 0 SP:Iteration 22F (52527.040000 sec): 3 clusters Score: Raw -209488.014704 + Penalty 3538.905862 = -205949.108842 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (21250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52527.260000 sec): 2 clusters Score: Raw -3780485.566755 + Penalty 2471.099819 = -3778014.466936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52527.520000 sec): 3 clusters Score: Raw -3768030.792283 + Penalty 4942.199638 = -3763088.592644 nChanged 9447 SP:Iteration 1F (52527.840000 sec): 3 clusters Score: Raw -3773354.624838 + Penalty 4942.199638 = -3768412.425199 nChanged 1345 SP:Iteration 2F (52528.070000 sec): 3 clusters Score: Raw -3774023.970629 + Penalty 4942.199638 = -3769081.770990 nChanged 1381 SP:Iteration 3F (52528.370000 sec): 3 clusters Score: Raw -3774842.633411 + Penalty 4942.199638 = -3769900.433773 nChanged 1460 SP:Iteration 4F (52528.670000 sec): 3 clusters Score: Raw -3775822.110302 + Penalty 4942.199638 = -3770879.910664 nChanged 1515 SP:Iteration 5F (52528.980000 sec): 3 clusters Score: Raw -3776895.282334 + Penalty 4942.199638 = -3771953.082696 nChanged 1307 SP:Iteration 6F (52529.290000 sec): 3 clusters Score: Raw -3777857.194547 + Penalty 4942.199638 = -3772914.994909 nChanged 1080 SP:Iteration 7F (52529.540000 sec): 3 clusters Score: Raw -3778660.792118 + Penalty 4942.199638 = -3773718.592479 nChanged 860 SP:Iteration 8Q (52529.800000 sec): 3 clusters Score: Raw -3779321.465767 + Penalty 4942.199638 = -3774379.266128 nChanged 578 SP:Iteration 9Q (52530.140000 sec): 3 clusters Score: Raw -3779768.293157 + Penalty 4942.199638 = -3774826.093518 nChanged 428 SP:Iteration 10Q (52530.430000 sec): 3 clusters Score: Raw -3780107.294485 + Penalty 4942.199638 = -3775165.094846 nChanged 281 SP:Iteration 11Q (52530.710000 sec): 3 clusters Score: Raw -3780334.907322 + Penalty 4942.199638 = -3775392.707684 nChanged 186 SP:Iteration 12Q (52530.950000 sec): 3 clusters Score: Raw -3780493.011831 + Penalty 4942.199638 = -3775550.812193 nChanged 131 SP:Iteration 13Q (52531.200000 sec): 3 clusters Score: Raw -3780598.211711 + Penalty 4942.199638 = -3775656.012073 nChanged 80 SP:Iteration 14Q (52531.440000 sec): 3 clusters Score: Raw -3780668.052346 + Penalty 4942.199638 = -3775725.852707 nChanged 51 SP:Iteration 15Q (52531.720000 sec): 3 clusters Score: Raw -3780715.315045 + Penalty 4942.199638 = -3775773.115407 nChanged 36 SP:Iteration 16Q (52531.980000 sec): 3 clusters Score: Raw -3780747.151768 + Penalty 4942.199638 = -3775804.952129 nChanged 37 SP:Iteration 17Q (52532.200000 sec): 3 clusters Score: Raw -3780772.924747 + Penalty 4942.199638 = -3775830.725108 nChanged 25 SP:Iteration 18Q (52532.460000 sec): 3 clusters Score: Raw -3780796.019247 + Penalty 4942.199638 = -3775853.819609 nChanged 17 SP:Iteration 19Q (52532.720000 sec): 3 clusters Score: Raw -3780809.676110 + Penalty 4942.199638 = -3775867.476472 nChanged 11 SP:Iteration 20F (52533.000000 sec): 3 clusters Score: Raw -3780819.840525 + Penalty 4942.199638 = -3775877.640886 nChanged 10 SP:Iteration 21Q (52533.320000 sec): 3 clusters Score: Raw -3780827.012915 + Penalty 4942.199638 = -3775884.813277 nChanged 7 SP:Iteration 22Q (52533.560000 sec): 3 clusters Score: Raw -3780834.626611 + Penalty 4942.199638 = -3775892.426973 nChanged 8 SP:Iteration 23Q (52533.800000 sec): 3 clusters Score: Raw -3780843.402469 + Penalty 4942.199638 = -3775901.202831 nChanged 7 SP:Iteration 24Q (52534.060000 sec): 3 clusters Score: Raw -3780850.009458 + Penalty 4942.199638 = -3775907.809820 nChanged 4 SP:Iteration 25Q (52534.300000 sec): 3 clusters Score: Raw -3780852.104424 + Penalty 4942.199638 = -3775909.904785 nChanged 2 SP:Iteration 26Q (52534.570000 sec): 3 clusters Score: Raw -3780853.772110 + Penalty 4942.199638 = -3775911.572471 nChanged 4 SP:Iteration 27Q (52534.850000 sec): 3 clusters Score: Raw -3780856.464078 + Penalty 4942.199638 = -3775914.264440 nChanged 4 SP:Iteration 28Q (52535.100000 sec): 3 clusters Score: Raw -3780860.871709 + Penalty 4942.199638 = -3775918.672071 nChanged 5 SP:Iteration 29Q (52535.390000 sec): 3 clusters Score: Raw -3780864.989159 + Penalty 4942.199638 = -3775922.789520 nChanged 2 SP:Iteration 30Q (52535.650000 sec): 3 clusters Score: Raw -3780865.931032 + Penalty 4942.199638 = -3775923.731394 nChanged 0 SP:Iteration 31F (52535.920000 sec): 3 clusters Score: Raw -3780865.931032 + Penalty 4942.199638 = -3775923.731394 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52536.040000 sec): 2 clusters Score: Raw -99893.197972 + Penalty 1601.667894 = -98291.530077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52536.220000 sec): 3 clusters Score: Raw -99911.788830 + Penalty 3203.335789 = -96708.453042 nChanged 168 SP:Iteration 1F (52536.430000 sec): 3 clusters Score: Raw -100317.419711 + Penalty 3203.335789 = -97114.083922 nChanged 70 SP:Iteration 2F (52536.560000 sec): 3 clusters Score: Raw -100528.669313 + Penalty 3203.335789 = -97325.333525 nChanged 55 SP:Iteration 3F (52536.730000 sec): 3 clusters Score: Raw -100765.083055 + Penalty 3203.335789 = -97561.747266 nChanged 40 SP:Iteration 4F (52536.890000 sec): 3 clusters Score: Raw -100991.971176 + Penalty 3203.335789 = -97788.635387 nChanged 27 SP:Iteration 5Q (52537.060000 sec): 3 clusters Score: Raw -101134.418004 + Penalty 3203.335789 = -97931.082216 nChanged 14 SP:Iteration 6Q (52537.220000 sec): 3 clusters Score: Raw -101196.806752 + Penalty 3203.335789 = -97993.470964 nChanged 12 SP:Iteration 7Q (52537.400000 sec): 3 clusters Score: Raw -101242.463912 + Penalty 3203.335789 = -98039.128124 nChanged 14 SP:Iteration 8Q (52537.600000 sec): 3 clusters Score: Raw -101296.346630 + Penalty 3203.335789 = -98093.010842 nChanged 11 SP:Iteration 9Q (52537.740000 sec): 3 clusters Score: Raw -101332.220081 + Penalty 3203.335789 = -98128.884292 nChanged 8 SP:Iteration 10Q (52537.920000 sec): 3 clusters Score: Raw -101361.287959 + Penalty 3203.335789 = -98157.952171 nChanged 5 SP:Iteration 11Q (52538.120000 sec): 3 clusters Score: Raw -101380.886331 + Penalty 3203.335789 = -98177.550542 nChanged 3 SP:Iteration 12Q (52538.300000 sec): 3 clusters Score: Raw -101387.788367 + Penalty 3203.335789 = -98184.452579 nChanged 0 SP:Iteration 13F (52538.460000 sec): 3 clusters Score: Raw -101387.788367 + Penalty 3203.335789 = -98184.452579 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (1720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52538.570000 sec): 2 clusters Score: Raw -267619.496986 + Penalty 1847.619733 = -265771.877253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52538.760000 sec): 3 clusters Score: Raw -267187.042431 + Penalty 3695.239467 = -263491.802964 nChanged 583 SP:Iteration 1F (52538.960000 sec): 3 clusters Score: Raw -268622.835414 + Penalty 3695.239467 = -264927.595947 nChanged 195 SP:Iteration 2F (52539.150000 sec): 3 clusters Score: Raw -269378.045619 + Penalty 3695.239467 = -265682.806152 nChanged 145 SP:Iteration 3F (52539.330000 sec): 3 clusters Score: Raw -269858.503744 + Penalty 3695.239467 = -266163.264278 nChanged 91 SP:Iteration 4F (52539.520000 sec): 3 clusters Score: Raw -270027.647862 + Penalty 3695.239467 = -266332.408395 nChanged 57 SP:Iteration 5Q (52539.700000 sec): 3 clusters Score: Raw -270124.819690 + Penalty 3695.239467 = -266429.580224 nChanged 38 SP:Iteration 6Q (52539.880000 sec): 3 clusters Score: Raw -270179.183508 + Penalty 3695.239467 = -266483.944041 nChanged 23 SP:Iteration 7Q (52540.100000 sec): 3 clusters Score: Raw -270205.163630 + Penalty 3695.239467 = -266509.924164 nChanged 17 SP:Iteration 8Q (52540.260000 sec): 3 clusters Score: Raw -270236.046924 + Penalty 3695.239467 = -266540.807457 nChanged 13 SP:Iteration 9Q (52540.470000 sec): 3 clusters Score: Raw -270255.253464 + Penalty 3695.239467 = -266560.013997 nChanged 13 SP:Iteration 10Q (52540.630000 sec): 3 clusters Score: Raw -270286.307505 + Penalty 3695.239467 = -266591.068038 nChanged 13 SP:Iteration 11Q (52540.850000 sec): 3 clusters Score: Raw -270314.029015 + Penalty 3695.239467 = -266618.789548 nChanged 7 SP:Iteration 12Q (52541.030000 sec): 3 clusters Score: Raw -270332.017233 + Penalty 3695.239467 = -266636.777767 nChanged 5 SP:Iteration 13Q (52541.200000 sec): 3 clusters Score: Raw -270344.991116 + Penalty 3695.239467 = -266649.751650 nChanged 4 SP:Iteration 14Q (52541.410000 sec): 3 clusters Score: Raw -270357.646259 + Penalty 3695.239467 = -266662.406792 nChanged 5 SP:Iteration 15Q (52541.560000 sec): 3 clusters Score: Raw -270367.862042 + Penalty 3695.239467 = -266672.622575 nChanged 2 SP:Iteration 16Q (52541.780000 sec): 3 clusters Score: Raw -270369.469651 + Penalty 3695.239467 = -266674.230185 nChanged 0 SP:Iteration 17F (52541.930000 sec): 3 clusters Score: Raw -270369.469651 + Penalty 3695.239467 = -266674.230185 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (27293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52542.180000 sec): 2 clusters Score: Raw -5130168.757719 + Penalty 2533.167613 = -5127635.590105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52542.480000 sec): 3 clusters Score: Raw -5113943.893890 + Penalty 5066.335227 = -5108877.558663 nChanged 12254 SP:Iteration 1F (52542.820000 sec): 3 clusters Score: Raw -5120543.398053 + Penalty 5066.335227 = -5115477.062826 nChanged 1418 SP:Iteration 2F (52543.140000 sec): 3 clusters Score: Raw -5121064.336699 + Penalty 5066.335227 = -5115998.001472 nChanged 1362 SP:Iteration 3Q (52543.430000 sec): 3 clusters Score: Raw -5121644.963263 + Penalty 5066.335227 = -5116578.628037 nChanged 1439 SP:Iteration 4F (52543.740000 sec): 3 clusters Score: Raw -5122351.266059 + Penalty 5066.335227 = -5117284.930832 nChanged 1680 SP:Iteration 5F (52544.100000 sec): 3 clusters Score: Raw -5123301.870258 + Penalty 5066.335227 = -5118235.535032 nChanged 1757 SP:Iteration 6F (52544.400000 sec): 3 clusters Score: Raw -5124350.334747 + Penalty 5066.335227 = -5119283.999520 nChanged 1682 SP:Iteration 7F (52544.730000 sec): 3 clusters Score: Raw -5125362.026955 + Penalty 5066.335227 = -5120295.691728 nChanged 1448 SP:Iteration 8F (52545.010000 sec): 3 clusters Score: Raw -5126169.675948 + Penalty 5066.335227 = -5121103.340721 nChanged 1155 SP:Iteration 9Q (52545.320000 sec): 3 clusters Score: Raw -5126768.006272 + Penalty 5066.335227 = -5121701.671046 nChanged 924 SP:Iteration 10Q (52545.640000 sec): 3 clusters Score: Raw -5127252.551042 + Penalty 5066.335227 = -5122186.215815 nChanged 750 SP:Iteration 11Q (52545.980000 sec): 3 clusters Score: Raw -5127674.428767 + Penalty 5066.335227 = -5122608.093541 nChanged 696 SP:Iteration 12Q (52546.290000 sec): 3 clusters Score: Raw -5128137.027720 + Penalty 5066.335227 = -5123070.692493 nChanged 674 SP:Iteration 13Q (52546.640000 sec): 3 clusters Score: Raw -5128613.912945 + Penalty 5066.335227 = -5123547.577718 nChanged 618 SP:Iteration 14Q (52547.050000 sec): 3 clusters Score: Raw -5129096.617588 + Penalty 5066.335227 = -5124030.282361 nChanged 540 SP:Iteration 15Q (52547.420000 sec): 3 clusters Score: Raw -5129545.359802 + Penalty 5066.335227 = -5124479.024575 nChanged 442 SP:Iteration 16Q (52547.760000 sec): 3 clusters Score: Raw -5129917.532330 + Penalty 5066.335227 = -5124851.197103 nChanged 357 SP:Iteration 17Q (52548.040000 sec): 3 clusters Score: Raw -5130202.514986 + Penalty 5066.335227 = -5125136.179760 nChanged 288 SP:Iteration 18Q (52548.410000 sec): 3 clusters Score: Raw -5130385.015981 + Penalty 5066.335227 = -5125318.680754 nChanged 219 SP:Iteration 19Q (52548.690000 sec): 3 clusters Score: Raw -5130537.127824 + Penalty 5066.335227 = -5125470.792597 nChanged 190 SP:Iteration 20F (52549.050000 sec): 3 clusters Score: Raw -5130675.306981 + Penalty 5066.335227 = -5125608.971754 nChanged 162 SP:Iteration 21Q (52549.310000 sec): 3 clusters Score: Raw -5130777.098490 + Penalty 5066.335227 = -5125710.763263 nChanged 121 SP:Iteration 22Q (52549.620000 sec): 3 clusters Score: Raw -5130830.685114 + Penalty 5066.335227 = -5125764.349887 nChanged 76 SP:Iteration 23Q (52549.930000 sec): 3 clusters Score: Raw -5130857.077156 + Penalty 5066.335227 = -5125790.741929 nChanged 42 SP:Iteration 24Q (52550.210000 sec): 3 clusters Score: Raw -5130871.825387 + Penalty 5066.335227 = -5125805.490160 nChanged 41 SP:Iteration 25Q (52550.490000 sec): 3 clusters Score: Raw -5130880.707604 + Penalty 5066.335227 = -5125814.372377 nChanged 19 SP:Iteration 26Q (52550.780000 sec): 3 clusters Score: Raw -5130886.113796 + Penalty 5066.335227 = -5125819.778569 nChanged 17 SP:Iteration 27Q (52551.070000 sec): 3 clusters Score: Raw -5130889.746244 + Penalty 5066.335227 = -5125823.411017 nChanged 13 SP:Iteration 28Q (52551.410000 sec): 3 clusters Score: Raw -5130892.866426 + Penalty 5066.335227 = -5125826.531199 nChanged 12 SP:Iteration 29Q (52551.750000 sec): 3 clusters Score: Raw -5130895.614477 + Penalty 5066.335227 = -5125829.279250 nChanged 15 SP:Iteration 30Q (52552.080000 sec): 3 clusters Score: Raw -5130899.191041 + Penalty 5066.335227 = -5125832.855815 nChanged 5 SP:Iteration 31Q (52552.360000 sec): 3 clusters Score: Raw -5130900.217841 + Penalty 5066.335227 = -5125833.882614 nChanged 3 SP:Iteration 32Q (52552.620000 sec): 3 clusters Score: Raw -5130901.015326 + Penalty 5066.335227 = -5125834.680100 nChanged 3 SP:Iteration 33Q (52552.910000 sec): 3 clusters Score: Raw -5130901.677773 + Penalty 5066.335227 = -5125835.342546 nChanged 4 SP:Iteration 34Q (52553.240000 sec): 3 clusters Score: Raw -5130902.620882 + Penalty 5066.335227 = -5125836.285655 nChanged 6 SP:Iteration 35Q (52553.530000 sec): 3 clusters Score: Raw -5130903.775131 + Penalty 5066.335227 = -5125837.439904 nChanged 6 SP:Iteration 36Q (52553.790000 sec): 3 clusters Score: Raw -5130905.050856 + Penalty 5066.335227 = -5125838.715629 nChanged 5 SP:Iteration 37Q (52554.120000 sec): 3 clusters Score: Raw -5130906.153156 + Penalty 5066.335227 = -5125839.817929 nChanged 4 SP:Iteration 38Q (52554.420000 sec): 3 clusters Score: Raw -5130906.871097 + Penalty 5066.335227 = -5125840.535870 nChanged 2 SP:Iteration 39Q (52554.740000 sec): 3 clusters Score: Raw -5130907.076821 + Penalty 5066.335227 = -5125840.741594 nChanged 1 SP:Iteration 40F (52555.080000 sec): 3 clusters Score: Raw -5130907.229704 + Penalty 5066.335227 = -5125840.894477 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52555.210000 sec): 2 clusters Score: Raw -190347.798154 + Penalty 1721.894361 = -188625.903793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52555.380000 sec): 3 clusters Score: Raw -190123.865630 + Penalty 3443.788722 = -186680.076908 nChanged 258 SP:Iteration 1F (52555.600000 sec): 3 clusters Score: Raw -190412.078167 + Penalty 3443.788722 = -186968.289445 nChanged 71 SP:Iteration 2F (52555.770000 sec): 3 clusters Score: Raw -190501.385492 + Penalty 3443.788722 = -187057.596770 nChanged 32 SP:Iteration 3Q (52555.960000 sec): 3 clusters Score: Raw -190555.902581 + Penalty 3443.788722 = -187112.113859 nChanged 24 SP:Iteration 4Q (52556.170000 sec): 3 clusters Score: Raw -190588.487285 + Penalty 3443.788722 = -187144.698564 nChanged 19 SP:Iteration 5Q (52556.370000 sec): 3 clusters Score: Raw -190622.065584 + Penalty 3443.788722 = -187178.276863 nChanged 15 SP:Iteration 6Q (52556.560000 sec): 3 clusters Score: Raw -190648.320604 + Penalty 3443.788722 = -187204.531882 nChanged 17 SP:Iteration 7Q (52556.750000 sec): 3 clusters Score: Raw -190668.616493 + Penalty 3443.788722 = -187224.827771 nChanged 16 SP:Iteration 8Q (52556.920000 sec): 3 clusters Score: Raw -190699.613488 + Penalty 3443.788722 = -187255.824766 nChanged 15 SP:Iteration 9Q (52557.110000 sec): 3 clusters Score: Raw -190731.467603 + Penalty 3443.788722 = -187287.678881 nChanged 19 SP:Iteration 10Q (52557.290000 sec): 3 clusters Score: Raw -190766.833040 + Penalty 3443.788722 = -187323.044318 nChanged 22 SP:Iteration 11Q (52557.420000 sec): 3 clusters Score: Raw -190799.173308 + Penalty 3443.788722 = -187355.384586 nChanged 16 SP:Iteration 12Q (52557.590000 sec): 3 clusters Score: Raw -190822.657911 + Penalty 3443.788722 = -187378.869190 nChanged 16 SP:Iteration 13Q (52557.760000 sec): 3 clusters Score: Raw -190848.142750 + Penalty 3443.788722 = -187404.354028 nChanged 15 SP:Iteration 14Q (52557.930000 sec): 3 clusters Score: Raw -190872.885434 + Penalty 3443.788722 = -187429.096713 nChanged 16 SP:Iteration 15Q (52558.120000 sec): 3 clusters Score: Raw -190900.346118 + Penalty 3443.788722 = -187456.557396 nChanged 15 SP:Iteration 16Q (52558.260000 sec): 3 clusters Score: Raw -190936.463903 + Penalty 3443.788722 = -187492.675181 nChanged 27 SP:Iteration 17Q (52558.440000 sec): 3 clusters Score: Raw -191004.501325 + Penalty 3443.788722 = -187560.712603 nChanged 29 SP:Iteration 18Q (52558.620000 sec): 3 clusters Score: Raw -191074.508130 + Penalty 3443.788722 = -187630.719409 nChanged 20 SP:Iteration 19Q (52558.840000 sec): 3 clusters Score: Raw -191118.451386 + Penalty 3443.788722 = -187674.662664 nChanged 26 SP:Iteration 20F (52559.020000 sec): 3 clusters Score: Raw -191170.573376 + Penalty 3443.788722 = -187726.784655 nChanged 24 SP:Iteration 21Q (52559.170000 sec): 3 clusters Score: Raw -191227.126978 + Penalty 3443.788722 = -187783.338257 nChanged 30 SP:Iteration 22Q (52559.380000 sec): 3 clusters Score: Raw -191311.109097 + Penalty 3443.788722 = -187867.320375 nChanged 25 SP:Iteration 23Q (52559.560000 sec): 3 clusters Score: Raw -191394.671158 + Penalty 3443.788722 = -187950.882436 nChanged 27 SP:Iteration 24Q (52559.700000 sec): 3 clusters Score: Raw -191487.572107 + Penalty 3443.788722 = -188043.783386 nChanged 22 SP:Iteration 25Q (52559.880000 sec): 3 clusters Score: Raw -191543.339005 + Penalty 3443.788722 = -188099.550283 nChanged 10 SP:Iteration 26Q (52560.060000 sec): 3 clusters Score: Raw -191561.875480 + Penalty 3443.788722 = -188118.086758 nChanged 9 SP:Iteration 27Q (52560.250000 sec): 3 clusters Score: Raw -191579.567763 + Penalty 3443.788722 = -188135.779042 nChanged 4 SP:Iteration 28Q (52560.410000 sec): 3 clusters Score: Raw -191583.579776 + Penalty 3443.788722 = -188139.791054 nChanged 1 SP:Iteration 29Q (52560.610000 sec): 3 clusters Score: Raw -191584.754196 + Penalty 3443.788722 = -188140.965474 nChanged 0 SP:Iteration 30F (52560.780000 sec): 3 clusters Score: Raw -191584.754196 + Penalty 3443.788722 = -188140.965474 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52560.840000 sec): 2 clusters Score: Raw -85379.151329 + Penalty 1688.093681 = -83691.057648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52561.020000 sec): 3 clusters Score: Raw -85518.261828 + Penalty 3376.187363 = -82142.074465 nChanged 312 SP:Iteration 1F (52561.220000 sec): 3 clusters Score: Raw -86917.211946 + Penalty 3376.187363 = -83541.024584 nChanged 156 SP:Iteration 2F (52561.380000 sec): 3 clusters Score: Raw -88360.118880 + Penalty 3376.187363 = -84983.931517 nChanged 81 SP:Iteration 3F (52561.530000 sec): 3 clusters Score: Raw -89275.138158 + Penalty 3376.187363 = -85898.950795 nChanged 34 SP:Iteration 4Q (52561.710000 sec): 3 clusters Score: Raw -89461.100184 + Penalty 3376.187363 = -86084.912822 nChanged 17 SP:Iteration 5Q (52561.930000 sec): 3 clusters Score: Raw -89485.969444 + Penalty 3376.187363 = -86109.782082 nChanged 9 SP:Iteration 6Q (52562.100000 sec): 3 clusters Score: Raw -89494.628840 + Penalty 3376.187363 = -86118.441477 nChanged 9 SP:Iteration 7Q (52562.300000 sec): 3 clusters Score: Raw -89505.326579 + Penalty 3376.187363 = -86129.139216 nChanged 6 SP:Iteration 8Q (52562.500000 sec): 3 clusters Score: Raw -89508.630010 + Penalty 3376.187363 = -86132.442647 nChanged 6 SP:Iteration 9Q (52562.700000 sec): 3 clusters Score: Raw -89511.686690 + Penalty 3376.187363 = -86135.499327 nChanged 5 SP:Iteration 10Q (52562.880000 sec): 3 clusters Score: Raw -89513.668161 + Penalty 3376.187363 = -86137.480799 nChanged 3 SP:Iteration 11Q (52563.030000 sec): 3 clusters Score: Raw -89514.774484 + Penalty 3376.187363 = -86138.587121 nChanged 2 SP:Iteration 12Q (52563.210000 sec): 3 clusters Score: Raw -89515.308217 + Penalty 3376.187363 = -86139.120854 nChanged 0 SP:Iteration 13F (52563.410000 sec): 3 clusters Score: Raw -89515.308217 + Penalty 3376.187363 = -86139.120854 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52563.520000 sec): 2 clusters Score: Raw -591021.488164 + Penalty 2022.885668 = -588998.602496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52563.720000 sec): 3 clusters Score: Raw -589580.052797 + Penalty 4045.771335 = -585534.281462 nChanged 1250 SP:Iteration 1F (52563.900000 sec): 3 clusters Score: Raw -590612.862014 + Penalty 4045.771335 = -586567.090678 nChanged 386 SP:Iteration 2F (52564.100000 sec): 3 clusters Score: Raw -591079.197067 + Penalty 4045.771335 = -587033.425732 nChanged 272 SP:Iteration 3F (52564.280000 sec): 3 clusters Score: Raw -591416.004168 + Penalty 4045.771335 = -587370.232832 nChanged 234 SP:Iteration 4F (52564.480000 sec): 3 clusters Score: Raw -591685.231805 + Penalty 4045.771335 = -587639.460470 nChanged 188 SP:Iteration 5F (52564.690000 sec): 3 clusters Score: Raw -591886.770040 + Penalty 4045.771335 = -587840.998705 nChanged 150 SP:Iteration 6Q (52564.880000 sec): 3 clusters Score: Raw -592045.488327 + Penalty 4045.771335 = -587999.716992 nChanged 123 SP:Iteration 7Q (52565.050000 sec): 3 clusters Score: Raw -592168.232665 + Penalty 4045.771335 = -588122.461330 nChanged 85 SP:Iteration 8Q (52565.240000 sec): 3 clusters Score: Raw -592271.169202 + Penalty 4045.771335 = -588225.397867 nChanged 73 SP:Iteration 9Q (52565.430000 sec): 3 clusters Score: Raw -592368.563615 + Penalty 4045.771335 = -588322.792280 nChanged 80 SP:Iteration 10Q (52565.660000 sec): 3 clusters Score: Raw -592466.041528 + Penalty 4045.771335 = -588420.270193 nChanged 65 SP:Iteration 11Q (52565.890000 sec): 3 clusters Score: Raw -592569.669096 + Penalty 4045.771335 = -588523.897761 nChanged 60 SP:Iteration 12Q (52566.100000 sec): 3 clusters Score: Raw -592638.713363 + Penalty 4045.771335 = -588592.942027 nChanged 53 SP:Iteration 13Q (52566.300000 sec): 3 clusters Score: Raw -592691.221649 + Penalty 4045.771335 = -588645.450314 nChanged 63 SP:Iteration 14Q (52566.480000 sec): 3 clusters Score: Raw -592757.677051 + Penalty 4045.771335 = -588711.905716 nChanged 57 SP:Iteration 15Q (52566.660000 sec): 3 clusters Score: Raw -592817.758485 + Penalty 4045.771335 = -588771.987150 nChanged 50 SP:Iteration 16Q (52566.830000 sec): 3 clusters Score: Raw -592865.814123 + Penalty 4045.771335 = -588820.042788 nChanged 51 SP:Iteration 17Q (52567.020000 sec): 3 clusters Score: Raw -592905.664218 + Penalty 4045.771335 = -588859.892882 nChanged 51 SP:Iteration 18Q (52567.250000 sec): 3 clusters Score: Raw -592938.898742 + Penalty 4045.771335 = -588893.127407 nChanged 39 SP:Iteration 19Q (52567.430000 sec): 3 clusters Score: Raw -592961.058552 + Penalty 4045.771335 = -588915.287217 nChanged 37 SP:Iteration 20F (52567.670000 sec): 3 clusters Score: Raw -592984.583605 + Penalty 4045.771335 = -588938.812270 nChanged 30 SP:Iteration 21Q (52567.840000 sec): 3 clusters Score: Raw -593004.082674 + Penalty 4045.771335 = -588958.311339 nChanged 28 SP:Iteration 22Q (52568.050000 sec): 3 clusters Score: Raw -593019.238464 + Penalty 4045.771335 = -588973.467129 nChanged 24 SP:Iteration 23Q (52568.250000 sec): 3 clusters Score: Raw -593031.737032 + Penalty 4045.771335 = -588985.965697 nChanged 17 SP:Iteration 24Q (52568.400000 sec): 3 clusters Score: Raw -593039.682473 + Penalty 4045.771335 = -588993.911138 nChanged 14 SP:Iteration 25Q (52568.600000 sec): 3 clusters Score: Raw -593050.313464 + Penalty 4045.771335 = -589004.542129 nChanged 20 SP:Iteration 26Q (52568.820000 sec): 3 clusters Score: Raw -593061.113719 + Penalty 4045.771335 = -589015.342384 nChanged 6 SP:Iteration 27Q (52569.030000 sec): 3 clusters Score: Raw -593064.609902 + Penalty 4045.771335 = -589018.838567 nChanged 8 SP:Iteration 28Q (52569.250000 sec): 3 clusters Score: Raw -593066.973991 + Penalty 4045.771335 = -589021.202656 nChanged 5 SP:Iteration 29Q (52569.450000 sec): 3 clusters Score: Raw -593068.865960 + Penalty 4045.771335 = -589023.094625 nChanged 2 SP:Iteration 30Q (52569.670000 sec): 3 clusters Score: Raw -593069.694515 + Penalty 4045.771335 = -589023.923180 nChanged 3 SP:Iteration 31Q (52569.910000 sec): 3 clusters Score: Raw -593071.170260 + Penalty 4045.771335 = -589025.398925 nChanged 3 SP:Iteration 32Q (52570.070000 sec): 3 clusters Score: Raw -593072.789892 + Penalty 4045.771335 = -589027.018557 nChanged 2 SP:Iteration 33Q (52570.260000 sec): 3 clusters Score: Raw -593074.051522 + Penalty 4045.771335 = -589028.280187 nChanged 0 SP:Iteration 34F (52570.430000 sec): 3 clusters Score: Raw -593074.051522 + Penalty 4045.771335 = -589028.280187 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52570.570000 sec): 2 clusters Score: Raw -224719.879700 + Penalty 1759.781519 = -222960.098181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52570.740000 sec): 3 clusters Score: Raw -224400.019621 + Penalty 3519.563038 = -220880.456583 nChanged 302 SP:Iteration 1F (52570.910000 sec): 3 clusters Score: Raw -224709.610800 + Penalty 3519.563038 = -221190.047762 nChanged 88 SP:Iteration 2F (52571.100000 sec): 3 clusters Score: Raw -224802.440227 + Penalty 3519.563038 = -221282.877190 nChanged 51 SP:Iteration 3Q (52571.310000 sec): 3 clusters Score: Raw -224867.642153 + Penalty 3519.563038 = -221348.079115 nChanged 36 SP:Iteration 4Q (52571.450000 sec): 3 clusters Score: Raw -224901.399716 + Penalty 3519.563038 = -221381.836678 nChanged 23 SP:Iteration 5Q (52571.670000 sec): 3 clusters Score: Raw -224925.446091 + Penalty 3519.563038 = -221405.883054 nChanged 23 SP:Iteration 6Q (52571.840000 sec): 3 clusters Score: Raw -224942.043169 + Penalty 3519.563038 = -221422.480132 nChanged 10 SP:Iteration 7Q (52572.030000 sec): 3 clusters Score: Raw -224951.052955 + Penalty 3519.563038 = -221431.489918 nChanged 10 SP:Iteration 8Q (52572.180000 sec): 3 clusters Score: Raw -224963.893450 + Penalty 3519.563038 = -221444.330413 nChanged 14 SP:Iteration 9Q (52572.360000 sec): 3 clusters Score: Raw -224979.434873 + Penalty 3519.563038 = -221459.871836 nChanged 17 SP:Iteration 10Q (52572.570000 sec): 3 clusters Score: Raw -225000.706234 + Penalty 3519.563038 = -221481.143196 nChanged 16 SP:Iteration 11Q (52572.760000 sec): 3 clusters Score: Raw -225027.560702 + Penalty 3519.563038 = -221507.997664 nChanged 24 SP:Iteration 12Q (52572.980000 sec): 3 clusters Score: Raw -225054.388068 + Penalty 3519.563038 = -221534.825031 nChanged 14 SP:Iteration 13Q (52573.170000 sec): 3 clusters Score: Raw -225071.858732 + Penalty 3519.563038 = -221552.295694 nChanged 11 SP:Iteration 14Q (52573.370000 sec): 3 clusters Score: Raw -225081.655754 + Penalty 3519.563038 = -221562.092717 nChanged 13 SP:Iteration 15Q (52573.530000 sec): 3 clusters Score: Raw -225096.329433 + Penalty 3519.563038 = -221576.766395 nChanged 10 SP:Iteration 16Q (52573.690000 sec): 3 clusters Score: Raw -225111.073682 + Penalty 3519.563038 = -221591.510645 nChanged 9 SP:Iteration 17Q (52573.860000 sec): 3 clusters Score: Raw -225123.003574 + Penalty 3519.563038 = -221603.440536 nChanged 11 SP:Iteration 18Q (52574.040000 sec): 3 clusters Score: Raw -225135.903522 + Penalty 3519.563038 = -221616.340484 nChanged 7 SP:Iteration 19Q (52574.280000 sec): 3 clusters Score: Raw -225141.802531 + Penalty 3519.563038 = -221622.239493 nChanged 7 SP:Iteration 20F (52574.480000 sec): 3 clusters Score: Raw -225150.503563 + Penalty 3519.563038 = -221630.940525 nChanged 6 SP:Iteration 21Q (52574.650000 sec): 3 clusters Score: Raw -225158.769935 + Penalty 3519.563038 = -221639.206897 nChanged 7 SP:Iteration 22Q (52574.840000 sec): 3 clusters Score: Raw -225165.577002 + Penalty 3519.563038 = -221646.013964 nChanged 5 SP:Iteration 23Q (52575.020000 sec): 3 clusters Score: Raw -225172.819612 + Penalty 3519.563038 = -221653.256574 nChanged 3 SP:Iteration 24Q (52575.220000 sec): 3 clusters Score: Raw -225174.868652 + Penalty 3519.563038 = -221655.305615 nChanged 0 SP:Iteration 25F (52575.410000 sec): 3 clusters Score: Raw -225174.868652 + Penalty 3519.563038 = -221655.305615 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52575.520000 sec): 2 clusters Score: Raw -56684.383081 + Penalty 1554.735878 = -55129.647203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52575.690000 sec): 3 clusters Score: Raw -57116.598197 + Penalty 3109.471757 = -54007.126441 nChanged 189 SP:Iteration 1F (52575.860000 sec): 3 clusters Score: Raw -58307.648620 + Penalty 3109.471757 = -55198.176863 nChanged 61 SP:Iteration 2F (52576.060000 sec): 3 clusters Score: Raw -58747.435042 + Penalty 3109.471757 = -55637.963285 nChanged 26 SP:Iteration 3Q (52576.240000 sec): 3 clusters Score: Raw -59069.946734 + Penalty 3109.471757 = -55960.474977 nChanged 16 SP:Iteration 4Q (52576.400000 sec): 3 clusters Score: Raw -59163.265619 + Penalty 3109.471757 = -56053.793862 nChanged 9 SP:Iteration 5Q (52576.620000 sec): 3 clusters Score: Raw -59226.385440 + Penalty 3109.471757 = -56116.913683 nChanged 6 SP:Iteration 6Q (52576.820000 sec): 3 clusters Score: Raw -59281.259612 + Penalty 3109.471757 = -56171.787856 nChanged 3 SP:Iteration 7Q (52577.000000 sec): 3 clusters Score: Raw -59309.166075 + Penalty 3109.471757 = -56199.694318 nChanged 1 SP:Iteration 8Q (52577.200000 sec): 3 clusters Score: Raw -59312.178678 + Penalty 3109.471757 = -56202.706921 nChanged 1 SP:Iteration 9Q (52577.410000 sec): 3 clusters Score: Raw -59313.305305 + Penalty 3109.471757 = -56203.833549 nChanged 0 SP:Iteration 10F (52577.570000 sec): 3 clusters Score: Raw -59316.296687 + Penalty 3109.471757 = -56206.824931 nChanged 1 SP:Iteration 11Q (52577.740000 sec): 3 clusters Score: Raw -59348.428845 + Penalty 3109.471757 = -56238.957088 nChanged 4 SP:Iteration 12Q (52577.940000 sec): 3 clusters Score: Raw -59408.739029 + Penalty 3109.471757 = -56299.267272 nChanged 4 SP:Iteration 13Q (52578.110000 sec): 3 clusters Score: Raw -59426.631801 + Penalty 3109.471757 = -56317.160044 nChanged 0 SP:Iteration 14F (52578.310000 sec): 3 clusters Score: Raw -59426.631801 + Penalty 3109.471757 = -56317.160044 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (6095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52578.440000 sec): 2 clusters Score: Raw -1064946.854510 + Penalty 2161.375562 = -1062785.478948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52578.650000 sec): 3 clusters Score: Raw -1061837.348971 + Penalty 4322.751125 = -1057514.597846 nChanged 2436 SP:Iteration 1F (52578.920000 sec): 3 clusters Score: Raw -1063223.980575 + Penalty 4322.751125 = -1058901.229450 nChanged 482 SP:Iteration 2F (52579.100000 sec): 3 clusters Score: Raw -1063528.933445 + Penalty 4322.751125 = -1059206.182320 nChanged 360 SP:Iteration 3F (52579.300000 sec): 3 clusters Score: Raw -1063776.520509 + Penalty 4322.751125 = -1059453.769384 nChanged 323 SP:Iteration 4F (52579.540000 sec): 3 clusters Score: Raw -1064055.370709 + Penalty 4322.751125 = -1059732.619584 nChanged 331 SP:Iteration 5F (52579.730000 sec): 3 clusters Score: Raw -1064410.042860 + Penalty 4322.751125 = -1060087.291735 nChanged 370 SP:Iteration 6F (52579.970000 sec): 3 clusters Score: Raw -1064840.592535 + Penalty 4322.751125 = -1060517.841410 nChanged 392 SP:Iteration 7F (52580.160000 sec): 3 clusters Score: Raw -1065279.850531 + Penalty 4322.751125 = -1060957.099406 nChanged 383 SP:Iteration 8F (52580.370000 sec): 3 clusters Score: Raw -1065617.489323 + Penalty 4322.751125 = -1061294.738198 nChanged 312 SP:Iteration 9F (52580.620000 sec): 3 clusters Score: Raw -1065861.447247 + Penalty 4322.751125 = -1061538.696122 nChanged 247 SP:Iteration 10Q (52580.880000 sec): 3 clusters Score: Raw -1066017.783379 + Penalty 4322.751125 = -1061695.032254 nChanged 166 SP:Iteration 11Q (52581.070000 sec): 3 clusters Score: Raw -1066115.136941 + Penalty 4322.751125 = -1061792.385816 nChanged 123 SP:Iteration 12Q (52581.320000 sec): 3 clusters Score: Raw -1066183.159089 + Penalty 4322.751125 = -1061860.407964 nChanged 92 SP:Iteration 13Q (52581.520000 sec): 3 clusters Score: Raw -1066223.262609 + Penalty 4322.751125 = -1061900.511485 nChanged 69 SP:Iteration 14Q (52581.700000 sec): 3 clusters Score: Raw -1066250.041364 + Penalty 4322.751125 = -1061927.290239 nChanged 43 SP:Iteration 15Q (52581.930000 sec): 3 clusters Score: Raw -1066266.120196 + Penalty 4322.751125 = -1061943.369071 nChanged 40 SP:Iteration 16Q (52582.120000 sec): 3 clusters Score: Raw -1066282.195297 + Penalty 4322.751125 = -1061959.444172 nChanged 28 SP:Iteration 17Q (52582.360000 sec): 3 clusters Score: Raw -1066290.500745 + Penalty 4322.751125 = -1061967.749620 nChanged 27 SP:Iteration 18Q (52582.570000 sec): 3 clusters Score: Raw -1066297.102726 + Penalty 4322.751125 = -1061974.351601 nChanged 18 SP:Iteration 19Q (52582.760000 sec): 3 clusters Score: Raw -1066302.989078 + Penalty 4322.751125 = -1061980.237954 nChanged 17 SP:Iteration 20F (52582.940000 sec): 3 clusters Score: Raw -1066308.018184 + Penalty 4322.751125 = -1061985.267059 nChanged 23 SP:Iteration 21Q (52583.150000 sec): 3 clusters Score: Raw -1066315.360302 + Penalty 4322.751125 = -1061992.609177 nChanged 24 SP:Iteration 22Q (52583.370000 sec): 3 clusters Score: Raw -1066322.135190 + Penalty 4322.751125 = -1061999.384065 nChanged 18 SP:Iteration 23Q (52583.580000 sec): 3 clusters Score: Raw -1066326.132648 + Penalty 4322.751125 = -1062003.381523 nChanged 17 SP:Iteration 24Q (52583.770000 sec): 3 clusters Score: Raw -1066331.114337 + Penalty 4322.751125 = -1062008.363212 nChanged 13 SP:Iteration 25Q (52583.970000 sec): 3 clusters Score: Raw -1066335.037667 + Penalty 4322.751125 = -1062012.286543 nChanged 12 SP:Iteration 26Q (52584.130000 sec): 3 clusters Score: Raw -1066337.502851 + Penalty 4322.751125 = -1062014.751726 nChanged 8 SP:Iteration 27Q (52584.350000 sec): 3 clusters Score: Raw -1066339.507863 + Penalty 4322.751125 = -1062016.756738 nChanged 6 SP:Iteration 28Q (52584.550000 sec): 3 clusters Score: Raw -1066340.852178 + Penalty 4322.751125 = -1062018.101053 nChanged 4 SP:Iteration 29Q (52584.700000 sec): 3 clusters Score: Raw -1066341.991315 + Penalty 4322.751125 = -1062019.240190 nChanged 4 SP:Iteration 30Q (52584.890000 sec): 3 clusters Score: Raw -1066342.692099 + Penalty 4322.751125 = -1062019.940974 nChanged 3 SP:Iteration 31Q (52585.090000 sec): 3 clusters Score: Raw -1066343.716172 + Penalty 4322.751125 = -1062020.965047 nChanged 3 SP:Iteration 32Q (52585.230000 sec): 3 clusters Score: Raw -1066344.039221 + Penalty 4322.751125 = -1062021.288096 nChanged 1 SP:Iteration 33Q (52585.460000 sec): 3 clusters Score: Raw -1066344.183893 + Penalty 4322.751125 = -1062021.432769 nChanged 1 SP:Iteration 34Q (52585.660000 sec): 3 clusters Score: Raw -1066344.411267 + Penalty 4322.751125 = -1062021.660142 nChanged 2 SP:Iteration 35Q (52585.870000 sec): 3 clusters Score: Raw -1066344.709819 + Penalty 4322.751125 = -1062021.958695 nChanged 1 SP:Iteration 36Q (52586.050000 sec): 3 clusters Score: Raw -1066344.827042 + Penalty 4322.751125 = -1062022.075918 nChanged 0 SP:Iteration 37F (52586.260000 sec): 3 clusters Score: Raw -1066344.827042 + Penalty 4322.751125 = -1062022.075918 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52586.310000 sec): 2 clusters Score: Raw -225328.104736 + Penalty 1820.848669 = -223507.256067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52586.520000 sec): 3 clusters Score: Raw -225038.172415 + Penalty 3641.697338 = -221396.475076 nChanged 551 SP:Iteration 1F (52586.680000 sec): 3 clusters Score: Raw -226409.179502 + Penalty 3641.697338 = -222767.482163 nChanged 217 SP:Iteration 2F (52586.870000 sec): 3 clusters Score: Raw -227320.965011 + Penalty 3641.697338 = -223679.267673 nChanged 135 SP:Iteration 3F (52587.040000 sec): 3 clusters Score: Raw -227923.041392 + Penalty 3641.697338 = -224281.344053 nChanged 129 SP:Iteration 4F (52587.220000 sec): 3 clusters Score: Raw -228690.116278 + Penalty 3641.697338 = -225048.418939 nChanged 108 SP:Iteration 5F (52587.360000 sec): 3 clusters Score: Raw -229255.317761 + Penalty 3641.697338 = -225613.620422 nChanged 73 SP:Iteration 6Q (52587.540000 sec): 3 clusters Score: Raw -229491.821638 + Penalty 3641.697338 = -225850.124299 nChanged 39 SP:Iteration 7Q (52587.710000 sec): 3 clusters Score: Raw -229623.140882 + Penalty 3641.697338 = -225981.443543 nChanged 29 SP:Iteration 8Q (52587.880000 sec): 3 clusters Score: Raw -229720.410218 + Penalty 3641.697338 = -226078.712880 nChanged 25 SP:Iteration 9Q (52588.070000 sec): 3 clusters Score: Raw -229802.099692 + Penalty 3641.697338 = -226160.402354 nChanged 17 SP:Iteration 10Q (52588.220000 sec): 3 clusters Score: Raw -229860.565296 + Penalty 3641.697338 = -226218.867957 nChanged 11 SP:Iteration 11Q (52588.370000 sec): 3 clusters Score: Raw -229895.272039 + Penalty 3641.697338 = -226253.574700 nChanged 13 SP:Iteration 12Q (52588.530000 sec): 3 clusters Score: Raw -229935.792902 + Penalty 3641.697338 = -226294.095563 nChanged 8 SP:Iteration 13Q (52588.690000 sec): 3 clusters Score: Raw -229947.640593 + Penalty 3641.697338 = -226305.943254 nChanged 9 SP:Iteration 14Q (52588.840000 sec): 3 clusters Score: Raw -229969.715325 + Penalty 3641.697338 = -226328.017986 nChanged 6 SP:Iteration 15Q (52588.950000 sec): 3 clusters Score: Raw -229991.502370 + Penalty 3641.697338 = -226349.805031 nChanged 3 SP:Iteration 16Q (52589.110000 sec): 3 clusters Score: Raw -230003.100008 + Penalty 3641.697338 = -226361.402669 nChanged 5 SP:Iteration 17Q (52589.280000 sec): 3 clusters Score: Raw -230011.301672 + Penalty 3641.697338 = -226369.604333 nChanged 3 SP:Iteration 18Q (52589.460000 sec): 3 clusters Score: Raw -230017.729737 + Penalty 3641.697338 = -226376.032399 nChanged 3 SP:Iteration 19Q (52589.640000 sec): 3 clusters Score: Raw -230033.186638 + Penalty 3641.697338 = -226391.489300 nChanged 3 SP:Iteration 20F (52589.830000 sec): 3 clusters Score: Raw -230067.222605 + Penalty 3641.697338 = -226425.525266 nChanged 7 SP:Iteration 21Q (52590.040000 sec): 3 clusters Score: Raw -230108.068619 + Penalty 3641.697338 = -226466.371280 nChanged 5 SP:Iteration 22Q (52590.180000 sec): 3 clusters Score: Raw -230119.263125 + Penalty 3641.697338 = -226477.565787 nChanged 4 SP:Iteration 23Q (52590.390000 sec): 3 clusters Score: Raw -230132.706023 + Penalty 3641.697338 = -226491.008685 nChanged 3 SP:Iteration 24Q (52590.570000 sec): 3 clusters Score: Raw -230141.606753 + Penalty 3641.697338 = -226499.909415 nChanged 1 SP:Iteration 25Q (52590.710000 sec): 3 clusters Score: Raw -230142.263038 + Penalty 3641.697338 = -226500.565699 nChanged 0 SP:Iteration 26F (52590.910000 sec): 3 clusters Score: Raw -230144.347706 + Penalty 3641.697338 = -226502.650367 nChanged 1 SP:Iteration 27Q (52591.070000 sec): 3 clusters Score: Raw -230149.522580 + Penalty 3641.697338 = -226507.825242 nChanged 1 SP:Iteration 28Q (52591.250000 sec): 3 clusters Score: Raw -230150.990019 + Penalty 3641.697338 = -226509.292681 nChanged 0 SP:Iteration 29F (52591.440000 sec): 3 clusters Score: Raw -230150.990019 + Penalty 3641.697338 = -226509.292681 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (6447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52591.590000 sec): 2 clusters Score: Raw -1167692.380605 + Penalty 2175.299806 = -1165517.080799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52591.830000 sec): 3 clusters Score: Raw -1164442.833051 + Penalty 4350.599612 = -1160092.233439 nChanged 2531 SP:Iteration 1F (52592.030000 sec): 3 clusters Score: Raw -1165826.930603 + Penalty 4350.599612 = -1161476.330991 nChanged 454 SP:Iteration 2F (52592.230000 sec): 3 clusters Score: Raw -1166063.460313 + Penalty 4350.599612 = -1161712.860701 nChanged 328 SP:Iteration 3F (52592.450000 sec): 3 clusters Score: Raw -1166229.540229 + Penalty 4350.599612 = -1161878.940617 nChanged 257 SP:Iteration 4Q (52592.670000 sec): 3 clusters Score: Raw -1166359.061115 + Penalty 4350.599612 = -1162008.461503 nChanged 226 SP:Iteration 5Q (52592.900000 sec): 3 clusters Score: Raw -1166464.260564 + Penalty 4350.599612 = -1162113.660952 nChanged 190 SP:Iteration 6Q (52593.100000 sec): 3 clusters Score: Raw -1166538.875942 + Penalty 4350.599612 = -1162188.276330 nChanged 143 SP:Iteration 7Q (52593.330000 sec): 3 clusters Score: Raw -1166597.344669 + Penalty 4350.599612 = -1162246.745057 nChanged 135 SP:Iteration 8Q (52593.580000 sec): 3 clusters Score: Raw -1166650.695201 + Penalty 4350.599612 = -1162300.095590 nChanged 130 SP:Iteration 9Q (52593.750000 sec): 3 clusters Score: Raw -1166702.241245 + Penalty 4350.599612 = -1162351.641633 nChanged 125 SP:Iteration 10Q (52593.990000 sec): 3 clusters Score: Raw -1166756.516255 + Penalty 4350.599612 = -1162405.916643 nChanged 136 SP:Iteration 11Q (52594.230000 sec): 3 clusters Score: Raw -1166818.773568 + Penalty 4350.599612 = -1162468.173956 nChanged 142 SP:Iteration 12Q (52594.430000 sec): 3 clusters Score: Raw -1166882.868880 + Penalty 4350.599612 = -1162532.269268 nChanged 140 SP:Iteration 13Q (52594.650000 sec): 3 clusters Score: Raw -1166947.375374 + Penalty 4350.599612 = -1162596.775762 nChanged 133 SP:Iteration 14Q (52594.830000 sec): 3 clusters Score: Raw -1167005.951376 + Penalty 4350.599612 = -1162655.351764 nChanged 131 SP:Iteration 15Q (52595.020000 sec): 3 clusters Score: Raw -1167067.312620 + Penalty 4350.599612 = -1162716.713008 nChanged 135 SP:Iteration 16Q (52595.230000 sec): 3 clusters Score: Raw -1167129.963748 + Penalty 4350.599612 = -1162779.364136 nChanged 132 SP:Iteration 17Q (52595.490000 sec): 3 clusters Score: Raw -1167187.191941 + Penalty 4350.599612 = -1162836.592329 nChanged 118 SP:Iteration 18Q (52595.650000 sec): 3 clusters Score: Raw -1167238.495564 + Penalty 4350.599612 = -1162887.895952 nChanged 90 SP:Iteration 19Q (52595.850000 sec): 3 clusters Score: Raw -1167275.124510 + Penalty 4350.599612 = -1162924.524898 nChanged 82 SP:Iteration 20F (52596.060000 sec): 3 clusters Score: Raw -1167306.722117 + Penalty 4350.599612 = -1162956.122505 nChanged 70 SP:Iteration 21Q (52596.300000 sec): 3 clusters Score: Raw -1167339.244878 + Penalty 4350.599612 = -1162988.645266 nChanged 97 SP:Iteration 22Q (52596.500000 sec): 3 clusters Score: Raw -1167385.601229 + Penalty 4350.599612 = -1163035.001617 nChanged 86 SP:Iteration 23Q (52596.710000 sec): 3 clusters Score: Raw -1167418.652918 + Penalty 4350.599612 = -1163068.053306 nChanged 87 SP:Iteration 24Q (52596.930000 sec): 3 clusters Score: Raw -1167460.443560 + Penalty 4350.599612 = -1163109.843948 nChanged 95 SP:Iteration 25Q (52597.110000 sec): 3 clusters Score: Raw -1167506.946993 + Penalty 4350.599612 = -1163156.347381 nChanged 80 SP:Iteration 26Q (52597.320000 sec): 3 clusters Score: Raw -1167543.311541 + Penalty 4350.599612 = -1163192.711929 nChanged 75 SP:Iteration 27Q (52597.530000 sec): 3 clusters Score: Raw -1167578.623451 + Penalty 4350.599612 = -1163228.023839 nChanged 90 SP:Iteration 28Q (52597.760000 sec): 3 clusters Score: Raw -1167624.161548 + Penalty 4350.599612 = -1163273.561936 nChanged 74 SP:Iteration 29Q (52597.960000 sec): 3 clusters Score: Raw -1167661.535486 + Penalty 4350.599612 = -1163310.935874 nChanged 70 SP:Iteration 30Q (52598.150000 sec): 3 clusters Score: Raw -1167693.874495 + Penalty 4350.599612 = -1163343.274883 nChanged 53 SP:Iteration 31Q (52598.360000 sec): 3 clusters Score: Raw -1167717.912224 + Penalty 4350.599612 = -1163367.312612 nChanged 50 SP:Iteration 32Q (52598.580000 sec): 3 clusters Score: Raw -1167740.360925 + Penalty 4350.599612 = -1163389.761313 nChanged 42 SP:Iteration 33Q (52598.770000 sec): 3 clusters Score: Raw -1167760.974897 + Penalty 4350.599612 = -1163410.375285 nChanged 44 SP:Iteration 34Q (52598.970000 sec): 3 clusters Score: Raw -1167778.882524 + Penalty 4350.599612 = -1163428.282913 nChanged 45 SP:Iteration 35Q (52599.170000 sec): 3 clusters Score: Raw -1167801.558123 + Penalty 4350.599612 = -1163450.958511 nChanged 45 SP:Iteration 36Q (52599.390000 sec): 3 clusters Score: Raw -1167820.521524 + Penalty 4350.599612 = -1163469.921912 nChanged 46 SP:Iteration 37Q (52599.560000 sec): 3 clusters Score: Raw -1167841.726194 + Penalty 4350.599612 = -1163491.126582 nChanged 44 SP:Iteration 38Q (52599.800000 sec): 3 clusters Score: Raw -1167859.909510 + Penalty 4350.599612 = -1163509.309898 nChanged 28 SP:Iteration 39Q (52600.010000 sec): 3 clusters Score: Raw -1167872.089429 + Penalty 4350.599612 = -1163521.489817 nChanged 34 SP:Iteration 40F (52600.190000 sec): 3 clusters Score: Raw -1167888.727795 + Penalty 4350.599612 = -1163538.128183 nChanged 29 SP:Iteration 41Q (52600.430000 sec): 3 clusters Score: Raw -1167903.162948 + Penalty 4350.599612 = -1163552.563336 nChanged 28 SP:Iteration 42Q (52600.630000 sec): 3 clusters Score: Raw -1167917.856447 + Penalty 4350.599612 = -1163567.256835 nChanged 34 SP:Iteration 43Q (52600.860000 sec): 3 clusters Score: Raw -1167939.519190 + Penalty 4350.599612 = -1163588.919578 nChanged 33 SP:Iteration 44Q (52601.080000 sec): 3 clusters Score: Raw -1167957.949900 + Penalty 4350.599612 = -1163607.350288 nChanged 32 SP:Iteration 45Q (52601.270000 sec): 3 clusters Score: Raw -1167977.847788 + Penalty 4350.599612 = -1163627.248176 nChanged 29 SP:Iteration 46Q (52601.470000 sec): 3 clusters Score: Raw -1167991.027331 + Penalty 4350.599612 = -1163640.427719 nChanged 23 SP:Iteration 47Q (52601.690000 sec): 3 clusters Score: Raw -1168002.486068 + Penalty 4350.599612 = -1163651.886456 nChanged 23 SP:Iteration 48Q (52601.940000 sec): 3 clusters Score: Raw -1168012.800570 + Penalty 4350.599612 = -1163662.200958 nChanged 22 SP:Iteration 49Q (52602.180000 sec): 3 clusters Score: Raw -1168025.699672 + Penalty 4350.599612 = -1163675.100060 nChanged 23 SP:Iteration 50Q (52602.360000 sec): 3 clusters Score: Raw -1168038.104909 + Penalty 4350.599612 = -1163687.505297 nChanged 20 SP:Iteration 51Q (52602.590000 sec): 3 clusters Score: Raw -1168046.397633 + Penalty 4350.599612 = -1163695.798021 nChanged 12 SP:Iteration 52Q (52602.770000 sec): 3 clusters Score: Raw -1168051.391058 + Penalty 4350.599612 = -1163700.791446 nChanged 12 SP:Iteration 53Q (52602.980000 sec): 3 clusters Score: Raw -1168057.367273 + Penalty 4350.599612 = -1163706.767661 nChanged 14 SP:Iteration 54Q (52603.210000 sec): 3 clusters Score: Raw -1168064.568534 + Penalty 4350.599612 = -1163713.968923 nChanged 8 SP:Iteration 55Q (52603.380000 sec): 3 clusters Score: Raw -1168071.353779 + Penalty 4350.599612 = -1163720.754167 nChanged 11 SP:Iteration 56Q (52603.580000 sec): 3 clusters Score: Raw -1168080.995715 + Penalty 4350.599612 = -1163730.396103 nChanged 13 SP:Iteration 57Q (52603.770000 sec): 3 clusters Score: Raw -1168087.769318 + Penalty 4350.599612 = -1163737.169706 nChanged 9 SP:Iteration 58Q (52603.980000 sec): 3 clusters Score: Raw -1168092.701469 + Penalty 4350.599612 = -1163742.101857 nChanged 6 SP:Iteration 59Q (52604.180000 sec): 3 clusters Score: Raw -1168096.295065 + Penalty 4350.599612 = -1163745.695453 nChanged 4 SP:Iteration 60F (52604.360000 sec): 3 clusters Score: Raw -1168098.028349 + Penalty 4350.599612 = -1163747.428738 nChanged 3 SP:Iteration 61Q (52604.540000 sec): 3 clusters Score: Raw -1168099.645194 + Penalty 4350.599612 = -1163749.045582 nChanged 1 SP:Iteration 62Q (52604.760000 sec): 3 clusters Score: Raw -1168099.783542 + Penalty 4350.599612 = -1163749.183930 nChanged 0 SP:Iteration 63F (52604.960000 sec): 3 clusters Score: Raw -1168099.783542 + Penalty 4350.599612 = -1163749.183930 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (12726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52605.090000 sec): 2 clusters Score: Raw -2193121.663756 + Penalty 2343.947801 = -2190777.715955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52605.360000 sec): 3 clusters Score: Raw -2186029.012247 + Penalty 4687.895602 = -2181341.116645 nChanged 5446 SP:Iteration 1F (52605.600000 sec): 3 clusters Score: Raw -2188989.051145 + Penalty 4687.895602 = -2184301.155543 nChanged 777 SP:Iteration 2F (52605.830000 sec): 3 clusters Score: Raw -2189341.806450 + Penalty 4687.895602 = -2184653.910847 nChanged 620 SP:Iteration 3Q (52606.130000 sec): 3 clusters Score: Raw -2189600.830049 + Penalty 4687.895602 = -2184912.934447 nChanged 500 SP:Iteration 4Q (52606.390000 sec): 3 clusters Score: Raw -2189884.741813 + Penalty 4687.895602 = -2185196.846211 nChanged 523 SP:Iteration 5Q (52606.660000 sec): 3 clusters Score: Raw -2190229.111073 + Penalty 4687.895602 = -2185541.215471 nChanged 581 SP:Iteration 6Q (52606.950000 sec): 3 clusters Score: Raw -2190636.721589 + Penalty 4687.895602 = -2185948.825987 nChanged 694 SP:Iteration 7F (52607.170000 sec): 3 clusters Score: Raw -2191096.997988 + Penalty 4687.895602 = -2186409.102385 nChanged 764 SP:Iteration 8F (52607.470000 sec): 3 clusters Score: Raw -2191640.663156 + Penalty 4687.895602 = -2186952.767554 nChanged 776 SP:Iteration 9F (52607.730000 sec): 3 clusters Score: Raw -2192285.922597 + Penalty 4687.895602 = -2187598.026994 nChanged 803 SP:Iteration 10F (52607.960000 sec): 3 clusters Score: Raw -2192989.539456 + Penalty 4687.895602 = -2188301.643853 nChanged 770 SP:Iteration 11F (52608.220000 sec): 3 clusters Score: Raw -2193665.090717 + Penalty 4687.895602 = -2188977.195115 nChanged 666 SP:Iteration 12F (52608.460000 sec): 3 clusters Score: Raw -2194266.754027 + Penalty 4687.895602 = -2189578.858424 nChanged 531 SP:Iteration 13Q (52608.700000 sec): 3 clusters Score: Raw -2194745.700934 + Penalty 4687.895602 = -2190057.805331 nChanged 382 SP:Iteration 14Q (52609.000000 sec): 3 clusters Score: Raw -2195080.572404 + Penalty 4687.895602 = -2190392.676802 nChanged 252 SP:Iteration 15Q (52609.240000 sec): 3 clusters Score: Raw -2195305.824178 + Penalty 4687.895602 = -2190617.928576 nChanged 171 SP:Iteration 16Q (52609.510000 sec): 3 clusters Score: Raw -2195477.586103 + Penalty 4687.895602 = -2190789.690501 nChanged 109 SP:Iteration 17Q (52609.760000 sec): 3 clusters Score: Raw -2195583.117552 + Penalty 4687.895602 = -2190895.221950 nChanged 70 SP:Iteration 18Q (52610.000000 sec): 3 clusters Score: Raw -2195634.034150 + Penalty 4687.895602 = -2190946.138548 nChanged 42 SP:Iteration 19Q (52610.240000 sec): 3 clusters Score: Raw -2195660.094345 + Penalty 4687.895602 = -2190972.198743 nChanged 24 SP:Iteration 20F (52610.490000 sec): 3 clusters Score: Raw -2195675.123582 + Penalty 4687.895602 = -2190987.227980 nChanged 18 SP:Iteration 21Q (52610.730000 sec): 3 clusters Score: Raw -2195684.839541 + Penalty 4687.895602 = -2190996.943938 nChanged 15 SP:Iteration 22Q (52610.950000 sec): 3 clusters Score: Raw -2195691.136591 + Penalty 4687.895602 = -2191003.240989 nChanged 7 SP:Iteration 23Q (52611.190000 sec): 3 clusters Score: Raw -2195692.742052 + Penalty 4687.895602 = -2191004.846450 nChanged 3 SP:Iteration 24Q (52611.450000 sec): 3 clusters Score: Raw -2195693.670368 + Penalty 4687.895602 = -2191005.774766 nChanged 2 SP:Iteration 25Q (52611.710000 sec): 3 clusters Score: Raw -2195694.917968 + Penalty 4687.895602 = -2191007.022366 nChanged 3 SP:Iteration 26Q (52611.910000 sec): 3 clusters Score: Raw -2195696.353769 + Penalty 4687.895602 = -2191008.458167 nChanged 3 SP:Iteration 27Q (52612.130000 sec): 3 clusters Score: Raw -2195697.596822 + Penalty 4687.895602 = -2191009.701220 nChanged 3 SP:Iteration 28Q (52612.380000 sec): 3 clusters Score: Raw -2195698.257063 + Penalty 4687.895602 = -2191010.361461 nChanged 1 SP:Iteration 29Q (52612.610000 sec): 3 clusters Score: Raw -2195698.637533 + Penalty 4687.895602 = -2191010.741931 nChanged 0 SP:Iteration 30F (52612.810000 sec): 3 clusters Score: Raw -2195698.637533 + Penalty 4687.895602 = -2191010.741931 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (65942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52613.210000 sec): 2 clusters Score: Raw -12182268.231265 + Penalty 2751.939650 = -12179516.291615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52613.730000 sec): 3 clusters Score: Raw -12140865.979077 + Penalty 5503.879300 = -12135362.099777 nChanged 30697 SP:Iteration 1F (52614.240000 sec): 3 clusters Score: Raw -12158739.090355 + Penalty 5503.879300 = -12153235.211055 nChanged 3759 SP:Iteration 2F (52614.740000 sec): 3 clusters Score: Raw -12160644.198483 + Penalty 5503.879300 = -12155140.319183 nChanged 4670 SP:Iteration 3F (52615.240000 sec): 3 clusters Score: Raw -12163859.445814 + Penalty 5503.879300 = -12158355.566514 nChanged 5653 SP:Iteration 4F (52615.780000 sec): 3 clusters Score: Raw -12168698.408230 + Penalty 5503.879300 = -12163194.528930 nChanged 5558 SP:Iteration 5F (52616.300000 sec): 3 clusters Score: Raw -12173856.624992 + Penalty 5503.879300 = -12168352.745692 nChanged 4249 SP:Iteration 6F (52616.800000 sec): 3 clusters Score: Raw -12177694.329749 + Penalty 5503.879300 = -12172190.450449 nChanged 2743 SP:Iteration 7Q (52617.290000 sec): 3 clusters Score: Raw -12180001.725821 + Penalty 5503.879300 = -12174497.846521 nChanged 1673 SP:Iteration 8Q (52617.810000 sec): 3 clusters Score: Raw -12181272.556855 + Penalty 5503.879300 = -12175768.677555 nChanged 965 SP:Iteration 9Q (52618.340000 sec): 3 clusters Score: Raw -12181921.443489 + Penalty 5503.879300 = -12176417.564189 nChanged 537 SP:Iteration 10Q (52618.810000 sec): 3 clusters Score: Raw -12182241.130489 + Penalty 5503.879300 = -12176737.251189 nChanged 319 SP:Iteration 11Q (52619.270000 sec): 3 clusters Score: Raw -12182435.110377 + Penalty 5503.879300 = -12176931.231077 nChanged 218 SP:Iteration 12Q (52619.760000 sec): 3 clusters Score: Raw -12182550.304826 + Penalty 5503.879300 = -12177046.425526 nChanged 135 SP:Iteration 13Q (52620.290000 sec): 3 clusters Score: Raw -12182615.787685 + Penalty 5503.879300 = -12177111.908385 nChanged 83 SP:Iteration 14Q (52620.780000 sec): 3 clusters Score: Raw -12182660.131111 + Penalty 5503.879300 = -12177156.251811 nChanged 61 SP:Iteration 15Q (52621.210000 sec): 3 clusters Score: Raw -12182692.587922 + Penalty 5503.879300 = -12177188.708622 nChanged 46 SP:Iteration 16Q (52621.670000 sec): 3 clusters Score: Raw -12182715.556950 + Penalty 5503.879300 = -12177211.677650 nChanged 30 SP:Iteration 17Q (52622.110000 sec): 3 clusters Score: Raw -12182728.278626 + Penalty 5503.879300 = -12177224.399326 nChanged 19 SP:Iteration 18Q (52622.620000 sec): 3 clusters Score: Raw -12182736.956123 + Penalty 5503.879300 = -12177233.076823 nChanged 9 SP:Iteration 19Q (52623.110000 sec): 3 clusters Score: Raw -12182740.747414 + Penalty 5503.879300 = -12177236.868114 nChanged 7 SP:Iteration 20F (52623.610000 sec): 3 clusters Score: Raw -12182744.038491 + Penalty 5503.879300 = -12177240.159191 nChanged 9 SP:Iteration 21Q (52624.100000 sec): 3 clusters Score: Raw -12182748.894593 + Penalty 5503.879300 = -12177245.015293 nChanged 10 SP:Iteration 22Q (52624.610000 sec): 3 clusters Score: Raw -12182753.820503 + Penalty 5503.879300 = -12177249.941203 nChanged 11 SP:Iteration 23Q (52625.110000 sec): 3 clusters Score: Raw -12182757.043643 + Penalty 5503.879300 = -12177253.164343 nChanged 8 SP:Iteration 24Q (52625.570000 sec): 3 clusters Score: Raw -12182760.638768 + Penalty 5503.879300 = -12177256.759468 nChanged 4 SP:Iteration 25Q (52626.020000 sec): 3 clusters Score: Raw -12182762.078929 + Penalty 5503.879300 = -12177258.199629 nChanged 3 SP:Iteration 26Q (52626.440000 sec): 3 clusters Score: Raw -12182763.905999 + Penalty 5503.879300 = -12177260.026699 nChanged 3 SP:Iteration 27Q (52626.960000 sec): 3 clusters Score: Raw -12182765.679890 + Penalty 5503.879300 = -12177261.800590 nChanged 2 SP:Iteration 28Q (52627.450000 sec): 3 clusters Score: Raw -12182766.180679 + Penalty 5503.879300 = -12177262.301379 nChanged 1 SP:Iteration 29Q (52627.920000 sec): 3 clusters Score: Raw -12182767.008459 + Penalty 5503.879300 = -12177263.129159 nChanged 2 SP:Iteration 30Q (52628.330000 sec): 3 clusters Score: Raw -12182768.355390 + Penalty 5503.879300 = -12177264.476090 nChanged 4 SP:Iteration 31Q (52628.800000 sec): 3 clusters Score: Raw -12182770.206891 + Penalty 5503.879300 = -12177266.327591 nChanged 4 SP:Iteration 32Q (52629.250000 sec): 3 clusters Score: Raw -12182771.700365 + Penalty 5503.879300 = -12177267.821065 nChanged 1 SP:Iteration 33Q (52629.710000 sec): 3 clusters Score: Raw -12182772.004659 + Penalty 5503.879300 = -12177268.125359 nChanged 1 SP:Iteration 34Q (52630.170000 sec): 3 clusters Score: Raw -12182772.178427 + Penalty 5503.879300 = -12177268.299127 nChanged 0 SP:Iteration 35F (52630.730000 sec): 3 clusters Score: Raw -12182772.178427 + Penalty 5503.879300 = -12177268.299127 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52630.890000 sec): 2 clusters Score: Raw -237735.308796 + Penalty 1789.925971 = -235945.382825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52631.060000 sec): 3 clusters Score: Raw -237376.343356 + Penalty 3579.851942 = -233796.491414 nChanged 400 SP:Iteration 1F (52631.220000 sec): 3 clusters Score: Raw -237820.856563 + Penalty 3579.851942 = -234241.004621 nChanged 136 SP:Iteration 2F (52631.420000 sec): 3 clusters Score: Raw -238016.925921 + Penalty 3579.851942 = -234437.073979 nChanged 85 SP:Iteration 3F (52631.610000 sec): 3 clusters Score: Raw -238141.865820 + Penalty 3579.851942 = -234562.013877 nChanged 63 SP:Iteration 4Q (52631.750000 sec): 3 clusters Score: Raw -238228.182929 + Penalty 3579.851942 = -234648.330987 nChanged 40 SP:Iteration 5Q (52631.960000 sec): 3 clusters Score: Raw -238284.420167 + Penalty 3579.851942 = -234704.568225 nChanged 45 SP:Iteration 6Q (52632.190000 sec): 3 clusters Score: Raw -238359.129993 + Penalty 3579.851942 = -234779.278051 nChanged 40 SP:Iteration 7Q (52632.380000 sec): 3 clusters Score: Raw -238433.141217 + Penalty 3579.851942 = -234853.289275 nChanged 37 SP:Iteration 8Q (52632.520000 sec): 3 clusters Score: Raw -238491.566387 + Penalty 3579.851942 = -234911.714445 nChanged 31 SP:Iteration 9Q (52632.720000 sec): 3 clusters Score: Raw -238537.072021 + Penalty 3579.851942 = -234957.220079 nChanged 28 SP:Iteration 10Q (52632.920000 sec): 3 clusters Score: Raw -238581.467526 + Penalty 3579.851942 = -235001.615583 nChanged 14 SP:Iteration 11Q (52633.130000 sec): 3 clusters Score: Raw -238604.784551 + Penalty 3579.851942 = -235024.932609 nChanged 7 SP:Iteration 12Q (52633.270000 sec): 3 clusters Score: Raw -238616.029127 + Penalty 3579.851942 = -235036.177185 nChanged 2 SP:Iteration 13Q (52633.450000 sec): 3 clusters Score: Raw -238619.910492 + Penalty 3579.851942 = -235040.058550 nChanged 2 SP:Iteration 14Q (52633.650000 sec): 3 clusters Score: Raw -238622.354022 + Penalty 3579.851942 = -235042.502080 nChanged 3 SP:Iteration 15Q (52633.810000 sec): 3 clusters Score: Raw -238629.397069 + Penalty 3579.851942 = -235049.545127 nChanged 3 SP:Iteration 16Q (52633.970000 sec): 3 clusters Score: Raw -238633.336988 + Penalty 3579.851942 = -235053.485046 nChanged 2 SP:Iteration 17Q (52634.150000 sec): 3 clusters Score: Raw -238635.122316 + Penalty 3579.851942 = -235055.270374 nChanged 0 SP:Iteration 18F (52634.300000 sec): 3 clusters Score: Raw -238635.122316 + Penalty 3579.851942 = -235055.270374 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52634.520000 sec): 2 clusters Score: Raw -2573349.242318 + Penalty 2370.812751 = -2570978.429567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52634.760000 sec): 3 clusters Score: Raw -2565240.003998 + Penalty 4741.625502 = -2560498.378496 nChanged 6164 SP:Iteration 1F (52634.990000 sec): 3 clusters Score: Raw -2568712.197576 + Penalty 4741.625502 = -2563970.572075 nChanged 993 SP:Iteration 2F (52635.210000 sec): 3 clusters Score: Raw -2569313.224442 + Penalty 4741.625502 = -2564571.598940 nChanged 947 SP:Iteration 3F (52635.430000 sec): 3 clusters Score: Raw -2569954.945131 + Penalty 4741.625502 = -2565213.319629 nChanged 983 SP:Iteration 4F (52635.650000 sec): 3 clusters Score: Raw -2570730.030134 + Penalty 4741.625502 = -2565988.404632 nChanged 1021 SP:Iteration 5F (52635.870000 sec): 3 clusters Score: Raw -2571544.304970 + Penalty 4741.625502 = -2566802.679468 nChanged 969 SP:Iteration 6F (52636.110000 sec): 3 clusters Score: Raw -2572293.235391 + Penalty 4741.625502 = -2567551.609890 nChanged 827 SP:Iteration 7F (52636.350000 sec): 3 clusters Score: Raw -2572947.993433 + Penalty 4741.625502 = -2568206.367931 nChanged 689 SP:Iteration 8Q (52636.590000 sec): 3 clusters Score: Raw -2573488.694208 + Penalty 4741.625502 = -2568747.068707 nChanged 554 SP:Iteration 9Q (52636.830000 sec): 3 clusters Score: Raw -2573885.229188 + Penalty 4741.625502 = -2569143.603687 nChanged 435 SP:Iteration 10Q (52637.150000 sec): 3 clusters Score: Raw -2574196.624905 + Penalty 4741.625502 = -2569454.999403 nChanged 379 SP:Iteration 11Q (52637.410000 sec): 3 clusters Score: Raw -2574503.004742 + Penalty 4741.625502 = -2569761.379241 nChanged 320 SP:Iteration 12Q (52637.680000 sec): 3 clusters Score: Raw -2574738.875078 + Penalty 4741.625502 = -2569997.249577 nChanged 249 SP:Iteration 13Q (52637.920000 sec): 3 clusters Score: Raw -2574938.735634 + Penalty 4741.625502 = -2570197.110132 nChanged 258 SP:Iteration 14Q (52638.180000 sec): 3 clusters Score: Raw -2575116.281741 + Penalty 4741.625502 = -2570374.656240 nChanged 194 SP:Iteration 15Q (52638.430000 sec): 3 clusters Score: Raw -2575206.593001 + Penalty 4741.625502 = -2570464.967499 nChanged 151 SP:Iteration 16Q (52638.690000 sec): 3 clusters Score: Raw -2575272.372301 + Penalty 4741.625502 = -2570530.746799 nChanged 119 SP:Iteration 17Q (52638.980000 sec): 3 clusters Score: Raw -2575319.883202 + Penalty 4741.625502 = -2570578.257701 nChanged 97 SP:Iteration 18Q (52639.240000 sec): 3 clusters Score: Raw -2575349.959036 + Penalty 4741.625502 = -2570608.333535 nChanged 82 SP:Iteration 19Q (52639.480000 sec): 3 clusters Score: Raw -2575370.074371 + Penalty 4741.625502 = -2570628.448870 nChanged 55 SP:Iteration 20F (52639.780000 sec): 3 clusters Score: Raw -2575413.700423 + Penalty 4741.625502 = -2570672.074921 nChanged 72 SP:Iteration 21Q (52640.060000 sec): 3 clusters Score: Raw -2575447.483310 + Penalty 4741.625502 = -2570705.857808 nChanged 78 SP:Iteration 22Q (52640.300000 sec): 3 clusters Score: Raw -2575472.824576 + Penalty 4741.625502 = -2570731.199075 nChanged 70 SP:Iteration 23Q (52640.600000 sec): 3 clusters Score: Raw -2575491.569855 + Penalty 4741.625502 = -2570749.944354 nChanged 57 SP:Iteration 24Q (52640.810000 sec): 3 clusters Score: Raw -2575506.581226 + Penalty 4741.625502 = -2570764.955724 nChanged 52 SP:Iteration 25Q (52641.060000 sec): 3 clusters Score: Raw -2575518.345702 + Penalty 4741.625502 = -2570776.720200 nChanged 45 SP:Iteration 26Q (52641.310000 sec): 3 clusters Score: Raw -2575529.607228 + Penalty 4741.625502 = -2570787.981726 nChanged 47 SP:Iteration 27Q (52641.580000 sec): 3 clusters Score: Raw -2575543.795401 + Penalty 4741.625502 = -2570802.169899 nChanged 42 SP:Iteration 28Q (52641.820000 sec): 3 clusters Score: Raw -2575556.449084 + Penalty 4741.625502 = -2570814.823582 nChanged 48 SP:Iteration 29Q (52642.130000 sec): 3 clusters Score: Raw -2575568.506558 + Penalty 4741.625502 = -2570826.881057 nChanged 42 SP:Iteration 30Q (52642.340000 sec): 3 clusters Score: Raw -2575575.640625 + Penalty 4741.625502 = -2570834.015123 nChanged 31 SP:Iteration 31Q (52642.570000 sec): 3 clusters Score: Raw -2575581.861669 + Penalty 4741.625502 = -2570840.236168 nChanged 26 SP:Iteration 32Q (52642.850000 sec): 3 clusters Score: Raw -2575587.928969 + Penalty 4741.625502 = -2570846.303467 nChanged 35 SP:Iteration 33Q (52643.090000 sec): 3 clusters Score: Raw -2575595.528097 + Penalty 4741.625502 = -2570853.902595 nChanged 26 SP:Iteration 34Q (52643.290000 sec): 3 clusters Score: Raw -2575600.403769 + Penalty 4741.625502 = -2570858.778268 nChanged 24 SP:Iteration 35Q (52643.570000 sec): 3 clusters Score: Raw -2575604.480279 + Penalty 4741.625502 = -2570862.854778 nChanged 25 SP:Iteration 36Q (52643.770000 sec): 3 clusters Score: Raw -2575609.262607 + Penalty 4741.625502 = -2570867.637106 nChanged 23 SP:Iteration 37Q (52644.010000 sec): 3 clusters Score: Raw -2575614.348790 + Penalty 4741.625502 = -2570872.723288 nChanged 22 SP:Iteration 38Q (52644.230000 sec): 3 clusters Score: Raw -2575618.589518 + Penalty 4741.625502 = -2570876.964017 nChanged 13 SP:Iteration 39Q (52644.490000 sec): 3 clusters Score: Raw -2575620.671435 + Penalty 4741.625502 = -2570879.045933 nChanged 11 SP:Iteration 40F (52644.720000 sec): 3 clusters Score: Raw -2575622.549775 + Penalty 4741.625502 = -2570880.924274 nChanged 9 SP:Iteration 41Q (52644.950000 sec): 3 clusters Score: Raw -2575624.377828 + Penalty 4741.625502 = -2570882.752327 nChanged 7 SP:Iteration 42Q (52645.170000 sec): 3 clusters Score: Raw -2575625.516467 + Penalty 4741.625502 = -2570883.890965 nChanged 5 SP:Iteration 43Q (52645.410000 sec): 3 clusters Score: Raw -2575626.521952 + Penalty 4741.625502 = -2570884.896451 nChanged 7 SP:Iteration 44Q (52645.600000 sec): 3 clusters Score: Raw -2575627.342726 + Penalty 4741.625502 = -2570885.717225 nChanged 6 SP:Iteration 45Q (52645.820000 sec): 3 clusters Score: Raw -2575628.324895 + Penalty 4741.625502 = -2570886.699394 nChanged 3 SP:Iteration 46Q (52646.060000 sec): 3 clusters Score: Raw -2575628.843936 + Penalty 4741.625502 = -2570887.218434 nChanged 3 SP:Iteration 47Q (52646.280000 sec): 3 clusters Score: Raw -2575629.561812 + Penalty 4741.625502 = -2570887.936310 nChanged 2 SP:Iteration 48Q (52646.500000 sec): 3 clusters Score: Raw -2575629.862772 + Penalty 4741.625502 = -2570888.237270 nChanged 2 SP:Iteration 49Q (52646.750000 sec): 3 clusters Score: Raw -2575630.014755 + Penalty 4741.625502 = -2570888.389254 nChanged 0 SP:Iteration 50F (52646.990000 sec): 3 clusters Score: Raw -2575630.014755 + Penalty 4741.625502 = -2570888.389254 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52647.080000 sec): 2 clusters Score: Raw -162857.931659 + Penalty 1764.664367 = -161093.267292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52647.270000 sec): 3 clusters Score: Raw -162700.141359 + Penalty 3529.328735 = -159170.812625 nChanged 405 SP:Iteration 1F (52647.460000 sec): 3 clusters Score: Raw -163392.582553 + Penalty 3529.328735 = -159863.253819 nChanged 130 SP:Iteration 2F (52647.640000 sec): 3 clusters Score: Raw -163654.169094 + Penalty 3529.328735 = -160124.840360 nChanged 74 SP:Iteration 3F (52647.790000 sec): 3 clusters Score: Raw -163846.914771 + Penalty 3529.328735 = -160317.586037 nChanged 65 SP:Iteration 4F (52647.900000 sec): 3 clusters Score: Raw -164092.178641 + Penalty 3529.328735 = -160562.849907 nChanged 74 SP:Iteration 5F (52648.060000 sec): 3 clusters Score: Raw -164380.196232 + Penalty 3529.328735 = -160850.867497 nChanged 69 SP:Iteration 6F (52648.180000 sec): 3 clusters Score: Raw -164800.597215 + Penalty 3529.328735 = -161271.268480 nChanged 86 SP:Iteration 7F (52648.280000 sec): 3 clusters Score: Raw -165582.092004 + Penalty 3529.328735 = -162052.763270 nChanged 90 SP:Iteration 8F (52648.470000 sec): 3 clusters Score: Raw -166366.678732 + Penalty 3529.328735 = -162837.349997 nChanged 73 SP:Iteration 9F (52648.620000 sec): 3 clusters Score: Raw -166715.225166 + Penalty 3529.328735 = -163185.896432 nChanged 54 SP:Iteration 10Q (52648.850000 sec): 3 clusters Score: Raw -166946.860879 + Penalty 3529.328735 = -163417.532145 nChanged 39 SP:Iteration 11Q (52649.020000 sec): 3 clusters Score: Raw -167106.003973 + Penalty 3529.328735 = -163576.675239 nChanged 27 SP:Iteration 12Q (52649.170000 sec): 3 clusters Score: Raw -167169.431933 + Penalty 3529.328735 = -163640.103198 nChanged 11 SP:Iteration 13Q (52649.340000 sec): 3 clusters Score: Raw -167193.713543 + Penalty 3529.328735 = -163664.384808 nChanged 6 SP:Iteration 14Q (52649.520000 sec): 3 clusters Score: Raw -167236.078608 + Penalty 3529.328735 = -163706.749874 nChanged 4 SP:Iteration 15Q (52649.690000 sec): 3 clusters Score: Raw -167240.547818 + Penalty 3529.328735 = -163711.219083 nChanged 2 SP:Iteration 16Q (52649.870000 sec): 3 clusters Score: Raw -167241.830656 + Penalty 3529.328735 = -163712.501921 nChanged 0 SP:Iteration 17F (52650.010000 sec): 3 clusters Score: Raw -167241.830656 + Penalty 3529.328735 = -163712.501921 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (3593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52650.150000 sec): 2 clusters Score: Raw -594219.383629 + Penalty 2030.312211 = -592189.071418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52650.370000 sec): 3 clusters Score: Raw -592788.412714 + Penalty 4060.624422 = -588727.788292 nChanged 1336 SP:Iteration 1F (52650.540000 sec): 3 clusters Score: Raw -594659.618458 + Penalty 4060.624422 = -590598.994036 nChanged 537 SP:Iteration 2F (52650.730000 sec): 3 clusters Score: Raw -596577.331986 + Penalty 4060.624422 = -592516.707564 nChanged 340 SP:Iteration 3F (52650.970000 sec): 3 clusters Score: Raw -597784.096131 + Penalty 4060.624422 = -593723.471708 nChanged 297 SP:Iteration 4F (52651.130000 sec): 3 clusters Score: Raw -599005.476430 + Penalty 4060.624422 = -594944.852008 nChanged 178 SP:Iteration 5Q (52651.330000 sec): 3 clusters Score: Raw -599300.346701 + Penalty 4060.624422 = -595239.722278 nChanged 86 SP:Iteration 6Q (52651.520000 sec): 3 clusters Score: Raw -599389.004118 + Penalty 4060.624422 = -595328.379696 nChanged 57 SP:Iteration 7Q (52651.770000 sec): 3 clusters Score: Raw -599456.952507 + Penalty 4060.624422 = -595396.328084 nChanged 59 SP:Iteration 8Q (52651.930000 sec): 3 clusters Score: Raw -599556.510954 + Penalty 4060.624422 = -595495.886531 nChanged 62 SP:Iteration 9Q (52652.080000 sec): 3 clusters Score: Raw -599720.387140 + Penalty 4060.624422 = -595659.762718 nChanged 65 SP:Iteration 10Q (52652.330000 sec): 3 clusters Score: Raw -599879.775032 + Penalty 4060.624422 = -595819.150609 nChanged 41 SP:Iteration 11Q (52652.500000 sec): 3 clusters Score: Raw -599942.730581 + Penalty 4060.624422 = -595882.106159 nChanged 22 SP:Iteration 12Q (52652.740000 sec): 3 clusters Score: Raw -599964.649167 + Penalty 4060.624422 = -595904.024745 nChanged 15 SP:Iteration 13Q (52652.950000 sec): 3 clusters Score: Raw -599976.701492 + Penalty 4060.624422 = -595916.077070 nChanged 8 SP:Iteration 14Q (52653.110000 sec): 3 clusters Score: Raw -599982.384504 + Penalty 4060.624422 = -595921.760082 nChanged 5 SP:Iteration 15Q (52653.310000 sec): 3 clusters Score: Raw -599984.067272 + Penalty 4060.624422 = -595923.442849 nChanged 3 SP:Iteration 16Q (52653.510000 sec): 3 clusters Score: Raw -599985.929931 + Penalty 4060.624422 = -595925.305508 nChanged 3 SP:Iteration 17Q (52653.710000 sec): 3 clusters Score: Raw -599987.225523 + Penalty 4060.624422 = -595926.601101 nChanged 0 SP:Iteration 18F (52653.940000 sec): 3 clusters Score: Raw -599987.225523 + Penalty 4060.624422 = -595926.601101 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (109375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52654.510000 sec): 2 clusters Score: Raw -20126568.010251 + Penalty 2877.429331 = -20123690.580921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52655.260000 sec): 3 clusters Score: Raw -20056297.201873 + Penalty 5754.858661 = -20050542.343211 nChanged 51914 SP:Iteration 1F (52655.970000 sec): 3 clusters Score: Raw -20085954.755303 + Penalty 5754.858661 = -20080199.896642 nChanged 4016 SP:Iteration 2Q (52656.800000 sec): 3 clusters Score: Raw -20087085.157861 + Penalty 5754.858661 = -20081330.299200 nChanged 4314 SP:Iteration 3Q (52657.600000 sec): 3 clusters Score: Raw -20088510.852448 + Penalty 5754.858661 = -20082755.993786 nChanged 4831 SP:Iteration 4Q (52658.350000 sec): 3 clusters Score: Raw -20090577.775284 + Penalty 5754.858661 = -20084822.916622 nChanged 5949 SP:Iteration 5F (52659.110000 sec): 3 clusters Score: Raw -20093930.349156 + Penalty 5754.858661 = -20088175.490494 nChanged 7473 SP:Iteration 6F (52659.840000 sec): 3 clusters Score: Raw -20099238.924935 + Penalty 5754.858661 = -20093484.066274 nChanged 8633 SP:Iteration 7F (52660.580000 sec): 3 clusters Score: Raw -20106537.429073 + Penalty 5754.858661 = -20100782.570411 nChanged 8527 SP:Iteration 8F (52661.290000 sec): 3 clusters Score: Raw -20114344.924274 + Penalty 5754.858661 = -20108590.065612 nChanged 6522 SP:Iteration 9F (52661.960000 sec): 3 clusters Score: Raw -20120313.344497 + Penalty 5754.858661 = -20114558.485836 nChanged 3974 SP:Iteration 10Q (52662.580000 sec): 3 clusters Score: Raw -20123872.219452 + Penalty 5754.858661 = -20118117.360791 nChanged 1963 SP:Iteration 11Q (52663.230000 sec): 3 clusters Score: Raw -20125585.457283 + Penalty 5754.858661 = -20119830.598622 nChanged 881 SP:Iteration 12Q (52663.850000 sec): 3 clusters Score: Raw -20126320.413278 + Penalty 5754.858661 = -20120565.554617 nChanged 342 SP:Iteration 13Q (52664.450000 sec): 3 clusters Score: Raw -20126614.286358 + Penalty 5754.858661 = -20120859.427696 nChanged 159 SP:Iteration 14Q (52665.020000 sec): 3 clusters Score: Raw -20126765.574752 + Penalty 5754.858661 = -20121010.716090 nChanged 83 SP:Iteration 15Q (52665.610000 sec): 3 clusters Score: Raw -20126852.595366 + Penalty 5754.858661 = -20121097.736705 nChanged 60 SP:Iteration 16Q (52666.240000 sec): 3 clusters Score: Raw -20126923.948210 + Penalty 5754.858661 = -20121169.089549 nChanged 38 SP:Iteration 17Q (52666.980000 sec): 3 clusters Score: Raw -20126962.934346 + Penalty 5754.858661 = -20121208.075685 nChanged 20 SP:Iteration 18Q (52667.660000 sec): 3 clusters Score: Raw -20126985.974621 + Penalty 5754.858661 = -20121231.115960 nChanged 17 SP:Iteration 19Q (52668.280000 sec): 3 clusters Score: Raw -20127003.535198 + Penalty 5754.858661 = -20121248.676537 nChanged 15 SP:Iteration 20F (52669.010000 sec): 3 clusters Score: Raw -20127021.722512 + Penalty 5754.858661 = -20121266.863851 nChanged 13 SP:Iteration 21Q (52669.640000 sec): 3 clusters Score: Raw -20127037.805102 + Penalty 5754.858661 = -20121282.946441 nChanged 6 SP:Iteration 22Q (52670.230000 sec): 3 clusters Score: Raw -20127042.535549 + Penalty 5754.858661 = -20121287.676888 nChanged 3 SP:Iteration 23Q (52670.850000 sec): 3 clusters Score: Raw -20127047.291491 + Penalty 5754.858661 = -20121292.432830 nChanged 3 SP:Iteration 24Q (52671.530000 sec): 3 clusters Score: Raw -20127049.869709 + Penalty 5754.858661 = -20121295.011047 nChanged 5 SP:Iteration 25Q (52672.130000 sec): 3 clusters Score: Raw -20127054.723290 + Penalty 5754.858661 = -20121299.864629 nChanged 2 SP:Iteration 26Q (52672.720000 sec): 3 clusters Score: Raw -20127056.883279 + Penalty 5754.858661 = -20121302.024617 nChanged 3 SP:Iteration 27Q (52673.320000 sec): 3 clusters Score: Raw -20127059.077856 + Penalty 5754.858661 = -20121304.219194 nChanged 1 SP:Iteration 28Q (52673.920000 sec): 3 clusters Score: Raw -20127061.109982 + Penalty 5754.858661 = -20121306.251320 nChanged 1 SP:Iteration 29Q (52674.640000 sec): 3 clusters Score: Raw -20127061.418357 + Penalty 5754.858661 = -20121306.559696 nChanged 1 SP:Iteration 30Q (52675.250000 sec): 3 clusters Score: Raw -20127061.975574 + Penalty 5754.858661 = -20121307.116912 nChanged 0 SP:Iteration 31F (52675.980000 sec): 3 clusters Score: Raw -20127061.975574 + Penalty 5754.858661 = -20121307.116912 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (7713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52676.120000 sec): 2 clusters Score: Raw -1460914.194410 + Penalty 2219.764299 = -1458694.430111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52676.310000 sec): 3 clusters Score: Raw -1456836.707447 + Penalty 4439.528598 = -1452397.178849 nChanged 3205 SP:Iteration 1F (52676.510000 sec): 3 clusters Score: Raw -1458765.442414 + Penalty 4439.528598 = -1454325.913816 nChanged 565 SP:Iteration 2F (52676.710000 sec): 3 clusters Score: Raw -1459225.156173 + Penalty 4439.528598 = -1454785.627575 nChanged 504 SP:Iteration 3F (52676.900000 sec): 3 clusters Score: Raw -1459741.932755 + Penalty 4439.528598 = -1455302.404157 nChanged 483 SP:Iteration 4F (52677.120000 sec): 3 clusters Score: Raw -1460212.543651 + Penalty 4439.528598 = -1455773.015053 nChanged 499 SP:Iteration 5F (52677.330000 sec): 3 clusters Score: Raw -1460651.864871 + Penalty 4439.528598 = -1456212.336273 nChanged 455 SP:Iteration 6F (52677.550000 sec): 3 clusters Score: Raw -1461002.913881 + Penalty 4439.528598 = -1456563.385283 nChanged 365 SP:Iteration 7Q (52677.750000 sec): 3 clusters Score: Raw -1461268.367158 + Penalty 4439.528598 = -1456828.838560 nChanged 363 SP:Iteration 8Q (52677.940000 sec): 3 clusters Score: Raw -1461532.360143 + Penalty 4439.528598 = -1457092.831545 nChanged 313 SP:Iteration 9Q (52678.170000 sec): 3 clusters Score: Raw -1461733.662245 + Penalty 4439.528598 = -1457294.133647 nChanged 230 SP:Iteration 10Q (52678.380000 sec): 3 clusters Score: Raw -1461882.928682 + Penalty 4439.528598 = -1457443.400084 nChanged 192 SP:Iteration 11Q (52678.580000 sec): 3 clusters Score: Raw -1461986.975130 + Penalty 4439.528598 = -1457547.446532 nChanged 140 SP:Iteration 12Q (52678.790000 sec): 3 clusters Score: Raw -1462050.784161 + Penalty 4439.528598 = -1457611.255563 nChanged 108 SP:Iteration 13Q (52679.020000 sec): 3 clusters Score: Raw -1462092.696262 + Penalty 4439.528598 = -1457653.167664 nChanged 69 SP:Iteration 14Q (52679.260000 sec): 3 clusters Score: Raw -1462116.525559 + Penalty 4439.528598 = -1457676.996961 nChanged 36 SP:Iteration 15Q (52679.500000 sec): 3 clusters Score: Raw -1462127.750200 + Penalty 4439.528598 = -1457688.221602 nChanged 30 SP:Iteration 16Q (52679.730000 sec): 3 clusters Score: Raw -1462137.953181 + Penalty 4439.528598 = -1457698.424583 nChanged 20 SP:Iteration 17Q (52679.960000 sec): 3 clusters Score: Raw -1462143.701959 + Penalty 4439.528598 = -1457704.173361 nChanged 14 SP:Iteration 18Q (52680.220000 sec): 3 clusters Score: Raw -1462148.157477 + Penalty 4439.528598 = -1457708.628879 nChanged 15 SP:Iteration 19Q (52680.400000 sec): 3 clusters Score: Raw -1462152.231110 + Penalty 4439.528598 = -1457712.702512 nChanged 15 SP:Iteration 20F (52680.660000 sec): 3 clusters Score: Raw -1462154.777872 + Penalty 4439.528598 = -1457715.249274 nChanged 7 SP:Iteration 21Q (52680.910000 sec): 3 clusters Score: Raw -1462155.927881 + Penalty 4439.528598 = -1457716.399283 nChanged 7 SP:Iteration 22Q (52681.180000 sec): 3 clusters Score: Raw -1462157.208800 + Penalty 4439.528598 = -1457717.680203 nChanged 6 SP:Iteration 23Q (52681.360000 sec): 3 clusters Score: Raw -1462158.621377 + Penalty 4439.528598 = -1457719.092779 nChanged 10 SP:Iteration 24Q (52681.650000 sec): 3 clusters Score: Raw -1462161.094703 + Penalty 4439.528598 = -1457721.566105 nChanged 14 SP:Iteration 25Q (52681.830000 sec): 3 clusters Score: Raw -1462164.348820 + Penalty 4439.528598 = -1457724.820222 nChanged 11 SP:Iteration 26Q (52682.050000 sec): 3 clusters Score: Raw -1462167.267070 + Penalty 4439.528598 = -1457727.738472 nChanged 9 SP:Iteration 27Q (52682.300000 sec): 3 clusters Score: Raw -1462170.619432 + Penalty 4439.528598 = -1457731.090834 nChanged 11 SP:Iteration 28Q (52682.510000 sec): 3 clusters Score: Raw -1462172.980387 + Penalty 4439.528598 = -1457733.451789 nChanged 5 SP:Iteration 29Q (52682.780000 sec): 3 clusters Score: Raw -1462174.362109 + Penalty 4439.528598 = -1457734.833511 nChanged 9 SP:Iteration 30Q (52682.980000 sec): 3 clusters Score: Raw -1462176.295654 + Penalty 4439.528598 = -1457736.767056 nChanged 5 SP:Iteration 31Q (52683.250000 sec): 3 clusters Score: Raw -1462177.060542 + Penalty 4439.528598 = -1457737.531944 nChanged 0 SP:Iteration 32F (52683.440000 sec): 3 clusters Score: Raw -1462177.060542 + Penalty 4439.528598 = -1457737.531944 nChanged 0 Iteration 59Q (52786.490000 sec): 52 clusters Score: Raw -340370876.241662 + Penalty 182518.727621 = -340188357.514041 nChanged 15270 Iteration 60F (52976.160000 sec): 52 clusters Score: Raw -340379530.728109 + Penalty 182518.727621 = -340197012.000489 nChanged 15581 Iteration 61Q (53088.560000 sec): 52 clusters Score: Raw -340384342.636566 + Penalty 182518.727621 = -340201823.908946 nChanged 13953 Iteration 62Q (53197.920000 sec): 52 clusters Score: Raw -340386690.417798 + Penalty 182518.727621 = -340204171.690178 nChanged 12721 Iteration 63Q (53283.770000 sec): 52 clusters Score: Raw -340388365.347202 + Penalty 182518.727621 = -340205846.619581 nChanged 11659 Iteration 64Q (53383.190000 sec): 52 clusters Score: Raw -340389710.908064 + Penalty 182518.727621 = -340207192.180443 nChanged 10693 Iteration 65Q (53479.810000 sec): 52 clusters Score: Raw -340390898.465195 + Penalty 182518.727621 = -340208379.737574 nChanged 9809 Iteration 66Q (53579.180000 sec): 52 clusters Score: Raw -340391775.883237 + Penalty 182518.727621 = -340209257.155617 nChanged 9234 Iteration 67Q (53675.660000 sec): 52 clusters Score: Raw -340392561.847886 + Penalty 182518.727621 = -340210043.120266 nChanged 8505 Iteration 68Q (53768.430000 sec): 52 clusters Score: Raw -340393282.057905 + Penalty 182518.727621 = -340210763.330285 nChanged 7911 Iteration 69Q (53850.320000 sec): 52 clusters Score: Raw -340393883.722387 + Penalty 182518.727621 = -340211364.994766 nChanged 7284 Iteration 70Q (53937.970000 sec): 52 clusters Score: Raw -340394430.773851 + Penalty 182518.727621 = -340211912.046230 nChanged 6828 Iteration 71Q (54050.620000 sec): 52 clusters Score: Raw -340394897.032286 + Penalty 182518.727621 = -340212378.304665 nChanged 6427 Iteration 72Q (54169.210000 sec): 52 clusters Score: Raw -340395334.349444 + Penalty 182518.727621 = -340212815.621824 nChanged 6048 Iteration 73Q (54302.930000 sec): 52 clusters Score: Raw -340395756.838771 + Penalty 182518.727621 = -340213238.111151 nChanged 5791 Iteration 74Q (54402.780000 sec): 52 clusters Score: Raw -340396124.647261 + Penalty 182518.727621 = -340213605.919641 nChanged 5354 Iteration 75Q (54492.240000 sec): 52 clusters Score: Raw -340396443.641990 + Penalty 182518.727621 = -340213924.914369 nChanged 5018 Iteration 76Q (54587.310000 sec): 52 clusters Score: Raw -340396726.473550 + Penalty 182518.727621 = -340214207.745930 nChanged 4638 Iteration 77Q (54683.750000 sec): 52 clusters Score: Raw -340396978.263314 + Penalty 182518.727621 = -340214459.535694 nChanged 4287 Iteration 78Q (54784.310000 sec): 52 clusters Score: Raw -340397211.351862 + Penalty 182518.727621 = -340214692.624241 nChanged 3972 Iteration 79Q (54889.470000 sec): 52 clusters Score: Raw -340397408.982023 + Penalty 182518.727621 = -340214890.254403 nChanged 3679 Iteration 80F (55081.650000 sec): 52 clusters Score: Raw -340398172.096890 + Penalty 182518.727621 = -340215653.369270 nChanged 3477 Iteration 81Q (55189.840000 sec): 52 clusters Score: Raw -340399029.677749 + Penalty 182518.727621 = -340216510.950128 nChanged 3317 Iteration 82Q (55289.190000 sec): 52 clusters Score: Raw -340399390.318102 + Penalty 182518.727621 = -340216871.590481 nChanged 3057 Iteration 83Q (55405.210000 sec): 52 clusters Score: Raw -340399678.885285 + Penalty 182518.727621 = -340217160.157665 nChanged 2809 Iteration 84Q (55521.480000 sec): 52 clusters Score: Raw -340399900.144548 + Penalty 182518.727621 = -340217381.416927 nChanged 2570 Iteration 85Q (55626.570000 sec): 52 clusters Score: Raw -340400081.982646 + Penalty 182518.727621 = -340217563.255026 nChanged 2397 Iteration 86Q (55726.020000 sec): 52 clusters Score: Raw -340400219.671103 + Penalty 182518.727621 = -340217700.943483 nChanged 2254 Iteration 87Q (55822.830000 sec): 52 clusters Score: Raw -340400339.154576 + Penalty 182518.727621 = -340217820.426956 nChanged 2071 Iteration 88Q (55933.070000 sec): 52 clusters Score: Raw -340400431.083812 + Penalty 182518.727621 = -340217912.356192 nChanged 1978 Iteration 89Q (56033.010000 sec): 52 clusters Score: Raw -340400513.356686 + Penalty 182518.727621 = -340217994.629065 nChanged 1814 Iteration 90Q (56119.220000 sec): 52 clusters Score: Raw -340400573.613795 + Penalty 182518.727621 = -340218054.886175 nChanged 1732 Iteration 91Q (56207.390000 sec): 52 clusters Score: Raw -340400634.794646 + Penalty 182518.727621 = -340218116.067026 nChanged 1641 Iteration 92Q (56293.850000 sec): 52 clusters Score: Raw -340400697.839174 + Penalty 182518.727621 = -340218179.111553 nChanged 1577 Iteration 93Q (56383.610000 sec): 52 clusters Score: Raw -340400770.999563 + Penalty 182518.727621 = -340218252.271943 nChanged 1542 Iteration 94Q (56475.600000 sec): 52 clusters Score: Raw -340400840.637567 + Penalty 182518.727621 = -340218321.909946 nChanged 1503 Iteration 95Q (56576.620000 sec): 52 clusters Score: Raw -340400899.255012 + Penalty 182518.727621 = -340218380.527391 nChanged 1336 Iteration 96Q (56682.660000 sec): 52 clusters Score: Raw -340400949.963254 + Penalty 182518.727621 = -340218431.235633 nChanged 1254 Iteration 97Q (56784.370000 sec): 52 clusters Score: Raw -340401003.182803 + Penalty 182518.727621 = -340218484.455182 nChanged 1168 Iteration 98Q (56890.550000 sec): 52 clusters Score: Raw -340401097.306485 + Penalty 182518.727621 = -340218578.578864 nChanged 1158 Writing temp clu file Because OldScore, -340218484.455182, is greater than current (better) Score,-340218578.578864 Compute initial score before splitting: Score: Raw -340401097.306485 + Penalty 182518.727621 = -340218578.578864 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (470452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56893.240000 sec): 2 clusters Score: Raw -91296917.531681 + Penalty 3239.239405 = -91293678.292276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56896.420000 sec): 3 clusters Score: Raw -90983098.070867 + Penalty 6478.478810 = -90976619.592057 nChanged 228969 SP:Iteration 1F (56899.530000 sec): 3 clusters Score: Raw -91119283.724486 + Penalty 6478.478810 = -91112805.245676 nChanged 11383 SP:Iteration 2Q (56902.440000 sec): 3 clusters Score: Raw -91121538.739745 + Penalty 6478.478810 = -91115060.260935 nChanged 13106 SP:Iteration 3Q (56905.490000 sec): 3 clusters Score: Raw -91124658.381326 + Penalty 6478.478810 = -91118179.902517 nChanged 15345 SP:Iteration 4Q (56908.630000 sec): 3 clusters Score: Raw -91129037.882403 + Penalty 6478.478810 = -91122559.403593 nChanged 17993 SP:Iteration 5Q (56911.600000 sec): 3 clusters Score: Raw -91135115.082561 + Penalty 6478.478810 = -91128636.603751 nChanged 20704 SP:Iteration 6Q (56914.710000 sec): 3 clusters Score: Raw -91142889.827705 + Penalty 6478.478810 = -91136411.348895 nChanged 22474 SP:Iteration 7Q (56917.690000 sec): 3 clusters Score: Raw -91152162.897440 + Penalty 6478.478810 = -91145684.418630 nChanged 23459 SP:Iteration 8Q (56920.710000 sec): 3 clusters Score: Raw -91162537.042403 + Penalty 6478.478810 = -91156058.563593 nChanged 23517 SP:Iteration 9Q (56923.510000 sec): 3 clusters Score: Raw -91173207.748871 + Penalty 6478.478810 = -91166729.270061 nChanged 22809 SP:Iteration 10Q (56926.320000 sec): 3 clusters Score: Raw -91183723.850556 + Penalty 6478.478810 = -91177245.371746 nChanged 22097 SP:Iteration 11Q (56929.140000 sec): 3 clusters Score: Raw -91194629.715259 + Penalty 6478.478810 = -91188151.236449 nChanged 21556 SP:Iteration 12Q (56932.110000 sec): 3 clusters Score: Raw -91206335.918631 + Penalty 6478.478810 = -91199857.439821 nChanged 20728 SP:Iteration 13Q (56934.850000 sec): 3 clusters Score: Raw -91218434.132833 + Penalty 6478.478810 = -91211955.654023 nChanged 19144 SP:Iteration 14Q (56937.850000 sec): 3 clusters Score: Raw -91229570.757535 + Penalty 6478.478810 = -91223092.278725 nChanged 16489 SP:Iteration 15Q (56940.790000 sec): 3 clusters Score: Raw -91238209.000923 + Penalty 6478.478810 = -91231730.522113 nChanged 12946 SP:Iteration 16Q (56943.650000 sec): 3 clusters Score: Raw -91244291.539826 + Penalty 6478.478810 = -91237813.061016 nChanged 10307 SP:Iteration 17Q (56946.190000 sec): 3 clusters Score: Raw -91248841.177085 + Penalty 6478.478810 = -91242362.698275 nChanged 8805 SP:Iteration 18Q (56948.980000 sec): 3 clusters Score: Raw -91252792.237516 + Penalty 6478.478810 = -91246313.758706 nChanged 8267 SP:Iteration 19Q (56951.510000 sec): 3 clusters Score: Raw -91256517.368427 + Penalty 6478.478810 = -91250038.889617 nChanged 7969 SP:Iteration 20F (56954.340000 sec): 3 clusters Score: Raw -91260154.960522 + Penalty 6478.478810 = -91253676.481712 nChanged 7675 SP:Iteration 21Q (56956.850000 sec): 3 clusters Score: Raw -91263686.365320 + Penalty 6478.478810 = -91257207.886510 nChanged 7327 SP:Iteration 22Q (56959.480000 sec): 3 clusters Score: Raw -91267000.333332 + Penalty 6478.478810 = -91260521.854523 nChanged 6933 SP:Iteration 23Q (56962.120000 sec): 3 clusters Score: Raw -91270045.688967 + Penalty 6478.478810 = -91263567.210157 nChanged 6485 SP:Iteration 24Q (56964.670000 sec): 3 clusters Score: Raw -91272838.303054 + Penalty 6478.478810 = -91266359.824244 nChanged 6124 SP:Iteration 25Q (56966.920000 sec): 3 clusters Score: Raw -91275453.566237 + Penalty 6478.478810 = -91268975.087427 nChanged 5849 SP:Iteration 26Q (56969.620000 sec): 3 clusters Score: Raw -91277939.924043 + Penalty 6478.478810 = -91271461.445233 nChanged 5524 SP:Iteration 27Q (56972.120000 sec): 3 clusters Score: Raw -91280253.824062 + Penalty 6478.478810 = -91273775.345252 nChanged 5122 SP:Iteration 28Q (56974.450000 sec): 3 clusters Score: Raw -91282382.567195 + Penalty 6478.478810 = -91275904.088385 nChanged 4689 SP:Iteration 29Q (56976.820000 sec): 3 clusters Score: Raw -91284262.956979 + Penalty 6478.478810 = -91277784.478169 nChanged 4251 SP:Iteration 30Q (56979.460000 sec): 3 clusters Score: Raw -91285955.488586 + Penalty 6478.478810 = -91279477.009776 nChanged 3973 SP:Iteration 31Q (56981.940000 sec): 3 clusters Score: Raw -91287555.947316 + Penalty 6478.478810 = -91281077.468506 nChanged 3627 SP:Iteration 32Q (56984.180000 sec): 3 clusters Score: Raw -91289013.541059 + Penalty 6478.478810 = -91282535.062249 nChanged 3265 SP:Iteration 33Q (56986.640000 sec): 3 clusters Score: Raw -91290314.343216 + Penalty 6478.478810 = -91283835.864406 nChanged 2913 SP:Iteration 34Q (56988.880000 sec): 3 clusters Score: Raw -91291464.449906 + Penalty 6478.478810 = -91284985.971096 nChanged 2558 SP:Iteration 35Q (56991.200000 sec): 3 clusters Score: Raw -91292446.304484 + Penalty 6478.478810 = -91285967.825674 nChanged 2253 SP:Iteration 36Q (56993.530000 sec): 3 clusters Score: Raw -91293288.390101 + Penalty 6478.478810 = -91286809.911291 nChanged 1936 SP:Iteration 37Q (56996.030000 sec): 3 clusters Score: Raw -91293991.930840 + Penalty 6478.478810 = -91287513.452030 nChanged 1692 SP:Iteration 38Q (56998.530000 sec): 3 clusters Score: Raw -91294584.152180 + Penalty 6478.478810 = -91288105.673370 nChanged 1410 SP:Iteration 39Q (57000.750000 sec): 3 clusters Score: Raw -91295071.426408 + Penalty 6478.478810 = -91288592.947598 nChanged 1265 SP:Iteration 40F (57003.480000 sec): 3 clusters Score: Raw -91295494.042869 + Penalty 6478.478810 = -91289015.564059 nChanged 1028 SP:Iteration 41Q (57005.890000 sec): 3 clusters Score: Raw -91295806.301155 + Penalty 6478.478810 = -91289327.822345 nChanged 822 SP:Iteration 42Q (57008.110000 sec): 3 clusters Score: Raw -91296049.647550 + Penalty 6478.478810 = -91289571.168740 nChanged 736 SP:Iteration 43Q (57010.030000 sec): 3 clusters Score: Raw -91296264.981010 + Penalty 6478.478810 = -91289786.502200 nChanged 622 SP:Iteration 44Q (57012.780000 sec): 3 clusters Score: Raw -91296460.193736 + Penalty 6478.478810 = -91289981.714926 nChanged 580 SP:Iteration 45Q (57015.130000 sec): 3 clusters Score: Raw -91296646.349184 + Penalty 6478.478810 = -91290167.870374 nChanged 516 SP:Iteration 46Q (57017.170000 sec): 3 clusters Score: Raw -91296804.296907 + Penalty 6478.478810 = -91290325.818097 nChanged 449 SP:Iteration 47Q (57019.310000 sec): 3 clusters Score: Raw -91296929.113335 + Penalty 6478.478810 = -91290450.634525 nChanged 354 SP:Iteration 48Q (57021.380000 sec): 3 clusters Score: Raw -91297029.150616 + Penalty 6478.478810 = -91290550.671806 nChanged 317 SP:Iteration 49Q (57023.610000 sec): 3 clusters Score: Raw -91297116.712836 + Penalty 6478.478810 = -91290638.234026 nChanged 285 SP:Iteration 50Q (57025.930000 sec): 3 clusters Score: Raw -91297189.760336 + Penalty 6478.478810 = -91290711.281527 nChanged 231 SP:Iteration 51Q (57028.240000 sec): 3 clusters Score: Raw -91297251.568298 + Penalty 6478.478810 = -91290773.089488 nChanged 201 SP:Iteration 52Q (57030.310000 sec): 3 clusters Score: Raw -91297302.156764 + Penalty 6478.478810 = -91290823.677954 nChanged 204 SP:Iteration 53Q (57032.580000 sec): 3 clusters Score: Raw -91297355.222212 + Penalty 6478.478810 = -91290876.743402 nChanged 169 SP:Iteration 54Q (57034.860000 sec): 3 clusters Score: Raw -91297397.626893 + Penalty 6478.478810 = -91290919.148083 nChanged 157 SP:Iteration 55Q (57036.930000 sec): 3 clusters Score: Raw -91297436.835314 + Penalty 6478.478810 = -91290958.356504 nChanged 134 SP:Iteration 56Q (57039.220000 sec): 3 clusters Score: Raw -91297469.695293 + Penalty 6478.478810 = -91290991.216483 nChanged 119 SP:Iteration 57Q (57041.580000 sec): 3 clusters Score: Raw -91297499.384766 + Penalty 6478.478810 = -91291020.905956 nChanged 106 SP:Iteration 58Q (57043.570000 sec): 3 clusters Score: Raw -91297524.865525 + Penalty 6478.478810 = -91291046.386715 nChanged 102 SP:Iteration 59Q (57045.850000 sec): 3 clusters Score: Raw -91297547.441891 + Penalty 6478.478810 = -91291068.963081 nChanged 77 SP:Iteration 60F (57048.670000 sec): 3 clusters Score: Raw -91297565.845842 + Penalty 6478.478810 = -91291087.367032 nChanged 79 SP:Iteration 61Q (57050.850000 sec): 3 clusters Score: Raw -91297582.701862 + Penalty 6478.478810 = -91291104.223052 nChanged 57 SP:Iteration 62Q (57053.210000 sec): 3 clusters Score: Raw -91297596.577877 + Penalty 6478.478810 = -91291118.099067 nChanged 63 SP:Iteration 63Q (57055.580000 sec): 3 clusters Score: Raw -91297610.823573 + Penalty 6478.478810 = -91291132.344763 nChanged 57 SP:Iteration 64Q (57057.950000 sec): 3 clusters Score: Raw -91297623.234267 + Penalty 6478.478810 = -91291144.755458 nChanged 54 SP:Iteration 65Q (57060.430000 sec): 3 clusters Score: Raw -91297634.913174 + Penalty 6478.478810 = -91291156.434364 nChanged 50 SP:Iteration 66Q (57062.720000 sec): 3 clusters Score: Raw -91297645.042368 + Penalty 6478.478810 = -91291166.563558 nChanged 41 SP:Iteration 67Q (57064.860000 sec): 3 clusters Score: Raw -91297654.153142 + Penalty 6478.478810 = -91291175.674332 nChanged 28 SP:Iteration 68Q (57067.080000 sec): 3 clusters Score: Raw -91297660.019689 + Penalty 6478.478810 = -91291181.540879 nChanged 33 SP:Iteration 69Q (57069.550000 sec): 3 clusters Score: Raw -91297665.492744 + Penalty 6478.478810 = -91291187.013934 nChanged 27 SP:Iteration 70Q (57071.850000 sec): 3 clusters Score: Raw -91297670.651283 + Penalty 6478.478810 = -91291192.172473 nChanged 20 SP:Iteration 71Q (57073.840000 sec): 3 clusters Score: Raw -91297674.672348 + Penalty 6478.478810 = -91291196.193538 nChanged 16 SP:Iteration 72Q (57075.820000 sec): 3 clusters Score: Raw -91297677.796736 + Penalty 6478.478810 = -91291199.317926 nChanged 15 SP:Iteration 73Q (57077.900000 sec): 3 clusters Score: Raw -91297680.388628 + Penalty 6478.478810 = -91291201.909818 nChanged 14 SP:Iteration 74Q (57080.040000 sec): 3 clusters Score: Raw -91297683.219732 + Penalty 6478.478810 = -91291204.740923 nChanged 13 SP:Iteration 75Q (57082.330000 sec): 3 clusters Score: Raw -91297685.959790 + Penalty 6478.478810 = -91291207.480980 nChanged 17 SP:Iteration 76Q (57084.680000 sec): 3 clusters Score: Raw -91297689.288913 + Penalty 6478.478810 = -91291210.810103 nChanged 17 SP:Iteration 77Q (57086.950000 sec): 3 clusters Score: Raw -91297692.634344 + Penalty 6478.478810 = -91291214.155534 nChanged 17 SP:Iteration 78Q (57089.020000 sec): 3 clusters Score: Raw -91297696.252542 + Penalty 6478.478810 = -91291217.773732 nChanged 14 SP:Iteration 79Q (57091.000000 sec): 3 clusters Score: Raw -91297698.816539 + Penalty 6478.478810 = -91291220.337729 nChanged 16 SP:Iteration 80F (57093.470000 sec): 3 clusters Score: Raw -91297701.702177 + Penalty 6478.478810 = -91291223.223367 nChanged 19 SP:Iteration 81Q (57095.510000 sec): 3 clusters Score: Raw -91297705.296407 + Penalty 6478.478810 = -91291226.817597 nChanged 15 SP:Iteration 82Q (57097.720000 sec): 3 clusters Score: Raw -91297708.279982 + Penalty 6478.478810 = -91291229.801172 nChanged 17 SP:Iteration 83Q (57100.080000 sec): 3 clusters Score: Raw -91297711.797513 + Penalty 6478.478810 = -91291233.318703 nChanged 11 SP:Iteration 84Q (57102.220000 sec): 3 clusters Score: Raw -91297713.995081 + Penalty 6478.478810 = -91291235.516271 nChanged 9 SP:Iteration 85Q (57104.520000 sec): 3 clusters Score: Raw -91297715.331798 + Penalty 6478.478810 = -91291236.852988 nChanged 4 SP:Iteration 86Q (57106.700000 sec): 3 clusters Score: Raw -91297716.057311 + Penalty 6478.478810 = -91291237.578501 nChanged 6 SP:Iteration 87Q (57108.730000 sec): 3 clusters Score: Raw -91297717.037587 + Penalty 6478.478810 = -91291238.558777 nChanged 5 SP:Iteration 88Q (57110.960000 sec): 3 clusters Score: Raw -91297718.029905 + Penalty 6478.478810 = -91291239.551095 nChanged 7 SP:Iteration 89Q (57113.240000 sec): 3 clusters Score: Raw -91297719.204209 + Penalty 6478.478810 = -91291240.725399 nChanged 5 SP:Iteration 90Q (57115.420000 sec): 3 clusters Score: Raw -91297719.945863 + Penalty 6478.478810 = -91291241.467053 nChanged 5 SP:Iteration 91Q (57117.360000 sec): 3 clusters Score: Raw -91297720.633928 + Penalty 6478.478810 = -91291242.155118 nChanged 1 SP:Iteration 92Q (57119.390000 sec): 3 clusters Score: Raw -91297720.894880 + Penalty 6478.478810 = -91291242.416070 nChanged 1 SP:Iteration 93Q (57121.350000 sec): 3 clusters Score: Raw -91297721.026079 + Penalty 6478.478810 = -91291242.547269 nChanged 0 SP:Iteration 94F (57123.750000 sec): 3 clusters Score: Raw -91297721.026079 + Penalty 6478.478810 = -91291242.547269 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57124.120000 sec): 2 clusters Score: Raw -88258.297318 + Penalty 1543.198914 = -86715.098404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57124.280000 sec): 3 clusters Score: Raw -88347.236497 + Penalty 3086.397829 = -85260.838668 nChanged 103 SP:Iteration 1F (57124.440000 sec): 3 clusters Score: Raw -88568.757974 + Penalty 3086.397829 = -85482.360145 nChanged 33 SP:Iteration 2F (57124.650000 sec): 3 clusters Score: Raw -88653.997646 + Penalty 3086.397829 = -85567.599817 nChanged 20 SP:Iteration 3Q (57124.820000 sec): 3 clusters Score: Raw -88721.241244 + Penalty 3086.397829 = -85634.843415 nChanged 14 SP:Iteration 4Q (57125.000000 sec): 3 clusters Score: Raw -88769.699411 + Penalty 3086.397829 = -85683.301582 nChanged 13 SP:Iteration 5Q (57125.150000 sec): 3 clusters Score: Raw -88799.112834 + Penalty 3086.397829 = -85712.715005 nChanged 10 SP:Iteration 6Q (57125.290000 sec): 3 clusters Score: Raw -88817.084875 + Penalty 3086.397829 = -85730.687046 nChanged 8 SP:Iteration 7Q (57125.500000 sec): 3 clusters Score: Raw -88838.210954 + Penalty 3086.397829 = -85751.813125 nChanged 8 SP:Iteration 8Q (57125.680000 sec): 3 clusters Score: Raw -88859.317875 + Penalty 3086.397829 = -85772.920046 nChanged 4 SP:Iteration 9Q (57125.860000 sec): 3 clusters Score: Raw -88867.430588 + Penalty 3086.397829 = -85781.032759 nChanged 2 SP:Iteration 10Q (57126.040000 sec): 3 clusters Score: Raw -88871.181437 + Penalty 3086.397829 = -85784.783608 nChanged 3 SP:Iteration 11Q (57126.170000 sec): 3 clusters Score: Raw -88876.812882 + Penalty 3086.397829 = -85790.415053 nChanged 2 SP:Iteration 12Q (57126.340000 sec): 3 clusters Score: Raw -88879.023851 + Penalty 3086.397829 = -85792.626022 nChanged 1 SP:Iteration 13Q (57126.530000 sec): 3 clusters Score: Raw -88880.213820 + Penalty 3086.397829 = -85793.815991 nChanged 2 SP:Iteration 14Q (57126.730000 sec): 3 clusters Score: Raw -88881.349368 + Penalty 3086.397829 = -85794.951539 nChanged 0 SP:Iteration 15F (57126.910000 sec): 3 clusters Score: Raw -88881.349368 + Penalty 3086.397829 = -85794.951539 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57127.000000 sec): 2 clusters Score: Raw -47676.593066 + Penalty 1503.241316 = -46173.351750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57127.170000 sec): 3 clusters Score: Raw -47836.290574 + Penalty 3006.482632 = -44829.807943 nChanged 104 SP:Iteration 1F (57127.300000 sec): 3 clusters Score: Raw -48116.112878 + Penalty 3006.482632 = -45109.630246 nChanged 29 SP:Iteration 2F (57127.480000 sec): 3 clusters Score: Raw -48261.031969 + Penalty 3006.482632 = -45254.549337 nChanged 15 SP:Iteration 3Q (57127.650000 sec): 3 clusters Score: Raw -48338.168770 + Penalty 3006.482632 = -45331.686138 nChanged 8 SP:Iteration 4Q (57127.830000 sec): 3 clusters Score: Raw -48385.821551 + Penalty 3006.482632 = -45379.338920 nChanged 6 SP:Iteration 5Q (57127.970000 sec): 3 clusters Score: Raw -48408.193607 + Penalty 3006.482632 = -45401.710975 nChanged 4 SP:Iteration 6Q (57128.150000 sec): 3 clusters Score: Raw -48415.063078 + Penalty 3006.482632 = -45408.580446 nChanged 3 SP:Iteration 7Q (57128.310000 sec): 3 clusters Score: Raw -48465.866384 + Penalty 3006.482632 = -45459.383752 nChanged 8 SP:Iteration 8Q (57128.480000 sec): 3 clusters Score: Raw -48526.594887 + Penalty 3006.482632 = -45520.112255 nChanged 5 SP:Iteration 9Q (57128.670000 sec): 3 clusters Score: Raw -48547.476656 + Penalty 3006.482632 = -45540.994024 nChanged 6 SP:Iteration 10Q (57128.860000 sec): 3 clusters Score: Raw -48586.081784 + Penalty 3006.482632 = -45579.599152 nChanged 7 SP:Iteration 11Q (57129.070000 sec): 3 clusters Score: Raw -48615.551184 + Penalty 3006.482632 = -45609.068552 nChanged 5 SP:Iteration 12Q (57129.250000 sec): 3 clusters Score: Raw -48637.466339 + Penalty 3006.482632 = -45630.983707 nChanged 1 SP:Iteration 13Q (57129.400000 sec): 3 clusters Score: Raw -48637.828339 + Penalty 3006.482632 = -45631.345707 nChanged 0 SP:Iteration 14F (57129.580000 sec): 3 clusters Score: Raw -48637.828339 + Penalty 3006.482632 = -45631.345707 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (700608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57132.720000 sec): 2 clusters Score: Raw -130171732.355881 + Penalty 3338.006544 = -130168394.349336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57136.390000 sec): 3 clusters Score: Raw -129700175.784957 + Penalty 6676.013089 = -129693499.771868 nChanged 343174 SP:Iteration 1F (57140.050000 sec): 3 clusters Score: Raw -129906292.462537 + Penalty 6676.013089 = -129899616.449448 nChanged 14852 SP:Iteration 2Q (57143.840000 sec): 3 clusters Score: Raw -129908924.418228 + Penalty 6676.013089 = -129902248.405139 nChanged 17083 SP:Iteration 3Q (57147.570000 sec): 3 clusters Score: Raw -129912697.644387 + Penalty 6676.013089 = -129906021.631298 nChanged 20336 SP:Iteration 4Q (57151.390000 sec): 3 clusters Score: Raw -129918590.861413 + Penalty 6676.013089 = -129911914.848324 nChanged 25275 SP:Iteration 5Q (57155.270000 sec): 3 clusters Score: Raw -129928351.783765 + Penalty 6676.013089 = -129921675.770676 nChanged 32110 SP:Iteration 6Q (57159.510000 sec): 3 clusters Score: Raw -129944892.565848 + Penalty 6676.013089 = -129938216.552759 nChanged 40981 SP:Iteration 7F (57163.250000 sec): 3 clusters Score: Raw -129972045.646769 + Penalty 6676.013089 = -129965369.633680 nChanged 50693 SP:Iteration 8F (57166.940000 sec): 3 clusters Score: Raw -130012228.588912 + Penalty 6676.013089 = -130005552.575823 nChanged 56013 SP:Iteration 9F (57170.630000 sec): 3 clusters Score: Raw -130061617.838091 + Penalty 6676.013089 = -130054941.825002 nChanged 51185 SP:Iteration 10F (57174.200000 sec): 3 clusters Score: Raw -130108361.575514 + Penalty 6676.013089 = -130101685.562425 nChanged 36777 SP:Iteration 11F (57177.710000 sec): 3 clusters Score: Raw -130141169.493979 + Penalty 6676.013089 = -130134493.480890 nChanged 21224 SP:Iteration 12Q (57181.130000 sec): 3 clusters Score: Raw -130158798.567633 + Penalty 6676.013089 = -130152122.554544 nChanged 10418 SP:Iteration 13Q (57184.270000 sec): 3 clusters Score: Raw -130166562.491010 + Penalty 6676.013089 = -130159886.477921 nChanged 4650 SP:Iteration 14Q (57187.350000 sec): 3 clusters Score: Raw -130169627.588454 + Penalty 6676.013089 = -130162951.575365 nChanged 2267 SP:Iteration 15Q (57190.570000 sec): 3 clusters Score: Raw -130171001.386613 + Penalty 6676.013089 = -130164325.373524 nChanged 1151 SP:Iteration 16Q (57193.440000 sec): 3 clusters Score: Raw -130171616.712635 + Penalty 6676.013089 = -130164940.699546 nChanged 638 SP:Iteration 17Q (57196.570000 sec): 3 clusters Score: Raw -130171923.703565 + Penalty 6676.013089 = -130165247.690476 nChanged 360 SP:Iteration 18Q (57199.590000 sec): 3 clusters Score: Raw -130172092.816443 + Penalty 6676.013089 = -130165416.803354 nChanged 262 SP:Iteration 19Q (57203.210000 sec): 3 clusters Score: Raw -130172210.018889 + Penalty 6676.013089 = -130165534.005800 nChanged 219 SP:Iteration 20F (57206.810000 sec): 3 clusters Score: Raw -130172303.682826 + Penalty 6676.013089 = -130165627.669737 nChanged 180 SP:Iteration 21Q (57209.980000 sec): 3 clusters Score: Raw -130172381.524639 + Penalty 6676.013089 = -130165705.511550 nChanged 137 SP:Iteration 22Q (57212.890000 sec): 3 clusters Score: Raw -130172434.902144 + Penalty 6676.013089 = -130165758.889055 nChanged 109 SP:Iteration 23Q (57216.370000 sec): 3 clusters Score: Raw -130172479.811698 + Penalty 6676.013089 = -130165803.798609 nChanged 90 SP:Iteration 24Q (57219.530000 sec): 3 clusters Score: Raw -130172512.905965 + Penalty 6676.013089 = -130165836.892876 nChanged 61 SP:Iteration 25Q (57222.610000 sec): 3 clusters Score: Raw -130172534.873796 + Penalty 6676.013089 = -130165858.860707 nChanged 54 SP:Iteration 26Q (57225.660000 sec): 3 clusters Score: Raw -130172551.970031 + Penalty 6676.013089 = -130165875.956942 nChanged 44 SP:Iteration 27Q (57228.680000 sec): 3 clusters Score: Raw -130172566.832156 + Penalty 6676.013089 = -130165890.819067 nChanged 35 SP:Iteration 28Q (57231.760000 sec): 3 clusters Score: Raw -130172577.206115 + Penalty 6676.013089 = -130165901.193026 nChanged 30 SP:Iteration 29Q (57234.670000 sec): 3 clusters Score: Raw -130172586.391995 + Penalty 6676.013089 = -130165910.378906 nChanged 31 SP:Iteration 30Q (57237.610000 sec): 3 clusters Score: Raw -130172596.566174 + Penalty 6676.013089 = -130165920.553085 nChanged 30 SP:Iteration 31Q (57240.570000 sec): 3 clusters Score: Raw -130172605.266744 + Penalty 6676.013089 = -130165929.253655 nChanged 24 SP:Iteration 32Q (57243.470000 sec): 3 clusters Score: Raw -130172611.349498 + Penalty 6676.013089 = -130165935.336409 nChanged 18 SP:Iteration 33Q (57246.260000 sec): 3 clusters Score: Raw -130172616.537345 + Penalty 6676.013089 = -130165940.524256 nChanged 13 SP:Iteration 34Q (57249.350000 sec): 3 clusters Score: Raw -130172619.451179 + Penalty 6676.013089 = -130165943.438090 nChanged 11 SP:Iteration 35Q (57252.180000 sec): 3 clusters Score: Raw -130172621.565065 + Penalty 6676.013089 = -130165945.551976 nChanged 4 SP:Iteration 36Q (57255.070000 sec): 3 clusters Score: Raw -130172622.836278 + Penalty 6676.013089 = -130165946.823189 nChanged 11 SP:Iteration 37Q (57258.250000 sec): 3 clusters Score: Raw -130172626.166234 + Penalty 6676.013089 = -130165950.153145 nChanged 12 SP:Iteration 38Q (57261.390000 sec): 3 clusters Score: Raw -130172629.393871 + Penalty 6676.013089 = -130165953.380782 nChanged 8 SP:Iteration 39Q (57264.790000 sec): 3 clusters Score: Raw -130172631.199681 + Penalty 6676.013089 = -130165955.186592 nChanged 5 SP:Iteration 40F (57268.500000 sec): 3 clusters Score: Raw -130172632.686161 + Penalty 6676.013089 = -130165956.673072 nChanged 8 SP:Iteration 41Q (57271.780000 sec): 3 clusters Score: Raw -130172634.989642 + Penalty 6676.013089 = -130165958.976553 nChanged 14 SP:Iteration 42Q (57274.730000 sec): 3 clusters Score: Raw -130172638.522798 + Penalty 6676.013089 = -130165962.509709 nChanged 11 SP:Iteration 43Q (57277.920000 sec): 3 clusters Score: Raw -130172640.815069 + Penalty 6676.013089 = -130165964.801980 nChanged 5 SP:Iteration 44Q (57280.770000 sec): 3 clusters Score: Raw -130172641.785805 + Penalty 6676.013089 = -130165965.772716 nChanged 6 SP:Iteration 45Q (57283.800000 sec): 3 clusters Score: Raw -130172643.487593 + Penalty 6676.013089 = -130165967.474504 nChanged 4 SP:Iteration 46Q (57286.910000 sec): 3 clusters Score: Raw -130172644.370640 + Penalty 6676.013089 = -130165968.357551 nChanged 3 SP:Iteration 47Q (57289.780000 sec): 3 clusters Score: Raw -130172644.972944 + Penalty 6676.013089 = -130165968.959855 nChanged 1 SP:Iteration 48Q (57292.690000 sec): 3 clusters Score: Raw -130172645.234320 + Penalty 6676.013089 = -130165969.221231 nChanged 1 SP:Iteration 49Q (57296.030000 sec): 3 clusters Score: Raw -130172645.489091 + Penalty 6676.013089 = -130165969.476002 nChanged 2 SP:Iteration 50Q (57299.140000 sec): 3 clusters Score: Raw -130172645.967833 + Penalty 6676.013089 = -130165969.954744 nChanged 2 SP:Iteration 51Q (57301.930000 sec): 3 clusters Score: Raw -130172646.767345 + Penalty 6676.013089 = -130165970.754256 nChanged 1 SP:Iteration 52Q (57304.830000 sec): 3 clusters Score: Raw -130172647.007330 + Penalty 6676.013089 = -130165970.994241 nChanged 0 SP:Iteration 53F (57308.510000 sec): 3 clusters Score: Raw -130172647.007330 + Penalty 6676.013089 = -130165970.994241 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57308.990000 sec): 2 clusters Score: Raw -650403.284780 + Penalty 2029.274697 = -648374.010082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57309.200000 sec): 3 clusters Score: Raw -648867.103589 + Penalty 4058.549395 = -644808.554194 nChanged 1288 SP:Iteration 1F (57309.450000 sec): 3 clusters Score: Raw -649930.989966 + Penalty 4058.549395 = -645872.440571 nChanged 367 SP:Iteration 2F (57309.640000 sec): 3 clusters Score: Raw -650345.957790 + Penalty 4058.549395 = -646287.408395 nChanged 289 SP:Iteration 3F (57309.890000 sec): 3 clusters Score: Raw -650669.384641 + Penalty 4058.549395 = -646610.835246 nChanged 245 SP:Iteration 4F (57310.120000 sec): 3 clusters Score: Raw -650929.982002 + Penalty 4058.549395 = -646871.432607 nChanged 193 SP:Iteration 5F (57310.330000 sec): 3 clusters Score: Raw -651109.128643 + Penalty 4058.549395 = -647050.579248 nChanged 141 SP:Iteration 6Q (57310.540000 sec): 3 clusters Score: Raw -651222.327804 + Penalty 4058.549395 = -647163.778409 nChanged 95 SP:Iteration 7Q (57310.770000 sec): 3 clusters Score: Raw -651283.843019 + Penalty 4058.549395 = -647225.293624 nChanged 59 SP:Iteration 8Q (57310.960000 sec): 3 clusters Score: Raw -651321.490298 + Penalty 4058.549395 = -647262.940903 nChanged 41 SP:Iteration 9Q (57311.210000 sec): 3 clusters Score: Raw -651349.447316 + Penalty 4058.549395 = -647290.897921 nChanged 26 SP:Iteration 10Q (57311.400000 sec): 3 clusters Score: Raw -651363.429936 + Penalty 4058.549395 = -647304.880541 nChanged 23 SP:Iteration 11Q (57311.600000 sec): 3 clusters Score: Raw -651375.499122 + Penalty 4058.549395 = -647316.949727 nChanged 22 SP:Iteration 12Q (57311.800000 sec): 3 clusters Score: Raw -651392.278910 + Penalty 4058.549395 = -647333.729515 nChanged 16 SP:Iteration 13Q (57312.000000 sec): 3 clusters Score: Raw -651399.582496 + Penalty 4058.549395 = -647341.033101 nChanged 12 SP:Iteration 14Q (57312.170000 sec): 3 clusters Score: Raw -651406.867393 + Penalty 4058.549395 = -647348.317998 nChanged 14 SP:Iteration 15Q (57312.330000 sec): 3 clusters Score: Raw -651414.245858 + Penalty 4058.549395 = -647355.696463 nChanged 12 SP:Iteration 16Q (57312.510000 sec): 3 clusters Score: Raw -651418.919723 + Penalty 4058.549395 = -647360.370328 nChanged 5 SP:Iteration 17Q (57312.690000 sec): 3 clusters Score: Raw -651421.241984 + Penalty 4058.549395 = -647362.692589 nChanged 8 SP:Iteration 18Q (57312.870000 sec): 3 clusters Score: Raw -651423.315712 + Penalty 4058.549395 = -647364.766317 nChanged 0 SP:Iteration 19F (57313.010000 sec): 3 clusters Score: Raw -651423.315712 + Penalty 4058.549395 = -647364.766317 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57313.110000 sec): 2 clusters Score: Raw -237018.878946 + Penalty 1790.289607 = -235228.589339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57313.200000 sec): 3 clusters Score: Raw -236590.523906 + Penalty 3580.579215 = -233009.944691 nChanged 391 SP:Iteration 1F (57313.300000 sec): 3 clusters Score: Raw -236936.489376 + Penalty 3580.579215 = -233355.910161 nChanged 100 SP:Iteration 2F (57313.420000 sec): 3 clusters Score: Raw -237022.486495 + Penalty 3580.579215 = -233441.907280 nChanged 50 SP:Iteration 3Q (57313.510000 sec): 3 clusters Score: Raw -237076.098469 + Penalty 3580.579215 = -233495.519254 nChanged 38 SP:Iteration 4Q (57313.690000 sec): 3 clusters Score: Raw -237139.321859 + Penalty 3580.579215 = -233558.742644 nChanged 36 SP:Iteration 5Q (57313.830000 sec): 3 clusters Score: Raw -237179.874232 + Penalty 3580.579215 = -233599.295017 nChanged 28 SP:Iteration 6Q (57313.920000 sec): 3 clusters Score: Raw -237210.175993 + Penalty 3580.579215 = -233629.596778 nChanged 25 SP:Iteration 7Q (57314.140000 sec): 3 clusters Score: Raw -237239.985928 + Penalty 3580.579215 = -233659.406713 nChanged 27 SP:Iteration 8Q (57314.290000 sec): 3 clusters Score: Raw -237265.120737 + Penalty 3580.579215 = -233684.541522 nChanged 21 SP:Iteration 9Q (57314.490000 sec): 3 clusters Score: Raw -237298.493940 + Penalty 3580.579215 = -233717.914725 nChanged 19 SP:Iteration 10Q (57314.670000 sec): 3 clusters Score: Raw -237320.866369 + Penalty 3580.579215 = -233740.287154 nChanged 16 SP:Iteration 11Q (57314.830000 sec): 3 clusters Score: Raw -237349.376739 + Penalty 3580.579215 = -233768.797524 nChanged 24 SP:Iteration 12Q (57314.990000 sec): 3 clusters Score: Raw -237381.577033 + Penalty 3580.579215 = -233800.997818 nChanged 22 SP:Iteration 13Q (57315.130000 sec): 3 clusters Score: Raw -237406.144080 + Penalty 3580.579215 = -233825.564865 nChanged 23 SP:Iteration 14Q (57315.290000 sec): 3 clusters Score: Raw -237433.626288 + Penalty 3580.579215 = -233853.047073 nChanged 32 SP:Iteration 15Q (57315.490000 sec): 3 clusters Score: Raw -237475.678722 + Penalty 3580.579215 = -233895.099507 nChanged 37 SP:Iteration 16Q (57315.650000 sec): 3 clusters Score: Raw -237516.185478 + Penalty 3580.579215 = -233935.606263 nChanged 25 SP:Iteration 17Q (57315.800000 sec): 3 clusters Score: Raw -237546.305133 + Penalty 3580.579215 = -233965.725918 nChanged 22 SP:Iteration 18Q (57315.930000 sec): 3 clusters Score: Raw -237568.659809 + Penalty 3580.579215 = -233988.080594 nChanged 17 SP:Iteration 19Q (57316.120000 sec): 3 clusters Score: Raw -237588.786187 + Penalty 3580.579215 = -234008.206973 nChanged 16 SP:Iteration 20F (57316.370000 sec): 3 clusters Score: Raw -237605.584164 + Penalty 3580.579215 = -234025.004949 nChanged 11 SP:Iteration 21Q (57316.550000 sec): 3 clusters Score: Raw -237618.781680 + Penalty 3580.579215 = -234038.202465 nChanged 14 SP:Iteration 22Q (57316.710000 sec): 3 clusters Score: Raw -237632.298582 + Penalty 3580.579215 = -234051.719367 nChanged 10 SP:Iteration 23Q (57316.920000 sec): 3 clusters Score: Raw -237655.081929 + Penalty 3580.579215 = -234074.502714 nChanged 14 SP:Iteration 24Q (57317.100000 sec): 3 clusters Score: Raw -237677.180992 + Penalty 3580.579215 = -234096.601777 nChanged 13 SP:Iteration 25Q (57317.330000 sec): 3 clusters Score: Raw -237695.133609 + Penalty 3580.579215 = -234114.554394 nChanged 15 SP:Iteration 26Q (57317.550000 sec): 3 clusters Score: Raw -237716.734770 + Penalty 3580.579215 = -234136.155555 nChanged 10 SP:Iteration 27Q (57317.730000 sec): 3 clusters Score: Raw -237733.076806 + Penalty 3580.579215 = -234152.497591 nChanged 9 SP:Iteration 28Q (57317.950000 sec): 3 clusters Score: Raw -237743.025316 + Penalty 3580.579215 = -234162.446101 nChanged 8 SP:Iteration 29Q (57318.140000 sec): 3 clusters Score: Raw -237752.281380 + Penalty 3580.579215 = -234171.702166 nChanged 7 SP:Iteration 30Q (57318.340000 sec): 3 clusters Score: Raw -237759.040161 + Penalty 3580.579215 = -234178.460946 nChanged 5 SP:Iteration 31Q (57318.550000 sec): 3 clusters Score: Raw -237764.423576 + Penalty 3580.579215 = -234183.844361 nChanged 4 SP:Iteration 32Q (57318.680000 sec): 3 clusters Score: Raw -237768.962084 + Penalty 3580.579215 = -234188.382869 nChanged 1 SP:Iteration 33Q (57318.850000 sec): 3 clusters Score: Raw -237769.734150 + Penalty 3580.579215 = -234189.154935 nChanged 1 SP:Iteration 34Q (57319.040000 sec): 3 clusters Score: Raw -237770.257328 + Penalty 3580.579215 = -234189.678113 nChanged 0 SP:Iteration 35F (57319.210000 sec): 3 clusters Score: Raw -237770.257328 + Penalty 3580.579215 = -234189.678113 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57319.290000 sec): 2 clusters Score: Raw -92514.608736 + Penalty 1587.263846 = -90927.344889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57319.480000 sec): 3 clusters Score: Raw -92526.300519 + Penalty 3174.527693 = -89351.772826 nChanged 148 SP:Iteration 1F (57319.660000 sec): 3 clusters Score: Raw -92926.004188 + Penalty 3174.527693 = -89751.476495 nChanged 62 SP:Iteration 2F (57319.880000 sec): 3 clusters Score: Raw -93276.165691 + Penalty 3174.527693 = -90101.637998 nChanged 62 SP:Iteration 3F (57320.020000 sec): 3 clusters Score: Raw -93606.956915 + Penalty 3174.527693 = -90432.429223 nChanged 41 SP:Iteration 4F (57320.150000 sec): 3 clusters Score: Raw -93758.382059 + Penalty 3174.527693 = -90583.854366 nChanged 23 SP:Iteration 5Q (57320.340000 sec): 3 clusters Score: Raw -93869.486703 + Penalty 3174.527693 = -90694.959010 nChanged 15 SP:Iteration 6Q (57320.480000 sec): 3 clusters Score: Raw -93959.889290 + Penalty 3174.527693 = -90785.361597 nChanged 16 SP:Iteration 7Q (57320.630000 sec): 3 clusters Score: Raw -94066.491197 + Penalty 3174.527693 = -90891.963504 nChanged 12 SP:Iteration 8Q (57320.820000 sec): 3 clusters Score: Raw -94135.721640 + Penalty 3174.527693 = -90961.193947 nChanged 6 SP:Iteration 9Q (57321.000000 sec): 3 clusters Score: Raw -94176.199037 + Penalty 3174.527693 = -91001.671344 nChanged 6 SP:Iteration 10Q (57321.170000 sec): 3 clusters Score: Raw -94218.217233 + Penalty 3174.527693 = -91043.689540 nChanged 2 SP:Iteration 11Q (57321.340000 sec): 3 clusters Score: Raw -94228.225694 + Penalty 3174.527693 = -91053.698002 nChanged 1 SP:Iteration 12Q (57321.530000 sec): 3 clusters Score: Raw -94230.503624 + Penalty 3174.527693 = -91055.975931 nChanged 1 SP:Iteration 13Q (57321.740000 sec): 3 clusters Score: Raw -94233.814242 + Penalty 3174.527693 = -91059.286549 nChanged 0 SP:Iteration 14F (57321.910000 sec): 3 clusters Score: Raw -94234.354325 + Penalty 3174.527693 = -91059.826632 nChanged 2 SP:Iteration 15Q (57322.030000 sec): 3 clusters Score: Raw -94241.467997 + Penalty 3174.527693 = -91066.940304 nChanged 2 SP:Iteration 16Q (57322.210000 sec): 3 clusters Score: Raw -94247.762821 + Penalty 3174.527693 = -91073.235128 nChanged 1 SP:Iteration 17Q (57322.340000 sec): 3 clusters Score: Raw -94251.085887 + Penalty 3174.527693 = -91076.558194 nChanged 3 SP:Iteration 18Q (57322.500000 sec): 3 clusters Score: Raw -94260.510857 + Penalty 3174.527693 = -91085.983165 nChanged 2 SP:Iteration 19Q (57322.660000 sec): 3 clusters Score: Raw -94268.208807 + Penalty 3174.527693 = -91093.681114 nChanged 5 SP:Iteration 20F (57322.820000 sec): 3 clusters Score: Raw -94284.990707 + Penalty 3174.527693 = -91110.463014 nChanged 2 SP:Iteration 21Q (57323.000000 sec): 3 clusters Score: Raw -94292.050620 + Penalty 3174.527693 = -91117.522928 nChanged 4 SP:Iteration 22Q (57323.200000 sec): 3 clusters Score: Raw -94306.027364 + Penalty 3174.527693 = -91131.499671 nChanged 3 SP:Iteration 23Q (57323.370000 sec): 3 clusters Score: Raw -94316.057695 + Penalty 3174.527693 = -91141.530002 nChanged 3 SP:Iteration 24Q (57323.530000 sec): 3 clusters Score: Raw -94327.959755 + Penalty 3174.527693 = -91153.432062 nChanged 3 SP:Iteration 25Q (57323.700000 sec): 3 clusters Score: Raw -94336.951291 + Penalty 3174.527693 = -91162.423598 nChanged 3 SP:Iteration 26Q (57323.880000 sec): 3 clusters Score: Raw -94349.607864 + Penalty 3174.527693 = -91175.080171 nChanged 3 SP:Iteration 27Q (57324.040000 sec): 3 clusters Score: Raw -94360.819538 + Penalty 3174.527693 = -91186.291845 nChanged 4 SP:Iteration 28Q (57324.220000 sec): 3 clusters Score: Raw -94378.827478 + Penalty 3174.527693 = -91204.299785 nChanged 4 SP:Iteration 29Q (57324.400000 sec): 3 clusters Score: Raw -94389.516681 + Penalty 3174.527693 = -91214.988988 nChanged 6 SP:Iteration 30Q (57324.620000 sec): 3 clusters Score: Raw -94409.524905 + Penalty 3174.527693 = -91234.997212 nChanged 5 SP:Iteration 31Q (57324.780000 sec): 3 clusters Score: Raw -94426.792377 + Penalty 3174.527693 = -91252.264684 nChanged 1 SP:Iteration 32Q (57324.990000 sec): 3 clusters Score: Raw -94430.936858 + Penalty 3174.527693 = -91256.409165 nChanged 3 SP:Iteration 33Q (57325.200000 sec): 3 clusters Score: Raw -94442.891688 + Penalty 3174.527693 = -91268.363995 nChanged 3 SP:Iteration 34Q (57325.380000 sec): 3 clusters Score: Raw -94460.568390 + Penalty 3174.527693 = -91286.040697 nChanged 5 SP:Iteration 35Q (57325.580000 sec): 3 clusters Score: Raw -94479.619178 + Penalty 3174.527693 = -91305.091485 nChanged 2 SP:Iteration 36Q (57325.810000 sec): 3 clusters Score: Raw -94483.442437 + Penalty 3174.527693 = -91308.914744 nChanged 0 SP:Iteration 37F (57326.000000 sec): 3 clusters Score: Raw -94484.237848 + Penalty 3174.527693 = -91309.710155 nChanged 1 SP:Iteration 38Q (57326.230000 sec): 3 clusters Score: Raw -94486.696185 + Penalty 3174.527693 = -91312.168492 nChanged 1 SP:Iteration 39Q (57326.490000 sec): 3 clusters Score: Raw -94488.978741 + Penalty 3174.527693 = -91314.451048 nChanged 1 SP:Iteration 40F (57326.680000 sec): 3 clusters Score: Raw -94492.582883 + Penalty 3174.527693 = -91318.055190 nChanged 3 SP:Iteration 41Q (57326.870000 sec): 3 clusters Score: Raw -94501.453916 + Penalty 3174.527693 = -91326.926223 nChanged 1 SP:Iteration 42Q (57327.060000 sec): 3 clusters Score: Raw -94502.951852 + Penalty 3174.527693 = -91328.424159 nChanged 2 SP:Iteration 43Q (57327.260000 sec): 3 clusters Score: Raw -94534.046460 + Penalty 3174.527693 = -91359.518767 nChanged 1 SP:Iteration 44Q (57327.420000 sec): 3 clusters Score: Raw -94546.317364 + Penalty 3174.527693 = -91371.789671 nChanged 1 SP:Iteration 45Q (57327.640000 sec): 3 clusters Score: Raw -94548.409518 + Penalty 3174.527693 = -91373.881826 nChanged 1 SP:Iteration 46Q (57327.860000 sec): 3 clusters Score: Raw -94551.802607 + Penalty 3174.527693 = -91377.274914 nChanged 1 SP:Iteration 47Q (57328.080000 sec): 3 clusters Score: Raw -94552.934640 + Penalty 3174.527693 = -91378.406947 nChanged 0 SP:Iteration 48F (57328.260000 sec): 3 clusters Score: Raw -94552.934640 + Penalty 3174.527693 = -91378.406947 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (5232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57328.400000 sec): 2 clusters Score: Raw -882702.664288 + Penalty 2123.512125 = -880579.152163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57328.610000 sec): 3 clusters Score: Raw -880183.458547 + Penalty 4247.024251 = -875936.434296 nChanged 2041 SP:Iteration 1F (57328.840000 sec): 3 clusters Score: Raw -881571.757402 + Penalty 4247.024251 = -877324.733151 nChanged 490 SP:Iteration 2F (57329.020000 sec): 3 clusters Score: Raw -882009.436498 + Penalty 4247.024251 = -877762.412247 nChanged 364 SP:Iteration 3F (57329.200000 sec): 3 clusters Score: Raw -882320.139455 + Penalty 4247.024251 = -878073.115204 nChanged 317 SP:Iteration 4F (57329.380000 sec): 3 clusters Score: Raw -882612.396962 + Penalty 4247.024251 = -878365.372711 nChanged 288 SP:Iteration 5F (57329.600000 sec): 3 clusters Score: Raw -882865.568991 + Penalty 4247.024251 = -878618.544740 nChanged 267 SP:Iteration 6F (57329.860000 sec): 3 clusters Score: Raw -883079.120994 + Penalty 4247.024251 = -878832.096743 nChanged 230 SP:Iteration 7Q (57330.020000 sec): 3 clusters Score: Raw -883269.799825 + Penalty 4247.024251 = -879022.775574 nChanged 211 SP:Iteration 8Q (57330.210000 sec): 3 clusters Score: Raw -883428.226395 + Penalty 4247.024251 = -879181.202144 nChanged 176 SP:Iteration 9Q (57330.410000 sec): 3 clusters Score: Raw -883534.190993 + Penalty 4247.024251 = -879287.166742 nChanged 107 SP:Iteration 10Q (57330.630000 sec): 3 clusters Score: Raw -883593.365651 + Penalty 4247.024251 = -879346.341400 nChanged 66 SP:Iteration 11Q (57330.880000 sec): 3 clusters Score: Raw -883623.248565 + Penalty 4247.024251 = -879376.224314 nChanged 51 SP:Iteration 12Q (57331.080000 sec): 3 clusters Score: Raw -883644.998557 + Penalty 4247.024251 = -879397.974306 nChanged 43 SP:Iteration 13Q (57331.300000 sec): 3 clusters Score: Raw -883663.776556 + Penalty 4247.024251 = -879416.752305 nChanged 43 SP:Iteration 14Q (57331.540000 sec): 3 clusters Score: Raw -883680.384837 + Penalty 4247.024251 = -879433.360586 nChanged 26 SP:Iteration 15Q (57331.770000 sec): 3 clusters Score: Raw -883688.781184 + Penalty 4247.024251 = -879441.756933 nChanged 20 SP:Iteration 16Q (57332.000000 sec): 3 clusters Score: Raw -883696.012032 + Penalty 4247.024251 = -879448.987781 nChanged 19 SP:Iteration 17Q (57332.220000 sec): 3 clusters Score: Raw -883702.314398 + Penalty 4247.024251 = -879455.290147 nChanged 17 SP:Iteration 18Q (57332.400000 sec): 3 clusters Score: Raw -883708.015627 + Penalty 4247.024251 = -879460.991376 nChanged 13 SP:Iteration 19Q (57332.630000 sec): 3 clusters Score: Raw -883713.136564 + Penalty 4247.024251 = -879466.112313 nChanged 9 SP:Iteration 20F (57332.820000 sec): 3 clusters Score: Raw -883716.011309 + Penalty 4247.024251 = -879468.987058 nChanged 7 SP:Iteration 21Q (57332.960000 sec): 3 clusters Score: Raw -883718.126699 + Penalty 4247.024251 = -879471.102448 nChanged 6 SP:Iteration 22Q (57333.110000 sec): 3 clusters Score: Raw -883719.883694 + Penalty 4247.024251 = -879472.859443 nChanged 3 SP:Iteration 23Q (57333.270000 sec): 3 clusters Score: Raw -883720.832200 + Penalty 4247.024251 = -879473.807949 nChanged 4 SP:Iteration 24Q (57333.430000 sec): 3 clusters Score: Raw -883722.244448 + Penalty 4247.024251 = -879475.220197 nChanged 3 SP:Iteration 25Q (57333.590000 sec): 3 clusters Score: Raw -883723.266935 + Penalty 4247.024251 = -879476.242684 nChanged 4 SP:Iteration 26Q (57333.740000 sec): 3 clusters Score: Raw -883724.281769 + Penalty 4247.024251 = -879477.257518 nChanged 6 SP:Iteration 27Q (57333.930000 sec): 3 clusters Score: Raw -883726.744079 + Penalty 4247.024251 = -879479.719828 nChanged 2 SP:Iteration 28Q (57334.160000 sec): 3 clusters Score: Raw -883727.204475 + Penalty 4247.024251 = -879480.180224 nChanged 1 SP:Iteration 29Q (57334.330000 sec): 3 clusters Score: Raw -883727.409690 + Penalty 4247.024251 = -879480.385439 nChanged 1 SP:Iteration 30Q (57334.460000 sec): 3 clusters Score: Raw -883727.629252 + Penalty 4247.024251 = -879480.605001 nChanged 0 SP:Iteration 31F (57334.610000 sec): 3 clusters Score: Raw -883727.629252 + Penalty 4247.024251 = -879480.605001 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57334.740000 sec): 2 clusters Score: Raw -70716.340663 + Penalty 1512.879100 = -69203.461563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57334.860000 sec): 3 clusters Score: Raw -70857.679346 + Penalty 3025.758200 = -67831.921146 nChanged 92 SP:Iteration 1F (57334.990000 sec): 3 clusters Score: Raw -71229.683453 + Penalty 3025.758200 = -68203.925253 nChanged 42 SP:Iteration 2F (57335.120000 sec): 3 clusters Score: Raw -71614.471486 + Penalty 3025.758200 = -68588.713286 nChanged 31 SP:Iteration 3F (57335.240000 sec): 3 clusters Score: Raw -71809.109576 + Penalty 3025.758200 = -68783.351376 nChanged 19 SP:Iteration 4Q (57335.370000 sec): 3 clusters Score: Raw -71935.455427 + Penalty 3025.758200 = -68909.697226 nChanged 8 SP:Iteration 5Q (57335.500000 sec): 3 clusters Score: Raw -71988.435866 + Penalty 3025.758200 = -68962.677666 nChanged 5 SP:Iteration 6Q (57335.620000 sec): 3 clusters Score: Raw -72022.545691 + Penalty 3025.758200 = -68996.787491 nChanged 5 SP:Iteration 7Q (57335.720000 sec): 3 clusters Score: Raw -72066.375673 + Penalty 3025.758200 = -69040.617473 nChanged 8 SP:Iteration 8Q (57335.840000 sec): 3 clusters Score: Raw -72109.999412 + Penalty 3025.758200 = -69084.241211 nChanged 8 SP:Iteration 9Q (57335.970000 sec): 3 clusters Score: Raw -72153.655428 + Penalty 3025.758200 = -69127.897227 nChanged 5 SP:Iteration 10Q (57336.100000 sec): 3 clusters Score: Raw -72169.655834 + Penalty 3025.758200 = -69143.897634 nChanged 3 SP:Iteration 11Q (57336.230000 sec): 3 clusters Score: Raw -72181.289119 + Penalty 3025.758200 = -69155.530918 nChanged 0 SP:Iteration 12F (57336.360000 sec): 3 clusters Score: Raw -72181.289119 + Penalty 3025.758200 = -69155.530918 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (129011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57337.120000 sec): 2 clusters Score: Raw -23678395.307711 + Penalty 2918.377932 = -23675476.929779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57338.110000 sec): 3 clusters Score: Raw -23594925.289283 + Penalty 5836.755864 = -23589088.533420 nChanged 61401 SP:Iteration 1F (57338.980000 sec): 3 clusters Score: Raw -23630119.347825 + Penalty 5836.755864 = -23624282.591961 nChanged 3726 SP:Iteration 2Q (57339.840000 sec): 3 clusters Score: Raw -23630862.549657 + Penalty 5836.755864 = -23625025.793794 nChanged 3745 SP:Iteration 3Q (57340.710000 sec): 3 clusters Score: Raw -23631682.326180 + Penalty 5836.755864 = -23625845.570316 nChanged 3876 SP:Iteration 4Q (57341.570000 sec): 3 clusters Score: Raw -23632589.521639 + Penalty 5836.755864 = -23626752.765775 nChanged 4073 SP:Iteration 5Q (57342.520000 sec): 3 clusters Score: Raw -23633603.206133 + Penalty 5836.755864 = -23627766.450269 nChanged 4164 SP:Iteration 6Q (57343.420000 sec): 3 clusters Score: Raw -23634689.462869 + Penalty 5836.755864 = -23628852.707005 nChanged 4320 SP:Iteration 7Q (57344.300000 sec): 3 clusters Score: Raw -23636006.309562 + Penalty 5836.755864 = -23630169.553698 nChanged 4743 SP:Iteration 8Q (57345.150000 sec): 3 clusters Score: Raw -23637607.847243 + Penalty 5836.755864 = -23631771.091379 nChanged 5053 SP:Iteration 9Q (57346.000000 sec): 3 clusters Score: Raw -23639607.184100 + Penalty 5836.755864 = -23633770.428236 nChanged 5767 SP:Iteration 10Q (57346.840000 sec): 3 clusters Score: Raw -23642294.505864 + Penalty 5836.755864 = -23636457.750000 nChanged 6574 SP:Iteration 11F (57347.740000 sec): 3 clusters Score: Raw -23645877.207841 + Penalty 5836.755864 = -23640040.451978 nChanged 7157 SP:Iteration 12F (57348.570000 sec): 3 clusters Score: Raw -23650300.567033 + Penalty 5836.755864 = -23644463.811169 nChanged 7414 SP:Iteration 13F (57349.530000 sec): 3 clusters Score: Raw -23655375.002857 + Penalty 5836.755864 = -23649538.246993 nChanged 7049 SP:Iteration 14F (57350.480000 sec): 3 clusters Score: Raw -23660581.253384 + Penalty 5836.755864 = -23654744.497521 nChanged 6301 SP:Iteration 15Q (57351.400000 sec): 3 clusters Score: Raw -23665431.533391 + Penalty 5836.755864 = -23659594.777527 nChanged 5076 SP:Iteration 16Q (57352.320000 sec): 3 clusters Score: Raw -23669385.018475 + Penalty 5836.755864 = -23663548.262611 nChanged 3906 SP:Iteration 17Q (57353.130000 sec): 3 clusters Score: Raw -23672449.126928 + Penalty 5836.755864 = -23666612.371064 nChanged 2886 SP:Iteration 18Q (57353.980000 sec): 3 clusters Score: Raw -23674697.115646 + Penalty 5836.755864 = -23668860.359782 nChanged 1985 SP:Iteration 19Q (57354.810000 sec): 3 clusters Score: Raw -23676227.414179 + Penalty 5836.755864 = -23670390.658316 nChanged 1355 SP:Iteration 20F (57355.670000 sec): 3 clusters Score: Raw -23677286.898670 + Penalty 5836.755864 = -23671450.142806 nChanged 812 SP:Iteration 21Q (57356.380000 sec): 3 clusters Score: Raw -23677877.589361 + Penalty 5836.755864 = -23672040.833497 nChanged 434 SP:Iteration 22Q (57357.150000 sec): 3 clusters Score: Raw -23678192.740590 + Penalty 5836.755864 = -23672355.984726 nChanged 266 SP:Iteration 23Q (57357.950000 sec): 3 clusters Score: Raw -23678385.271554 + Penalty 5836.755864 = -23672548.515690 nChanged 182 SP:Iteration 24Q (57358.750000 sec): 3 clusters Score: Raw -23678522.837795 + Penalty 5836.755864 = -23672686.081932 nChanged 98 SP:Iteration 25Q (57359.530000 sec): 3 clusters Score: Raw -23678603.570065 + Penalty 5836.755864 = -23672766.814202 nChanged 72 SP:Iteration 26Q (57360.250000 sec): 3 clusters Score: Raw -23678664.296647 + Penalty 5836.755864 = -23672827.540784 nChanged 53 SP:Iteration 27Q (57360.950000 sec): 3 clusters Score: Raw -23678703.638752 + Penalty 5836.755864 = -23672866.882888 nChanged 27 SP:Iteration 28Q (57361.710000 sec): 3 clusters Score: Raw -23678726.800257 + Penalty 5836.755864 = -23672890.044394 nChanged 22 SP:Iteration 29Q (57362.440000 sec): 3 clusters Score: Raw -23678748.479969 + Penalty 5836.755864 = -23672911.724105 nChanged 19 SP:Iteration 30Q (57363.180000 sec): 3 clusters Score: Raw -23678764.203473 + Penalty 5836.755864 = -23672927.447610 nChanged 18 SP:Iteration 31Q (57364.020000 sec): 3 clusters Score: Raw -23678779.141150 + Penalty 5836.755864 = -23672942.385286 nChanged 11 SP:Iteration 32Q (57364.820000 sec): 3 clusters Score: Raw -23678789.745203 + Penalty 5836.755864 = -23672952.989339 nChanged 6 SP:Iteration 33Q (57365.600000 sec): 3 clusters Score: Raw -23678796.464395 + Penalty 5836.755864 = -23672959.708531 nChanged 8 SP:Iteration 34Q (57366.500000 sec): 3 clusters Score: Raw -23678802.895183 + Penalty 5836.755864 = -23672966.139319 nChanged 2 SP:Iteration 35Q (57367.290000 sec): 3 clusters Score: Raw -23678803.866883 + Penalty 5836.755864 = -23672967.111019 nChanged 1 SP:Iteration 36Q (57368.050000 sec): 3 clusters Score: Raw -23678804.437755 + Penalty 5836.755864 = -23672967.681891 nChanged 0 SP:Iteration 37F (57368.810000 sec): 3 clusters Score: Raw -23678804.437755 + Penalty 5836.755864 = -23672967.681891 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (73954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57369.230000 sec): 2 clusters Score: Raw -13234290.401943 + Penalty 2780.377242 = -13231510.024701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57369.840000 sec): 3 clusters Score: Raw -13187714.392773 + Penalty 5560.754484 = -13182153.638289 nChanged 34640 SP:Iteration 1F (57370.370000 sec): 3 clusters Score: Raw -13207241.330587 + Penalty 5560.754484 = -13201680.576103 nChanged 2800 SP:Iteration 2Q (57370.930000 sec): 3 clusters Score: Raw -13208183.998968 + Penalty 5560.754484 = -13202623.244484 nChanged 3023 SP:Iteration 3Q (57371.490000 sec): 3 clusters Score: Raw -13209382.281393 + Penalty 5560.754484 = -13203821.526909 nChanged 3431 SP:Iteration 4Q (57372.070000 sec): 3 clusters Score: Raw -13211120.400928 + Penalty 5560.754484 = -13205559.646444 nChanged 3906 SP:Iteration 5F (57372.590000 sec): 3 clusters Score: Raw -13213519.272330 + Penalty 5560.754484 = -13207958.517846 nChanged 4536 SP:Iteration 6F (57373.150000 sec): 3 clusters Score: Raw -13216895.630936 + Penalty 5560.754484 = -13211334.876452 nChanged 5023 SP:Iteration 7F (57373.670000 sec): 3 clusters Score: Raw -13221072.329899 + Penalty 5560.754484 = -13215511.575415 nChanged 4954 SP:Iteration 8F (57374.250000 sec): 3 clusters Score: Raw -13225443.031420 + Penalty 5560.754484 = -13219882.276936 nChanged 4155 SP:Iteration 9F (57374.860000 sec): 3 clusters Score: Raw -13229038.096952 + Penalty 5560.754484 = -13223477.342468 nChanged 2978 SP:Iteration 10Q (57375.420000 sec): 3 clusters Score: Raw -13231431.943983 + Penalty 5560.754484 = -13225871.189499 nChanged 1912 SP:Iteration 11Q (57375.970000 sec): 3 clusters Score: Raw -13232841.446541 + Penalty 5560.754484 = -13227280.692057 nChanged 1106 SP:Iteration 12Q (57376.520000 sec): 3 clusters Score: Raw -13233601.945621 + Penalty 5560.754484 = -13228041.191137 nChanged 674 SP:Iteration 13Q (57377.060000 sec): 3 clusters Score: Raw -13234033.599072 + Penalty 5560.754484 = -13228472.844588 nChanged 374 SP:Iteration 14Q (57377.630000 sec): 3 clusters Score: Raw -13234279.597266 + Penalty 5560.754484 = -13228718.842782 nChanged 254 SP:Iteration 15Q (57378.170000 sec): 3 clusters Score: Raw -13234440.406194 + Penalty 5560.754484 = -13228879.651709 nChanged 172 SP:Iteration 16Q (57378.720000 sec): 3 clusters Score: Raw -13234559.151147 + Penalty 5560.754484 = -13228998.396663 nChanged 120 SP:Iteration 17Q (57379.270000 sec): 3 clusters Score: Raw -13234642.904572 + Penalty 5560.754484 = -13229082.150088 nChanged 91 SP:Iteration 18Q (57379.740000 sec): 3 clusters Score: Raw -13234698.563921 + Penalty 5560.754484 = -13229137.809437 nChanged 73 SP:Iteration 19Q (57380.250000 sec): 3 clusters Score: Raw -13234743.431397 + Penalty 5560.754484 = -13229182.676912 nChanged 50 SP:Iteration 20F (57380.820000 sec): 3 clusters Score: Raw -13234771.023480 + Penalty 5560.754484 = -13229210.268996 nChanged 34 SP:Iteration 21Q (57381.320000 sec): 3 clusters Score: Raw -13234787.278865 + Penalty 5560.754484 = -13229226.524381 nChanged 25 SP:Iteration 22Q (57381.810000 sec): 3 clusters Score: Raw -13234799.068404 + Penalty 5560.754484 = -13229238.313919 nChanged 16 SP:Iteration 23Q (57382.290000 sec): 3 clusters Score: Raw -13234806.336479 + Penalty 5560.754484 = -13229245.581994 nChanged 12 SP:Iteration 24Q (57382.760000 sec): 3 clusters Score: Raw -13234811.226630 + Penalty 5560.754484 = -13229250.472146 nChanged 7 SP:Iteration 25Q (57383.240000 sec): 3 clusters Score: Raw -13234814.417857 + Penalty 5560.754484 = -13229253.663373 nChanged 5 SP:Iteration 26Q (57383.740000 sec): 3 clusters Score: Raw -13234816.721588 + Penalty 5560.754484 = -13229255.967103 nChanged 7 SP:Iteration 27Q (57384.300000 sec): 3 clusters Score: Raw -13234820.066448 + Penalty 5560.754484 = -13229259.311964 nChanged 6 SP:Iteration 28Q (57384.780000 sec): 3 clusters Score: Raw -13234822.692827 + Penalty 5560.754484 = -13229261.938343 nChanged 4 SP:Iteration 29Q (57385.280000 sec): 3 clusters Score: Raw -13234824.800023 + Penalty 5560.754484 = -13229264.045539 nChanged 7 SP:Iteration 30Q (57385.810000 sec): 3 clusters Score: Raw -13234827.450023 + Penalty 5560.754484 = -13229266.695539 nChanged 5 SP:Iteration 31Q (57386.280000 sec): 3 clusters Score: Raw -13234830.103073 + Penalty 5560.754484 = -13229269.348588 nChanged 4 SP:Iteration 32Q (57386.800000 sec): 3 clusters Score: Raw -13234832.142880 + Penalty 5560.754484 = -13229271.388395 nChanged 4 SP:Iteration 33Q (57387.300000 sec): 3 clusters Score: Raw -13234834.204218 + Penalty 5560.754484 = -13229273.449733 nChanged 4 SP:Iteration 34Q (57387.840000 sec): 3 clusters Score: Raw -13234836.212237 + Penalty 5560.754484 = -13229275.457752 nChanged 3 SP:Iteration 35Q (57388.370000 sec): 3 clusters Score: Raw -13234837.508666 + Penalty 5560.754484 = -13229276.754182 nChanged 3 SP:Iteration 36Q (57388.860000 sec): 3 clusters Score: Raw -13234838.663057 + Penalty 5560.754484 = -13229277.908573 nChanged 3 SP:Iteration 37Q (57389.430000 sec): 3 clusters Score: Raw -13234840.368993 + Penalty 5560.754484 = -13229279.614508 nChanged 7 SP:Iteration 38Q (57389.940000 sec): 3 clusters Score: Raw -13234843.973574 + Penalty 5560.754484 = -13229283.219090 nChanged 7 SP:Iteration 39Q (57390.500000 sec): 3 clusters Score: Raw -13234846.838144 + Penalty 5560.754484 = -13229286.083660 nChanged 5 SP:Iteration 40F (57391.080000 sec): 3 clusters Score: Raw -13234848.937018 + Penalty 5560.754484 = -13229288.182533 nChanged 3 SP:Iteration 41Q (57391.620000 sec): 3 clusters Score: Raw -13234850.693526 + Penalty 5560.754484 = -13229289.939042 nChanged 5 SP:Iteration 42Q (57392.120000 sec): 3 clusters Score: Raw -13234852.770311 + Penalty 5560.754484 = -13229292.015827 nChanged 1 SP:Iteration 43Q (57392.600000 sec): 3 clusters Score: Raw -13234853.128861 + Penalty 5560.754484 = -13229292.374377 nChanged 0 SP:Iteration 44F (57393.130000 sec): 3 clusters Score: Raw -13234853.128861 + Penalty 5560.754484 = -13229292.374377 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57393.310000 sec): 2 clusters Score: Raw -1184940.742036 + Penalty 2183.137417 = -1182757.604619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57393.530000 sec): 3 clusters Score: Raw -1181582.787141 + Penalty 4366.274834 = -1177216.512307 nChanged 2684 SP:Iteration 1F (57393.750000 sec): 3 clusters Score: Raw -1183231.585911 + Penalty 4366.274834 = -1178865.311077 nChanged 582 SP:Iteration 2F (57393.970000 sec): 3 clusters Score: Raw -1183635.637068 + Penalty 4366.274834 = -1179269.362234 nChanged 445 SP:Iteration 3F (57394.190000 sec): 3 clusters Score: Raw -1183945.360721 + Penalty 4366.274834 = -1179579.085887 nChanged 353 SP:Iteration 4F (57394.390000 sec): 3 clusters Score: Raw -1184175.575671 + Penalty 4366.274834 = -1179809.300836 nChanged 304 SP:Iteration 5Q (57394.620000 sec): 3 clusters Score: Raw -1184366.813452 + Penalty 4366.274834 = -1180000.538618 nChanged 284 SP:Iteration 6Q (57394.830000 sec): 3 clusters Score: Raw -1184543.563606 + Penalty 4366.274834 = -1180177.288771 nChanged 270 SP:Iteration 7Q (57395.070000 sec): 3 clusters Score: Raw -1184718.284737 + Penalty 4366.274834 = -1180352.009902 nChanged 259 SP:Iteration 8Q (57395.260000 sec): 3 clusters Score: Raw -1184913.537847 + Penalty 4366.274834 = -1180547.263013 nChanged 267 SP:Iteration 9Q (57395.470000 sec): 3 clusters Score: Raw -1185117.728537 + Penalty 4366.274834 = -1180751.453703 nChanged 240 SP:Iteration 10Q (57395.660000 sec): 3 clusters Score: Raw -1185295.436433 + Penalty 4366.274834 = -1180929.161599 nChanged 208 SP:Iteration 11Q (57395.870000 sec): 3 clusters Score: Raw -1185449.259628 + Penalty 4366.274834 = -1181082.984793 nChanged 201 SP:Iteration 12Q (57396.100000 sec): 3 clusters Score: Raw -1185630.679977 + Penalty 4366.274834 = -1181264.405142 nChanged 182 SP:Iteration 13Q (57396.300000 sec): 3 clusters Score: Raw -1185792.241024 + Penalty 4366.274834 = -1181425.966189 nChanged 168 SP:Iteration 14Q (57396.520000 sec): 3 clusters Score: Raw -1185932.966620 + Penalty 4366.274834 = -1181566.691786 nChanged 114 SP:Iteration 15Q (57396.730000 sec): 3 clusters Score: Raw -1186013.436729 + Penalty 4366.274834 = -1181647.161895 nChanged 104 SP:Iteration 16Q (57396.910000 sec): 3 clusters Score: Raw -1186092.404405 + Penalty 4366.274834 = -1181726.129570 nChanged 82 SP:Iteration 17Q (57397.130000 sec): 3 clusters Score: Raw -1186150.015063 + Penalty 4366.274834 = -1181783.740228 nChanged 73 SP:Iteration 18Q (57397.330000 sec): 3 clusters Score: Raw -1186201.989899 + Penalty 4366.274834 = -1181835.715064 nChanged 55 SP:Iteration 19Q (57397.540000 sec): 3 clusters Score: Raw -1186231.120289 + Penalty 4366.274834 = -1181864.845455 nChanged 43 SP:Iteration 20F (57397.790000 sec): 3 clusters Score: Raw -1186256.980893 + Penalty 4366.274834 = -1181890.706058 nChanged 36 SP:Iteration 21Q (57397.960000 sec): 3 clusters Score: Raw -1186279.263976 + Penalty 4366.274834 = -1181912.989142 nChanged 23 SP:Iteration 22Q (57398.190000 sec): 3 clusters Score: Raw -1186293.455116 + Penalty 4366.274834 = -1181927.180281 nChanged 19 SP:Iteration 23Q (57398.370000 sec): 3 clusters Score: Raw -1186311.855553 + Penalty 4366.274834 = -1181945.580719 nChanged 18 SP:Iteration 24Q (57398.570000 sec): 3 clusters Score: Raw -1186325.940221 + Penalty 4366.274834 = -1181959.665386 nChanged 17 SP:Iteration 25Q (57398.790000 sec): 3 clusters Score: Raw -1186338.977991 + Penalty 4366.274834 = -1181972.703156 nChanged 11 SP:Iteration 26Q (57399.020000 sec): 3 clusters Score: Raw -1186342.634017 + Penalty 4366.274834 = -1181976.359183 nChanged 8 SP:Iteration 27Q (57399.210000 sec): 3 clusters Score: Raw -1186348.074578 + Penalty 4366.274834 = -1181981.799743 nChanged 7 SP:Iteration 28Q (57399.410000 sec): 3 clusters Score: Raw -1186353.795006 + Penalty 4366.274834 = -1181987.520172 nChanged 11 SP:Iteration 29Q (57399.640000 sec): 3 clusters Score: Raw -1186358.619146 + Penalty 4366.274834 = -1181992.344311 nChanged 4 SP:Iteration 30Q (57399.830000 sec): 3 clusters Score: Raw -1186360.543613 + Penalty 4366.274834 = -1181994.268778 nChanged 7 SP:Iteration 31Q (57400.040000 sec): 3 clusters Score: Raw -1186364.645490 + Penalty 4366.274834 = -1181998.370655 nChanged 6 SP:Iteration 32Q (57400.230000 sec): 3 clusters Score: Raw -1186367.365249 + Penalty 4366.274834 = -1182001.090415 nChanged 7 SP:Iteration 33Q (57400.400000 sec): 3 clusters Score: Raw -1186373.069523 + Penalty 4366.274834 = -1182006.794688 nChanged 7 SP:Iteration 34Q (57400.590000 sec): 3 clusters Score: Raw -1186378.319953 + Penalty 4366.274834 = -1182012.045118 nChanged 4 SP:Iteration 35Q (57400.830000 sec): 3 clusters Score: Raw -1186381.443025 + Penalty 4366.274834 = -1182015.168190 nChanged 4 SP:Iteration 36Q (57401.050000 sec): 3 clusters Score: Raw -1186382.715604 + Penalty 4366.274834 = -1182016.440769 nChanged 2 SP:Iteration 37Q (57401.320000 sec): 3 clusters Score: Raw -1186384.072141 + Penalty 4366.274834 = -1182017.797307 nChanged 4 SP:Iteration 38Q (57401.510000 sec): 3 clusters Score: Raw -1186385.138035 + Penalty 4366.274834 = -1182018.863200 nChanged 1 SP:Iteration 39Q (57401.770000 sec): 3 clusters Score: Raw -1186385.280402 + Penalty 4366.274834 = -1182019.005567 nChanged 0 SP:Iteration 40F (57401.960000 sec): 3 clusters Score: Raw -1186385.280402 + Penalty 4366.274834 = -1182019.005567 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (142872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57402.970000 sec): 2 clusters Score: Raw -26129822.424072 + Penalty 2943.686692 = -26126878.737380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57404.080000 sec): 3 clusters Score: Raw -26037155.780941 + Penalty 5887.373384 = -26031268.407557 nChanged 68114 SP:Iteration 1F (57405.130000 sec): 3 clusters Score: Raw -26076578.613635 + Penalty 5887.373384 = -26070691.240251 nChanged 4627 SP:Iteration 2Q (57406.110000 sec): 3 clusters Score: Raw -26077757.826283 + Penalty 5887.373384 = -26071870.452899 nChanged 5237 SP:Iteration 3Q (57407.120000 sec): 3 clusters Score: Raw -26079450.894206 + Penalty 5887.373384 = -26073563.520822 nChanged 6364 SP:Iteration 4Q (57408.040000 sec): 3 clusters Score: Raw -26082236.266672 + Penalty 5887.373384 = -26076348.893288 nChanged 8086 SP:Iteration 5F (57408.940000 sec): 3 clusters Score: Raw -26086967.905840 + Penalty 5887.373384 = -26081080.532456 nChanged 10209 SP:Iteration 6F (57409.890000 sec): 3 clusters Score: Raw -26094683.560868 + Penalty 5887.373384 = -26088796.187483 nChanged 11439 SP:Iteration 7F (57410.830000 sec): 3 clusters Score: Raw -26104998.806946 + Penalty 5887.373384 = -26099111.433562 nChanged 10446 SP:Iteration 8F (57411.720000 sec): 3 clusters Score: Raw -26115171.346055 + Penalty 5887.373384 = -26109283.972671 nChanged 7347 SP:Iteration 9F (57412.630000 sec): 3 clusters Score: Raw -26122377.276261 + Penalty 5887.373384 = -26116489.902876 nChanged 4220 SP:Iteration 10Q (57413.580000 sec): 3 clusters Score: Raw -26126369.157872 + Penalty 5887.373384 = -26120481.784487 nChanged 2201 SP:Iteration 11Q (57414.460000 sec): 3 clusters Score: Raw -26128369.385942 + Penalty 5887.373384 = -26122482.012558 nChanged 1248 SP:Iteration 12Q (57415.290000 sec): 3 clusters Score: Raw -26129357.913445 + Penalty 5887.373384 = -26123470.540061 nChanged 712 SP:Iteration 13Q (57416.060000 sec): 3 clusters Score: Raw -26129804.030661 + Penalty 5887.373384 = -26123916.657277 nChanged 433 SP:Iteration 14Q (57416.940000 sec): 3 clusters Score: Raw -26130018.733815 + Penalty 5887.373384 = -26124131.360431 nChanged 291 SP:Iteration 15Q (57417.920000 sec): 3 clusters Score: Raw -26130150.828370 + Penalty 5887.373384 = -26124263.454986 nChanged 218 SP:Iteration 16Q (57418.820000 sec): 3 clusters Score: Raw -26130247.196265 + Penalty 5887.373384 = -26124359.822881 nChanged 170 SP:Iteration 17Q (57419.720000 sec): 3 clusters Score: Raw -26130319.399987 + Penalty 5887.373384 = -26124432.026603 nChanged 125 SP:Iteration 18Q (57420.610000 sec): 3 clusters Score: Raw -26130365.858071 + Penalty 5887.373384 = -26124478.484687 nChanged 88 SP:Iteration 19Q (57421.400000 sec): 3 clusters Score: Raw -26130401.768284 + Penalty 5887.373384 = -26124514.394900 nChanged 74 SP:Iteration 20F (57422.380000 sec): 3 clusters Score: Raw -26130428.300117 + Penalty 5887.373384 = -26124540.926733 nChanged 58 SP:Iteration 21Q (57423.180000 sec): 3 clusters Score: Raw -26130449.538132 + Penalty 5887.373384 = -26124562.164748 nChanged 50 SP:Iteration 22Q (57423.990000 sec): 3 clusters Score: Raw -26130465.955658 + Penalty 5887.373384 = -26124578.582274 nChanged 42 SP:Iteration 23Q (57424.800000 sec): 3 clusters Score: Raw -26130478.437930 + Penalty 5887.373384 = -26124591.064546 nChanged 37 SP:Iteration 24Q (57425.520000 sec): 3 clusters Score: Raw -26130489.359765 + Penalty 5887.373384 = -26124601.986381 nChanged 35 SP:Iteration 25Q (57426.260000 sec): 3 clusters Score: Raw -26130498.660010 + Penalty 5887.373384 = -26124611.286626 nChanged 24 SP:Iteration 26Q (57426.980000 sec): 3 clusters Score: Raw -26130506.140822 + Penalty 5887.373384 = -26124618.767437 nChanged 30 SP:Iteration 27Q (57427.760000 sec): 3 clusters Score: Raw -26130514.490231 + Penalty 5887.373384 = -26124627.116847 nChanged 23 SP:Iteration 28Q (57428.570000 sec): 3 clusters Score: Raw -26130520.906549 + Penalty 5887.373384 = -26124633.533165 nChanged 17 SP:Iteration 29Q (57429.400000 sec): 3 clusters Score: Raw -26130524.749134 + Penalty 5887.373384 = -26124637.375750 nChanged 14 SP:Iteration 30Q (57430.230000 sec): 3 clusters Score: Raw -26130528.009619 + Penalty 5887.373384 = -26124640.636235 nChanged 12 SP:Iteration 31Q (57431.020000 sec): 3 clusters Score: Raw -26130530.711897 + Penalty 5887.373384 = -26124643.338513 nChanged 9 SP:Iteration 32Q (57431.840000 sec): 3 clusters Score: Raw -26130533.417804 + Penalty 5887.373384 = -26124646.044420 nChanged 6 SP:Iteration 33Q (57432.700000 sec): 3 clusters Score: Raw -26130534.684398 + Penalty 5887.373384 = -26124647.311014 nChanged 8 SP:Iteration 34Q (57433.520000 sec): 3 clusters Score: Raw -26130536.138324 + Penalty 5887.373384 = -26124648.764940 nChanged 1 SP:Iteration 35Q (57434.300000 sec): 3 clusters Score: Raw -26130536.272663 + Penalty 5887.373384 = -26124648.899279 nChanged 1 SP:Iteration 36Q (57435.120000 sec): 3 clusters Score: Raw -26130536.408508 + Penalty 5887.373384 = -26124649.035124 nChanged 0 SP:Iteration 37F (57436.110000 sec): 3 clusters Score: Raw -26130536.408508 + Penalty 5887.373384 = -26124649.035124 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (2549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57436.250000 sec): 2 clusters Score: Raw -475165.262176 + Penalty 1945.177188 = -473220.084988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57436.450000 sec): 3 clusters Score: Raw -474109.544617 + Penalty 3890.354377 = -470219.190240 nChanged 900 SP:Iteration 1F (57436.680000 sec): 3 clusters Score: Raw -474782.392845 + Penalty 3890.354377 = -470892.038469 nChanged 250 SP:Iteration 2F (57436.870000 sec): 3 clusters Score: Raw -475168.700025 + Penalty 3890.354377 = -471278.345649 nChanged 236 SP:Iteration 3F (57437.070000 sec): 3 clusters Score: Raw -475660.932383 + Penalty 3890.354377 = -471770.578006 nChanged 231 SP:Iteration 4F (57437.220000 sec): 3 clusters Score: Raw -476246.731714 + Penalty 3890.354377 = -472356.377337 nChanged 203 SP:Iteration 5F (57437.430000 sec): 3 clusters Score: Raw -476807.117281 + Penalty 3890.354377 = -472916.762905 nChanged 152 SP:Iteration 6F (57437.610000 sec): 3 clusters Score: Raw -477278.545874 + Penalty 3890.354377 = -473388.191498 nChanged 118 SP:Iteration 7Q (57437.790000 sec): 3 clusters Score: Raw -477557.600417 + Penalty 3890.354377 = -473667.246040 nChanged 85 SP:Iteration 8Q (57438.010000 sec): 3 clusters Score: Raw -477728.602277 + Penalty 3890.354377 = -473838.247901 nChanged 50 SP:Iteration 9Q (57438.260000 sec): 3 clusters Score: Raw -477818.732121 + Penalty 3890.354377 = -473928.377744 nChanged 44 SP:Iteration 10Q (57438.410000 sec): 3 clusters Score: Raw -477866.987038 + Penalty 3890.354377 = -473976.632661 nChanged 22 SP:Iteration 11Q (57438.560000 sec): 3 clusters Score: Raw -477883.554802 + Penalty 3890.354377 = -473993.200425 nChanged 14 SP:Iteration 12Q (57438.710000 sec): 3 clusters Score: Raw -477898.084725 + Penalty 3890.354377 = -474007.730348 nChanged 15 SP:Iteration 13Q (57438.860000 sec): 3 clusters Score: Raw -477919.256365 + Penalty 3890.354377 = -474028.901988 nChanged 17 SP:Iteration 14Q (57439.020000 sec): 3 clusters Score: Raw -477936.958223 + Penalty 3890.354377 = -474046.603846 nChanged 15 SP:Iteration 15Q (57439.180000 sec): 3 clusters Score: Raw -477948.799320 + Penalty 3890.354377 = -474058.444944 nChanged 11 SP:Iteration 16Q (57439.320000 sec): 3 clusters Score: Raw -477958.086597 + Penalty 3890.354377 = -474067.732221 nChanged 4 SP:Iteration 17Q (57439.510000 sec): 3 clusters Score: Raw -477965.033380 + Penalty 3890.354377 = -474074.679003 nChanged 6 SP:Iteration 18Q (57439.660000 sec): 3 clusters Score: Raw -477972.511372 + Penalty 3890.354377 = -474082.156996 nChanged 5 SP:Iteration 19Q (57439.850000 sec): 3 clusters Score: Raw -477976.236812 + Penalty 3890.354377 = -474085.882436 nChanged 2 SP:Iteration 20F (57440.000000 sec): 3 clusters Score: Raw -477977.269661 + Penalty 3890.354377 = -474086.915284 nChanged 2 SP:Iteration 21Q (57440.220000 sec): 3 clusters Score: Raw -477978.308155 + Penalty 3890.354377 = -474087.953779 nChanged 1 SP:Iteration 22Q (57440.460000 sec): 3 clusters Score: Raw -477978.845146 + Penalty 3890.354377 = -474088.490769 nChanged 0 SP:Iteration 23F (57440.680000 sec): 3 clusters Score: Raw -477978.845146 + Penalty 3890.354377 = -474088.490769 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57440.800000 sec): 2 clusters Score: Raw -109874.417375 + Penalty 1613.434447 = -108260.982928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57441.000000 sec): 3 clusters Score: Raw -109830.195992 + Penalty 3226.868894 = -106603.327098 nChanged 149 SP:Iteration 1F (57441.180000 sec): 3 clusters Score: Raw -110054.916139 + Penalty 3226.868894 = -106828.047245 nChanged 32 SP:Iteration 2Q (57441.310000 sec): 3 clusters Score: Raw -110140.226464 + Penalty 3226.868894 = -106913.357571 nChanged 31 SP:Iteration 3Q (57441.480000 sec): 3 clusters Score: Raw -110209.457991 + Penalty 3226.868894 = -106982.589097 nChanged 29 SP:Iteration 4Q (57441.650000 sec): 3 clusters Score: Raw -110300.793951 + Penalty 3226.868894 = -107073.925058 nChanged 36 SP:Iteration 5F (57441.850000 sec): 3 clusters Score: Raw -110383.491217 + Penalty 3226.868894 = -107156.622323 nChanged 20 SP:Iteration 6Q (57442.050000 sec): 3 clusters Score: Raw -110485.489287 + Penalty 3226.868894 = -107258.620393 nChanged 27 SP:Iteration 7Q (57442.230000 sec): 3 clusters Score: Raw -110574.130999 + Penalty 3226.868894 = -107347.262105 nChanged 14 SP:Iteration 8Q (57442.450000 sec): 3 clusters Score: Raw -110600.522091 + Penalty 3226.868894 = -107373.653197 nChanged 7 SP:Iteration 9Q (57442.660000 sec): 3 clusters Score: Raw -110620.728563 + Penalty 3226.868894 = -107393.859669 nChanged 3 SP:Iteration 10Q (57442.830000 sec): 3 clusters Score: Raw -110627.010517 + Penalty 3226.868894 = -107400.141623 nChanged 0 SP:Iteration 11F (57443.010000 sec): 3 clusters Score: Raw -110627.010517 + Penalty 3226.868894 = -107400.141623 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (15877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57443.210000 sec): 2 clusters Score: Raw -2819973.231344 + Penalty 2398.811446 = -2817574.419898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57443.500000 sec): 3 clusters Score: Raw -2810885.272817 + Penalty 4797.622893 = -2806087.649924 nChanged 6872 SP:Iteration 1F (57443.780000 sec): 3 clusters Score: Raw -2814479.443293 + Penalty 4797.622893 = -2809681.820401 nChanged 978 SP:Iteration 2F (57444.040000 sec): 3 clusters Score: Raw -2814900.396708 + Penalty 4797.622893 = -2810102.773816 nChanged 815 SP:Iteration 3F (57444.300000 sec): 3 clusters Score: Raw -2815266.006774 + Penalty 4797.622893 = -2810468.383881 nChanged 744 SP:Iteration 4Q (57444.640000 sec): 3 clusters Score: Raw -2815626.162514 + Penalty 4797.622893 = -2810828.539621 nChanged 789 SP:Iteration 5Q (57444.910000 sec): 3 clusters Score: Raw -2816043.382593 + Penalty 4797.622893 = -2811245.759700 nChanged 849 SP:Iteration 6F (57445.190000 sec): 3 clusters Score: Raw -2816544.746395 + Penalty 4797.622893 = -2811747.123502 nChanged 869 SP:Iteration 7F (57445.400000 sec): 3 clusters Score: Raw -2817108.859078 + Penalty 4797.622893 = -2812311.236186 nChanged 842 SP:Iteration 8F (57445.680000 sec): 3 clusters Score: Raw -2817681.388180 + Penalty 4797.622893 = -2812883.765287 nChanged 783 SP:Iteration 9Q (57445.990000 sec): 3 clusters Score: Raw -2818273.998368 + Penalty 4797.622893 = -2813476.375475 nChanged 723 SP:Iteration 10Q (57446.250000 sec): 3 clusters Score: Raw -2818910.676859 + Penalty 4797.622893 = -2814113.053966 nChanged 561 SP:Iteration 11Q (57446.580000 sec): 3 clusters Score: Raw -2819435.433373 + Penalty 4797.622893 = -2814637.810480 nChanged 362 SP:Iteration 12Q (57446.840000 sec): 3 clusters Score: Raw -2819771.639766 + Penalty 4797.622893 = -2814974.016873 nChanged 216 SP:Iteration 13Q (57447.110000 sec): 3 clusters Score: Raw -2819972.601555 + Penalty 4797.622893 = -2815174.978662 nChanged 146 SP:Iteration 14Q (57447.380000 sec): 3 clusters Score: Raw -2820109.637873 + Penalty 4797.622893 = -2815312.014980 nChanged 96 SP:Iteration 15Q (57447.610000 sec): 3 clusters Score: Raw -2820221.354960 + Penalty 4797.622893 = -2815423.732067 nChanged 71 SP:Iteration 16Q (57447.870000 sec): 3 clusters Score: Raw -2820293.523692 + Penalty 4797.622893 = -2815495.900799 nChanged 38 SP:Iteration 17Q (57448.140000 sec): 3 clusters Score: Raw -2820332.204738 + Penalty 4797.622893 = -2815534.581845 nChanged 23 SP:Iteration 18Q (57448.400000 sec): 3 clusters Score: Raw -2820355.659021 + Penalty 4797.622893 = -2815558.036129 nChanged 22 SP:Iteration 19Q (57448.660000 sec): 3 clusters Score: Raw -2820372.794956 + Penalty 4797.622893 = -2815575.172063 nChanged 8 SP:Iteration 20F (57448.980000 sec): 3 clusters Score: Raw -2820379.344571 + Penalty 4797.622893 = -2815581.721678 nChanged 7 SP:Iteration 21Q (57449.240000 sec): 3 clusters Score: Raw -2820384.999519 + Penalty 4797.622893 = -2815587.376626 nChanged 8 SP:Iteration 22Q (57449.510000 sec): 3 clusters Score: Raw -2820390.312946 + Penalty 4797.622893 = -2815592.690053 nChanged 3 SP:Iteration 23Q (57449.780000 sec): 3 clusters Score: Raw -2820392.992330 + Penalty 4797.622893 = -2815595.369437 nChanged 4 SP:Iteration 24Q (57449.990000 sec): 3 clusters Score: Raw -2820396.613798 + Penalty 4797.622893 = -2815598.990906 nChanged 3 SP:Iteration 25Q (57450.250000 sec): 3 clusters Score: Raw -2820399.572745 + Penalty 4797.622893 = -2815601.949852 nChanged 6 SP:Iteration 26Q (57450.490000 sec): 3 clusters Score: Raw -2820402.954633 + Penalty 4797.622893 = -2815605.331740 nChanged 1 SP:Iteration 27Q (57450.730000 sec): 3 clusters Score: Raw -2820403.527401 + Penalty 4797.622893 = -2815605.904508 nChanged 1 SP:Iteration 28Q (57450.970000 sec): 3 clusters Score: Raw -2820403.945055 + Penalty 4797.622893 = -2815606.322162 nChanged 1 SP:Iteration 29Q (57451.230000 sec): 3 clusters Score: Raw -2820404.639135 + Penalty 4797.622893 = -2815607.016242 nChanged 0 SP:Iteration 30F (57451.500000 sec): 3 clusters Score: Raw -2820404.639135 + Penalty 4797.622893 = -2815607.016242 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57451.570000 sec): 2 clusters Score: Raw -97474.626302 + Penalty 1595.767537 = -95878.858765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57451.720000 sec): 3 clusters Score: Raw -97508.145149 + Penalty 3191.535073 = -94316.610075 nChanged 165 SP:Iteration 1F (57451.870000 sec): 3 clusters Score: Raw -97858.346350 + Penalty 3191.535073 = -94666.811277 nChanged 56 SP:Iteration 2F (57452.010000 sec): 3 clusters Score: Raw -98013.687799 + Penalty 3191.535073 = -94822.152725 nChanged 35 SP:Iteration 3F (57452.160000 sec): 3 clusters Score: Raw -98087.267851 + Penalty 3191.535073 = -94895.732778 nChanged 24 SP:Iteration 4Q (57452.330000 sec): 3 clusters Score: Raw -98128.558600 + Penalty 3191.535073 = -94937.023527 nChanged 14 SP:Iteration 5Q (57452.480000 sec): 3 clusters Score: Raw -98170.270279 + Penalty 3191.535073 = -94978.735206 nChanged 14 SP:Iteration 6Q (57452.650000 sec): 3 clusters Score: Raw -98209.645896 + Penalty 3191.535073 = -95018.110823 nChanged 13 SP:Iteration 7Q (57452.810000 sec): 3 clusters Score: Raw -98249.051610 + Penalty 3191.535073 = -95057.516537 nChanged 13 SP:Iteration 8Q (57452.930000 sec): 3 clusters Score: Raw -98279.055019 + Penalty 3191.535073 = -95087.519946 nChanged 7 SP:Iteration 9Q (57453.060000 sec): 3 clusters Score: Raw -98300.540356 + Penalty 3191.535073 = -95109.005283 nChanged 3 SP:Iteration 10Q (57453.170000 sec): 3 clusters Score: Raw -98306.444456 + Penalty 3191.535073 = -95114.909383 nChanged 0 SP:Iteration 11F (57453.330000 sec): 3 clusters Score: Raw -98306.444456 + Penalty 3191.535073 = -95114.909383 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57453.460000 sec): 2 clusters Score: Raw -127555.997293 + Penalty 1660.864493 = -125895.132800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57453.650000 sec): 3 clusters Score: Raw -127463.347065 + Penalty 3321.728987 = -124141.618078 nChanged 211 SP:Iteration 1F (57453.860000 sec): 3 clusters Score: Raw -127901.643723 + Penalty 3321.728987 = -124579.914736 nChanged 77 SP:Iteration 2F (57454.080000 sec): 3 clusters Score: Raw -128412.861229 + Penalty 3321.728987 = -125091.132242 nChanged 81 SP:Iteration 3F (57454.290000 sec): 3 clusters Score: Raw -128764.914194 + Penalty 3321.728987 = -125443.185207 nChanged 78 SP:Iteration 4F (57454.490000 sec): 3 clusters Score: Raw -129069.679963 + Penalty 3321.728987 = -125747.950976 nChanged 53 SP:Iteration 5F (57454.670000 sec): 3 clusters Score: Raw -129341.444410 + Penalty 3321.728987 = -126019.715423 nChanged 34 SP:Iteration 6Q (57454.890000 sec): 3 clusters Score: Raw -129563.065588 + Penalty 3321.728987 = -126241.336601 nChanged 24 SP:Iteration 7Q (57455.030000 sec): 3 clusters Score: Raw -129770.111634 + Penalty 3321.728987 = -126448.382647 nChanged 18 SP:Iteration 8Q (57455.230000 sec): 3 clusters Score: Raw -129989.301634 + Penalty 3321.728987 = -126667.572647 nChanged 15 SP:Iteration 9Q (57455.390000 sec): 3 clusters Score: Raw -130207.989185 + Penalty 3321.728987 = -126886.260199 nChanged 22 SP:Iteration 10Q (57455.580000 sec): 3 clusters Score: Raw -130339.936669 + Penalty 3321.728987 = -127018.207682 nChanged 16 SP:Iteration 11Q (57455.770000 sec): 3 clusters Score: Raw -130430.558140 + Penalty 3321.728987 = -127108.829153 nChanged 11 SP:Iteration 12Q (57455.950000 sec): 3 clusters Score: Raw -130517.077090 + Penalty 3321.728987 = -127195.348103 nChanged 14 SP:Iteration 13Q (57456.110000 sec): 3 clusters Score: Raw -130585.494489 + Penalty 3321.728987 = -127263.765502 nChanged 13 SP:Iteration 14Q (57456.290000 sec): 3 clusters Score: Raw -130627.487879 + Penalty 3321.728987 = -127305.758892 nChanged 6 SP:Iteration 15Q (57456.500000 sec): 3 clusters Score: Raw -130641.880991 + Penalty 3321.728987 = -127320.152005 nChanged 3 SP:Iteration 16Q (57456.690000 sec): 3 clusters Score: Raw -130645.992758 + Penalty 3321.728987 = -127324.263771 nChanged 5 SP:Iteration 17Q (57456.900000 sec): 3 clusters Score: Raw -130652.248640 + Penalty 3321.728987 = -127330.519653 nChanged 2 SP:Iteration 18Q (57457.090000 sec): 3 clusters Score: Raw -130653.698286 + Penalty 3321.728987 = -127331.969300 nChanged 1 SP:Iteration 19Q (57457.300000 sec): 3 clusters Score: Raw -130654.659579 + Penalty 3321.728987 = -127332.930592 nChanged 1 SP:Iteration 20F (57457.550000 sec): 3 clusters Score: Raw -130672.746985 + Penalty 3321.728987 = -127351.017998 nChanged 13 SP:Iteration 21Q (57457.760000 sec): 3 clusters Score: Raw -130728.307638 + Penalty 3321.728987 = -127406.578651 nChanged 14 SP:Iteration 22Q (57458.010000 sec): 3 clusters Score: Raw -130794.877072 + Penalty 3321.728987 = -127473.148086 nChanged 19 SP:Iteration 23Q (57458.220000 sec): 3 clusters Score: Raw -130887.321879 + Penalty 3321.728987 = -127565.592892 nChanged 14 SP:Iteration 24Q (57458.430000 sec): 3 clusters Score: Raw -130961.346358 + Penalty 3321.728987 = -127639.617371 nChanged 21 SP:Iteration 25Q (57458.600000 sec): 3 clusters Score: Raw -131094.662108 + Penalty 3321.728987 = -127772.933121 nChanged 21 SP:Iteration 26Q (57458.840000 sec): 3 clusters Score: Raw -131249.512345 + Penalty 3321.728987 = -127927.783359 nChanged 18 SP:Iteration 27Q (57458.990000 sec): 3 clusters Score: Raw -131439.278911 + Penalty 3321.728987 = -128117.549924 nChanged 22 SP:Iteration 28Q (57459.230000 sec): 3 clusters Score: Raw -131751.341873 + Penalty 3321.728987 = -128429.612887 nChanged 13 SP:Iteration 29Q (57459.450000 sec): 3 clusters Score: Raw -132102.684650 + Penalty 3321.728987 = -128780.955663 nChanged 2 SP:Iteration 30Q (57459.610000 sec): 3 clusters Score: Raw -132217.087128 + Penalty 3321.728987 = -128895.358142 nChanged 0 SP:Iteration 31F (57459.850000 sec): 3 clusters Score: Raw -132217.087128 + Penalty 3321.728987 = -128895.358142 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (30815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57460.070000 sec): 2 clusters Score: Raw -5878380.671593 + Penalty 2563.267702 = -5875817.403891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57460.450000 sec): 3 clusters Score: Raw -5859943.887343 + Penalty 5126.535404 = -5854817.351939 nChanged 13907 SP:Iteration 1F (57460.860000 sec): 3 clusters Score: Raw -5867617.895693 + Penalty 5126.535404 = -5862491.360288 nChanged 1586 SP:Iteration 2F (57461.260000 sec): 3 clusters Score: Raw -5868247.579273 + Penalty 5126.535404 = -5863121.043868 nChanged 1502 SP:Iteration 3Q (57461.620000 sec): 3 clusters Score: Raw -5868890.687374 + Penalty 5126.535404 = -5863764.151970 nChanged 1449 SP:Iteration 4Q (57461.980000 sec): 3 clusters Score: Raw -5869562.157252 + Penalty 5126.535404 = -5864435.621848 nChanged 1557 SP:Iteration 5F (57462.370000 sec): 3 clusters Score: Raw -5870340.030118 + Penalty 5126.535404 = -5865213.494714 nChanged 1591 SP:Iteration 6F (57462.710000 sec): 3 clusters Score: Raw -5871208.848987 + Penalty 5126.535404 = -5866082.313583 nChanged 1645 SP:Iteration 7F (57463.070000 sec): 3 clusters Score: Raw -5872132.448501 + Penalty 5126.535404 = -5867005.913097 nChanged 1688 SP:Iteration 8F (57463.430000 sec): 3 clusters Score: Raw -5873108.902447 + Penalty 5126.535404 = -5867982.367042 nChanged 1592 SP:Iteration 9F (57463.750000 sec): 3 clusters Score: Raw -5873947.242682 + Penalty 5126.535404 = -5868820.707278 nChanged 1327 SP:Iteration 10Q (57464.100000 sec): 3 clusters Score: Raw -5874571.968962 + Penalty 5126.535404 = -5869445.433558 nChanged 1067 SP:Iteration 11Q (57464.450000 sec): 3 clusters Score: Raw -5875034.858642 + Penalty 5126.535404 = -5869908.323238 nChanged 827 SP:Iteration 12Q (57464.780000 sec): 3 clusters Score: Raw -5875339.279432 + Penalty 5126.535404 = -5870212.744028 nChanged 659 SP:Iteration 13Q (57465.090000 sec): 3 clusters Score: Raw -5875557.060017 + Penalty 5126.535404 = -5870430.524613 nChanged 541 SP:Iteration 14Q (57465.430000 sec): 3 clusters Score: Raw -5875724.977478 + Penalty 5126.535404 = -5870598.442074 nChanged 451 SP:Iteration 15Q (57465.810000 sec): 3 clusters Score: Raw -5875846.372954 + Penalty 5126.535404 = -5870719.837549 nChanged 391 SP:Iteration 16Q (57466.200000 sec): 3 clusters Score: Raw -5875930.873276 + Penalty 5126.535404 = -5870804.337871 nChanged 310 SP:Iteration 17Q (57466.520000 sec): 3 clusters Score: Raw -5875994.818145 + Penalty 5126.535404 = -5870868.282740 nChanged 268 SP:Iteration 18Q (57466.870000 sec): 3 clusters Score: Raw -5876048.555888 + Penalty 5126.535404 = -5870922.020484 nChanged 249 SP:Iteration 19Q (57467.260000 sec): 3 clusters Score: Raw -5876084.531661 + Penalty 5126.535404 = -5870957.996257 nChanged 187 SP:Iteration 20F (57467.580000 sec): 3 clusters Score: Raw -5876107.607095 + Penalty 5126.535404 = -5870981.071691 nChanged 153 SP:Iteration 21Q (57467.970000 sec): 3 clusters Score: Raw -5876123.426613 + Penalty 5126.535404 = -5870996.891209 nChanged 136 SP:Iteration 22Q (57468.380000 sec): 3 clusters Score: Raw -5876138.503357 + Penalty 5126.535404 = -5871011.967953 nChanged 116 SP:Iteration 23Q (57468.700000 sec): 3 clusters Score: Raw -5876150.661604 + Penalty 5126.535404 = -5871024.126200 nChanged 96 SP:Iteration 24Q (57469.080000 sec): 3 clusters Score: Raw -5876159.593086 + Penalty 5126.535404 = -5871033.057682 nChanged 96 SP:Iteration 25Q (57469.450000 sec): 3 clusters Score: Raw -5876169.047322 + Penalty 5126.535404 = -5871042.511917 nChanged 98 SP:Iteration 26Q (57469.790000 sec): 3 clusters Score: Raw -5876177.041543 + Penalty 5126.535404 = -5871050.506139 nChanged 65 SP:Iteration 27Q (57470.130000 sec): 3 clusters Score: Raw -5876181.407739 + Penalty 5126.535404 = -5871054.872334 nChanged 58 SP:Iteration 28Q (57470.520000 sec): 3 clusters Score: Raw -5876185.795180 + Penalty 5126.535404 = -5871059.259776 nChanged 48 SP:Iteration 29Q (57470.850000 sec): 3 clusters Score: Raw -5876188.819646 + Penalty 5126.535404 = -5871062.284242 nChanged 42 SP:Iteration 30Q (57471.280000 sec): 3 clusters Score: Raw -5876191.969158 + Penalty 5126.535404 = -5871065.433754 nChanged 34 SP:Iteration 31Q (57471.610000 sec): 3 clusters Score: Raw -5876194.765908 + Penalty 5126.535404 = -5871068.230504 nChanged 42 SP:Iteration 32Q (57471.980000 sec): 3 clusters Score: Raw -5876197.224087 + Penalty 5126.535404 = -5871070.688683 nChanged 35 SP:Iteration 33Q (57472.320000 sec): 3 clusters Score: Raw -5876199.611629 + Penalty 5126.535404 = -5871073.076225 nChanged 43 SP:Iteration 34Q (57472.620000 sec): 3 clusters Score: Raw -5876202.397901 + Penalty 5126.535404 = -5871075.862497 nChanged 42 SP:Iteration 35Q (57473.030000 sec): 3 clusters Score: Raw -5876205.033225 + Penalty 5126.535404 = -5871078.497821 nChanged 37 SP:Iteration 36Q (57473.370000 sec): 3 clusters Score: Raw -5876207.356309 + Penalty 5126.535404 = -5871080.820905 nChanged 34 SP:Iteration 37Q (57473.730000 sec): 3 clusters Score: Raw -5876209.561945 + Penalty 5126.535404 = -5871083.026541 nChanged 28 SP:Iteration 38Q (57474.030000 sec): 3 clusters Score: Raw -5876211.529274 + Penalty 5126.535404 = -5871084.993870 nChanged 29 SP:Iteration 39Q (57474.380000 sec): 3 clusters Score: Raw -5876213.653724 + Penalty 5126.535404 = -5871087.118320 nChanged 32 SP:Iteration 40F (57474.740000 sec): 3 clusters Score: Raw -5876216.176427 + Penalty 5126.535404 = -5871089.641023 nChanged 46 SP:Iteration 41Q (57475.080000 sec): 3 clusters Score: Raw -5876219.225463 + Penalty 5126.535404 = -5871092.690058 nChanged 36 SP:Iteration 42Q (57475.440000 sec): 3 clusters Score: Raw -5876221.086518 + Penalty 5126.535404 = -5871094.551113 nChanged 28 SP:Iteration 43Q (57475.830000 sec): 3 clusters Score: Raw -5876222.745005 + Penalty 5126.535404 = -5871096.209601 nChanged 30 SP:Iteration 44Q (57476.150000 sec): 3 clusters Score: Raw -5876224.644153 + Penalty 5126.535404 = -5871098.108749 nChanged 24 SP:Iteration 45Q (57476.540000 sec): 3 clusters Score: Raw -5876226.169491 + Penalty 5126.535404 = -5871099.634086 nChanged 27 SP:Iteration 46Q (57476.910000 sec): 3 clusters Score: Raw -5876228.196098 + Penalty 5126.535404 = -5871101.660693 nChanged 32 SP:Iteration 47Q (57477.260000 sec): 3 clusters Score: Raw -5876230.721100 + Penalty 5126.535404 = -5871104.185696 nChanged 41 SP:Iteration 48Q (57477.620000 sec): 3 clusters Score: Raw -5876233.932786 + Penalty 5126.535404 = -5871107.397382 nChanged 42 SP:Iteration 49Q (57477.990000 sec): 3 clusters Score: Raw -5876236.620568 + Penalty 5126.535404 = -5871110.085164 nChanged 35 SP:Iteration 50Q (57478.400000 sec): 3 clusters Score: Raw -5876238.394690 + Penalty 5126.535404 = -5871111.859286 nChanged 23 SP:Iteration 51Q (57478.720000 sec): 3 clusters Score: Raw -5876239.612399 + Penalty 5126.535404 = -5871113.076995 nChanged 22 SP:Iteration 52Q (57479.100000 sec): 3 clusters Score: Raw -5876240.755294 + Penalty 5126.535404 = -5871114.219890 nChanged 16 SP:Iteration 53Q (57479.460000 sec): 3 clusters Score: Raw -5876241.409030 + Penalty 5126.535404 = -5871114.873626 nChanged 9 SP:Iteration 54Q (57479.780000 sec): 3 clusters Score: Raw -5876241.699431 + Penalty 5126.535404 = -5871115.164027 nChanged 7 SP:Iteration 55Q (57480.080000 sec): 3 clusters Score: Raw -5876241.924453 + Penalty 5126.535404 = -5871115.389049 nChanged 8 SP:Iteration 56Q (57480.400000 sec): 3 clusters Score: Raw -5876242.230335 + Penalty 5126.535404 = -5871115.694930 nChanged 7 SP:Iteration 57Q (57480.740000 sec): 3 clusters Score: Raw -5876242.520027 + Penalty 5126.535404 = -5871115.984622 nChanged 6 SP:Iteration 58Q (57481.080000 sec): 3 clusters Score: Raw -5876242.832879 + Penalty 5126.535404 = -5871116.297475 nChanged 7 SP:Iteration 59Q (57481.470000 sec): 3 clusters Score: Raw -5876243.293759 + Penalty 5126.535404 = -5871116.758355 nChanged 10 SP:Iteration 60F (57481.800000 sec): 3 clusters Score: Raw -5876243.639402 + Penalty 5126.535404 = -5871117.103997 nChanged 5 SP:Iteration 61Q (57482.170000 sec): 3 clusters Score: Raw -5876243.783134 + Penalty 5126.535404 = -5871117.247730 nChanged 3 SP:Iteration 62Q (57482.520000 sec): 3 clusters Score: Raw -5876243.954758 + Penalty 5126.535404 = -5871117.419354 nChanged 3 SP:Iteration 63Q (57482.870000 sec): 3 clusters Score: Raw -5876244.105366 + Penalty 5126.535404 = -5871117.569962 nChanged 5 SP:Iteration 64Q (57483.220000 sec): 3 clusters Score: Raw -5876244.413033 + Penalty 5126.535404 = -5871117.877629 nChanged 12 SP:Iteration 65Q (57483.640000 sec): 3 clusters Score: Raw -5876245.013809 + Penalty 5126.535404 = -5871118.478404 nChanged 14 SP:Iteration 66Q (57483.980000 sec): 3 clusters Score: Raw -5876245.851161 + Penalty 5126.535404 = -5871119.315757 nChanged 14 SP:Iteration 67Q (57484.340000 sec): 3 clusters Score: Raw -5876246.450384 + Penalty 5126.535404 = -5871119.914980 nChanged 13 SP:Iteration 68Q (57484.720000 sec): 3 clusters Score: Raw -5876247.239799 + Penalty 5126.535404 = -5871120.704394 nChanged 12 SP:Iteration 69Q (57485.040000 sec): 3 clusters Score: Raw -5876247.737341 + Penalty 5126.535404 = -5871121.201937 nChanged 12 SP:Iteration 70Q (57485.410000 sec): 3 clusters Score: Raw -5876248.408723 + Penalty 5126.535404 = -5871121.873319 nChanged 14 SP:Iteration 71Q (57485.740000 sec): 3 clusters Score: Raw -5876249.100236 + Penalty 5126.535404 = -5871122.564832 nChanged 11 SP:Iteration 72Q (57486.060000 sec): 3 clusters Score: Raw -5876249.648262 + Penalty 5126.535404 = -5871123.112858 nChanged 7 SP:Iteration 73Q (57486.400000 sec): 3 clusters Score: Raw -5876250.247115 + Penalty 5126.535404 = -5871123.711710 nChanged 17 SP:Iteration 74Q (57486.760000 sec): 3 clusters Score: Raw -5876251.099681 + Penalty 5126.535404 = -5871124.564277 nChanged 11 SP:Iteration 75Q (57487.170000 sec): 3 clusters Score: Raw -5876251.856365 + Penalty 5126.535404 = -5871125.320961 nChanged 14 SP:Iteration 76Q (57487.530000 sec): 3 clusters Score: Raw -5876252.509386 + Penalty 5126.535404 = -5871125.973981 nChanged 9 SP:Iteration 77Q (57487.880000 sec): 3 clusters Score: Raw -5876252.917921 + Penalty 5126.535404 = -5871126.382517 nChanged 7 SP:Iteration 78Q (57488.200000 sec): 3 clusters Score: Raw -5876253.283506 + Penalty 5126.535404 = -5871126.748101 nChanged 9 SP:Iteration 79Q (57488.580000 sec): 3 clusters Score: Raw -5876253.608172 + Penalty 5126.535404 = -5871127.072768 nChanged 8 SP:Iteration 80F (57488.950000 sec): 3 clusters Score: Raw -5876253.999158 + Penalty 5126.535404 = -5871127.463754 nChanged 8 SP:Iteration 81Q (57489.340000 sec): 3 clusters Score: Raw -5876254.381057 + Penalty 5126.535404 = -5871127.845653 nChanged 8 SP:Iteration 82Q (57489.770000 sec): 3 clusters Score: Raw -5876254.858463 + Penalty 5126.535404 = -5871128.323058 nChanged 7 SP:Iteration 83Q (57490.050000 sec): 3 clusters Score: Raw -5876255.422847 + Penalty 5126.535404 = -5871128.887442 nChanged 8 SP:Iteration 84Q (57490.390000 sec): 3 clusters Score: Raw -5876255.801095 + Penalty 5126.535404 = -5871129.265691 nChanged 7 SP:Iteration 85Q (57490.760000 sec): 3 clusters Score: Raw -5876256.055532 + Penalty 5126.535404 = -5871129.520128 nChanged 7 SP:Iteration 86Q (57491.120000 sec): 3 clusters Score: Raw -5876256.491666 + Penalty 5126.535404 = -5871129.956262 nChanged 10 SP:Iteration 87Q (57491.540000 sec): 3 clusters Score: Raw -5876257.103271 + Penalty 5126.535404 = -5871130.567867 nChanged 13 SP:Iteration 88Q (57491.920000 sec): 3 clusters Score: Raw -5876257.848004 + Penalty 5126.535404 = -5871131.312600 nChanged 13 SP:Iteration 89Q (57492.290000 sec): 3 clusters Score: Raw -5876258.334750 + Penalty 5126.535404 = -5871131.799346 nChanged 12 SP:Iteration 90Q (57492.690000 sec): 3 clusters Score: Raw -5876258.922343 + Penalty 5126.535404 = -5871132.386939 nChanged 10 SP:Iteration 91Q (57493.070000 sec): 3 clusters Score: Raw -5876259.543033 + Penalty 5126.535404 = -5871133.007628 nChanged 10 SP:Iteration 92Q (57493.460000 sec): 3 clusters Score: Raw -5876260.035417 + Penalty 5126.535404 = -5871133.500013 nChanged 11 SP:Iteration 93Q (57493.770000 sec): 3 clusters Score: Raw -5876260.838410 + Penalty 5126.535404 = -5871134.303006 nChanged 13 SP:Iteration 94Q (57494.160000 sec): 3 clusters Score: Raw -5876261.445699 + Penalty 5126.535404 = -5871134.910294 nChanged 10 SP:Iteration 95Q (57494.500000 sec): 3 clusters Score: Raw -5876261.778079 + Penalty 5126.535404 = -5871135.242674 nChanged 2 SP:Iteration 96Q (57494.890000 sec): 3 clusters Score: Raw -5876261.872093 + Penalty 5126.535404 = -5871135.336688 nChanged 3 SP:Iteration 97Q (57495.250000 sec): 3 clusters Score: Raw -5876261.980357 + Penalty 5126.535404 = -5871135.444952 nChanged 5 SP:Iteration 98Q (57495.590000 sec): 3 clusters Score: Raw -5876262.239177 + Penalty 5126.535404 = -5871135.703773 nChanged 2 SP:Iteration 99Q (57495.950000 sec): 3 clusters Score: Raw -5876262.325447 + Penalty 5126.535404 = -5871135.790043 nChanged 3 SP:Iteration 100F (57496.310000 sec): 3 clusters Score: Raw -5876262.439510 + Penalty 5126.535404 = -5871135.904106 nChanged 4 SP:Iteration 101Q (57496.660000 sec): 3 clusters Score: Raw -5876262.567938 + Penalty 5126.535404 = -5871136.032533 nChanged 2 SP:Iteration 102Q (57497.020000 sec): 3 clusters Score: Raw -5876262.641865 + Penalty 5126.535404 = -5871136.106461 nChanged 0 SP:Iteration 103F (57497.280000 sec): 3 clusters Score: Raw -5876262.641865 + Penalty 5126.535404 = -5871136.106461 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57497.390000 sec): 2 clusters Score: Raw -195653.886868 + Penalty 1728.741059 = -193925.145809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57497.580000 sec): 3 clusters Score: Raw -195392.793917 + Penalty 3457.482119 = -191935.311798 nChanged 276 SP:Iteration 1F (57497.740000 sec): 3 clusters Score: Raw -195671.360741 + Penalty 3457.482119 = -192213.878622 nChanged 71 SP:Iteration 2F (57497.900000 sec): 3 clusters Score: Raw -195750.101496 + Penalty 3457.482119 = -192292.619377 nChanged 33 SP:Iteration 3Q (57498.070000 sec): 3 clusters Score: Raw -195783.617447 + Penalty 3457.482119 = -192326.135328 nChanged 13 SP:Iteration 4Q (57498.220000 sec): 3 clusters Score: Raw -195800.485570 + Penalty 3457.482119 = -192343.003451 nChanged 7 SP:Iteration 5Q (57498.370000 sec): 3 clusters Score: Raw -195810.212741 + Penalty 3457.482119 = -192352.730622 nChanged 4 SP:Iteration 6Q (57498.580000 sec): 3 clusters Score: Raw -195814.514508 + Penalty 3457.482119 = -192357.032389 nChanged 6 SP:Iteration 7Q (57498.790000 sec): 3 clusters Score: Raw -195819.072378 + Penalty 3457.482119 = -192361.590259 nChanged 3 SP:Iteration 8Q (57498.980000 sec): 3 clusters Score: Raw -195820.958497 + Penalty 3457.482119 = -192363.476378 nChanged 1 SP:Iteration 9Q (57499.210000 sec): 3 clusters Score: Raw -195821.451460 + Penalty 3457.482119 = -192363.969342 nChanged 1 SP:Iteration 10Q (57499.440000 sec): 3 clusters Score: Raw -195823.236728 + Penalty 3457.482119 = -192365.754609 nChanged 2 SP:Iteration 11Q (57499.600000 sec): 3 clusters Score: Raw -195824.818832 + Penalty 3457.482119 = -192367.336714 nChanged 4 SP:Iteration 12Q (57499.830000 sec): 3 clusters Score: Raw -195828.197712 + Penalty 3457.482119 = -192370.715593 nChanged 3 SP:Iteration 13Q (57500.020000 sec): 3 clusters Score: Raw -195831.316449 + Penalty 3457.482119 = -192373.834330 nChanged 5 SP:Iteration 14Q (57500.190000 sec): 3 clusters Score: Raw -195838.603247 + Penalty 3457.482119 = -192381.121128 nChanged 7 SP:Iteration 15Q (57500.420000 sec): 3 clusters Score: Raw -195847.959929 + Penalty 3457.482119 = -192390.477810 nChanged 6 SP:Iteration 16Q (57500.560000 sec): 3 clusters Score: Raw -195852.978241 + Penalty 3457.482119 = -192395.496122 nChanged 4 SP:Iteration 17Q (57500.780000 sec): 3 clusters Score: Raw -195859.071054 + Penalty 3457.482119 = -192401.588936 nChanged 5 SP:Iteration 18Q (57501.010000 sec): 3 clusters Score: Raw -195864.614736 + Penalty 3457.482119 = -192407.132617 nChanged 6 SP:Iteration 19Q (57501.200000 sec): 3 clusters Score: Raw -195870.182957 + Penalty 3457.482119 = -192412.700838 nChanged 3 SP:Iteration 20F (57501.330000 sec): 3 clusters Score: Raw -195873.402301 + Penalty 3457.482119 = -192415.920183 nChanged 1 SP:Iteration 21Q (57501.540000 sec): 3 clusters Score: Raw -195875.481903 + Penalty 3457.482119 = -192417.999785 nChanged 5 SP:Iteration 22Q (57501.740000 sec): 3 clusters Score: Raw -195880.754430 + Penalty 3457.482119 = -192423.272311 nChanged 2 SP:Iteration 23Q (57501.940000 sec): 3 clusters Score: Raw -195883.320528 + Penalty 3457.482119 = -192425.838410 nChanged 1 SP:Iteration 24Q (57502.130000 sec): 3 clusters Score: Raw -195884.461131 + Penalty 3457.482119 = -192426.979013 nChanged 0 SP:Iteration 25F (57502.300000 sec): 3 clusters Score: Raw -195884.461131 + Penalty 3457.482119 = -192426.979013 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57502.400000 sec): 2 clusters Score: Raw -46393.832913 + Penalty 1530.063462 = -44863.769452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57502.540000 sec): 3 clusters Score: Raw -46716.479902 + Penalty 3060.126923 = -43656.352978 nChanged 117 SP:Iteration 1F (57502.700000 sec): 3 clusters Score: Raw -47059.042684 + Penalty 3060.126923 = -43998.915760 nChanged 30 SP:Iteration 2F (57502.890000 sec): 3 clusters Score: Raw -47147.678268 + Penalty 3060.126923 = -44087.551345 nChanged 28 SP:Iteration 3F (57503.060000 sec): 3 clusters Score: Raw -47239.550400 + Penalty 3060.126923 = -44179.423477 nChanged 21 SP:Iteration 4Q (57503.260000 sec): 3 clusters Score: Raw -47308.924447 + Penalty 3060.126923 = -44248.797524 nChanged 24 SP:Iteration 5F (57503.470000 sec): 3 clusters Score: Raw -47443.554949 + Penalty 3060.126923 = -44383.428026 nChanged 23 SP:Iteration 6Q (57503.620000 sec): 3 clusters Score: Raw -47551.941956 + Penalty 3060.126923 = -44491.815033 nChanged 17 SP:Iteration 7Q (57503.850000 sec): 3 clusters Score: Raw -47653.677608 + Penalty 3060.126923 = -44593.550685 nChanged 16 SP:Iteration 8Q (57504.090000 sec): 3 clusters Score: Raw -47769.224756 + Penalty 3060.126923 = -44709.097833 nChanged 10 SP:Iteration 9Q (57504.230000 sec): 3 clusters Score: Raw -47842.662864 + Penalty 3060.126923 = -44782.535940 nChanged 16 SP:Iteration 10Q (57504.400000 sec): 3 clusters Score: Raw -47965.292075 + Penalty 3060.126923 = -44905.165152 nChanged 11 SP:Iteration 11Q (57504.590000 sec): 3 clusters Score: Raw -48103.211361 + Penalty 3060.126923 = -45043.084438 nChanged 10 SP:Iteration 12Q (57504.740000 sec): 3 clusters Score: Raw -48204.672991 + Penalty 3060.126923 = -45144.546068 nChanged 4 SP:Iteration 13Q (57504.930000 sec): 3 clusters Score: Raw -48240.644371 + Penalty 3060.126923 = -45180.517447 nChanged 1 SP:Iteration 14Q (57505.080000 sec): 3 clusters Score: Raw -48272.207180 + Penalty 3060.126923 = -45212.080256 nChanged 1 SP:Iteration 15Q (57505.270000 sec): 3 clusters Score: Raw -48273.916657 + Penalty 3060.126923 = -45213.789734 nChanged 1 SP:Iteration 16Q (57505.460000 sec): 3 clusters Score: Raw -48277.072336 + Penalty 3060.126923 = -45216.945412 nChanged 0 SP:Iteration 17F (57505.640000 sec): 3 clusters Score: Raw -48320.907370 + Penalty 3060.126923 = -45260.780446 nChanged 7 SP:Iteration 18Q (57505.850000 sec): 3 clusters Score: Raw -48464.249406 + Penalty 3060.126923 = -45404.122483 nChanged 7 SP:Iteration 19Q (57506.020000 sec): 3 clusters Score: Raw -48521.320659 + Penalty 3060.126923 = -45461.193735 nChanged 4 SP:Iteration 20F (57506.220000 sec): 3 clusters Score: Raw -48542.373785 + Penalty 3060.126923 = -45482.246861 nChanged 2 SP:Iteration 21Q (57506.380000 sec): 3 clusters Score: Raw -48547.851680 + Penalty 3060.126923 = -45487.724757 nChanged 1 SP:Iteration 22Q (57506.540000 sec): 3 clusters Score: Raw -48551.779350 + Penalty 3060.126923 = -45491.652427 nChanged 0 SP:Iteration 23F (57506.740000 sec): 3 clusters Score: Raw -48551.779350 + Penalty 3060.126923 = -45491.652427 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57506.880000 sec): 2 clusters Score: Raw -433883.423308 + Penalty 1943.811331 = -431939.611976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57507.060000 sec): 3 clusters Score: Raw -432901.295332 + Penalty 3887.622662 = -429013.672669 nChanged 859 SP:Iteration 1F (57507.200000 sec): 3 clusters Score: Raw -433565.385990 + Penalty 3887.622662 = -429677.763327 nChanged 272 SP:Iteration 2F (57507.420000 sec): 3 clusters Score: Raw -433825.035911 + Penalty 3887.622662 = -429937.413249 nChanged 164 SP:Iteration 3F (57507.630000 sec): 3 clusters Score: Raw -433982.494348 + Penalty 3887.622662 = -430094.871685 nChanged 123 SP:Iteration 4Q (57507.870000 sec): 3 clusters Score: Raw -434112.599592 + Penalty 3887.622662 = -430224.976930 nChanged 102 SP:Iteration 5Q (57508.060000 sec): 3 clusters Score: Raw -434201.471052 + Penalty 3887.622662 = -430313.848390 nChanged 70 SP:Iteration 6Q (57508.260000 sec): 3 clusters Score: Raw -434260.689382 + Penalty 3887.622662 = -430373.066720 nChanged 67 SP:Iteration 7Q (57508.420000 sec): 3 clusters Score: Raw -434327.979295 + Penalty 3887.622662 = -430440.356633 nChanged 60 SP:Iteration 8Q (57508.600000 sec): 3 clusters Score: Raw -434377.545887 + Penalty 3887.622662 = -430489.923225 nChanged 43 SP:Iteration 9Q (57508.800000 sec): 3 clusters Score: Raw -434411.978623 + Penalty 3887.622662 = -430524.355960 nChanged 43 SP:Iteration 10Q (57508.990000 sec): 3 clusters Score: Raw -434448.652069 + Penalty 3887.622662 = -430561.029406 nChanged 36 SP:Iteration 11Q (57509.160000 sec): 3 clusters Score: Raw -434480.513354 + Penalty 3887.622662 = -430592.890691 nChanged 40 SP:Iteration 12Q (57509.350000 sec): 3 clusters Score: Raw -434514.012494 + Penalty 3887.622662 = -430626.389832 nChanged 25 SP:Iteration 13Q (57509.530000 sec): 3 clusters Score: Raw -434533.266769 + Penalty 3887.622662 = -430645.644107 nChanged 17 SP:Iteration 14Q (57509.720000 sec): 3 clusters Score: Raw -434547.571020 + Penalty 3887.622662 = -430659.948357 nChanged 14 SP:Iteration 15Q (57509.900000 sec): 3 clusters Score: Raw -434557.244867 + Penalty 3887.622662 = -430669.622205 nChanged 10 SP:Iteration 16Q (57510.100000 sec): 3 clusters Score: Raw -434567.464408 + Penalty 3887.622662 = -430679.841746 nChanged 13 SP:Iteration 17Q (57510.320000 sec): 3 clusters Score: Raw -434577.435674 + Penalty 3887.622662 = -430689.813011 nChanged 8 SP:Iteration 18Q (57510.510000 sec): 3 clusters Score: Raw -434583.508533 + Penalty 3887.622662 = -430695.885871 nChanged 8 SP:Iteration 19Q (57510.710000 sec): 3 clusters Score: Raw -434589.328595 + Penalty 3887.622662 = -430701.705932 nChanged 7 SP:Iteration 20F (57510.860000 sec): 3 clusters Score: Raw -434596.242179 + Penalty 3887.622662 = -430708.619516 nChanged 13 SP:Iteration 21Q (57511.030000 sec): 3 clusters Score: Raw -434610.733533 + Penalty 3887.622662 = -430723.110871 nChanged 17 SP:Iteration 22Q (57511.190000 sec): 3 clusters Score: Raw -434624.431413 + Penalty 3887.622662 = -430736.808750 nChanged 13 SP:Iteration 23Q (57511.390000 sec): 3 clusters Score: Raw -434633.270660 + Penalty 3887.622662 = -430745.647998 nChanged 10 SP:Iteration 24Q (57511.530000 sec): 3 clusters Score: Raw -434639.295461 + Penalty 3887.622662 = -430751.672798 nChanged 5 SP:Iteration 25Q (57511.730000 sec): 3 clusters Score: Raw -434642.300565 + Penalty 3887.622662 = -430754.677903 nChanged 2 SP:Iteration 26Q (57511.940000 sec): 3 clusters Score: Raw -434643.251820 + Penalty 3887.622662 = -430755.629157 nChanged 3 SP:Iteration 27Q (57512.120000 sec): 3 clusters Score: Raw -434644.761785 + Penalty 3887.622662 = -430757.139123 nChanged 2 SP:Iteration 28Q (57512.360000 sec): 3 clusters Score: Raw -434645.770103 + Penalty 3887.622662 = -430758.147440 nChanged 2 SP:Iteration 29Q (57512.500000 sec): 3 clusters Score: Raw -434646.564169 + Penalty 3887.622662 = -430758.941507 nChanged 0 SP:Iteration 30F (57512.710000 sec): 3 clusters Score: Raw -434646.564169 + Penalty 3887.622662 = -430758.941507 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57512.780000 sec): 2 clusters Score: Raw -219977.452762 + Penalty 1754.170890 = -218223.281872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57512.950000 sec): 3 clusters Score: Raw -219694.652099 + Penalty 3508.341780 = -216186.310319 nChanged 308 SP:Iteration 1F (57513.130000 sec): 3 clusters Score: Raw -219997.784169 + Penalty 3508.341780 = -216489.442389 nChanged 77 SP:Iteration 2F (57513.320000 sec): 3 clusters Score: Raw -220100.167521 + Penalty 3508.341780 = -216591.825741 nChanged 47 SP:Iteration 3Q (57513.470000 sec): 3 clusters Score: Raw -220150.176213 + Penalty 3508.341780 = -216641.834433 nChanged 28 SP:Iteration 4Q (57513.660000 sec): 3 clusters Score: Raw -220178.576228 + Penalty 3508.341780 = -216670.234448 nChanged 22 SP:Iteration 5Q (57513.890000 sec): 3 clusters Score: Raw -220205.575380 + Penalty 3508.341780 = -216697.233600 nChanged 18 SP:Iteration 6Q (57514.030000 sec): 3 clusters Score: Raw -220225.996240 + Penalty 3508.341780 = -216717.654460 nChanged 15 SP:Iteration 7Q (57514.240000 sec): 3 clusters Score: Raw -220240.098859 + Penalty 3508.341780 = -216731.757080 nChanged 8 SP:Iteration 8Q (57514.450000 sec): 3 clusters Score: Raw -220246.098838 + Penalty 3508.341780 = -216737.757058 nChanged 4 SP:Iteration 9Q (57514.650000 sec): 3 clusters Score: Raw -220249.161692 + Penalty 3508.341780 = -216740.819912 nChanged 1 SP:Iteration 10Q (57514.800000 sec): 3 clusters Score: Raw -220250.262305 + Penalty 3508.341780 = -216741.920525 nChanged 2 SP:Iteration 11Q (57514.990000 sec): 3 clusters Score: Raw -220253.117219 + Penalty 3508.341780 = -216744.775440 nChanged 3 SP:Iteration 12Q (57515.190000 sec): 3 clusters Score: Raw -220254.668637 + Penalty 3508.341780 = -216746.326857 nChanged 2 SP:Iteration 13Q (57515.380000 sec): 3 clusters Score: Raw -220257.053836 + Penalty 3508.341780 = -216748.712056 nChanged 2 SP:Iteration 14Q (57515.590000 sec): 3 clusters Score: Raw -220260.151176 + Penalty 3508.341780 = -216751.809396 nChanged 6 SP:Iteration 15Q (57515.780000 sec): 3 clusters Score: Raw -220266.777013 + Penalty 3508.341780 = -216758.435233 nChanged 4 SP:Iteration 16Q (57516.000000 sec): 3 clusters Score: Raw -220269.227953 + Penalty 3508.341780 = -216760.886174 nChanged 4 SP:Iteration 17Q (57516.170000 sec): 3 clusters Score: Raw -220274.631579 + Penalty 3508.341780 = -216766.289800 nChanged 5 SP:Iteration 18Q (57516.350000 sec): 3 clusters Score: Raw -220279.595179 + Penalty 3508.341780 = -216771.253399 nChanged 6 SP:Iteration 19Q (57516.520000 sec): 3 clusters Score: Raw -220284.553059 + Penalty 3508.341780 = -216776.211280 nChanged 1 SP:Iteration 20F (57516.690000 sec): 3 clusters Score: Raw -220284.769308 + Penalty 3508.341780 = -216776.427528 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57516.790000 sec): 2 clusters Score: Raw -31824.731626 + Penalty 1400.070831 = -30424.660795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57516.990000 sec): 3 clusters Score: Raw -32406.200349 + Penalty 2800.141661 = -29606.058688 nChanged 79 SP:Iteration 1F (57517.170000 sec): 3 clusters Score: Raw -32874.082693 + Penalty 2800.141661 = -30073.941032 nChanged 25 SP:Iteration 2F (57517.350000 sec): 3 clusters Score: Raw -33047.757300 + Penalty 2800.141661 = -30247.615638 nChanged 10 SP:Iteration 3Q (57517.540000 sec): 3 clusters Score: Raw -33193.889183 + Penalty 2800.141661 = -30393.747522 nChanged 7 SP:Iteration 4Q (57517.720000 sec): 3 clusters Score: Raw -33333.773541 + Penalty 2800.141661 = -30533.631880 nChanged 0 SP:Iteration 5F (57517.890000 sec): 3 clusters Score: Raw -33333.773541 + Penalty 2800.141661 = -30533.631880 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (4086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57518.030000 sec): 2 clusters Score: Raw -711597.079352 + Penalty 2062.199800 = -709534.879552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57518.250000 sec): 3 clusters Score: Raw -709770.565878 + Penalty 4124.399601 = -705646.166278 nChanged 1516 SP:Iteration 1F (57518.460000 sec): 3 clusters Score: Raw -710751.893550 + Penalty 4124.399601 = -706627.493950 nChanged 341 SP:Iteration 2F (57518.630000 sec): 3 clusters Score: Raw -711058.161313 + Penalty 4124.399601 = -706933.761712 nChanged 246 SP:Iteration 3F (57518.830000 sec): 3 clusters Score: Raw -711305.117730 + Penalty 4124.399601 = -707180.718129 nChanged 206 SP:Iteration 4F (57519.060000 sec): 3 clusters Score: Raw -711488.617331 + Penalty 4124.399601 = -707364.217730 nChanged 175 SP:Iteration 5Q (57519.280000 sec): 3 clusters Score: Raw -711638.214427 + Penalty 4124.399601 = -707513.814826 nChanged 163 SP:Iteration 6Q (57519.520000 sec): 3 clusters Score: Raw -711814.747815 + Penalty 4124.399601 = -707690.348214 nChanged 176 SP:Iteration 7Q (57519.720000 sec): 3 clusters Score: Raw -711975.464409 + Penalty 4124.399601 = -707851.064808 nChanged 170 SP:Iteration 8Q (57519.910000 sec): 3 clusters Score: Raw -712127.437486 + Penalty 4124.399601 = -708003.037885 nChanged 155 SP:Iteration 9Q (57520.130000 sec): 3 clusters Score: Raw -712265.161900 + Penalty 4124.399601 = -708140.762299 nChanged 119 SP:Iteration 10Q (57520.300000 sec): 3 clusters Score: Raw -712350.886283 + Penalty 4124.399601 = -708226.486682 nChanged 97 SP:Iteration 11Q (57520.560000 sec): 3 clusters Score: Raw -712408.462093 + Penalty 4124.399601 = -708284.062493 nChanged 85 SP:Iteration 12Q (57520.730000 sec): 3 clusters Score: Raw -712465.767176 + Penalty 4124.399601 = -708341.367576 nChanged 59 SP:Iteration 13Q (57520.970000 sec): 3 clusters Score: Raw -712506.033638 + Penalty 4124.399601 = -708381.634037 nChanged 54 SP:Iteration 14Q (57521.150000 sec): 3 clusters Score: Raw -712532.043319 + Penalty 4124.399601 = -708407.643718 nChanged 43 SP:Iteration 15Q (57521.380000 sec): 3 clusters Score: Raw -712553.202725 + Penalty 4124.399601 = -708428.803124 nChanged 45 SP:Iteration 16Q (57521.530000 sec): 3 clusters Score: Raw -712576.237492 + Penalty 4124.399601 = -708451.837892 nChanged 40 SP:Iteration 17Q (57521.750000 sec): 3 clusters Score: Raw -712592.364945 + Penalty 4124.399601 = -708467.965345 nChanged 22 SP:Iteration 18Q (57521.940000 sec): 3 clusters Score: Raw -712599.290025 + Penalty 4124.399601 = -708474.890425 nChanged 15 SP:Iteration 19Q (57522.160000 sec): 3 clusters Score: Raw -712604.194755 + Penalty 4124.399601 = -708479.795155 nChanged 12 SP:Iteration 20F (57522.340000 sec): 3 clusters Score: Raw -712608.976047 + Penalty 4124.399601 = -708484.576446 nChanged 14 SP:Iteration 21Q (57522.590000 sec): 3 clusters Score: Raw -712612.853993 + Penalty 4124.399601 = -708488.454393 nChanged 10 SP:Iteration 22Q (57522.780000 sec): 3 clusters Score: Raw -712616.585054 + Penalty 4124.399601 = -708492.185453 nChanged 8 SP:Iteration 23Q (57523.010000 sec): 3 clusters Score: Raw -712618.922429 + Penalty 4124.399601 = -708494.522829 nChanged 7 SP:Iteration 24Q (57523.200000 sec): 3 clusters Score: Raw -712622.059915 + Penalty 4124.399601 = -708497.660314 nChanged 8 SP:Iteration 25Q (57523.380000 sec): 3 clusters Score: Raw -712624.829106 + Penalty 4124.399601 = -708500.429506 nChanged 11 SP:Iteration 26Q (57523.600000 sec): 3 clusters Score: Raw -712628.504355 + Penalty 4124.399601 = -708504.104755 nChanged 10 SP:Iteration 27Q (57523.810000 sec): 3 clusters Score: Raw -712633.563299 + Penalty 4124.399601 = -708509.163698 nChanged 6 SP:Iteration 28Q (57524.030000 sec): 3 clusters Score: Raw -712635.541186 + Penalty 4124.399601 = -708511.141586 nChanged 6 SP:Iteration 29Q (57524.210000 sec): 3 clusters Score: Raw -712637.159017 + Penalty 4124.399601 = -708512.759417 nChanged 6 SP:Iteration 30Q (57524.440000 sec): 3 clusters Score: Raw -712638.986266 + Penalty 4124.399601 = -708514.586666 nChanged 2 SP:Iteration 31Q (57524.650000 sec): 3 clusters Score: Raw -712639.298685 + Penalty 4124.399601 = -708514.899084 nChanged 0 SP:Iteration 32F (57524.850000 sec): 3 clusters Score: Raw -712639.298685 + Penalty 4124.399601 = -708514.899084 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57524.990000 sec): 2 clusters Score: Raw -102337.496282 + Penalty 1616.382476 = -100721.113806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57525.130000 sec): 3 clusters Score: Raw -102423.484108 + Penalty 3232.764951 = -99190.719157 nChanged 193 SP:Iteration 1F (57525.350000 sec): 3 clusters Score: Raw -103271.861226 + Penalty 3232.764951 = -100039.096274 nChanged 116 SP:Iteration 2F (57525.500000 sec): 3 clusters Score: Raw -104572.827901 + Penalty 3232.764951 = -101340.062950 nChanged 94 SP:Iteration 3F (57525.700000 sec): 3 clusters Score: Raw -105895.135703 + Penalty 3232.764951 = -102662.370751 nChanged 34 SP:Iteration 4F (57525.900000 sec): 3 clusters Score: Raw -106558.209558 + Penalty 3232.764951 = -103325.444607 nChanged 3 SP:Iteration 5Q (57526.100000 sec): 3 clusters Score: Raw -106601.922149 + Penalty 3232.764951 = -103369.157197 nChanged 2 SP:Iteration 6Q (57526.270000 sec): 3 clusters Score: Raw -106612.563898 + Penalty 3232.764951 = -103379.798947 nChanged 0 SP:Iteration 7F (57526.420000 sec): 3 clusters Score: Raw -106612.563898 + Penalty 3232.764951 = -103379.798947 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57526.550000 sec): 2 clusters Score: Raw -887038.162734 + Penalty 2107.961201 = -884930.201533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57526.770000 sec): 3 clusters Score: Raw -884681.083583 + Penalty 4215.922402 = -880465.161180 nChanged 1887 SP:Iteration 1F (57526.990000 sec): 3 clusters Score: Raw -885715.988522 + Penalty 4215.922402 = -881500.066120 nChanged 345 SP:Iteration 2F (57527.210000 sec): 3 clusters Score: Raw -885913.632072 + Penalty 4215.922402 = -881697.709670 nChanged 237 SP:Iteration 3Q (57527.450000 sec): 3 clusters Score: Raw -886035.517776 + Penalty 4215.922402 = -881819.595374 nChanged 163 SP:Iteration 4Q (57527.660000 sec): 3 clusters Score: Raw -886124.006535 + Penalty 4215.922402 = -881908.084132 nChanged 145 SP:Iteration 5Q (57527.900000 sec): 3 clusters Score: Raw -886191.597582 + Penalty 4215.922402 = -881975.675179 nChanged 118 SP:Iteration 6Q (57528.090000 sec): 3 clusters Score: Raw -886249.877961 + Penalty 4215.922402 = -882033.955559 nChanged 114 SP:Iteration 7Q (57528.320000 sec): 3 clusters Score: Raw -886307.562474 + Penalty 4215.922402 = -882091.640072 nChanged 103 SP:Iteration 8Q (57528.550000 sec): 3 clusters Score: Raw -886359.599535 + Penalty 4215.922402 = -882143.677133 nChanged 88 SP:Iteration 9Q (57528.750000 sec): 3 clusters Score: Raw -886399.314487 + Penalty 4215.922402 = -882183.392085 nChanged 62 SP:Iteration 10Q (57528.950000 sec): 3 clusters Score: Raw -886426.982866 + Penalty 4215.922402 = -882211.060464 nChanged 82 SP:Iteration 11Q (57529.170000 sec): 3 clusters Score: Raw -886465.497691 + Penalty 4215.922402 = -882249.575289 nChanged 72 SP:Iteration 12Q (57529.330000 sec): 3 clusters Score: Raw -886502.749083 + Penalty 4215.922402 = -882286.826681 nChanged 65 SP:Iteration 13Q (57529.540000 sec): 3 clusters Score: Raw -886537.722645 + Penalty 4215.922402 = -882321.800243 nChanged 70 SP:Iteration 14Q (57529.740000 sec): 3 clusters Score: Raw -886571.341496 + Penalty 4215.922402 = -882355.419093 nChanged 71 SP:Iteration 15Q (57529.970000 sec): 3 clusters Score: Raw -886610.369370 + Penalty 4215.922402 = -882394.446968 nChanged 66 SP:Iteration 16Q (57530.180000 sec): 3 clusters Score: Raw -886647.740775 + Penalty 4215.922402 = -882431.818373 nChanged 70 SP:Iteration 17Q (57530.390000 sec): 3 clusters Score: Raw -886690.871016 + Penalty 4215.922402 = -882474.948614 nChanged 72 SP:Iteration 18Q (57530.580000 sec): 3 clusters Score: Raw -886735.968838 + Penalty 4215.922402 = -882520.046435 nChanged 63 SP:Iteration 19Q (57530.740000 sec): 3 clusters Score: Raw -886769.461721 + Penalty 4215.922402 = -882553.539319 nChanged 54 SP:Iteration 20F (57530.970000 sec): 3 clusters Score: Raw -886800.658362 + Penalty 4215.922402 = -882584.735960 nChanged 50 SP:Iteration 21Q (57531.140000 sec): 3 clusters Score: Raw -886825.139573 + Penalty 4215.922402 = -882609.217171 nChanged 50 SP:Iteration 22Q (57531.360000 sec): 3 clusters Score: Raw -886857.150702 + Penalty 4215.922402 = -882641.228299 nChanged 53 SP:Iteration 23Q (57531.540000 sec): 3 clusters Score: Raw -886888.404428 + Penalty 4215.922402 = -882672.482025 nChanged 58 SP:Iteration 24Q (57531.740000 sec): 3 clusters Score: Raw -886920.433932 + Penalty 4215.922402 = -882704.511529 nChanged 47 SP:Iteration 25Q (57531.920000 sec): 3 clusters Score: Raw -886949.146214 + Penalty 4215.922402 = -882733.223811 nChanged 48 SP:Iteration 26Q (57532.110000 sec): 3 clusters Score: Raw -886972.275577 + Penalty 4215.922402 = -882756.353175 nChanged 43 SP:Iteration 27Q (57532.300000 sec): 3 clusters Score: Raw -886992.338421 + Penalty 4215.922402 = -882776.416019 nChanged 28 SP:Iteration 28Q (57532.520000 sec): 3 clusters Score: Raw -887005.914505 + Penalty 4215.922402 = -882789.992103 nChanged 28 SP:Iteration 29Q (57532.690000 sec): 3 clusters Score: Raw -887022.157416 + Penalty 4215.922402 = -882806.235013 nChanged 28 SP:Iteration 30Q (57532.940000 sec): 3 clusters Score: Raw -887036.090632 + Penalty 4215.922402 = -882820.168230 nChanged 25 SP:Iteration 31Q (57533.170000 sec): 3 clusters Score: Raw -887049.822820 + Penalty 4215.922402 = -882833.900418 nChanged 22 SP:Iteration 32Q (57533.330000 sec): 3 clusters Score: Raw -887062.529160 + Penalty 4215.922402 = -882846.606758 nChanged 18 SP:Iteration 33Q (57533.560000 sec): 3 clusters Score: Raw -887071.643960 + Penalty 4215.922402 = -882855.721557 nChanged 19 SP:Iteration 34Q (57533.780000 sec): 3 clusters Score: Raw -887080.514552 + Penalty 4215.922402 = -882864.592150 nChanged 19 SP:Iteration 35Q (57533.940000 sec): 3 clusters Score: Raw -887090.610002 + Penalty 4215.922402 = -882874.687600 nChanged 27 SP:Iteration 36Q (57534.190000 sec): 3 clusters Score: Raw -887106.116742 + Penalty 4215.922402 = -882890.194339 nChanged 30 SP:Iteration 37Q (57534.410000 sec): 3 clusters Score: Raw -887127.331591 + Penalty 4215.922402 = -882911.409189 nChanged 41 SP:Iteration 38Q (57534.620000 sec): 3 clusters Score: Raw -887154.807548 + Penalty 4215.922402 = -882938.885146 nChanged 39 SP:Iteration 39Q (57534.820000 sec): 3 clusters Score: Raw -887183.595868 + Penalty 4215.922402 = -882967.673466 nChanged 38 SP:Iteration 40F (57535.070000 sec): 3 clusters Score: Raw -887208.192714 + Penalty 4215.922402 = -882992.270312 nChanged 23 SP:Iteration 41Q (57535.260000 sec): 3 clusters Score: Raw -887222.903725 + Penalty 4215.922402 = -883006.981323 nChanged 22 SP:Iteration 42Q (57535.470000 sec): 3 clusters Score: Raw -887235.468247 + Penalty 4215.922402 = -883019.545844 nChanged 21 SP:Iteration 43Q (57535.670000 sec): 3 clusters Score: Raw -887244.134499 + Penalty 4215.922402 = -883028.212097 nChanged 15 SP:Iteration 44Q (57535.860000 sec): 3 clusters Score: Raw -887253.111544 + Penalty 4215.922402 = -883037.189142 nChanged 15 SP:Iteration 45Q (57536.040000 sec): 3 clusters Score: Raw -887260.168019 + Penalty 4215.922402 = -883044.245616 nChanged 10 SP:Iteration 46Q (57536.240000 sec): 3 clusters Score: Raw -887267.165882 + Penalty 4215.922402 = -883051.243479 nChanged 11 SP:Iteration 47Q (57536.460000 sec): 3 clusters Score: Raw -887273.954309 + Penalty 4215.922402 = -883058.031907 nChanged 16 SP:Iteration 48Q (57536.670000 sec): 3 clusters Score: Raw -887283.255963 + Penalty 4215.922402 = -883067.333561 nChanged 10 SP:Iteration 49Q (57536.900000 sec): 3 clusters Score: Raw -887289.552577 + Penalty 4215.922402 = -883073.630174 nChanged 13 SP:Iteration 50Q (57537.110000 sec): 3 clusters Score: Raw -887297.184067 + Penalty 4215.922402 = -883081.261664 nChanged 10 SP:Iteration 51Q (57537.280000 sec): 3 clusters Score: Raw -887303.998025 + Penalty 4215.922402 = -883088.075622 nChanged 10 SP:Iteration 52Q (57537.480000 sec): 3 clusters Score: Raw -887308.922578 + Penalty 4215.922402 = -883093.000176 nChanged 4 SP:Iteration 53Q (57537.680000 sec): 3 clusters Score: Raw -887310.789720 + Penalty 4215.922402 = -883094.867318 nChanged 5 SP:Iteration 54Q (57537.990000 sec): 3 clusters Score: Raw -887312.535506 + Penalty 4215.922402 = -883096.613104 nChanged 4 SP:Iteration 55Q (57538.150000 sec): 3 clusters Score: Raw -887314.376081 + Penalty 4215.922402 = -883098.453679 nChanged 2 SP:Iteration 56Q (57538.370000 sec): 3 clusters Score: Raw -887315.343885 + Penalty 4215.922402 = -883099.421482 nChanged 0 SP:Iteration 57F (57538.570000 sec): 3 clusters Score: Raw -887315.343885 + Penalty 4215.922402 = -883099.421482 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57538.670000 sec): 2 clusters Score: Raw -263026.341903 + Penalty 1822.609245 = -261203.732659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57538.880000 sec): 3 clusters Score: Raw -262561.007492 + Penalty 3645.218489 = -258915.789003 nChanged 446 SP:Iteration 1F (57539.040000 sec): 3 clusters Score: Raw -262975.659843 + Penalty 3645.218489 = -259330.441354 nChanged 120 SP:Iteration 2F (57539.200000 sec): 3 clusters Score: Raw -263138.221029 + Penalty 3645.218489 = -259493.002540 nChanged 70 SP:Iteration 3Q (57539.350000 sec): 3 clusters Score: Raw -263254.068227 + Penalty 3645.218489 = -259608.849738 nChanged 74 SP:Iteration 4Q (57539.530000 sec): 3 clusters Score: Raw -263367.195602 + Penalty 3645.218489 = -259721.977113 nChanged 59 SP:Iteration 5Q (57539.730000 sec): 3 clusters Score: Raw -263440.649961 + Penalty 3645.218489 = -259795.431472 nChanged 46 SP:Iteration 6Q (57539.920000 sec): 3 clusters Score: Raw -263516.787779 + Penalty 3645.218489 = -259871.569290 nChanged 48 SP:Iteration 7Q (57540.070000 sec): 3 clusters Score: Raw -263582.574988 + Penalty 3645.218489 = -259937.356499 nChanged 44 SP:Iteration 8Q (57540.260000 sec): 3 clusters Score: Raw -263641.109586 + Penalty 3645.218489 = -259995.891097 nChanged 43 SP:Iteration 9Q (57540.520000 sec): 3 clusters Score: Raw -263692.541352 + Penalty 3645.218489 = -260047.322863 nChanged 26 SP:Iteration 10Q (57540.680000 sec): 3 clusters Score: Raw -263721.532319 + Penalty 3645.218489 = -260076.313830 nChanged 17 SP:Iteration 11Q (57540.930000 sec): 3 clusters Score: Raw -263742.449842 + Penalty 3645.218489 = -260097.231353 nChanged 23 SP:Iteration 12Q (57541.150000 sec): 3 clusters Score: Raw -263766.807867 + Penalty 3645.218489 = -260121.589378 nChanged 18 SP:Iteration 13Q (57541.320000 sec): 3 clusters Score: Raw -263788.055850 + Penalty 3645.218489 = -260142.837361 nChanged 12 SP:Iteration 14Q (57541.550000 sec): 3 clusters Score: Raw -263803.013196 + Penalty 3645.218489 = -260157.794707 nChanged 13 SP:Iteration 15Q (57541.750000 sec): 3 clusters Score: Raw -263818.378669 + Penalty 3645.218489 = -260173.160180 nChanged 15 SP:Iteration 16Q (57541.950000 sec): 3 clusters Score: Raw -263833.188370 + Penalty 3645.218489 = -260187.969881 nChanged 12 SP:Iteration 17Q (57542.100000 sec): 3 clusters Score: Raw -263843.929853 + Penalty 3645.218489 = -260198.711364 nChanged 10 SP:Iteration 18Q (57542.320000 sec): 3 clusters Score: Raw -263855.247609 + Penalty 3645.218489 = -260210.029120 nChanged 13 SP:Iteration 19Q (57542.540000 sec): 3 clusters Score: Raw -263872.787062 + Penalty 3645.218489 = -260227.568573 nChanged 17 SP:Iteration 20F (57542.740000 sec): 3 clusters Score: Raw -263893.455559 + Penalty 3645.218489 = -260248.237070 nChanged 14 SP:Iteration 21Q (57542.940000 sec): 3 clusters Score: Raw -263910.712209 + Penalty 3645.218489 = -260265.493720 nChanged 10 SP:Iteration 22Q (57543.190000 sec): 3 clusters Score: Raw -263922.485357 + Penalty 3645.218489 = -260277.266867 nChanged 14 SP:Iteration 23Q (57543.360000 sec): 3 clusters Score: Raw -263937.467002 + Penalty 3645.218489 = -260292.248513 nChanged 13 SP:Iteration 24Q (57543.540000 sec): 3 clusters Score: Raw -263948.669870 + Penalty 3645.218489 = -260303.451381 nChanged 7 SP:Iteration 25Q (57543.790000 sec): 3 clusters Score: Raw -263953.760915 + Penalty 3645.218489 = -260308.542426 nChanged 3 SP:Iteration 26Q (57543.930000 sec): 3 clusters Score: Raw -263955.524342 + Penalty 3645.218489 = -260310.305853 nChanged 1 SP:Iteration 27Q (57544.120000 sec): 3 clusters Score: Raw -263956.339691 + Penalty 3645.218489 = -260311.121202 nChanged 1 SP:Iteration 28Q (57544.370000 sec): 3 clusters Score: Raw -263957.017046 + Penalty 3645.218489 = -260311.798557 nChanged 1 SP:Iteration 29Q (57544.560000 sec): 3 clusters Score: Raw -263957.368834 + Penalty 3645.218489 = -260312.150345 nChanged 0 SP:Iteration 30F (57544.710000 sec): 3 clusters Score: Raw -263957.368834 + Penalty 3645.218489 = -260312.150345 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (70375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57545.120000 sec): 2 clusters Score: Raw -13023792.898084 + Penalty 2768.075155 = -13021024.822929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57545.710000 sec): 3 clusters Score: Raw -12979584.081309 + Penalty 5536.150309 = -12974047.931000 nChanged 32809 SP:Iteration 1F (57546.250000 sec): 3 clusters Score: Raw -12998073.659187 + Penalty 5536.150309 = -12992537.508878 nChanged 2743 SP:Iteration 2Q (57546.830000 sec): 3 clusters Score: Raw -12998814.214779 + Penalty 5536.150309 = -12993278.064470 nChanged 2717 SP:Iteration 3Q (57547.400000 sec): 3 clusters Score: Raw -12999695.168302 + Penalty 5536.150309 = -12994159.017993 nChanged 3064 SP:Iteration 4Q (57547.960000 sec): 3 clusters Score: Raw -13000923.177884 + Penalty 5536.150309 = -12995387.027575 nChanged 3744 SP:Iteration 5F (57548.530000 sec): 3 clusters Score: Raw -13002891.023398 + Penalty 5536.150309 = -12997354.873088 nChanged 4491 SP:Iteration 6F (57549.140000 sec): 3 clusters Score: Raw -13005735.954352 + Penalty 5536.150309 = -13000199.804043 nChanged 4938 SP:Iteration 7F (57549.780000 sec): 3 clusters Score: Raw -13009292.113693 + Penalty 5536.150309 = -13003755.963384 nChanged 4579 SP:Iteration 8F (57550.410000 sec): 3 clusters Score: Raw -13012926.676782 + Penalty 5536.150309 = -13007390.526473 nChanged 3868 SP:Iteration 9F (57551.000000 sec): 3 clusters Score: Raw -13016270.770093 + Penalty 5536.150309 = -13010734.619784 nChanged 2967 SP:Iteration 10Q (57551.660000 sec): 3 clusters Score: Raw -13018916.407982 + Penalty 5536.150309 = -13013380.257673 nChanged 2264 SP:Iteration 11Q (57552.210000 sec): 3 clusters Score: Raw -13021060.573386 + Penalty 5536.150309 = -13015524.423076 nChanged 1972 SP:Iteration 12Q (57552.770000 sec): 3 clusters Score: Raw -13023430.890432 + Penalty 5536.150309 = -13017894.740122 nChanged 1938 SP:Iteration 13Q (57553.280000 sec): 3 clusters Score: Raw -13026332.423859 + Penalty 5536.150309 = -13020796.273549 nChanged 1897 SP:Iteration 14Q (57553.840000 sec): 3 clusters Score: Raw -13028945.384988 + Penalty 5536.150309 = -13023409.234678 nChanged 1599 SP:Iteration 15Q (57554.390000 sec): 3 clusters Score: Raw -13030508.495254 + Penalty 5536.150309 = -13024972.344945 nChanged 1088 SP:Iteration 16Q (57554.920000 sec): 3 clusters Score: Raw -13031246.345056 + Penalty 5536.150309 = -13025710.194747 nChanged 726 SP:Iteration 17Q (57555.440000 sec): 3 clusters Score: Raw -13031632.982444 + Penalty 5536.150309 = -13026096.832135 nChanged 572 SP:Iteration 18Q (57555.940000 sec): 3 clusters Score: Raw -13031860.304806 + Penalty 5536.150309 = -13026324.154497 nChanged 453 SP:Iteration 19Q (57556.490000 sec): 3 clusters Score: Raw -13032001.659466 + Penalty 5536.150309 = -13026465.509157 nChanged 360 SP:Iteration 20F (57557.020000 sec): 3 clusters Score: Raw -13032087.719578 + Penalty 5536.150309 = -13026551.569269 nChanged 316 SP:Iteration 21Q (57557.510000 sec): 3 clusters Score: Raw -13032151.992025 + Penalty 5536.150309 = -13026615.841716 nChanged 247 SP:Iteration 22Q (57557.950000 sec): 3 clusters Score: Raw -13032194.493325 + Penalty 5536.150309 = -13026658.343015 nChanged 206 SP:Iteration 23Q (57558.440000 sec): 3 clusters Score: Raw -13032222.965614 + Penalty 5536.150309 = -13026686.815305 nChanged 149 SP:Iteration 24Q (57558.930000 sec): 3 clusters Score: Raw -13032237.583534 + Penalty 5536.150309 = -13026701.433225 nChanged 108 SP:Iteration 25Q (57559.400000 sec): 3 clusters Score: Raw -13032246.550336 + Penalty 5536.150309 = -13026710.400026 nChanged 90 SP:Iteration 26Q (57559.850000 sec): 3 clusters Score: Raw -13032253.314738 + Penalty 5536.150309 = -13026717.164429 nChanged 64 SP:Iteration 27Q (57560.460000 sec): 3 clusters Score: Raw -13032257.535396 + Penalty 5536.150309 = -13026721.385086 nChanged 54 SP:Iteration 28Q (57560.960000 sec): 3 clusters Score: Raw -13032260.231302 + Penalty 5536.150309 = -13026724.080993 nChanged 42 SP:Iteration 29Q (57561.470000 sec): 3 clusters Score: Raw -13032262.514846 + Penalty 5536.150309 = -13026726.364537 nChanged 44 SP:Iteration 30Q (57561.950000 sec): 3 clusters Score: Raw -13032264.884074 + Penalty 5536.150309 = -13026728.733765 nChanged 34 SP:Iteration 31Q (57562.450000 sec): 3 clusters Score: Raw -13032266.676011 + Penalty 5536.150309 = -13026730.525702 nChanged 30 SP:Iteration 32Q (57562.960000 sec): 3 clusters Score: Raw -13032268.252163 + Penalty 5536.150309 = -13026732.101854 nChanged 34 SP:Iteration 33Q (57563.450000 sec): 3 clusters Score: Raw -13032269.666272 + Penalty 5536.150309 = -13026733.515963 nChanged 23 SP:Iteration 34Q (57563.990000 sec): 3 clusters Score: Raw -13032270.711112 + Penalty 5536.150309 = -13026734.560803 nChanged 16 SP:Iteration 35Q (57564.540000 sec): 3 clusters Score: Raw -13032271.223195 + Penalty 5536.150309 = -13026735.072885 nChanged 8 SP:Iteration 36Q (57565.100000 sec): 3 clusters Score: Raw -13032271.416096 + Penalty 5536.150309 = -13026735.265786 nChanged 5 SP:Iteration 37Q (57565.660000 sec): 3 clusters Score: Raw -13032271.563659 + Penalty 5536.150309 = -13026735.413350 nChanged 10 SP:Iteration 38Q (57566.210000 sec): 3 clusters Score: Raw -13032271.851644 + Penalty 5536.150309 = -13026735.701335 nChanged 4 SP:Iteration 39Q (57566.810000 sec): 3 clusters Score: Raw -13032271.964378 + Penalty 5536.150309 = -13026735.814069 nChanged 2 SP:Iteration 40F (57567.430000 sec): 3 clusters Score: Raw -13032272.037293 + Penalty 5536.150309 = -13026735.886983 nChanged 3 SP:Iteration 41Q (57568.030000 sec): 3 clusters Score: Raw -13032272.115840 + Penalty 5536.150309 = -13026735.965530 nChanged 4 SP:Iteration 42Q (57568.560000 sec): 3 clusters Score: Raw -13032272.257224 + Penalty 5536.150309 = -13026736.106915 nChanged 7 SP:Iteration 43Q (57569.150000 sec): 3 clusters Score: Raw -13032272.439615 + Penalty 5536.150309 = -13026736.289306 nChanged 2 SP:Iteration 44Q (57569.660000 sec): 3 clusters Score: Raw -13032272.546177 + Penalty 5536.150309 = -13026736.395868 nChanged 2 SP:Iteration 45Q (57570.210000 sec): 3 clusters Score: Raw -13032272.614790 + Penalty 5536.150309 = -13026736.464481 nChanged 0 SP:Iteration 46F (57570.780000 sec): 3 clusters Score: Raw -13032272.614790 + Penalty 5536.150309 = -13026736.464481 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57570.930000 sec): 2 clusters Score: Raw -237820.552351 + Penalty 1789.743953 = -236030.808398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57571.090000 sec): 3 clusters Score: Raw -237457.231270 + Penalty 3579.487905 = -233877.743364 nChanged 385 SP:Iteration 1F (57571.260000 sec): 3 clusters Score: Raw -237933.994049 + Penalty 3579.487905 = -234354.506143 nChanged 135 SP:Iteration 2F (57571.430000 sec): 3 clusters Score: Raw -238147.873060 + Penalty 3579.487905 = -234568.385155 nChanged 84 SP:Iteration 3F (57571.670000 sec): 3 clusters Score: Raw -238271.215159 + Penalty 3579.487905 = -234691.727253 nChanged 62 SP:Iteration 4Q (57571.820000 sec): 3 clusters Score: Raw -238374.535027 + Penalty 3579.487905 = -234795.047122 nChanged 44 SP:Iteration 5Q (57571.980000 sec): 3 clusters Score: Raw -238435.410405 + Penalty 3579.487905 = -234855.922500 nChanged 34 SP:Iteration 6Q (57572.150000 sec): 3 clusters Score: Raw -238479.383343 + Penalty 3579.487905 = -234899.895438 nChanged 25 SP:Iteration 7Q (57572.330000 sec): 3 clusters Score: Raw -238519.170948 + Penalty 3579.487905 = -234939.683042 nChanged 21 SP:Iteration 8Q (57572.540000 sec): 3 clusters Score: Raw -238544.912265 + Penalty 3579.487905 = -234965.424360 nChanged 16 SP:Iteration 9Q (57572.710000 sec): 3 clusters Score: Raw -238564.224494 + Penalty 3579.487905 = -234984.736588 nChanged 17 SP:Iteration 10Q (57572.890000 sec): 3 clusters Score: Raw -238587.345542 + Penalty 3579.487905 = -235007.857637 nChanged 11 SP:Iteration 11Q (57573.080000 sec): 3 clusters Score: Raw -238606.605000 + Penalty 3579.487905 = -235027.117094 nChanged 12 SP:Iteration 12Q (57573.270000 sec): 3 clusters Score: Raw -238619.031200 + Penalty 3579.487905 = -235039.543294 nChanged 10 SP:Iteration 13Q (57573.460000 sec): 3 clusters Score: Raw -238633.855074 + Penalty 3579.487905 = -235054.367168 nChanged 12 SP:Iteration 14Q (57573.620000 sec): 3 clusters Score: Raw -238646.287478 + Penalty 3579.487905 = -235066.799572 nChanged 6 SP:Iteration 15Q (57573.850000 sec): 3 clusters Score: Raw -238653.065079 + Penalty 3579.487905 = -235073.577173 nChanged 9 SP:Iteration 16Q (57574.020000 sec): 3 clusters Score: Raw -238670.437163 + Penalty 3579.487905 = -235090.949257 nChanged 7 SP:Iteration 17Q (57574.200000 sec): 3 clusters Score: Raw -238685.029391 + Penalty 3579.487905 = -235105.541486 nChanged 4 SP:Iteration 18Q (57574.390000 sec): 3 clusters Score: Raw -238693.629747 + Penalty 3579.487905 = -235114.141841 nChanged 3 SP:Iteration 19Q (57574.600000 sec): 3 clusters Score: Raw -238706.310619 + Penalty 3579.487905 = -235126.822714 nChanged 4 SP:Iteration 20F (57574.810000 sec): 3 clusters Score: Raw -238724.816018 + Penalty 3579.487905 = -235145.328113 nChanged 4 SP:Iteration 21Q (57575.000000 sec): 3 clusters Score: Raw -238741.514738 + Penalty 3579.487905 = -235162.026832 nChanged 6 SP:Iteration 22Q (57575.170000 sec): 3 clusters Score: Raw -238756.110880 + Penalty 3579.487905 = -235176.622974 nChanged 7 SP:Iteration 23Q (57575.380000 sec): 3 clusters Score: Raw -238768.771636 + Penalty 3579.487905 = -235189.283731 nChanged 4 SP:Iteration 24Q (57575.560000 sec): 3 clusters Score: Raw -238772.651386 + Penalty 3579.487905 = -235193.163481 nChanged 2 SP:Iteration 25Q (57575.730000 sec): 3 clusters Score: Raw -238773.835393 + Penalty 3579.487905 = -235194.347488 nChanged 2 SP:Iteration 26Q (57575.950000 sec): 3 clusters Score: Raw -238776.036981 + Penalty 3579.487905 = -235196.549075 nChanged 2 SP:Iteration 27Q (57576.140000 sec): 3 clusters Score: Raw -238778.832617 + Penalty 3579.487905 = -235199.344712 nChanged 3 SP:Iteration 28Q (57576.330000 sec): 3 clusters Score: Raw -238781.726313 + Penalty 3579.487905 = -235202.238408 nChanged 1 SP:Iteration 29Q (57576.500000 sec): 3 clusters Score: Raw -238783.195465 + Penalty 3579.487905 = -235203.707559 nChanged 2 SP:Iteration 30Q (57576.710000 sec): 3 clusters Score: Raw -238787.220920 + Penalty 3579.487905 = -235207.733015 nChanged 4 SP:Iteration 31Q (57576.850000 sec): 3 clusters Score: Raw -238792.615808 + Penalty 3579.487905 = -235213.127903 nChanged 6 SP:Iteration 32Q (57577.040000 sec): 3 clusters Score: Raw -238796.761719 + Penalty 3579.487905 = -235217.273814 nChanged 2 SP:Iteration 33Q (57577.230000 sec): 3 clusters Score: Raw -238798.549153 + Penalty 3579.487905 = -235219.061247 nChanged 0 SP:Iteration 34F (57577.430000 sec): 3 clusters Score: Raw -238798.549153 + Penalty 3579.487905 = -235219.061247 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (13755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57577.590000 sec): 2 clusters Score: Raw -2492815.609546 + Penalty 2363.231103 = -2490452.378443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57577.860000 sec): 3 clusters Score: Raw -2485130.102667 + Penalty 4726.462206 = -2480403.640461 nChanged 5877 SP:Iteration 1F (57578.110000 sec): 3 clusters Score: Raw -2488299.820823 + Penalty 4726.462206 = -2483573.358617 nChanged 953 SP:Iteration 2F (57578.380000 sec): 3 clusters Score: Raw -2488858.554268 + Penalty 4726.462206 = -2484132.092062 nChanged 849 SP:Iteration 3F (57578.630000 sec): 3 clusters Score: Raw -2489453.759045 + Penalty 4726.462206 = -2484727.296839 nChanged 918 SP:Iteration 4F (57578.900000 sec): 3 clusters Score: Raw -2490120.651447 + Penalty 4726.462206 = -2485394.189241 nChanged 982 SP:Iteration 5F (57579.170000 sec): 3 clusters Score: Raw -2490885.409479 + Penalty 4726.462206 = -2486158.947273 nChanged 936 SP:Iteration 6F (57579.400000 sec): 3 clusters Score: Raw -2491595.615612 + Penalty 4726.462206 = -2486869.153406 nChanged 827 SP:Iteration 7F (57579.650000 sec): 3 clusters Score: Raw -2492218.922873 + Penalty 4726.462206 = -2487492.460667 nChanged 694 SP:Iteration 8F (57579.910000 sec): 3 clusters Score: Raw -2492698.916547 + Penalty 4726.462206 = -2487972.454341 nChanged 522 SP:Iteration 9Q (57580.170000 sec): 3 clusters Score: Raw -2493035.369592 + Penalty 4726.462206 = -2488308.907386 nChanged 397 SP:Iteration 10Q (57580.400000 sec): 3 clusters Score: Raw -2493265.825818 + Penalty 4726.462206 = -2488539.363612 nChanged 257 SP:Iteration 11Q (57580.640000 sec): 3 clusters Score: Raw -2493391.570236 + Penalty 4726.462206 = -2488665.108030 nChanged 195 SP:Iteration 12Q (57580.900000 sec): 3 clusters Score: Raw -2493475.951298 + Penalty 4726.462206 = -2488749.489092 nChanged 156 SP:Iteration 13Q (57581.210000 sec): 3 clusters Score: Raw -2493545.393046 + Penalty 4726.462206 = -2488818.930840 nChanged 143 SP:Iteration 14Q (57581.460000 sec): 3 clusters Score: Raw -2493606.196952 + Penalty 4726.462206 = -2488879.734746 nChanged 136 SP:Iteration 15Q (57581.720000 sec): 3 clusters Score: Raw -2493674.880296 + Penalty 4726.462206 = -2488948.418090 nChanged 128 SP:Iteration 16Q (57581.990000 sec): 3 clusters Score: Raw -2493733.015670 + Penalty 4726.462206 = -2489006.553464 nChanged 106 SP:Iteration 17Q (57582.230000 sec): 3 clusters Score: Raw -2493780.915360 + Penalty 4726.462206 = -2489054.453154 nChanged 108 SP:Iteration 18Q (57582.510000 sec): 3 clusters Score: Raw -2493828.274807 + Penalty 4726.462206 = -2489101.812601 nChanged 111 SP:Iteration 19Q (57582.710000 sec): 3 clusters Score: Raw -2493878.030303 + Penalty 4726.462206 = -2489151.568097 nChanged 97 SP:Iteration 20F (57582.980000 sec): 3 clusters Score: Raw -2493915.937693 + Penalty 4726.462206 = -2489189.475487 nChanged 77 SP:Iteration 21Q (57583.240000 sec): 3 clusters Score: Raw -2493945.472338 + Penalty 4726.462206 = -2489219.010132 nChanged 64 SP:Iteration 22Q (57583.480000 sec): 3 clusters Score: Raw -2493966.246918 + Penalty 4726.462206 = -2489239.784712 nChanged 53 SP:Iteration 23Q (57583.720000 sec): 3 clusters Score: Raw -2493982.015126 + Penalty 4726.462206 = -2489255.552920 nChanged 40 SP:Iteration 24Q (57583.930000 sec): 3 clusters Score: Raw -2493993.043791 + Penalty 4726.462206 = -2489266.581585 nChanged 38 SP:Iteration 25Q (57584.210000 sec): 3 clusters Score: Raw -2494001.961219 + Penalty 4726.462206 = -2489275.499013 nChanged 28 SP:Iteration 26Q (57584.420000 sec): 3 clusters Score: Raw -2494009.836798 + Penalty 4726.462206 = -2489283.374592 nChanged 31 SP:Iteration 27Q (57584.620000 sec): 3 clusters Score: Raw -2494017.636735 + Penalty 4726.462206 = -2489291.174529 nChanged 23 SP:Iteration 28Q (57584.860000 sec): 3 clusters Score: Raw -2494023.322632 + Penalty 4726.462206 = -2489296.860426 nChanged 25 SP:Iteration 29Q (57585.130000 sec): 3 clusters Score: Raw -2494029.296115 + Penalty 4726.462206 = -2489302.833909 nChanged 25 SP:Iteration 30Q (57585.350000 sec): 3 clusters Score: Raw -2494034.016365 + Penalty 4726.462206 = -2489307.554160 nChanged 19 SP:Iteration 31Q (57585.600000 sec): 3 clusters Score: Raw -2494037.158838 + Penalty 4726.462206 = -2489310.696632 nChanged 10 SP:Iteration 32Q (57585.820000 sec): 3 clusters Score: Raw -2494039.065330 + Penalty 4726.462206 = -2489312.603124 nChanged 11 SP:Iteration 33Q (57586.040000 sec): 3 clusters Score: Raw -2494041.021009 + Penalty 4726.462206 = -2489314.558803 nChanged 11 SP:Iteration 34Q (57586.320000 sec): 3 clusters Score: Raw -2494042.602946 + Penalty 4726.462206 = -2489316.140740 nChanged 6 SP:Iteration 35Q (57586.570000 sec): 3 clusters Score: Raw -2494044.335730 + Penalty 4726.462206 = -2489317.873524 nChanged 9 SP:Iteration 36Q (57586.790000 sec): 3 clusters Score: Raw -2494046.215588 + Penalty 4726.462206 = -2489319.753382 nChanged 4 SP:Iteration 37Q (57587.070000 sec): 3 clusters Score: Raw -2494046.781912 + Penalty 4726.462206 = -2489320.319706 nChanged 4 SP:Iteration 38Q (57587.300000 sec): 3 clusters Score: Raw -2494047.363145 + Penalty 4726.462206 = -2489320.900939 nChanged 6 SP:Iteration 39Q (57587.580000 sec): 3 clusters Score: Raw -2494048.119786 + Penalty 4726.462206 = -2489321.657580 nChanged 3 SP:Iteration 40F (57587.830000 sec): 3 clusters Score: Raw -2494048.518290 + Penalty 4726.462206 = -2489322.056084 nChanged 3 SP:Iteration 41Q (57588.060000 sec): 3 clusters Score: Raw -2494049.045492 + Penalty 4726.462206 = -2489322.583286 nChanged 4 SP:Iteration 42Q (57588.330000 sec): 3 clusters Score: Raw -2494049.739948 + Penalty 4726.462206 = -2489323.277742 nChanged 2 SP:Iteration 43Q (57588.570000 sec): 3 clusters Score: Raw -2494050.043067 + Penalty 4726.462206 = -2489323.580861 nChanged 4 SP:Iteration 44Q (57588.850000 sec): 3 clusters Score: Raw -2494050.678273 + Penalty 4726.462206 = -2489324.216067 nChanged 4 SP:Iteration 45Q (57589.140000 sec): 3 clusters Score: Raw -2494051.606782 + Penalty 4726.462206 = -2489325.144576 nChanged 4 SP:Iteration 46Q (57589.400000 sec): 3 clusters Score: Raw -2494052.254280 + Penalty 4726.462206 = -2489325.792074 nChanged 3 SP:Iteration 47Q (57589.630000 sec): 3 clusters Score: Raw -2494052.651149 + Penalty 4726.462206 = -2489326.188943 nChanged 2 SP:Iteration 48Q (57589.870000 sec): 3 clusters Score: Raw -2494052.847147 + Penalty 4726.462206 = -2489326.384941 nChanged 1 SP:Iteration 49Q (57590.070000 sec): 3 clusters Score: Raw -2494052.868057 + Penalty 4726.462206 = -2489326.405851 nChanged 0 SP:Iteration 50F (57590.400000 sec): 3 clusters Score: Raw -2494052.868057 + Penalty 4726.462206 = -2489326.405851 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57590.510000 sec): 2 clusters Score: Raw -74745.838974 + Penalty 1553.794701 = -73192.044273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57590.730000 sec): 3 clusters Score: Raw -74847.497820 + Penalty 3107.589402 = -71739.908419 nChanged 122 SP:Iteration 1F (57590.930000 sec): 3 clusters Score: Raw -75096.699135 + Penalty 3107.589402 = -71989.109733 nChanged 33 SP:Iteration 2F (57591.110000 sec): 3 clusters Score: Raw -75202.585948 + Penalty 3107.589402 = -72094.996547 nChanged 27 SP:Iteration 3F (57591.320000 sec): 3 clusters Score: Raw -75267.661918 + Penalty 3107.589402 = -72160.072517 nChanged 24 SP:Iteration 4Q (57591.490000 sec): 3 clusters Score: Raw -75329.866406 + Penalty 3107.589402 = -72222.277005 nChanged 22 SP:Iteration 5Q (57591.690000 sec): 3 clusters Score: Raw -75381.576953 + Penalty 3107.589402 = -72273.987551 nChanged 14 SP:Iteration 6Q (57591.850000 sec): 3 clusters Score: Raw -75413.021786 + Penalty 3107.589402 = -72305.432385 nChanged 9 SP:Iteration 7Q (57592.050000 sec): 3 clusters Score: Raw -75442.058213 + Penalty 3107.589402 = -72334.468811 nChanged 6 SP:Iteration 8Q (57592.210000 sec): 3 clusters Score: Raw -75476.966917 + Penalty 3107.589402 = -72369.377516 nChanged 11 SP:Iteration 9Q (57592.400000 sec): 3 clusters Score: Raw -75525.720782 + Penalty 3107.589402 = -72418.131380 nChanged 11 SP:Iteration 10Q (57592.630000 sec): 3 clusters Score: Raw -75582.361291 + Penalty 3107.589402 = -72474.771889 nChanged 6 SP:Iteration 11Q (57592.830000 sec): 3 clusters Score: Raw -75619.406117 + Penalty 3107.589402 = -72511.816716 nChanged 7 SP:Iteration 12Q (57593.010000 sec): 3 clusters Score: Raw -75672.519596 + Penalty 3107.589402 = -72564.930195 nChanged 6 SP:Iteration 13Q (57593.170000 sec): 3 clusters Score: Raw -75697.388719 + Penalty 3107.589402 = -72589.799318 nChanged 4 SP:Iteration 14Q (57593.390000 sec): 3 clusters Score: Raw -75718.236227 + Penalty 3107.589402 = -72610.646825 nChanged 2 SP:Iteration 15Q (57593.610000 sec): 3 clusters Score: Raw -75723.886778 + Penalty 3107.589402 = -72616.297377 nChanged 1 SP:Iteration 16Q (57593.810000 sec): 3 clusters Score: Raw -75730.717290 + Penalty 3107.589402 = -72623.127888 nChanged 1 SP:Iteration 17Q (57594.030000 sec): 3 clusters Score: Raw -75732.824526 + Penalty 3107.589402 = -72625.235124 nChanged 0 SP:Iteration 18F (57594.230000 sec): 3 clusters Score: Raw -75734.468503 + Penalty 3107.589402 = -72626.879102 nChanged 1 SP:Iteration 19Q (57594.450000 sec): 3 clusters Score: Raw -75744.235438 + Penalty 3107.589402 = -72636.646036 nChanged 2 SP:Iteration 20F (57594.640000 sec): 3 clusters Score: Raw -75752.482040 + Penalty 3107.589402 = -72644.892638 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (1787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57594.760000 sec): 2 clusters Score: Raw -301030.130394 + Penalty 1857.096792 = -299173.033602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57594.960000 sec): 3 clusters Score: Raw -300435.633244 + Penalty 3714.193584 = -296721.439661 nChanged 566 SP:Iteration 1F (57595.110000 sec): 3 clusters Score: Raw -301151.780393 + Penalty 3714.193584 = -297437.586810 nChanged 199 SP:Iteration 2F (57595.310000 sec): 3 clusters Score: Raw -301685.140838 + Penalty 3714.193584 = -297970.947255 nChanged 193 SP:Iteration 3F (57595.530000 sec): 3 clusters Score: Raw -302284.925916 + Penalty 3714.193584 = -298570.732332 nChanged 148 SP:Iteration 4F (57595.670000 sec): 3 clusters Score: Raw -302755.475679 + Penalty 3714.193584 = -299041.282096 nChanged 103 SP:Iteration 5F (57595.880000 sec): 3 clusters Score: Raw -302992.207637 + Penalty 3714.193584 = -299278.014054 nChanged 70 SP:Iteration 6Q (57596.070000 sec): 3 clusters Score: Raw -303129.855522 + Penalty 3714.193584 = -299415.661938 nChanged 46 SP:Iteration 7Q (57596.280000 sec): 3 clusters Score: Raw -303228.221453 + Penalty 3714.193584 = -299514.027869 nChanged 39 SP:Iteration 8Q (57596.490000 sec): 3 clusters Score: Raw -303299.057470 + Penalty 3714.193584 = -299584.863886 nChanged 26 SP:Iteration 9Q (57596.700000 sec): 3 clusters Score: Raw -303338.286045 + Penalty 3714.193584 = -299624.092461 nChanged 22 SP:Iteration 10Q (57596.930000 sec): 3 clusters Score: Raw -303373.658289 + Penalty 3714.193584 = -299659.464705 nChanged 21 SP:Iteration 11Q (57597.090000 sec): 3 clusters Score: Raw -303405.776120 + Penalty 3714.193584 = -299691.582537 nChanged 27 SP:Iteration 12Q (57597.310000 sec): 3 clusters Score: Raw -303445.081669 + Penalty 3714.193584 = -299730.888085 nChanged 18 SP:Iteration 13Q (57597.480000 sec): 3 clusters Score: Raw -303473.675108 + Penalty 3714.193584 = -299759.481524 nChanged 16 SP:Iteration 14Q (57597.660000 sec): 3 clusters Score: Raw -303496.951932 + Penalty 3714.193584 = -299782.758348 nChanged 13 SP:Iteration 15Q (57597.840000 sec): 3 clusters Score: Raw -303513.970156 + Penalty 3714.193584 = -299799.776572 nChanged 9 SP:Iteration 16Q (57598.000000 sec): 3 clusters Score: Raw -303525.051826 + Penalty 3714.193584 = -299810.858243 nChanged 9 SP:Iteration 17Q (57598.230000 sec): 3 clusters Score: Raw -303538.965604 + Penalty 3714.193584 = -299824.772020 nChanged 10 SP:Iteration 18Q (57598.400000 sec): 3 clusters Score: Raw -303551.431531 + Penalty 3714.193584 = -299837.237948 nChanged 13 SP:Iteration 19Q (57598.580000 sec): 3 clusters Score: Raw -303571.001580 + Penalty 3714.193584 = -299856.807996 nChanged 13 SP:Iteration 20F (57598.760000 sec): 3 clusters Score: Raw -303591.495941 + Penalty 3714.193584 = -299877.302358 nChanged 13 SP:Iteration 21Q (57598.970000 sec): 3 clusters Score: Raw -303610.668527 + Penalty 3714.193584 = -299896.474943 nChanged 12 SP:Iteration 22Q (57599.160000 sec): 3 clusters Score: Raw -303628.533665 + Penalty 3714.193584 = -299914.340081 nChanged 9 SP:Iteration 23Q (57599.380000 sec): 3 clusters Score: Raw -303645.861825 + Penalty 3714.193584 = -299931.668242 nChanged 8 SP:Iteration 24Q (57599.530000 sec): 3 clusters Score: Raw -303654.928997 + Penalty 3714.193584 = -299940.735414 nChanged 3 SP:Iteration 25Q (57599.690000 sec): 3 clusters Score: Raw -303659.722263 + Penalty 3714.193584 = -299945.528679 nChanged 3 SP:Iteration 26Q (57599.860000 sec): 3 clusters Score: Raw -303662.742597 + Penalty 3714.193584 = -299948.549014 nChanged 3 SP:Iteration 27Q (57600.050000 sec): 3 clusters Score: Raw -303664.795877 + Penalty 3714.193584 = -299950.602293 nChanged 1 SP:Iteration 28Q (57600.230000 sec): 3 clusters Score: Raw -303665.454032 + Penalty 3714.193584 = -299951.260448 nChanged 1 SP:Iteration 29Q (57600.400000 sec): 3 clusters Score: Raw -303666.176555 + Penalty 3714.193584 = -299951.982971 nChanged 1 SP:Iteration 30Q (57600.560000 sec): 3 clusters Score: Raw -303667.036180 + Penalty 3714.193584 = -299952.842596 nChanged 0 SP:Iteration 31F (57600.720000 sec): 3 clusters Score: Raw -303667.036180 + Penalty 3714.193584 = -299952.842596 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (99569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57601.370000 sec): 2 clusters Score: Raw -18274844.248754 + Penalty 2854.134325 = -18271990.114429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57602.120000 sec): 3 clusters Score: Raw -18211032.143124 + Penalty 5708.268650 = -18205323.874474 nChanged 47195 SP:Iteration 1F (57602.910000 sec): 3 clusters Score: Raw -18237758.322532 + Penalty 5708.268650 = -18232050.053881 nChanged 3441 SP:Iteration 2Q (57603.740000 sec): 3 clusters Score: Raw -18238615.063756 + Penalty 5708.268650 = -18232906.795106 nChanged 3579 SP:Iteration 3Q (57604.510000 sec): 3 clusters Score: Raw -18239699.440882 + Penalty 5708.268650 = -18233991.172232 nChanged 4149 SP:Iteration 4Q (57605.250000 sec): 3 clusters Score: Raw -18241384.422164 + Penalty 5708.268650 = -18235676.153513 nChanged 5350 SP:Iteration 5F (57605.910000 sec): 3 clusters Score: Raw -18244384.260924 + Penalty 5708.268650 = -18238675.992273 nChanged 6861 SP:Iteration 6F (57606.600000 sec): 3 clusters Score: Raw -18249292.414758 + Penalty 5708.268650 = -18243584.146107 nChanged 7833 SP:Iteration 7F (57607.360000 sec): 3 clusters Score: Raw -18255869.719746 + Penalty 5708.268650 = -18250161.451095 nChanged 7368 SP:Iteration 8F (57608.200000 sec): 3 clusters Score: Raw -18262433.795257 + Penalty 5708.268650 = -18256725.526607 nChanged 5691 SP:Iteration 9F (57609.000000 sec): 3 clusters Score: Raw -18267598.355880 + Penalty 5708.268650 = -18261890.087230 nChanged 3842 SP:Iteration 10Q (57609.720000 sec): 3 clusters Score: Raw -18270949.920228 + Penalty 5708.268650 = -18265241.651577 nChanged 2291 SP:Iteration 11Q (57610.380000 sec): 3 clusters Score: Raw -18272843.428052 + Penalty 5708.268650 = -18267135.159402 nChanged 1341 SP:Iteration 12Q (57611.060000 sec): 3 clusters Score: Raw -18273949.438736 + Penalty 5708.268650 = -18268241.170085 nChanged 709 SP:Iteration 13Q (57611.760000 sec): 3 clusters Score: Raw -18274488.153862 + Penalty 5708.268650 = -18268779.885212 nChanged 394 SP:Iteration 14Q (57612.400000 sec): 3 clusters Score: Raw -18274782.035131 + Penalty 5708.268650 = -18269073.766481 nChanged 225 SP:Iteration 15Q (57613.050000 sec): 3 clusters Score: Raw -18274931.975468 + Penalty 5708.268650 = -18269223.706818 nChanged 133 SP:Iteration 16Q (57613.660000 sec): 3 clusters Score: Raw -18275026.360385 + Penalty 5708.268650 = -18269318.091734 nChanged 86 SP:Iteration 17Q (57614.300000 sec): 3 clusters Score: Raw -18275094.344937 + Penalty 5708.268650 = -18269386.076286 nChanged 58 SP:Iteration 18Q (57614.950000 sec): 3 clusters Score: Raw -18275135.483485 + Penalty 5708.268650 = -18269427.214835 nChanged 47 SP:Iteration 19Q (57615.600000 sec): 3 clusters Score: Raw -18275168.752048 + Penalty 5708.268650 = -18269460.483397 nChanged 31 SP:Iteration 20F (57616.320000 sec): 3 clusters Score: Raw -18275189.728809 + Penalty 5708.268650 = -18269481.460159 nChanged 29 SP:Iteration 21Q (57616.900000 sec): 3 clusters Score: Raw -18275210.184128 + Penalty 5708.268650 = -18269501.915478 nChanged 17 SP:Iteration 22Q (57617.560000 sec): 3 clusters Score: Raw -18275218.435492 + Penalty 5708.268650 = -18269510.166842 nChanged 11 SP:Iteration 23Q (57618.230000 sec): 3 clusters Score: Raw -18275225.204892 + Penalty 5708.268650 = -18269516.936242 nChanged 10 SP:Iteration 24Q (57618.830000 sec): 3 clusters Score: Raw -18275231.928787 + Penalty 5708.268650 = -18269523.660137 nChanged 10 SP:Iteration 25Q (57619.430000 sec): 3 clusters Score: Raw -18275238.621121 + Penalty 5708.268650 = -18269530.352471 nChanged 10 SP:Iteration 26Q (57620.000000 sec): 3 clusters Score: Raw -18275242.847199 + Penalty 5708.268650 = -18269534.578548 nChanged 7 SP:Iteration 27Q (57620.590000 sec): 3 clusters Score: Raw -18275246.821294 + Penalty 5708.268650 = -18269538.552644 nChanged 4 SP:Iteration 28Q (57621.190000 sec): 3 clusters Score: Raw -18275249.715195 + Penalty 5708.268650 = -18269541.446544 nChanged 4 SP:Iteration 29Q (57621.750000 sec): 3 clusters Score: Raw -18275252.777039 + Penalty 5708.268650 = -18269544.508389 nChanged 4 SP:Iteration 30Q (57622.290000 sec): 3 clusters Score: Raw -18275255.968742 + Penalty 5708.268650 = -18269547.700091 nChanged 3 SP:Iteration 31Q (57622.920000 sec): 3 clusters Score: Raw -18275257.184106 + Penalty 5708.268650 = -18269548.915456 nChanged 0 SP:Iteration 32F (57623.620000 sec): 3 clusters Score: Raw -18275257.184106 + Penalty 5708.268650 = -18269548.915456 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57623.820000 sec): 2 clusters Score: Raw -1561708.373067 + Penalty 2235.854241 = -1559472.518826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57624.010000 sec): 3 clusters Score: Raw -1557415.452654 + Penalty 4471.708482 = -1552943.744173 nChanged 3335 SP:Iteration 1F (57624.250000 sec): 3 clusters Score: Raw -1559182.866883 + Penalty 4471.708482 = -1554711.158401 nChanged 551 SP:Iteration 2F (57624.520000 sec): 3 clusters Score: Raw -1559586.764338 + Penalty 4471.708482 = -1555115.055856 nChanged 479 SP:Iteration 3F (57624.720000 sec): 3 clusters Score: Raw -1560014.525348 + Penalty 4471.708482 = -1555542.816866 nChanged 484 SP:Iteration 4F (57624.930000 sec): 3 clusters Score: Raw -1560496.872948 + Penalty 4471.708482 = -1556025.164466 nChanged 550 SP:Iteration 5F (57625.170000 sec): 3 clusters Score: Raw -1561070.821670 + Penalty 4471.708482 = -1556599.113189 nChanged 593 SP:Iteration 6F (57625.360000 sec): 3 clusters Score: Raw -1561654.711090 + Penalty 4471.708482 = -1557183.002608 nChanged 549 SP:Iteration 7F (57625.590000 sec): 3 clusters Score: Raw -1562129.567659 + Penalty 4471.708482 = -1557657.859177 nChanged 475 SP:Iteration 8F (57625.800000 sec): 3 clusters Score: Raw -1562518.133265 + Penalty 4471.708482 = -1558046.424783 nChanged 350 SP:Iteration 9Q (57626.020000 sec): 3 clusters Score: Raw -1562784.974553 + Penalty 4471.708482 = -1558313.266071 nChanged 281 SP:Iteration 10Q (57626.280000 sec): 3 clusters Score: Raw -1562984.359638 + Penalty 4471.708482 = -1558512.651156 nChanged 212 SP:Iteration 11Q (57626.480000 sec): 3 clusters Score: Raw -1563149.574735 + Penalty 4471.708482 = -1558677.866253 nChanged 181 SP:Iteration 12Q (57626.710000 sec): 3 clusters Score: Raw -1563302.247727 + Penalty 4471.708482 = -1558830.539245 nChanged 135 SP:Iteration 13Q (57626.940000 sec): 3 clusters Score: Raw -1563422.876326 + Penalty 4471.708482 = -1558951.167844 nChanged 114 SP:Iteration 14Q (57627.140000 sec): 3 clusters Score: Raw -1563505.154848 + Penalty 4471.708482 = -1559033.446366 nChanged 99 SP:Iteration 15Q (57627.320000 sec): 3 clusters Score: Raw -1563559.979219 + Penalty 4471.708482 = -1559088.270737 nChanged 84 SP:Iteration 16Q (57627.530000 sec): 3 clusters Score: Raw -1563601.625205 + Penalty 4471.708482 = -1559129.916723 nChanged 80 SP:Iteration 17Q (57627.730000 sec): 3 clusters Score: Raw -1563637.017080 + Penalty 4471.708482 = -1559165.308598 nChanged 51 SP:Iteration 18Q (57627.960000 sec): 3 clusters Score: Raw -1563661.749912 + Penalty 4471.708482 = -1559190.041430 nChanged 55 SP:Iteration 19Q (57628.160000 sec): 3 clusters Score: Raw -1563683.653195 + Penalty 4471.708482 = -1559211.944713 nChanged 46 SP:Iteration 20F (57628.370000 sec): 3 clusters Score: Raw -1563700.550394 + Penalty 4471.708482 = -1559228.841913 nChanged 37 SP:Iteration 21Q (57628.560000 sec): 3 clusters Score: Raw -1563712.765097 + Penalty 4471.708482 = -1559241.056615 nChanged 35 SP:Iteration 22Q (57628.770000 sec): 3 clusters Score: Raw -1563721.594527 + Penalty 4471.708482 = -1559249.886045 nChanged 24 SP:Iteration 23Q (57628.950000 sec): 3 clusters Score: Raw -1563726.929281 + Penalty 4471.708482 = -1559255.220800 nChanged 22 SP:Iteration 24Q (57629.130000 sec): 3 clusters Score: Raw -1563733.139206 + Penalty 4471.708482 = -1559261.430724 nChanged 23 SP:Iteration 25Q (57629.350000 sec): 3 clusters Score: Raw -1563738.950875 + Penalty 4471.708482 = -1559267.242393 nChanged 14 SP:Iteration 26Q (57629.570000 sec): 3 clusters Score: Raw -1563741.880544 + Penalty 4471.708482 = -1559270.172062 nChanged 7 SP:Iteration 27Q (57629.780000 sec): 3 clusters Score: Raw -1563743.277865 + Penalty 4471.708482 = -1559271.569383 nChanged 8 SP:Iteration 28Q (57630.030000 sec): 3 clusters Score: Raw -1563744.763261 + Penalty 4471.708482 = -1559273.054780 nChanged 8 SP:Iteration 29Q (57630.260000 sec): 3 clusters Score: Raw -1563746.411409 + Penalty 4471.708482 = -1559274.702927 nChanged 5 SP:Iteration 30Q (57630.450000 sec): 3 clusters Score: Raw -1563747.385250 + Penalty 4471.708482 = -1559275.676768 nChanged 8 SP:Iteration 31Q (57630.640000 sec): 3 clusters Score: Raw -1563748.973726 + Penalty 4471.708482 = -1559277.265244 nChanged 8 SP:Iteration 32Q (57630.890000 sec): 3 clusters Score: Raw -1563750.515744 + Penalty 4471.708482 = -1559278.807262 nChanged 5 SP:Iteration 33Q (57631.110000 sec): 3 clusters Score: Raw -1563751.601403 + Penalty 4471.708482 = -1559279.892922 nChanged 8 SP:Iteration 34Q (57631.320000 sec): 3 clusters Score: Raw -1563753.431758 + Penalty 4471.708482 = -1559281.723277 nChanged 7 SP:Iteration 35Q (57631.550000 sec): 3 clusters Score: Raw -1563755.542494 + Penalty 4471.708482 = -1559283.834013 nChanged 10 SP:Iteration 36Q (57631.740000 sec): 3 clusters Score: Raw -1563758.176172 + Penalty 4471.708482 = -1559286.467690 nChanged 7 SP:Iteration 37Q (57631.980000 sec): 3 clusters Score: Raw -1563759.552849 + Penalty 4471.708482 = -1559287.844368 nChanged 4 SP:Iteration 38Q (57632.200000 sec): 3 clusters Score: Raw -1563760.044804 + Penalty 4471.708482 = -1559288.336322 nChanged 1 SP:Iteration 39Q (57632.400000 sec): 3 clusters Score: Raw -1563760.118097 + Penalty 4471.708482 = -1559288.409616 nChanged 3 SP:Iteration 40F (57632.640000 sec): 3 clusters Score: Raw -1563760.588964 + Penalty 4471.708482 = -1559288.880483 nChanged 5 SP:Iteration 41Q (57632.820000 sec): 3 clusters Score: Raw -1563761.304169 + Penalty 4471.708482 = -1559289.595688 nChanged 1 SP:Iteration 42Q (57633.080000 sec): 3 clusters Score: Raw -1563761.464599 + Penalty 4471.708482 = -1559289.756118 nChanged 1 SP:Iteration 43Q (57633.310000 sec): 3 clusters Score: Raw -1563761.514313 + Penalty 4471.708482 = -1559289.805831 nChanged 0 SP:Iteration 44F (57633.510000 sec): 3 clusters Score: Raw -1563761.514313 + Penalty 4471.708482 = -1559289.805831 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57633.600000 sec): 2 clusters Score: Raw -112929.612506 + Penalty 1600.889244 = -111328.723262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57633.800000 sec): 3 clusters Score: Raw -112878.665265 + Penalty 3201.778487 = -109676.886778 nChanged 141 SP:Iteration 1F (57633.960000 sec): 3 clusters Score: Raw -113102.637093 + Penalty 3201.778487 = -109900.858605 nChanged 36 SP:Iteration 2F (57634.150000 sec): 3 clusters Score: Raw -113169.900795 + Penalty 3201.778487 = -109968.122308 nChanged 10 SP:Iteration 3Q (57634.340000 sec): 3 clusters Score: Raw -113184.001909 + Penalty 3201.778487 = -109982.223422 nChanged 8 SP:Iteration 4Q (57634.500000 sec): 3 clusters Score: Raw -113201.978948 + Penalty 3201.778487 = -110000.200460 nChanged 5 SP:Iteration 5Q (57634.710000 sec): 3 clusters Score: Raw -113206.872954 + Penalty 3201.778487 = -110005.094467 nChanged 4 SP:Iteration 6Q (57634.880000 sec): 3 clusters Score: Raw -113217.194083 + Penalty 3201.778487 = -110015.415595 nChanged 6 SP:Iteration 7Q (57635.050000 sec): 3 clusters Score: Raw -113233.381737 + Penalty 3201.778487 = -110031.603249 nChanged 6 SP:Iteration 8Q (57635.240000 sec): 3 clusters Score: Raw -113250.328771 + Penalty 3201.778487 = -110048.550284 nChanged 8 SP:Iteration 9Q (57635.400000 sec): 3 clusters Score: Raw -113270.200990 + Penalty 3201.778487 = -110068.422502 nChanged 6 SP:Iteration 10Q (57635.610000 sec): 3 clusters Score: Raw -113285.439385 + Penalty 3201.778487 = -110083.660897 nChanged 4 SP:Iteration 11Q (57635.800000 sec): 3 clusters Score: Raw -113290.480981 + Penalty 3201.778487 = -110088.702494 nChanged 0 SP:Iteration 12F (57635.980000 sec): 3 clusters Score: Raw -113290.480981 + Penalty 3201.778487 = -110088.702494 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57636.100000 sec): 2 clusters Score: Raw -67255.923356 + Penalty 1548.553391 = -65707.369964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57636.320000 sec): 3 clusters Score: Raw -67329.145554 + Penalty 3097.106783 = -64232.038771 nChanged 97 SP:Iteration 1F (57636.470000 sec): 3 clusters Score: Raw -67499.195773 + Penalty 3097.106783 = -64402.088990 nChanged 20 SP:Iteration 2Q (57636.660000 sec): 3 clusters Score: Raw -67540.862693 + Penalty 3097.106783 = -64443.755910 nChanged 9 SP:Iteration 3Q (57636.870000 sec): 3 clusters Score: Raw -67557.271952 + Penalty 3097.106783 = -64460.165169 nChanged 7 SP:Iteration 4Q (57637.040000 sec): 3 clusters Score: Raw -67577.472707 + Penalty 3097.106783 = -64480.365924 nChanged 5 SP:Iteration 5Q (57637.200000 sec): 3 clusters Score: Raw -67598.094648 + Penalty 3097.106783 = -64500.987865 nChanged 9 SP:Iteration 6Q (57637.390000 sec): 3 clusters Score: Raw -67622.646168 + Penalty 3097.106783 = -64525.539385 nChanged 9 SP:Iteration 7Q (57637.570000 sec): 3 clusters Score: Raw -67660.115919 + Penalty 3097.106783 = -64563.009136 nChanged 11 SP:Iteration 8Q (57637.750000 sec): 3 clusters Score: Raw -67714.280096 + Penalty 3097.106783 = -64617.173313 nChanged 21 SP:Iteration 9Q (57637.920000 sec): 3 clusters Score: Raw -67776.771800 + Penalty 3097.106783 = -64679.665018 nChanged 11 SP:Iteration 10Q (57638.080000 sec): 3 clusters Score: Raw -67828.788046 + Penalty 3097.106783 = -64731.681263 nChanged 12 SP:Iteration 11Q (57638.260000 sec): 3 clusters Score: Raw -67880.680799 + Penalty 3097.106783 = -64783.574016 nChanged 11 SP:Iteration 12Q (57638.440000 sec): 3 clusters Score: Raw -67906.824249 + Penalty 3097.106783 = -64809.717466 nChanged 6 SP:Iteration 13Q (57638.630000 sec): 3 clusters Score: Raw -67928.055468 + Penalty 3097.106783 = -64830.948686 nChanged 12 SP:Iteration 14Q (57638.800000 sec): 3 clusters Score: Raw -67954.292247 + Penalty 3097.106783 = -64857.185464 nChanged 7 SP:Iteration 15Q (57638.960000 sec): 3 clusters Score: Raw -68017.083982 + Penalty 3097.106783 = -64919.977200 nChanged 9 SP:Iteration 16Q (57639.160000 sec): 3 clusters Score: Raw -68076.846461 + Penalty 3097.106783 = -64979.739678 nChanged 9 SP:Iteration 17Q (57639.340000 sec): 3 clusters Score: Raw -68121.394389 + Penalty 3097.106783 = -65024.287606 nChanged 7 SP:Iteration 18Q (57639.530000 sec): 3 clusters Score: Raw -68151.237742 + Penalty 3097.106783 = -65054.130960 nChanged 6 SP:Iteration 19Q (57639.710000 sec): 3 clusters Score: Raw -68196.502204 + Penalty 3097.106783 = -65099.395421 nChanged 3 SP:Iteration 20F (57639.910000 sec): 3 clusters Score: Raw -68217.875845 + Penalty 3097.106783 = -65120.769062 nChanged 6 SP:Iteration 21Q (57640.110000 sec): 3 clusters Score: Raw -68257.394537 + Penalty 3097.106783 = -65160.287754 nChanged 8 SP:Iteration 22Q (57640.270000 sec): 3 clusters Score: Raw -68282.031615 + Penalty 3097.106783 = -65184.924832 nChanged 8 SP:Iteration 23Q (57640.460000 sec): 3 clusters Score: Raw -68304.026465 + Penalty 3097.106783 = -65206.919682 nChanged 3 SP:Iteration 24Q (57640.620000 sec): 3 clusters Score: Raw -68312.013876 + Penalty 3097.106783 = -65214.907094 nChanged 2 SP:Iteration 25Q (57640.810000 sec): 3 clusters Score: Raw -68319.490859 + Penalty 3097.106783 = -65222.384076 nChanged 1 SP:Iteration 26Q (57641.030000 sec): 3 clusters Score: Raw -68327.655176 + Penalty 3097.106783 = -65230.548393 nChanged 0 SP:Iteration 27F (57641.240000 sec): 3 clusters Score: Raw -68327.655176 + Penalty 3097.106783 = -65230.548393 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (9736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57641.350000 sec): 2 clusters Score: Raw -1766546.518629 + Penalty 2277.529237 = -1764268.989391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57641.610000 sec): 3 clusters Score: Raw -1761359.005225 + Penalty 4555.058475 = -1756803.946750 nChanged 4016 SP:Iteration 1F (57641.830000 sec): 3 clusters Score: Raw -1763600.644087 + Penalty 4555.058475 = -1759045.585613 nChanged 722 SP:Iteration 2F (57642.090000 sec): 3 clusters Score: Raw -1764034.616295 + Penalty 4555.058475 = -1759479.557821 nChanged 620 SP:Iteration 3F (57642.370000 sec): 3 clusters Score: Raw -1764400.353826 + Penalty 4555.058475 = -1759845.295351 nChanged 598 SP:Iteration 4F (57642.610000 sec): 3 clusters Score: Raw -1764780.077039 + Penalty 4555.058475 = -1760225.018564 nChanged 579 SP:Iteration 5F (57642.850000 sec): 3 clusters Score: Raw -1765134.615994 + Penalty 4555.058475 = -1760579.557519 nChanged 518 SP:Iteration 6F (57643.140000 sec): 3 clusters Score: Raw -1765481.459566 + Penalty 4555.058475 = -1760926.401091 nChanged 495 SP:Iteration 7F (57643.360000 sec): 3 clusters Score: Raw -1765809.749476 + Penalty 4555.058475 = -1761254.691002 nChanged 453 SP:Iteration 8Q (57643.600000 sec): 3 clusters Score: Raw -1766107.539735 + Penalty 4555.058475 = -1761552.481260 nChanged 387 SP:Iteration 9Q (57643.810000 sec): 3 clusters Score: Raw -1766364.899211 + Penalty 4555.058475 = -1761809.840736 nChanged 333 SP:Iteration 10Q (57644.090000 sec): 3 clusters Score: Raw -1766570.827457 + Penalty 4555.058475 = -1762015.768982 nChanged 270 SP:Iteration 11Q (57644.290000 sec): 3 clusters Score: Raw -1766752.376452 + Penalty 4555.058475 = -1762197.317978 nChanged 251 SP:Iteration 12Q (57644.500000 sec): 3 clusters Score: Raw -1766906.256824 + Penalty 4555.058475 = -1762351.198350 nChanged 205 SP:Iteration 13Q (57644.750000 sec): 3 clusters Score: Raw -1767026.624193 + Penalty 4555.058475 = -1762471.565719 nChanged 160 SP:Iteration 14Q (57644.950000 sec): 3 clusters Score: Raw -1767117.531619 + Penalty 4555.058475 = -1762562.473144 nChanged 133 SP:Iteration 15Q (57645.210000 sec): 3 clusters Score: Raw -1767201.447531 + Penalty 4555.058475 = -1762646.389056 nChanged 110 SP:Iteration 16Q (57645.460000 sec): 3 clusters Score: Raw -1767263.301368 + Penalty 4555.058475 = -1762708.242893 nChanged 106 SP:Iteration 17Q (57645.680000 sec): 3 clusters Score: Raw -1767319.305611 + Penalty 4555.058475 = -1762764.247136 nChanged 74 SP:Iteration 18Q (57645.940000 sec): 3 clusters Score: Raw -1767354.723194 + Penalty 4555.058475 = -1762799.664719 nChanged 52 SP:Iteration 19Q (57646.150000 sec): 3 clusters Score: Raw -1767381.670871 + Penalty 4555.058475 = -1762826.612396 nChanged 43 SP:Iteration 20F (57646.380000 sec): 3 clusters Score: Raw -1767398.400610 + Penalty 4555.058475 = -1762843.342135 nChanged 33 SP:Iteration 21Q (57646.570000 sec): 3 clusters Score: Raw -1767412.853561 + Penalty 4555.058475 = -1762857.795086 nChanged 28 SP:Iteration 22Q (57646.810000 sec): 3 clusters Score: Raw -1767429.034684 + Penalty 4555.058475 = -1762873.976210 nChanged 35 SP:Iteration 23Q (57647.030000 sec): 3 clusters Score: Raw -1767446.160126 + Penalty 4555.058475 = -1762891.101651 nChanged 28 SP:Iteration 24Q (57647.270000 sec): 3 clusters Score: Raw -1767460.023310 + Penalty 4555.058475 = -1762904.964835 nChanged 28 SP:Iteration 25Q (57647.520000 sec): 3 clusters Score: Raw -1767476.102098 + Penalty 4555.058475 = -1762921.043623 nChanged 27 SP:Iteration 26Q (57647.760000 sec): 3 clusters Score: Raw -1767488.475684 + Penalty 4555.058475 = -1762933.417209 nChanged 20 SP:Iteration 27Q (57647.990000 sec): 3 clusters Score: Raw -1767498.104469 + Penalty 4555.058475 = -1762943.045994 nChanged 22 SP:Iteration 28Q (57648.280000 sec): 3 clusters Score: Raw -1767507.721870 + Penalty 4555.058475 = -1762952.663396 nChanged 16 SP:Iteration 29Q (57648.490000 sec): 3 clusters Score: Raw -1767515.398645 + Penalty 4555.058475 = -1762960.340171 nChanged 19 SP:Iteration 30Q (57648.760000 sec): 3 clusters Score: Raw -1767525.312228 + Penalty 4555.058475 = -1762970.253754 nChanged 16 SP:Iteration 31Q (57649.020000 sec): 3 clusters Score: Raw -1767530.731782 + Penalty 4555.058475 = -1762975.673307 nChanged 11 SP:Iteration 32Q (57649.230000 sec): 3 clusters Score: Raw -1767533.504878 + Penalty 4555.058475 = -1762978.446404 nChanged 10 SP:Iteration 33Q (57649.440000 sec): 3 clusters Score: Raw -1767538.839397 + Penalty 4555.058475 = -1762983.780922 nChanged 12 SP:Iteration 34Q (57649.720000 sec): 3 clusters Score: Raw -1767548.744657 + Penalty 4555.058475 = -1762993.686182 nChanged 16 SP:Iteration 35Q (57649.970000 sec): 3 clusters Score: Raw -1767558.215174 + Penalty 4555.058475 = -1763003.156699 nChanged 17 SP:Iteration 36Q (57650.160000 sec): 3 clusters Score: Raw -1767565.974420 + Penalty 4555.058475 = -1763010.915945 nChanged 15 SP:Iteration 37Q (57650.380000 sec): 3 clusters Score: Raw -1767571.812339 + Penalty 4555.058475 = -1763016.753864 nChanged 10 SP:Iteration 38Q (57650.570000 sec): 3 clusters Score: Raw -1767575.861432 + Penalty 4555.058475 = -1763020.802957 nChanged 13 SP:Iteration 39Q (57650.790000 sec): 3 clusters Score: Raw -1767581.652639 + Penalty 4555.058475 = -1763026.594164 nChanged 17 SP:Iteration 40F (57651.000000 sec): 3 clusters Score: Raw -1767589.109507 + Penalty 4555.058475 = -1763034.051032 nChanged 16 SP:Iteration 41Q (57651.260000 sec): 3 clusters Score: Raw -1767596.610702 + Penalty 4555.058475 = -1763041.552227 nChanged 17 SP:Iteration 42Q (57651.470000 sec): 3 clusters Score: Raw -1767603.261254 + Penalty 4555.058475 = -1763048.202779 nChanged 16 SP:Iteration 43Q (57651.680000 sec): 3 clusters Score: Raw -1767609.906481 + Penalty 4555.058475 = -1763054.848006 nChanged 13 SP:Iteration 44Q (57651.950000 sec): 3 clusters Score: Raw -1767613.821835 + Penalty 4555.058475 = -1763058.763361 nChanged 4 SP:Iteration 45Q (57652.200000 sec): 3 clusters Score: Raw -1767614.643355 + Penalty 4555.058475 = -1763059.584881 nChanged 2 SP:Iteration 46Q (57652.440000 sec): 3 clusters Score: Raw -1767615.560080 + Penalty 4555.058475 = -1763060.501605 nChanged 4 SP:Iteration 47Q (57652.690000 sec): 3 clusters Score: Raw -1767616.679897 + Penalty 4555.058475 = -1763061.621422 nChanged 3 SP:Iteration 48Q (57652.920000 sec): 3 clusters Score: Raw -1767617.817664 + Penalty 4555.058475 = -1763062.759189 nChanged 5 SP:Iteration 49Q (57653.130000 sec): 3 clusters Score: Raw -1767619.274625 + Penalty 4555.058475 = -1763064.216151 nChanged 3 SP:Iteration 50Q (57653.450000 sec): 3 clusters Score: Raw -1767620.468812 + Penalty 4555.058475 = -1763065.410337 nChanged 7 SP:Iteration 51Q (57653.660000 sec): 3 clusters Score: Raw -1767622.741250 + Penalty 4555.058475 = -1763067.682775 nChanged 7 SP:Iteration 52Q (57653.870000 sec): 3 clusters Score: Raw -1767626.339087 + Penalty 4555.058475 = -1763071.280612 nChanged 9 SP:Iteration 53Q (57654.110000 sec): 3 clusters Score: Raw -1767628.837270 + Penalty 4555.058475 = -1763073.778795 nChanged 6 SP:Iteration 54Q (57654.340000 sec): 3 clusters Score: Raw -1767631.353269 + Penalty 4555.058475 = -1763076.294794 nChanged 7 SP:Iteration 55Q (57654.600000 sec): 3 clusters Score: Raw -1767633.903899 + Penalty 4555.058475 = -1763078.845425 nChanged 9 SP:Iteration 56Q (57654.800000 sec): 3 clusters Score: Raw -1767637.239630 + Penalty 4555.058475 = -1763082.181155 nChanged 8 SP:Iteration 57Q (57655.030000 sec): 3 clusters Score: Raw -1767640.994656 + Penalty 4555.058475 = -1763085.936181 nChanged 13 SP:Iteration 58Q (57655.220000 sec): 3 clusters Score: Raw -1767646.471561 + Penalty 4555.058475 = -1763091.413087 nChanged 13 SP:Iteration 59Q (57655.460000 sec): 3 clusters Score: Raw -1767652.360148 + Penalty 4555.058475 = -1763097.301673 nChanged 20 SP:Iteration 60F (57655.760000 sec): 3 clusters Score: Raw -1767661.459582 + Penalty 4555.058475 = -1763106.401107 nChanged 17 SP:Iteration 61Q (57655.980000 sec): 3 clusters Score: Raw -1767669.222983 + Penalty 4555.058475 = -1763114.164508 nChanged 19 SP:Iteration 62Q (57656.300000 sec): 3 clusters Score: Raw -1767677.869478 + Penalty 4555.058475 = -1763122.811003 nChanged 20 SP:Iteration 63Q (57656.570000 sec): 3 clusters Score: Raw -1767688.014463 + Penalty 4555.058475 = -1763132.955988 nChanged 21 SP:Iteration 64Q (57656.800000 sec): 3 clusters Score: Raw -1767696.505788 + Penalty 4555.058475 = -1763141.447314 nChanged 14 SP:Iteration 65Q (57657.070000 sec): 3 clusters Score: Raw -1767703.657602 + Penalty 4555.058475 = -1763148.599127 nChanged 15 SP:Iteration 66Q (57657.350000 sec): 3 clusters Score: Raw -1767711.668765 + Penalty 4555.058475 = -1763156.610291 nChanged 18 SP:Iteration 67Q (57657.640000 sec): 3 clusters Score: Raw -1767718.707994 + Penalty 4555.058475 = -1763163.649519 nChanged 7 SP:Iteration 68Q (57657.930000 sec): 3 clusters Score: Raw -1767721.111967 + Penalty 4555.058475 = -1763166.053492 nChanged 1 SP:Iteration 69Q (57658.170000 sec): 3 clusters Score: Raw -1767721.365039 + Penalty 4555.058475 = -1763166.306564 nChanged 2 SP:Iteration 70Q (57658.440000 sec): 3 clusters Score: Raw -1767721.855587 + Penalty 4555.058475 = -1763166.797112 nChanged 2 SP:Iteration 71Q (57658.690000 sec): 3 clusters Score: Raw -1767722.566189 + Penalty 4555.058475 = -1763167.507714 nChanged 2 SP:Iteration 72Q (57658.910000 sec): 3 clusters Score: Raw -1767722.980607 + Penalty 4555.058475 = -1763167.922132 nChanged 0 SP:Iteration 73F (57659.160000 sec): 3 clusters Score: Raw -1767722.980607 + Penalty 4555.058475 = -1763167.922132 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57659.290000 sec): 2 clusters Score: Raw -68887.027276 + Penalty 1527.455656 = -67359.571620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57659.470000 sec): 3 clusters Score: Raw -69038.775667 + Penalty 3054.911313 = -65983.864354 nChanged 120 SP:Iteration 1F (57659.700000 sec): 3 clusters Score: Raw -69778.205611 + Penalty 3054.911313 = -66723.294298 nChanged 53 SP:Iteration 2F (57659.900000 sec): 3 clusters Score: Raw -70203.135057 + Penalty 3054.911313 = -67148.223744 nChanged 30 SP:Iteration 3F (57660.060000 sec): 3 clusters Score: Raw -70539.957351 + Penalty 3054.911313 = -67485.046039 nChanged 25 SP:Iteration 4F (57660.220000 sec): 3 clusters Score: Raw -70907.693851 + Penalty 3054.911313 = -67852.782538 nChanged 18 SP:Iteration 5Q (57660.330000 sec): 3 clusters Score: Raw -71297.672194 + Penalty 3054.911313 = -68242.760881 nChanged 14 SP:Iteration 6Q (57660.510000 sec): 3 clusters Score: Raw -71430.170206 + Penalty 3054.911313 = -68375.258893 nChanged 11 SP:Iteration 7Q (57660.660000 sec): 3 clusters Score: Raw -71514.951941 + Penalty 3054.911313 = -68460.040628 nChanged 12 SP:Iteration 8Q (57660.830000 sec): 3 clusters Score: Raw -71613.289937 + Penalty 3054.911313 = -68558.378624 nChanged 13 SP:Iteration 9Q (57661.000000 sec): 3 clusters Score: Raw -71782.995450 + Penalty 3054.911313 = -68728.084138 nChanged 10 SP:Iteration 10Q (57661.170000 sec): 3 clusters Score: Raw -72020.050330 + Penalty 3054.911313 = -68965.139017 nChanged 7 SP:Iteration 11Q (57661.330000 sec): 3 clusters Score: Raw -72253.639000 + Penalty 3054.911313 = -69198.727687 nChanged 0 SP:Iteration 12F (57661.510000 sec): 3 clusters Score: Raw -72266.097446 + Penalty 3054.911313 = -69211.186133 nChanged 4 SP:Iteration 13Q (57661.670000 sec): 3 clusters Score: Raw -72419.483801 + Penalty 3054.911313 = -69364.572489 nChanged 8 SP:Iteration 14Q (57661.830000 sec): 3 clusters Score: Raw -72700.687159 + Penalty 3054.911313 = -69645.775847 nChanged 2 SP:Iteration 15Q (57661.960000 sec): 3 clusters Score: Raw -72856.610258 + Penalty 3054.911313 = -69801.698946 nChanged 1 SP:Iteration 16Q (57662.120000 sec): 3 clusters Score: Raw -72861.669552 + Penalty 3054.911313 = -69806.758239 nChanged 0 SP:Iteration 17F (57662.280000 sec): 3 clusters Score: Raw -72947.550996 + Penalty 3054.911313 = -69892.639684 nChanged 4 SP:Iteration 18Q (57662.430000 sec): 3 clusters Score: Raw -73405.132921 + Penalty 3054.911313 = -70350.221608 nChanged 0 SP:Iteration 19F (57662.610000 sec): 3 clusters Score: Raw -73405.132921 + Penalty 3054.911313 = -70350.221608 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57662.750000 sec): 2 clusters Score: Raw -169638.410401 + Penalty 1702.999455 = -167935.410946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57662.960000 sec): 3 clusters Score: Raw -169456.456515 + Penalty 3405.998909 = -166050.457605 nChanged 260 SP:Iteration 1F (57663.140000 sec): 3 clusters Score: Raw -169749.780929 + Penalty 3405.998909 = -166343.782020 nChanged 66 SP:Iteration 2F (57663.340000 sec): 3 clusters Score: Raw -169843.549577 + Penalty 3405.998909 = -166437.550667 nChanged 40 SP:Iteration 3Q (57663.570000 sec): 3 clusters Score: Raw -169915.666778 + Penalty 3405.998909 = -166509.667869 nChanged 33 SP:Iteration 4Q (57663.770000 sec): 3 clusters Score: Raw -169998.360757 + Penalty 3405.998909 = -166592.361847 nChanged 33 SP:Iteration 5Q (57663.910000 sec): 3 clusters Score: Raw -170087.889556 + Penalty 3405.998909 = -166681.890647 nChanged 22 SP:Iteration 6Q (57664.140000 sec): 3 clusters Score: Raw -170126.328952 + Penalty 3405.998909 = -166720.330043 nChanged 22 SP:Iteration 7Q (57664.310000 sec): 3 clusters Score: Raw -170154.280806 + Penalty 3405.998909 = -166748.281897 nChanged 12 SP:Iteration 8Q (57664.480000 sec): 3 clusters Score: Raw -170169.837983 + Penalty 3405.998909 = -166763.839074 nChanged 13 SP:Iteration 9Q (57664.630000 sec): 3 clusters Score: Raw -170182.985209 + Penalty 3405.998909 = -166776.986300 nChanged 6 SP:Iteration 10Q (57664.840000 sec): 3 clusters Score: Raw -170188.209408 + Penalty 3405.998909 = -166782.210499 nChanged 4 SP:Iteration 11Q (57665.010000 sec): 3 clusters Score: Raw -170191.737401 + Penalty 3405.998909 = -166785.738492 nChanged 2 SP:Iteration 12Q (57665.190000 sec): 3 clusters Score: Raw -170194.460717 + Penalty 3405.998909 = -166788.461808 nChanged 2 SP:Iteration 13Q (57665.370000 sec): 3 clusters Score: Raw -170197.874573 + Penalty 3405.998909 = -166791.875664 nChanged 3 SP:Iteration 14Q (57665.550000 sec): 3 clusters Score: Raw -170203.675235 + Penalty 3405.998909 = -166797.676326 nChanged 5 SP:Iteration 15Q (57665.760000 sec): 3 clusters Score: Raw -170212.989506 + Penalty 3405.998909 = -166806.990596 nChanged 9 SP:Iteration 16Q (57665.980000 sec): 3 clusters Score: Raw -170222.486597 + Penalty 3405.998909 = -166816.487688 nChanged 5 SP:Iteration 17Q (57666.210000 sec): 3 clusters Score: Raw -170226.592738 + Penalty 3405.998909 = -166820.593829 nChanged 2 SP:Iteration 18Q (57666.380000 sec): 3 clusters Score: Raw -170227.548379 + Penalty 3405.998909 = -166821.549470 nChanged 2 SP:Iteration 19Q (57666.570000 sec): 3 clusters Score: Raw -170232.440308 + Penalty 3405.998909 = -166826.441399 nChanged 8 SP:Iteration 20F (57666.730000 sec): 3 clusters Score: Raw -170241.501007 + Penalty 3405.998909 = -166835.502098 nChanged 3 SP:Iteration 21Q (57666.960000 sec): 3 clusters Score: Raw -170246.807149 + Penalty 3405.998909 = -166840.808240 nChanged 1 SP:Iteration 22Q (57667.090000 sec): 3 clusters Score: Raw -170247.536555 + Penalty 3405.998909 = -166841.537646 nChanged 0 SP:Iteration 23F (57667.330000 sec): 3 clusters Score: Raw -170247.536555 + Penalty 3405.998909 = -166841.537646 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57667.440000 sec): 2 clusters Score: Raw -94021.043898 + Penalty 1572.846112 = -92448.197786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57667.630000 sec): 3 clusters Score: Raw -93998.614275 + Penalty 3145.692224 = -90852.922052 nChanged 109 SP:Iteration 1F (57667.850000 sec): 3 clusters Score: Raw -94266.955223 + Penalty 3145.692224 = -91121.263000 nChanged 39 SP:Iteration 2F (57668.010000 sec): 3 clusters Score: Raw -94393.210082 + Penalty 3145.692224 = -91247.517859 nChanged 20 SP:Iteration 3Q (57668.210000 sec): 3 clusters Score: Raw -94445.781445 + Penalty 3145.692224 = -91300.089221 nChanged 10 SP:Iteration 4Q (57668.420000 sec): 3 clusters Score: Raw -94473.867025 + Penalty 3145.692224 = -91328.174802 nChanged 7 SP:Iteration 5Q (57668.650000 sec): 3 clusters Score: Raw -94495.886143 + Penalty 3145.692224 = -91350.193919 nChanged 2 SP:Iteration 6Q (57668.860000 sec): 3 clusters Score: Raw -94502.269500 + Penalty 3145.692224 = -91356.577276 nChanged 3 SP:Iteration 7Q (57669.060000 sec): 3 clusters Score: Raw -94507.210605 + Penalty 3145.692224 = -91361.518382 nChanged 1 SP:Iteration 8Q (57669.250000 sec): 3 clusters Score: Raw -94509.121221 + Penalty 3145.692224 = -91363.428997 nChanged 1 SP:Iteration 9Q (57669.470000 sec): 3 clusters Score: Raw -94511.280630 + Penalty 3145.692224 = -91365.588407 nChanged 0 SP:Iteration 10F (57669.690000 sec): 3 clusters Score: Raw -94511.280630 + Penalty 3145.692224 = -91365.588407 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (4338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57669.800000 sec): 2 clusters Score: Raw -770718.342228 + Penalty 2077.041835 = -768641.300393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57670.060000 sec): 3 clusters Score: Raw -768702.911775 + Penalty 4154.083671 = -764548.828104 nChanged 1630 SP:Iteration 1F (57670.290000 sec): 3 clusters Score: Raw -769657.042764 + Penalty 4154.083671 = -765502.959093 nChanged 357 SP:Iteration 2F (57670.520000 sec): 3 clusters Score: Raw -769899.361254 + Penalty 4154.083671 = -765745.277583 nChanged 240 SP:Iteration 3F (57670.730000 sec): 3 clusters Score: Raw -770057.666126 + Penalty 4154.083671 = -765903.582455 nChanged 172 SP:Iteration 4Q (57670.910000 sec): 3 clusters Score: Raw -770167.333068 + Penalty 4154.083671 = -766013.249397 nChanged 157 SP:Iteration 5Q (57671.130000 sec): 3 clusters Score: Raw -770275.137314 + Penalty 4154.083671 = -766121.053643 nChanged 155 SP:Iteration 6Q (57671.360000 sec): 3 clusters Score: Raw -770397.356841 + Penalty 4154.083671 = -766243.273171 nChanged 157 SP:Iteration 7Q (57671.560000 sec): 3 clusters Score: Raw -770517.088505 + Penalty 4154.083671 = -766363.004835 nChanged 142 SP:Iteration 8Q (57671.770000 sec): 3 clusters Score: Raw -770632.062257 + Penalty 4154.083671 = -766477.978586 nChanged 127 SP:Iteration 9Q (57671.980000 sec): 3 clusters Score: Raw -770726.831166 + Penalty 4154.083671 = -766572.747495 nChanged 135 SP:Iteration 10Q (57672.140000 sec): 3 clusters Score: Raw -770804.376920 + Penalty 4154.083671 = -766650.293249 nChanged 95 SP:Iteration 11Q (57672.340000 sec): 3 clusters Score: Raw -770858.312562 + Penalty 4154.083671 = -766704.228891 nChanged 75 SP:Iteration 12Q (57672.540000 sec): 3 clusters Score: Raw -770896.956572 + Penalty 4154.083671 = -766742.872901 nChanged 63 SP:Iteration 13Q (57672.730000 sec): 3 clusters Score: Raw -770931.360553 + Penalty 4154.083671 = -766777.276882 nChanged 57 SP:Iteration 14Q (57672.900000 sec): 3 clusters Score: Raw -770957.471898 + Penalty 4154.083671 = -766803.388227 nChanged 44 SP:Iteration 15Q (57673.120000 sec): 3 clusters Score: Raw -770976.085479 + Penalty 4154.083671 = -766822.001808 nChanged 35 SP:Iteration 16Q (57673.310000 sec): 3 clusters Score: Raw -770992.079064 + Penalty 4154.083671 = -766837.995393 nChanged 33 SP:Iteration 17Q (57673.530000 sec): 3 clusters Score: Raw -771005.261865 + Penalty 4154.083671 = -766851.178194 nChanged 31 SP:Iteration 18Q (57673.730000 sec): 3 clusters Score: Raw -771015.617017 + Penalty 4154.083671 = -766861.533346 nChanged 26 SP:Iteration 19Q (57673.920000 sec): 3 clusters Score: Raw -771027.215171 + Penalty 4154.083671 = -766873.131501 nChanged 22 SP:Iteration 20F (57674.140000 sec): 3 clusters Score: Raw -771034.463126 + Penalty 4154.083671 = -766880.379455 nChanged 17 SP:Iteration 21Q (57674.320000 sec): 3 clusters Score: Raw -771042.674237 + Penalty 4154.083671 = -766888.590566 nChanged 19 SP:Iteration 22Q (57674.560000 sec): 3 clusters Score: Raw -771048.434639 + Penalty 4154.083671 = -766894.350968 nChanged 16 SP:Iteration 23Q (57674.750000 sec): 3 clusters Score: Raw -771055.128092 + Penalty 4154.083671 = -766901.044421 nChanged 17 SP:Iteration 24Q (57674.940000 sec): 3 clusters Score: Raw -771059.610342 + Penalty 4154.083671 = -766905.526671 nChanged 12 SP:Iteration 25Q (57675.180000 sec): 3 clusters Score: Raw -771063.008032 + Penalty 4154.083671 = -766908.924361 nChanged 10 SP:Iteration 26Q (57675.340000 sec): 3 clusters Score: Raw -771066.321051 + Penalty 4154.083671 = -766912.237380 nChanged 13 SP:Iteration 27Q (57675.540000 sec): 3 clusters Score: Raw -771070.270904 + Penalty 4154.083671 = -766916.187233 nChanged 10 SP:Iteration 28Q (57675.750000 sec): 3 clusters Score: Raw -771073.210299 + Penalty 4154.083671 = -766919.126628 nChanged 10 SP:Iteration 29Q (57675.900000 sec): 3 clusters Score: Raw -771076.225138 + Penalty 4154.083671 = -766922.141467 nChanged 6 SP:Iteration 30Q (57676.100000 sec): 3 clusters Score: Raw -771078.181227 + Penalty 4154.083671 = -766924.097557 nChanged 7 SP:Iteration 31Q (57676.280000 sec): 3 clusters Score: Raw -771080.179439 + Penalty 4154.083671 = -766926.095768 nChanged 7 SP:Iteration 32Q (57676.460000 sec): 3 clusters Score: Raw -771082.768991 + Penalty 4154.083671 = -766928.685320 nChanged 4 SP:Iteration 33Q (57676.690000 sec): 3 clusters Score: Raw -771083.361110 + Penalty 4154.083671 = -766929.277439 nChanged 0 SP:Iteration 34F (57676.850000 sec): 3 clusters Score: Raw -771083.361110 + Penalty 4154.083671 = -766929.277439 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57677.000000 sec): 2 clusters Score: Raw -108100.468083 + Penalty 1597.354742 = -106503.113340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57677.170000 sec): 3 clusters Score: Raw -108099.837359 + Penalty 3194.709484 = -104905.127875 nChanged 137 SP:Iteration 1F (57677.350000 sec): 3 clusters Score: Raw -108327.849630 + Penalty 3194.709484 = -105133.140145 nChanged 37 SP:Iteration 2F (57677.520000 sec): 3 clusters Score: Raw -108411.781793 + Penalty 3194.709484 = -105217.072309 nChanged 17 SP:Iteration 3Q (57677.750000 sec): 3 clusters Score: Raw -108444.180139 + Penalty 3194.709484 = -105249.470655 nChanged 10 SP:Iteration 4Q (57677.900000 sec): 3 clusters Score: Raw -108460.752301 + Penalty 3194.709484 = -105266.042816 nChanged 9 SP:Iteration 5Q (57678.100000 sec): 3 clusters Score: Raw -108480.562663 + Penalty 3194.709484 = -105285.853179 nChanged 16 SP:Iteration 6Q (57678.320000 sec): 3 clusters Score: Raw -108515.051700 + Penalty 3194.709484 = -105320.342216 nChanged 20 SP:Iteration 7Q (57678.570000 sec): 3 clusters Score: Raw -108554.297925 + Penalty 3194.709484 = -105359.588440 nChanged 20 SP:Iteration 8Q (57678.780000 sec): 3 clusters Score: Raw -108631.469234 + Penalty 3194.709484 = -105436.759750 nChanged 20 SP:Iteration 9Q (57678.960000 sec): 3 clusters Score: Raw -108740.859646 + Penalty 3194.709484 = -105546.150162 nChanged 33 SP:Iteration 10F (57679.150000 sec): 3 clusters Score: Raw -108872.264138 + Penalty 3194.709484 = -105677.554654 nChanged 31 SP:Iteration 11Q (57679.360000 sec): 3 clusters Score: Raw -108960.605286 + Penalty 3194.709484 = -105765.895801 nChanged 18 SP:Iteration 12Q (57679.600000 sec): 3 clusters Score: Raw -109040.056973 + Penalty 3194.709484 = -105845.347489 nChanged 16 SP:Iteration 13Q (57679.830000 sec): 3 clusters Score: Raw -109096.032737 + Penalty 3194.709484 = -105901.323253 nChanged 9 SP:Iteration 14Q (57680.030000 sec): 3 clusters Score: Raw -109145.555188 + Penalty 3194.709484 = -105950.845704 nChanged 6 SP:Iteration 15Q (57680.280000 sec): 3 clusters Score: Raw -109162.253842 + Penalty 3194.709484 = -105967.544358 nChanged 4 SP:Iteration 16Q (57680.470000 sec): 3 clusters Score: Raw -109171.894626 + Penalty 3194.709484 = -105977.185142 nChanged 4 SP:Iteration 17Q (57680.650000 sec): 3 clusters Score: Raw -109184.969965 + Penalty 3194.709484 = -105990.260481 nChanged 5 SP:Iteration 18Q (57680.800000 sec): 3 clusters Score: Raw -109193.174751 + Penalty 3194.709484 = -105998.465266 nChanged 0 SP:Iteration 19F (57680.970000 sec): 3 clusters Score: Raw -109193.174751 + Penalty 3194.709484 = -105998.465266 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57681.070000 sec): 2 clusters Score: Raw -154340.321173 + Penalty 1705.313624 = -152635.007549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57681.270000 sec): 3 clusters Score: Raw -154195.817074 + Penalty 3410.627247 = -150785.189827 nChanged 275 SP:Iteration 1F (57681.420000 sec): 3 clusters Score: Raw -154822.015014 + Penalty 3410.627247 = -151411.387766 nChanged 114 SP:Iteration 2F (57681.620000 sec): 3 clusters Score: Raw -155306.074821 + Penalty 3410.627247 = -151895.447573 nChanged 78 SP:Iteration 3F (57681.820000 sec): 3 clusters Score: Raw -155753.901376 + Penalty 3410.627247 = -152343.274129 nChanged 67 SP:Iteration 4F (57682.030000 sec): 3 clusters Score: Raw -156329.176832 + Penalty 3410.627247 = -152918.549585 nChanged 74 SP:Iteration 5F (57682.190000 sec): 3 clusters Score: Raw -156674.434653 + Penalty 3410.627247 = -153263.807406 nChanged 55 SP:Iteration 6F (57682.430000 sec): 3 clusters Score: Raw -156932.317270 + Penalty 3410.627247 = -153521.690023 nChanged 25 SP:Iteration 7Q (57682.580000 sec): 3 clusters Score: Raw -157158.045965 + Penalty 3410.627247 = -153747.418717 nChanged 10 SP:Iteration 8Q (57682.740000 sec): 3 clusters Score: Raw -157240.382737 + Penalty 3410.627247 = -153829.755489 nChanged 10 SP:Iteration 9Q (57682.950000 sec): 3 clusters Score: Raw -157271.820352 + Penalty 3410.627247 = -153861.193104 nChanged 7 SP:Iteration 10Q (57683.120000 sec): 3 clusters Score: Raw -157289.266297 + Penalty 3410.627247 = -153878.639049 nChanged 9 SP:Iteration 11Q (57683.320000 sec): 3 clusters Score: Raw -157310.938136 + Penalty 3410.627247 = -153900.310888 nChanged 4 SP:Iteration 12Q (57683.510000 sec): 3 clusters Score: Raw -157317.620147 + Penalty 3410.627247 = -153906.992900 nChanged 0 SP:Iteration 13F (57683.710000 sec): 3 clusters Score: Raw -157317.620147 + Penalty 3410.627247 = -153906.992900 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57683.830000 sec): 2 clusters Score: Raw -40211.770355 + Penalty 1492.006976 = -38719.763379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57684.030000 sec): 3 clusters Score: Raw -40591.583729 + Penalty 2984.013951 = -37607.569778 nChanged 98 SP:Iteration 1F (57684.230000 sec): 3 clusters Score: Raw -40983.940474 + Penalty 2984.013951 = -37999.926523 nChanged 29 SP:Iteration 2F (57684.460000 sec): 3 clusters Score: Raw -41143.066046 + Penalty 2984.013951 = -38159.052095 nChanged 14 SP:Iteration 3Q (57684.620000 sec): 3 clusters Score: Raw -41211.771166 + Penalty 2984.013951 = -38227.757215 nChanged 8 SP:Iteration 4Q (57684.870000 sec): 3 clusters Score: Raw -41247.812342 + Penalty 2984.013951 = -38263.798391 nChanged 2 SP:Iteration 5Q (57685.050000 sec): 3 clusters Score: Raw -41252.185458 + Penalty 2984.013951 = -38268.171506 nChanged 3 SP:Iteration 6Q (57685.250000 sec): 3 clusters Score: Raw -41256.231321 + Penalty 2984.013951 = -38272.217370 nChanged 2 SP:Iteration 7Q (57685.430000 sec): 3 clusters Score: Raw -41260.805627 + Penalty 2984.013951 = -38276.791676 nChanged 2 SP:Iteration 8Q (57685.710000 sec): 3 clusters Score: Raw -41266.872085 + Penalty 2984.013951 = -38282.858133 nChanged 1 SP:Iteration 9Q (57685.900000 sec): 3 clusters Score: Raw -41267.847537 + Penalty 2984.013951 = -38283.833585 nChanged 0 SP:Iteration 10F (57686.050000 sec): 3 clusters Score: Raw -41267.847537 + Penalty 2984.013951 = -38283.833585 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (1669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57686.140000 sec): 2 clusters Score: Raw -285321.712938 + Penalty 1840.155021 = -283481.557917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57686.320000 sec): 3 clusters Score: Raw -284837.535318 + Penalty 3680.310042 = -281157.225276 nChanged 496 SP:Iteration 1F (57686.490000 sec): 3 clusters Score: Raw -285388.913942 + Penalty 3680.310042 = -281708.603900 nChanged 168 SP:Iteration 2F (57686.710000 sec): 3 clusters Score: Raw -285675.690974 + Penalty 3680.310042 = -281995.380932 nChanged 127 SP:Iteration 3F (57686.890000 sec): 3 clusters Score: Raw -285928.314419 + Penalty 3680.310042 = -282248.004376 nChanged 105 SP:Iteration 4F (57687.050000 sec): 3 clusters Score: Raw -286108.780530 + Penalty 3680.310042 = -282428.470488 nChanged 73 SP:Iteration 5Q (57687.270000 sec): 3 clusters Score: Raw -286209.415477 + Penalty 3680.310042 = -282529.105435 nChanged 51 SP:Iteration 6Q (57687.410000 sec): 3 clusters Score: Raw -286278.369026 + Penalty 3680.310042 = -282598.058984 nChanged 34 SP:Iteration 7Q (57687.630000 sec): 3 clusters Score: Raw -286330.684254 + Penalty 3680.310042 = -282650.374212 nChanged 29 SP:Iteration 8Q (57687.780000 sec): 3 clusters Score: Raw -286367.264140 + Penalty 3680.310042 = -282686.954098 nChanged 23 SP:Iteration 9Q (57687.950000 sec): 3 clusters Score: Raw -286398.193630 + Penalty 3680.310042 = -282717.883588 nChanged 22 SP:Iteration 10Q (57688.160000 sec): 3 clusters Score: Raw -286415.134320 + Penalty 3680.310042 = -282734.824278 nChanged 20 SP:Iteration 11Q (57688.410000 sec): 3 clusters Score: Raw -286433.927162 + Penalty 3680.310042 = -282753.617120 nChanged 16 SP:Iteration 12Q (57688.590000 sec): 3 clusters Score: Raw -286447.905969 + Penalty 3680.310042 = -282767.595927 nChanged 8 SP:Iteration 13Q (57688.750000 sec): 3 clusters Score: Raw -286454.393099 + Penalty 3680.310042 = -282774.083057 nChanged 7 SP:Iteration 14Q (57688.950000 sec): 3 clusters Score: Raw -286461.170650 + Penalty 3680.310042 = -282780.860608 nChanged 7 SP:Iteration 15Q (57689.110000 sec): 3 clusters Score: Raw -286466.072979 + Penalty 3680.310042 = -282785.762937 nChanged 8 SP:Iteration 16Q (57689.340000 sec): 3 clusters Score: Raw -286475.025178 + Penalty 3680.310042 = -282794.715136 nChanged 4 SP:Iteration 17Q (57689.530000 sec): 3 clusters Score: Raw -286479.148700 + Penalty 3680.310042 = -282798.838658 nChanged 3 SP:Iteration 18Q (57689.730000 sec): 3 clusters Score: Raw -286483.751785 + Penalty 3680.310042 = -282803.441743 nChanged 4 SP:Iteration 19Q (57689.910000 sec): 3 clusters Score: Raw -286486.208592 + Penalty 3680.310042 = -282805.898550 nChanged 1 SP:Iteration 20F (57690.080000 sec): 3 clusters Score: Raw -286486.544316 + Penalty 3680.310042 = -282806.234274 nChanged 1 SP:Iteration 21Q (57690.230000 sec): 3 clusters Score: Raw -286487.366082 + Penalty 3680.310042 = -282807.056040 nChanged 3 SP:Iteration 22Q (57690.370000 sec): 3 clusters Score: Raw -286490.619516 + Penalty 3680.310042 = -282810.309474 nChanged 1 SP:Iteration 23Q (57690.550000 sec): 3 clusters Score: Raw -286491.424421 + Penalty 3680.310042 = -282811.114379 nChanged 2 SP:Iteration 24Q (57690.690000 sec): 3 clusters Score: Raw -286493.574516 + Penalty 3680.310042 = -282813.264474 nChanged 0 SP:Iteration 25F (57690.880000 sec): 3 clusters Score: Raw -286493.574516 + Penalty 3680.310042 = -282813.264474 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57690.950000 sec): 2 clusters Score: Raw -28296.705915 + Penalty 1363.297720 = -26933.408195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57691.120000 sec): 3 clusters Score: Raw -28931.091760 + Penalty 2726.595440 = -26204.496320 nChanged 64 SP:Iteration 1F (57691.270000 sec): 3 clusters Score: Raw -29573.489911 + Penalty 2726.595440 = -26846.894472 nChanged 23 SP:Iteration 2F (57691.460000 sec): 3 clusters Score: Raw -29885.750178 + Penalty 2726.595440 = -27159.154738 nChanged 15 SP:Iteration 3F (57691.600000 sec): 3 clusters Score: Raw -30156.532539 + Penalty 2726.595440 = -27429.937100 nChanged 5 SP:Iteration 4Q (57691.750000 sec): 3 clusters Score: Raw -30212.237076 + Penalty 2726.595440 = -27485.641636 nChanged 3 SP:Iteration 5Q (57691.920000 sec): 3 clusters Score: Raw -30252.141467 + Penalty 2726.595440 = -27525.546027 nChanged 0 SP:Iteration 6F (57692.060000 sec): 3 clusters Score: Raw -30252.141467 + Penalty 2726.595440 = -27525.546027 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57692.210000 sec): 2 clusters Score: Raw -162383.899040 + Penalty 1729.902654 = -160653.996386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57692.380000 sec): 3 clusters Score: Raw -162269.310914 + Penalty 3459.805308 = -158809.505606 nChanged 313 SP:Iteration 1F (57692.570000 sec): 3 clusters Score: Raw -162840.823200 + Penalty 3459.805308 = -159381.017892 nChanged 122 SP:Iteration 2F (57692.710000 sec): 3 clusters Score: Raw -163221.962391 + Penalty 3459.805308 = -159762.157083 nChanged 111 SP:Iteration 3F (57692.920000 sec): 3 clusters Score: Raw -163569.565320 + Penalty 3459.805308 = -160109.760012 nChanged 69 SP:Iteration 4F (57693.140000 sec): 3 clusters Score: Raw -163775.266876 + Penalty 3459.805308 = -160315.461568 nChanged 50 SP:Iteration 5Q (57693.330000 sec): 3 clusters Score: Raw -163922.942131 + Penalty 3459.805308 = -160463.136823 nChanged 32 SP:Iteration 6Q (57693.510000 sec): 3 clusters Score: Raw -164013.296484 + Penalty 3459.805308 = -160553.491176 nChanged 26 SP:Iteration 7Q (57693.710000 sec): 3 clusters Score: Raw -164092.764334 + Penalty 3459.805308 = -160632.959026 nChanged 21 SP:Iteration 8Q (57693.950000 sec): 3 clusters Score: Raw -164144.305283 + Penalty 3459.805308 = -160684.499975 nChanged 22 SP:Iteration 9Q (57694.160000 sec): 3 clusters Score: Raw -164207.223031 + Penalty 3459.805308 = -160747.417723 nChanged 24 SP:Iteration 10Q (57694.340000 sec): 3 clusters Score: Raw -164270.281269 + Penalty 3459.805308 = -160810.475961 nChanged 19 SP:Iteration 11Q (57694.480000 sec): 3 clusters Score: Raw -164315.367591 + Penalty 3459.805308 = -160855.562283 nChanged 17 SP:Iteration 12Q (57694.630000 sec): 3 clusters Score: Raw -164352.909433 + Penalty 3459.805308 = -160893.104125 nChanged 20 SP:Iteration 13Q (57694.780000 sec): 3 clusters Score: Raw -164393.514717 + Penalty 3459.805308 = -160933.709409 nChanged 11 SP:Iteration 14Q (57694.970000 sec): 3 clusters Score: Raw -164423.184659 + Penalty 3459.805308 = -160963.379351 nChanged 11 SP:Iteration 15Q (57695.100000 sec): 3 clusters Score: Raw -164473.216738 + Penalty 3459.805308 = -161013.411430 nChanged 14 SP:Iteration 16Q (57695.270000 sec): 3 clusters Score: Raw -164564.082385 + Penalty 3459.805308 = -161104.277077 nChanged 17 SP:Iteration 17Q (57695.410000 sec): 3 clusters Score: Raw -164705.965284 + Penalty 3459.805308 = -161246.159976 nChanged 22 SP:Iteration 18Q (57695.560000 sec): 3 clusters Score: Raw -164783.462717 + Penalty 3459.805308 = -161323.657409 nChanged 11 SP:Iteration 19Q (57695.700000 sec): 3 clusters Score: Raw -164806.278908 + Penalty 3459.805308 = -161346.473600 nChanged 14 SP:Iteration 20F (57695.850000 sec): 3 clusters Score: Raw -164871.500739 + Penalty 3459.805308 = -161411.695431 nChanged 10 SP:Iteration 21Q (57695.990000 sec): 3 clusters Score: Raw -164939.730111 + Penalty 3459.805308 = -161479.924803 nChanged 7 SP:Iteration 22Q (57696.170000 sec): 3 clusters Score: Raw -164962.344641 + Penalty 3459.805308 = -161502.539333 nChanged 3 SP:Iteration 23Q (57696.390000 sec): 3 clusters Score: Raw -164966.759557 + Penalty 3459.805308 = -161506.954249 nChanged 2 SP:Iteration 24Q (57696.550000 sec): 3 clusters Score: Raw -164968.348384 + Penalty 3459.805308 = -161508.543076 nChanged 1 SP:Iteration 25Q (57696.750000 sec): 3 clusters Score: Raw -164969.122946 + Penalty 3459.805308 = -161509.317638 nChanged 1 SP:Iteration 26Q (57696.930000 sec): 3 clusters Score: Raw -164969.973564 + Penalty 3459.805308 = -161510.168256 nChanged 0 SP:Iteration 27F (57697.130000 sec): 3 clusters Score: Raw -164969.973564 + Penalty 3459.805308 = -161510.168256 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57697.350000 sec): 2 clusters Score: Raw -3700102.208573 + Penalty 2471.985202 = -3697630.223371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57697.650000 sec): 3 clusters Score: Raw -3687593.427239 + Penalty 4943.970403 = -3682649.456836 nChanged 9364 SP:Iteration 1F (57697.990000 sec): 3 clusters Score: Raw -3692721.329418 + Penalty 4943.970403 = -3687777.359015 nChanged 1191 SP:Iteration 2F (57698.370000 sec): 3 clusters Score: Raw -3693262.238425 + Penalty 4943.970403 = -3688318.268022 nChanged 1168 SP:Iteration 3F (57698.650000 sec): 3 clusters Score: Raw -3693922.162653 + Penalty 4943.970403 = -3688978.192250 nChanged 1149 SP:Iteration 4F (57698.990000 sec): 3 clusters Score: Raw -3694711.304725 + Penalty 4943.970403 = -3689767.334322 nChanged 1227 SP:Iteration 5F (57699.330000 sec): 3 clusters Score: Raw -3695495.146829 + Penalty 4943.970403 = -3690551.176426 nChanged 1132 SP:Iteration 6F (57699.660000 sec): 3 clusters Score: Raw -3696130.401690 + Penalty 4943.970403 = -3691186.431287 nChanged 1045 SP:Iteration 7Q (57699.970000 sec): 3 clusters Score: Raw -3696639.712292 + Penalty 4943.970403 = -3691695.741888 nChanged 869 SP:Iteration 8Q (57700.300000 sec): 3 clusters Score: Raw -3697018.030137 + Penalty 4943.970403 = -3692074.059734 nChanged 812 SP:Iteration 9Q (57700.590000 sec): 3 clusters Score: Raw -3697334.462220 + Penalty 4943.970403 = -3692390.491817 nChanged 676 SP:Iteration 10Q (57700.910000 sec): 3 clusters Score: Raw -3697571.237695 + Penalty 4943.970403 = -3692627.267292 nChanged 558 SP:Iteration 11Q (57701.240000 sec): 3 clusters Score: Raw -3697754.638785 + Penalty 4943.970403 = -3692810.668382 nChanged 466 SP:Iteration 12Q (57701.560000 sec): 3 clusters Score: Raw -3697905.653952 + Penalty 4943.970403 = -3692961.683548 nChanged 419 SP:Iteration 13Q (57701.930000 sec): 3 clusters Score: Raw -3698042.201952 + Penalty 4943.970403 = -3693098.231549 nChanged 394 SP:Iteration 14Q (57702.280000 sec): 3 clusters Score: Raw -3698175.567089 + Penalty 4943.970403 = -3693231.596686 nChanged 348 SP:Iteration 15Q (57702.620000 sec): 3 clusters Score: Raw -3698276.212910 + Penalty 4943.970403 = -3693332.242506 nChanged 341 SP:Iteration 16Q (57702.960000 sec): 3 clusters Score: Raw -3698375.378213 + Penalty 4943.970403 = -3693431.407810 nChanged 293 SP:Iteration 17Q (57703.320000 sec): 3 clusters Score: Raw -3698458.163738 + Penalty 4943.970403 = -3693514.193334 nChanged 272 SP:Iteration 18Q (57703.650000 sec): 3 clusters Score: Raw -3698532.360060 + Penalty 4943.970403 = -3693588.389657 nChanged 253 SP:Iteration 19Q (57703.980000 sec): 3 clusters Score: Raw -3698588.532484 + Penalty 4943.970403 = -3693644.562081 nChanged 190 SP:Iteration 20F (57704.350000 sec): 3 clusters Score: Raw -3698624.346763 + Penalty 4943.970403 = -3693680.376359 nChanged 169 SP:Iteration 21Q (57704.630000 sec): 3 clusters Score: Raw -3698653.183503 + Penalty 4943.970403 = -3693709.213100 nChanged 129 SP:Iteration 22Q (57705.020000 sec): 3 clusters Score: Raw -3698672.199219 + Penalty 4943.970403 = -3693728.228816 nChanged 107 SP:Iteration 23Q (57705.410000 sec): 3 clusters Score: Raw -3698686.383434 + Penalty 4943.970403 = -3693742.413031 nChanged 76 SP:Iteration 24Q (57705.720000 sec): 3 clusters Score: Raw -3698697.477779 + Penalty 4943.970403 = -3693753.507376 nChanged 71 SP:Iteration 25Q (57706.060000 sec): 3 clusters Score: Raw -3698706.134771 + Penalty 4943.970403 = -3693762.164367 nChanged 73 SP:Iteration 26Q (57706.410000 sec): 3 clusters Score: Raw -3698714.902396 + Penalty 4943.970403 = -3693770.931993 nChanged 60 SP:Iteration 27Q (57706.720000 sec): 3 clusters Score: Raw -3698722.086823 + Penalty 4943.970403 = -3693778.116420 nChanged 50 SP:Iteration 28Q (57707.040000 sec): 3 clusters Score: Raw -3698727.474401 + Penalty 4943.970403 = -3693783.503998 nChanged 41 SP:Iteration 29Q (57707.310000 sec): 3 clusters Score: Raw -3698732.315460 + Penalty 4943.970403 = -3693788.345057 nChanged 33 SP:Iteration 30Q (57707.600000 sec): 3 clusters Score: Raw -3698735.091277 + Penalty 4943.970403 = -3693791.120873 nChanged 23 SP:Iteration 31Q (57707.890000 sec): 3 clusters Score: Raw -3698737.244179 + Penalty 4943.970403 = -3693793.273776 nChanged 21 SP:Iteration 32Q (57708.190000 sec): 3 clusters Score: Raw -3698738.584537 + Penalty 4943.970403 = -3693794.614133 nChanged 16 SP:Iteration 33Q (57708.540000 sec): 3 clusters Score: Raw -3698739.925024 + Penalty 4943.970403 = -3693795.954621 nChanged 16 SP:Iteration 34Q (57708.870000 sec): 3 clusters Score: Raw -3698741.142557 + Penalty 4943.970403 = -3693797.172154 nChanged 17 SP:Iteration 35Q (57709.180000 sec): 3 clusters Score: Raw -3698742.720365 + Penalty 4943.970403 = -3693798.749962 nChanged 18 SP:Iteration 36Q (57709.460000 sec): 3 clusters Score: Raw -3698744.372575 + Penalty 4943.970403 = -3693800.402172 nChanged 13 SP:Iteration 37Q (57709.740000 sec): 3 clusters Score: Raw -3698745.235067 + Penalty 4943.970403 = -3693801.264664 nChanged 15 SP:Iteration 38Q (57710.090000 sec): 3 clusters Score: Raw -3698746.512939 + Penalty 4943.970403 = -3693802.542535 nChanged 15 SP:Iteration 39Q (57710.360000 sec): 3 clusters Score: Raw -3698747.700161 + Penalty 4943.970403 = -3693803.729758 nChanged 17 SP:Iteration 40F (57710.630000 sec): 3 clusters Score: Raw -3698749.218086 + Penalty 4943.970403 = -3693805.247683 nChanged 16 SP:Iteration 41Q (57710.980000 sec): 3 clusters Score: Raw -3698750.440667 + Penalty 4943.970403 = -3693806.470263 nChanged 18 SP:Iteration 42Q (57711.280000 sec): 3 clusters Score: Raw -3698751.725887 + Penalty 4943.970403 = -3693807.755483 nChanged 17 SP:Iteration 43Q (57711.620000 sec): 3 clusters Score: Raw -3698753.152924 + Penalty 4943.970403 = -3693809.182521 nChanged 12 SP:Iteration 44Q (57711.920000 sec): 3 clusters Score: Raw -3698754.034101 + Penalty 4943.970403 = -3693810.063697 nChanged 11 SP:Iteration 45Q (57712.230000 sec): 3 clusters Score: Raw -3698754.846165 + Penalty 4943.970403 = -3693810.875762 nChanged 13 SP:Iteration 46Q (57712.490000 sec): 3 clusters Score: Raw -3698755.798550 + Penalty 4943.970403 = -3693811.828147 nChanged 8 SP:Iteration 47Q (57712.790000 sec): 3 clusters Score: Raw -3698756.384696 + Penalty 4943.970403 = -3693812.414292 nChanged 12 SP:Iteration 48Q (57713.080000 sec): 3 clusters Score: Raw -3698757.480383 + Penalty 4943.970403 = -3693813.509980 nChanged 17 SP:Iteration 49Q (57713.390000 sec): 3 clusters Score: Raw -3698758.566840 + Penalty 4943.970403 = -3693814.596436 nChanged 11 SP:Iteration 50Q (57713.740000 sec): 3 clusters Score: Raw -3698759.226576 + Penalty 4943.970403 = -3693815.256173 nChanged 12 SP:Iteration 51Q (57714.090000 sec): 3 clusters Score: Raw -3698760.212691 + Penalty 4943.970403 = -3693816.242288 nChanged 13 SP:Iteration 52Q (57714.390000 sec): 3 clusters Score: Raw -3698761.335348 + Penalty 4943.970403 = -3693817.364945 nChanged 21 SP:Iteration 53Q (57714.700000 sec): 3 clusters Score: Raw -3698762.786183 + Penalty 4943.970403 = -3693818.815780 nChanged 16 SP:Iteration 54Q (57715.020000 sec): 3 clusters Score: Raw -3698764.182670 + Penalty 4943.970403 = -3693820.212267 nChanged 20 SP:Iteration 55Q (57715.330000 sec): 3 clusters Score: Raw -3698766.198077 + Penalty 4943.970403 = -3693822.227674 nChanged 20 SP:Iteration 56Q (57715.680000 sec): 3 clusters Score: Raw -3698767.986348 + Penalty 4943.970403 = -3693824.015945 nChanged 25 SP:Iteration 57Q (57716.000000 sec): 3 clusters Score: Raw -3698770.634702 + Penalty 4943.970403 = -3693826.664299 nChanged 32 SP:Iteration 58Q (57716.300000 sec): 3 clusters Score: Raw -3698773.498144 + Penalty 4943.970403 = -3693829.527741 nChanged 27 SP:Iteration 59Q (57716.620000 sec): 3 clusters Score: Raw -3698776.122978 + Penalty 4943.970403 = -3693832.152575 nChanged 31 SP:Iteration 60F (57717.010000 sec): 3 clusters Score: Raw -3698779.203884 + Penalty 4943.970403 = -3693835.233481 nChanged 32 SP:Iteration 61Q (57717.310000 sec): 3 clusters Score: Raw -3698782.531318 + Penalty 4943.970403 = -3693838.560915 nChanged 33 SP:Iteration 62Q (57717.660000 sec): 3 clusters Score: Raw -3698784.946437 + Penalty 4943.970403 = -3693840.976033 nChanged 19 SP:Iteration 63Q (57718.020000 sec): 3 clusters Score: Raw -3698786.802722 + Penalty 4943.970403 = -3693842.832319 nChanged 21 SP:Iteration 64Q (57718.310000 sec): 3 clusters Score: Raw -3698788.819149 + Penalty 4943.970403 = -3693844.848746 nChanged 25 SP:Iteration 65Q (57718.720000 sec): 3 clusters Score: Raw -3698791.153442 + Penalty 4943.970403 = -3693847.183039 nChanged 27 SP:Iteration 66Q (57719.020000 sec): 3 clusters Score: Raw -3698793.678343 + Penalty 4943.970403 = -3693849.707940 nChanged 26 SP:Iteration 67Q (57719.320000 sec): 3 clusters Score: Raw -3698796.169568 + Penalty 4943.970403 = -3693852.199165 nChanged 28 SP:Iteration 68Q (57719.670000 sec): 3 clusters Score: Raw -3698799.165925 + Penalty 4943.970403 = -3693855.195522 nChanged 29 SP:Iteration 69Q (57719.990000 sec): 3 clusters Score: Raw -3698801.602339 + Penalty 4943.970403 = -3693857.631936 nChanged 21 SP:Iteration 70Q (57720.330000 sec): 3 clusters Score: Raw -3698803.494337 + Penalty 4943.970403 = -3693859.523933 nChanged 14 SP:Iteration 71Q (57720.640000 sec): 3 clusters Score: Raw -3698804.600182 + Penalty 4943.970403 = -3693860.629778 nChanged 18 SP:Iteration 72Q (57720.970000 sec): 3 clusters Score: Raw -3698806.200333 + Penalty 4943.970403 = -3693862.229930 nChanged 17 SP:Iteration 73Q (57721.300000 sec): 3 clusters Score: Raw -3698807.585134 + Penalty 4943.970403 = -3693863.614731 nChanged 11 SP:Iteration 74Q (57721.600000 sec): 3 clusters Score: Raw -3698808.260164 + Penalty 4943.970403 = -3693864.289761 nChanged 5 SP:Iteration 75Q (57721.920000 sec): 3 clusters Score: Raw -3698808.507253 + Penalty 4943.970403 = -3693864.536850 nChanged 4 SP:Iteration 76Q (57722.280000 sec): 3 clusters Score: Raw -3698808.701338 + Penalty 4943.970403 = -3693864.730934 nChanged 2 SP:Iteration 77Q (57722.590000 sec): 3 clusters Score: Raw -3698808.817119 + Penalty 4943.970403 = -3693864.846716 nChanged 3 SP:Iteration 78Q (57722.900000 sec): 3 clusters Score: Raw -3698809.010272 + Penalty 4943.970403 = -3693865.039869 nChanged 3 SP:Iteration 79Q (57723.260000 sec): 3 clusters Score: Raw -3698809.115705 + Penalty 4943.970403 = -3693865.145302 nChanged 2 SP:Iteration 80F (57723.520000 sec): 3 clusters Score: Raw -3698809.194044 + Penalty 4943.970403 = -3693865.223641 nChanged 3 SP:Iteration 81Q (57723.890000 sec): 3 clusters Score: Raw -3698809.379015 + Penalty 4943.970403 = -3693865.408612 nChanged 5 SP:Iteration 82Q (57724.180000 sec): 3 clusters Score: Raw -3698809.741587 + Penalty 4943.970403 = -3693865.771183 nChanged 4 SP:Iteration 83Q (57724.440000 sec): 3 clusters Score: Raw -3698809.912583 + Penalty 4943.970403 = -3693865.942179 nChanged 2 SP:Iteration 84Q (57724.770000 sec): 3 clusters Score: Raw -3698810.026071 + Penalty 4943.970403 = -3693866.055667 nChanged 3 SP:Iteration 85Q (57725.060000 sec): 3 clusters Score: Raw -3698810.180464 + Penalty 4943.970403 = -3693866.210061 nChanged 3 SP:Iteration 86Q (57725.380000 sec): 3 clusters Score: Raw -3698810.428971 + Penalty 4943.970403 = -3693866.458568 nChanged 4 SP:Iteration 87Q (57725.710000 sec): 3 clusters Score: Raw -3698810.616412 + Penalty 4943.970403 = -3693866.646009 nChanged 4 SP:Iteration 88Q (57725.980000 sec): 3 clusters Score: Raw -3698810.861923 + Penalty 4943.970403 = -3693866.891519 nChanged 3 SP:Iteration 89Q (57726.310000 sec): 3 clusters Score: Raw -3698811.021847 + Penalty 4943.970403 = -3693867.051444 nChanged 0 SP:Iteration 90F (57726.620000 sec): 3 clusters Score: Raw -3698811.021847 + Penalty 4943.970403 = -3693867.051444 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57726.720000 sec): 2 clusters Score: Raw -98963.049657 + Penalty 1639.452619 = -97323.597038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57726.880000 sec): 3 clusters Score: Raw -99000.088458 + Penalty 3278.905238 = -95721.183220 nChanged 226 SP:Iteration 1F (57727.060000 sec): 3 clusters Score: Raw -99567.129852 + Penalty 3278.905238 = -96288.224614 nChanged 85 SP:Iteration 2F (57727.260000 sec): 3 clusters Score: Raw -99837.149849 + Penalty 3278.905238 = -96558.244611 nChanged 48 SP:Iteration 3F (57727.450000 sec): 3 clusters Score: Raw -99967.618106 + Penalty 3278.905238 = -96688.712868 nChanged 32 SP:Iteration 4Q (57727.620000 sec): 3 clusters Score: Raw -100034.572607 + Penalty 3278.905238 = -96755.667369 nChanged 17 SP:Iteration 5Q (57727.770000 sec): 3 clusters Score: Raw -100062.712821 + Penalty 3278.905238 = -96783.807583 nChanged 13 SP:Iteration 6Q (57727.970000 sec): 3 clusters Score: Raw -100091.253645 + Penalty 3278.905238 = -96812.348407 nChanged 6 SP:Iteration 7Q (57728.100000 sec): 3 clusters Score: Raw -100102.308963 + Penalty 3278.905238 = -96823.403725 nChanged 6 SP:Iteration 8Q (57728.300000 sec): 3 clusters Score: Raw -100112.863060 + Penalty 3278.905238 = -96833.957822 nChanged 3 SP:Iteration 9Q (57728.550000 sec): 3 clusters Score: Raw -100117.025920 + Penalty 3278.905238 = -96838.120682 nChanged 2 SP:Iteration 10Q (57728.720000 sec): 3 clusters Score: Raw -100122.395082 + Penalty 3278.905238 = -96843.489844 nChanged 2 SP:Iteration 11Q (57728.880000 sec): 3 clusters Score: Raw -100125.300678 + Penalty 3278.905238 = -96846.395440 nChanged 0 SP:Iteration 12F (57729.140000 sec): 3 clusters Score: Raw -100125.300678 + Penalty 3278.905238 = -96846.395440 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57729.210000 sec): 2 clusters Score: Raw -314548.134140 + Penalty 1869.150488 = -312678.983652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57729.440000 sec): 3 clusters Score: Raw -313909.001356 + Penalty 3738.300976 = -310170.700379 nChanged 606 SP:Iteration 1F (57729.590000 sec): 3 clusters Score: Raw -314688.086457 + Penalty 3738.300976 = -310949.785481 nChanged 231 SP:Iteration 2F (57729.790000 sec): 3 clusters Score: Raw -315250.560422 + Penalty 3738.300976 = -311512.259446 nChanged 171 SP:Iteration 3F (57730.030000 sec): 3 clusters Score: Raw -315740.532731 + Penalty 3738.300976 = -312002.231754 nChanged 181 SP:Iteration 4F (57730.200000 sec): 3 clusters Score: Raw -316369.031041 + Penalty 3738.300976 = -312630.730065 nChanged 164 SP:Iteration 5F (57730.420000 sec): 3 clusters Score: Raw -317045.028080 + Penalty 3738.300976 = -313306.727104 nChanged 144 SP:Iteration 6F (57730.600000 sec): 3 clusters Score: Raw -317688.776566 + Penalty 3738.300976 = -313950.475590 nChanged 81 SP:Iteration 7Q (57730.830000 sec): 3 clusters Score: Raw -318171.247674 + Penalty 3738.300976 = -314432.946698 nChanged 39 SP:Iteration 8Q (57730.980000 sec): 3 clusters Score: Raw -318581.705125 + Penalty 3738.300976 = -314843.404148 nChanged 21 SP:Iteration 9Q (57731.210000 sec): 3 clusters Score: Raw -318833.821180 + Penalty 3738.300976 = -315095.520204 nChanged 6 SP:Iteration 10Q (57731.380000 sec): 3 clusters Score: Raw -318856.808725 + Penalty 3738.300976 = -315118.507749 nChanged 2 SP:Iteration 11Q (57731.540000 sec): 3 clusters Score: Raw -318860.409281 + Penalty 3738.300976 = -315122.108305 nChanged 0 SP:Iteration 12F (57731.760000 sec): 3 clusters Score: Raw -318860.409281 + Penalty 3738.300976 = -315122.108305 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Deleting Class 56 (82 points): Lose 3128.726749 but Gain 3578.798581 Iteration 99Q (57840.030000 sec): 64 clusters Score: Raw -340448545.716990 + Penalty 225464.310590 = -340223081.406400 nChanged 10662 Iteration 100F (58067.100000 sec): 64 clusters Score: Raw -340457756.302946 + Penalty 225464.310590 = -340232291.992356 nChanged 9217 Iteration 101Q (58185.060000 sec): 64 clusters Score: Raw -340462008.816103 + Penalty 225464.310590 = -340236544.505513 nChanged 6844 Iteration 102Q (58292.320000 sec): 64 clusters Score: Raw -340463828.488950 + Penalty 225464.310590 = -340238364.178360 nChanged 5289 Iteration 103Q (58404.010000 sec): 64 clusters Score: Raw -340464878.365979 + Penalty 225464.310590 = -340239414.055389 nChanged 4273 Iteration 104Q (58512.340000 sec): 64 clusters Score: Raw -340465576.564833 + Penalty 225464.310590 = -340240112.254242 nChanged 3484 Iteration 105Q (58627.300000 sec): 64 clusters Score: Raw -340466209.993875 + Penalty 225464.310590 = -340240745.683285 nChanged 2966 Iteration 106Q (58730.240000 sec): 64 clusters Score: Raw -340466597.386980 + Penalty 225464.310590 = -340241133.076390 nChanged 2527 Iteration 107Q (58832.330000 sec): 64 clusters Score: Raw -340466843.228911 + Penalty 225464.310590 = -340241378.918321 nChanged 2183 Iteration 108Q (58942.010000 sec): 64 clusters Score: Raw -340467031.696347 + Penalty 225464.310590 = -340241567.385757 nChanged 1895 Iteration 109Q (59063.470000 sec): 64 clusters Score: Raw -340467172.475795 + Penalty 225464.310590 = -340241708.165205 nChanged 1740 Iteration 110Q (59185.480000 sec): 64 clusters Score: Raw -340467296.502887 + Penalty 225464.310590 = -340241832.192297 nChanged 1657 Iteration 111Q (59303.460000 sec): 64 clusters Score: Raw -340467422.330138 + Penalty 225464.310590 = -340241958.019548 nChanged 1593 Iteration 112Q (59424.250000 sec): 64 clusters Score: Raw -340467542.440305 + Penalty 225464.310590 = -340242078.129715 nChanged 1460 Iteration 113Q (59524.650000 sec): 64 clusters Score: Raw -340467662.899054 + Penalty 225464.310590 = -340242198.588463 nChanged 1346 Iteration 114Q (59635.570000 sec): 64 clusters Score: Raw -340467775.238281 + Penalty 225464.310590 = -340242310.927691 nChanged 1279 Iteration 115Q (59745.130000 sec): 64 clusters Score: Raw -340467872.931150 + Penalty 225464.310590 = -340242408.620560 nChanged 1275 Iteration 116Q (59855.760000 sec): 64 clusters Score: Raw -340467949.675573 + Penalty 225464.310590 = -340242485.364982 nChanged 1236 Iteration 117Q (59987.300000 sec): 64 clusters Score: Raw -340468022.909498 + Penalty 225464.310590 = -340242558.598908 nChanged 1169 Iteration 118Q (60103.520000 sec): 64 clusters Score: Raw -340468079.169099 + Penalty 225464.310590 = -340242614.858509 nChanged 1090 Iteration 119Q (60204.520000 sec): 64 clusters Score: Raw -340468130.445413 + Penalty 225464.310590 = -340242666.134823 nChanged 1065 Iteration 120F (60435.790000 sec): 64 clusters Score: Raw -340468632.840906 + Penalty 225464.310590 = -340243168.530316 nChanged 1104 Iteration 121Q (60549.430000 sec): 64 clusters Score: Raw -340469378.849503 + Penalty 225464.310590 = -340243914.538913 nChanged 1112 Iteration 122Q (60660.830000 sec): 64 clusters Score: Raw -340469848.509140 + Penalty 225464.310590 = -340244384.198550 nChanged 1005 Iteration 123Q (60761.650000 sec): 64 clusters Score: Raw -340469927.475678 + Penalty 225464.310590 = -340244463.165088 nChanged 1019 Iteration 124Q (60893.690000 sec): 64 clusters Score: Raw -340469984.225745 + Penalty 225464.310590 = -340244519.915155 nChanged 917 Iteration 125Q (61025.840000 sec): 64 clusters Score: Raw -340470036.239436 + Penalty 225464.310590 = -340244571.928846 nChanged 882 Iteration 126Q (61161.900000 sec): 64 clusters Score: Raw -340470084.642702 + Penalty 225464.310590 = -340244620.332112 nChanged 861 Iteration 127Q (61285.160000 sec): 64 clusters Score: Raw -340470158.874074 + Penalty 225464.310590 = -340244694.563484 nChanged 803 Iteration 128Q (61383.720000 sec): 64 clusters Score: Raw -340470201.689487 + Penalty 225464.310590 = -340244737.378897 nChanged 787 Iteration 129Q (61483.840000 sec): 64 clusters Score: Raw -340470241.972014 + Penalty 225464.310590 = -340244777.661424 nChanged 747 Iteration 130Q (61584.520000 sec): 64 clusters Score: Raw -340470278.099874 + Penalty 225464.310590 = -340244813.789284 nChanged 782 Iteration 131Q (61692.780000 sec): 64 clusters Score: Raw -340470319.723109 + Penalty 225464.310590 = -340244855.412519 nChanged 816 Iteration 132Q (61802.700000 sec): 64 clusters Score: Raw -340470365.816319 + Penalty 225464.310590 = -340244901.505729 nChanged 777 Iteration 133Q (61912.020000 sec): 64 clusters Score: Raw -340470408.514100 + Penalty 225464.310590 = -340244944.203510 nChanged 771 Iteration 134Q (62028.920000 sec): 64 clusters Score: Raw -340470454.681421 + Penalty 225464.310590 = -340244990.370831 nChanged 839 Iteration 135Q (62147.100000 sec): 64 clusters Score: Raw -340470501.115038 + Penalty 225464.310590 = -340245036.804448 nChanged 836 Iteration 136Q (62263.120000 sec): 64 clusters Score: Raw -340470551.613785 + Penalty 225464.310590 = -340245087.303195 nChanged 826 Iteration 137Q (62377.010000 sec): 64 clusters Score: Raw -340470603.444500 + Penalty 225464.310590 = -340245139.133910 nChanged 840 Iteration 138Q (62503.170000 sec): 64 clusters Score: Raw -340470662.583121 + Penalty 225464.310590 = -340245198.272531 nChanged 845 Writing temp clu file Because OldScore, -340245139.133910, is greater than current (better) Score,-340245198.272531 Compute initial score before splitting: Score: Raw -340470662.583121 + Penalty 225464.310590 = -340245198.272531 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (469364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62505.790000 sec): 2 clusters Score: Raw -91087329.479245 + Penalty 3238.665199 = -91084090.814046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62508.410000 sec): 3 clusters Score: Raw -90773341.856442 + Penalty 6477.330397 = -90766864.526045 nChanged 228719 SP:Iteration 1F (62510.960000 sec): 3 clusters Score: Raw -90910582.100541 + Penalty 6477.330397 = -90904104.770144 nChanged 12144 SP:Iteration 2Q (62513.650000 sec): 3 clusters Score: Raw -90913294.169887 + Penalty 6477.330397 = -90906816.839490 nChanged 14400 SP:Iteration 3Q (62516.270000 sec): 3 clusters Score: Raw -90917468.879621 + Penalty 6477.330397 = -90910991.549224 nChanged 17572 SP:Iteration 4Q (62519.230000 sec): 3 clusters Score: Raw -90924167.799237 + Penalty 6477.330397 = -90917690.468839 nChanged 21552 SP:Iteration 5Q (62522.550000 sec): 3 clusters Score: Raw -90934741.922306 + Penalty 6477.330397 = -90928264.591908 nChanged 25971 SP:Iteration 6F (62525.090000 sec): 3 clusters Score: Raw -90950355.904405 + Penalty 6477.330397 = -90943878.574008 nChanged 29556 SP:Iteration 7F (62527.980000 sec): 3 clusters Score: Raw -90971227.087559 + Penalty 6477.330397 = -90964749.757162 nChanged 30251 SP:Iteration 8F (62530.840000 sec): 3 clusters Score: Raw -90993959.932005 + Penalty 6477.330397 = -90987482.601607 nChanged 27213 SP:Iteration 9F (62533.690000 sec): 3 clusters Score: Raw -91013951.596062 + Penalty 6477.330397 = -91007474.265665 nChanged 21921 SP:Iteration 10Q (62536.510000 sec): 3 clusters Score: Raw -91028640.457664 + Penalty 6477.330397 = -91022163.127267 nChanged 17769 SP:Iteration 11Q (62540.130000 sec): 3 clusters Score: Raw -91039892.246836 + Penalty 6477.330397 = -91033414.916439 nChanged 15263 SP:Iteration 12Q (62542.950000 sec): 3 clusters Score: Raw -91049441.392806 + Penalty 6477.330397 = -91042964.062409 nChanged 13716 SP:Iteration 13Q (62546.520000 sec): 3 clusters Score: Raw -91058384.123617 + Penalty 6477.330397 = -91051906.793219 nChanged 12255 SP:Iteration 14Q (62548.940000 sec): 3 clusters Score: Raw -91066793.524143 + Penalty 6477.330397 = -91060316.193746 nChanged 10129 SP:Iteration 15Q (62551.230000 sec): 3 clusters Score: Raw -91073926.816262 + Penalty 6477.330397 = -91067449.485864 nChanged 7479 SP:Iteration 16Q (62553.450000 sec): 3 clusters Score: Raw -91079124.217864 + Penalty 6477.330397 = -91072646.887467 nChanged 5127 SP:Iteration 17Q (62555.490000 sec): 3 clusters Score: Raw -91082636.932565 + Penalty 6477.330397 = -91076159.602168 nChanged 3241 SP:Iteration 18Q (62557.570000 sec): 3 clusters Score: Raw -91084785.754013 + Penalty 6477.330397 = -91078308.423615 nChanged 1950 SP:Iteration 19Q (62559.620000 sec): 3 clusters Score: Raw -91086069.076629 + Penalty 6477.330397 = -91079591.746231 nChanged 1021 SP:Iteration 20F (62562.230000 sec): 3 clusters Score: Raw -91086733.874516 + Penalty 6477.330397 = -91080256.544119 nChanged 549 SP:Iteration 21Q (62564.180000 sec): 3 clusters Score: Raw -91087108.992477 + Penalty 6477.330397 = -91080631.662080 nChanged 329 SP:Iteration 22Q (62566.590000 sec): 3 clusters Score: Raw -91087344.237515 + Penalty 6477.330397 = -91080866.907117 nChanged 194 SP:Iteration 23Q (62569.070000 sec): 3 clusters Score: Raw -91087478.778417 + Penalty 6477.330397 = -91081001.448020 nChanged 140 SP:Iteration 24Q (62571.340000 sec): 3 clusters Score: Raw -91087577.904859 + Penalty 6477.330397 = -91081100.574462 nChanged 96 SP:Iteration 25Q (62573.510000 sec): 3 clusters Score: Raw -91087643.493443 + Penalty 6477.330397 = -91081166.163046 nChanged 67 SP:Iteration 26Q (62575.560000 sec): 3 clusters Score: Raw -91087693.561402 + Penalty 6477.330397 = -91081216.231005 nChanged 53 SP:Iteration 27Q (62577.530000 sec): 3 clusters Score: Raw -91087730.671378 + Penalty 6477.330397 = -91081253.340980 nChanged 35 SP:Iteration 28Q (62579.670000 sec): 3 clusters Score: Raw -91087752.889151 + Penalty 6477.330397 = -91081275.558754 nChanged 30 SP:Iteration 29Q (62581.870000 sec): 3 clusters Score: Raw -91087774.201621 + Penalty 6477.330397 = -91081296.871224 nChanged 15 SP:Iteration 30Q (62584.240000 sec): 3 clusters Score: Raw -91087782.080628 + Penalty 6477.330397 = -91081304.750230 nChanged 11 SP:Iteration 31Q (62586.220000 sec): 3 clusters Score: Raw -91087787.917192 + Penalty 6477.330397 = -91081310.586795 nChanged 9 SP:Iteration 32Q (62588.570000 sec): 3 clusters Score: Raw -91087793.402152 + Penalty 6477.330397 = -91081316.071755 nChanged 8 SP:Iteration 33Q (62590.930000 sec): 3 clusters Score: Raw -91087797.085071 + Penalty 6477.330397 = -91081319.754673 nChanged 7 SP:Iteration 34Q (62592.930000 sec): 3 clusters Score: Raw -91087801.861522 + Penalty 6477.330397 = -91081324.531125 nChanged 5 SP:Iteration 35Q (62595.430000 sec): 3 clusters Score: Raw -91087804.798490 + Penalty 6477.330397 = -91081327.468093 nChanged 4 SP:Iteration 36Q (62597.810000 sec): 3 clusters Score: Raw -91087806.551602 + Penalty 6477.330397 = -91081329.221204 nChanged 7 SP:Iteration 37Q (62600.130000 sec): 3 clusters Score: Raw -91087809.681600 + Penalty 6477.330397 = -91081332.351203 nChanged 2 SP:Iteration 38Q (62602.340000 sec): 3 clusters Score: Raw -91087810.550191 + Penalty 6477.330397 = -91081333.219793 nChanged 1 SP:Iteration 39Q (62604.730000 sec): 3 clusters Score: Raw -91087811.299335 + Penalty 6477.330397 = -91081333.968937 nChanged 3 SP:Iteration 40F (62607.560000 sec): 3 clusters Score: Raw -91087811.935910 + Penalty 6477.330397 = -91081334.605513 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62607.780000 sec): 2 clusters Score: Raw -82257.194385 + Penalty 1525.877708 = -80731.316677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62607.970000 sec): 3 clusters Score: Raw -82352.779135 + Penalty 3051.755417 = -79301.023718 nChanged 91 SP:Iteration 1F (62608.150000 sec): 3 clusters Score: Raw -82530.624253 + Penalty 3051.755417 = -79478.868837 nChanged 32 SP:Iteration 2F (62608.380000 sec): 3 clusters Score: Raw -82596.400853 + Penalty 3051.755417 = -79544.645436 nChanged 14 SP:Iteration 3Q (62608.540000 sec): 3 clusters Score: Raw -82623.044012 + Penalty 3051.755417 = -79571.288595 nChanged 12 SP:Iteration 4Q (62608.740000 sec): 3 clusters Score: Raw -82642.138865 + Penalty 3051.755417 = -79590.383449 nChanged 10 SP:Iteration 5Q (62608.920000 sec): 3 clusters Score: Raw -82662.623159 + Penalty 3051.755417 = -79610.867743 nChanged 4 SP:Iteration 6Q (62609.100000 sec): 3 clusters Score: Raw -82670.939296 + Penalty 3051.755417 = -79619.183879 nChanged 2 SP:Iteration 7Q (62609.280000 sec): 3 clusters Score: Raw -82673.084850 + Penalty 3051.755417 = -79621.329433 nChanged 0 SP:Iteration 8F (62609.450000 sec): 3 clusters Score: Raw -82673.084850 + Penalty 3051.755417 = -79621.329433 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62609.560000 sec): 2 clusters Score: Raw -45437.810643 + Penalty 1493.815003 = -43943.995640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62609.770000 sec): 3 clusters Score: Raw -45627.377810 + Penalty 2987.630006 = -42639.747804 nChanged 89 SP:Iteration 1F (62609.940000 sec): 3 clusters Score: Raw -45867.843804 + Penalty 2987.630006 = -42880.213798 nChanged 33 SP:Iteration 2F (62610.160000 sec): 3 clusters Score: Raw -46007.241001 + Penalty 2987.630006 = -43019.610995 nChanged 19 SP:Iteration 3Q (62610.300000 sec): 3 clusters Score: Raw -46133.190868 + Penalty 2987.630006 = -43145.560862 nChanged 9 SP:Iteration 4Q (62610.460000 sec): 3 clusters Score: Raw -46193.636347 + Penalty 2987.630006 = -43206.006341 nChanged 7 SP:Iteration 5Q (62610.590000 sec): 3 clusters Score: Raw -46244.731091 + Penalty 2987.630006 = -43257.101085 nChanged 6 SP:Iteration 6Q (62610.740000 sec): 3 clusters Score: Raw -46279.860804 + Penalty 2987.630006 = -43292.230798 nChanged 2 SP:Iteration 7Q (62610.940000 sec): 3 clusters Score: Raw -46296.712810 + Penalty 2987.630006 = -43309.082804 nChanged 3 SP:Iteration 8Q (62611.120000 sec): 3 clusters Score: Raw -46319.650660 + Penalty 2987.630006 = -43332.020654 nChanged 5 SP:Iteration 9Q (62611.300000 sec): 3 clusters Score: Raw -46364.587301 + Penalty 2987.630006 = -43376.957295 nChanged 2 SP:Iteration 10Q (62611.490000 sec): 3 clusters Score: Raw -46373.846293 + Penalty 2987.630006 = -43386.216287 nChanged 3 SP:Iteration 11Q (62611.700000 sec): 3 clusters Score: Raw -46387.550424 + Penalty 2987.630006 = -43399.920418 nChanged 2 SP:Iteration 12Q (62611.860000 sec): 3 clusters Score: Raw -46421.208804 + Penalty 2987.630006 = -43433.578798 nChanged 3 SP:Iteration 13Q (62612.050000 sec): 3 clusters Score: Raw -46442.983964 + Penalty 2987.630006 = -43455.353958 nChanged 1 SP:Iteration 14Q (62612.250000 sec): 3 clusters Score: Raw -46449.798355 + Penalty 2987.630006 = -43462.168349 nChanged 1 SP:Iteration 15Q (62612.400000 sec): 3 clusters Score: Raw -46457.597590 + Penalty 2987.630006 = -43469.967584 nChanged 3 SP:Iteration 16Q (62612.560000 sec): 3 clusters Score: Raw -46471.099349 + Penalty 2987.630006 = -43483.469343 nChanged 3 SP:Iteration 17Q (62612.740000 sec): 3 clusters Score: Raw -46482.288473 + Penalty 2987.630006 = -43494.658467 nChanged 4 SP:Iteration 18Q (62612.920000 sec): 3 clusters Score: Raw -46504.286696 + Penalty 2987.630006 = -43516.656690 nChanged 2 SP:Iteration 19Q (62613.090000 sec): 3 clusters Score: Raw -46520.342069 + Penalty 2987.630006 = -43532.712062 nChanged 1 SP:Iteration 20F (62613.290000 sec): 3 clusters Score: Raw -46524.967614 + Penalty 2987.630006 = -43537.337608 nChanged 2 SP:Iteration 21Q (62613.420000 sec): 3 clusters Score: Raw -46531.196561 + Penalty 2987.630006 = -43543.566554 nChanged 3 SP:Iteration 22Q (62613.600000 sec): 3 clusters Score: Raw -46539.222704 + Penalty 2987.630006 = -43551.592698 nChanged 1 SP:Iteration 23Q (62613.770000 sec): 3 clusters Score: Raw -46542.545931 + Penalty 2987.630006 = -43554.915925 nChanged 0 SP:Iteration 24F (62613.960000 sec): 3 clusters Score: Raw -46542.545931 + Penalty 2987.630006 = -43554.915925 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (703877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62616.720000 sec): 2 clusters Score: Raw -130761329.272273 + Penalty 3339.161008 = -130757990.111265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62620.500000 sec): 3 clusters Score: Raw -130287775.619486 + Penalty 6678.322016 = -130281097.297469 nChanged 344640 SP:Iteration 1F (62624.280000 sec): 3 clusters Score: Raw -130495825.728596 + Penalty 6678.322016 = -130489147.406580 nChanged 15044 SP:Iteration 2Q (62628.580000 sec): 3 clusters Score: Raw -130498454.817906 + Penalty 6678.322016 = -130491776.495890 nChanged 17422 SP:Iteration 3Q (62632.420000 sec): 3 clusters Score: Raw -130502091.154217 + Penalty 6678.322016 = -130495412.832200 nChanged 20705 SP:Iteration 4Q (62636.820000 sec): 3 clusters Score: Raw -130507468.431925 + Penalty 6678.322016 = -130500790.109908 nChanged 25257 SP:Iteration 5Q (62641.080000 sec): 3 clusters Score: Raw -130515325.930856 + Penalty 6678.322016 = -130508647.608840 nChanged 29627 SP:Iteration 6Q (62645.210000 sec): 3 clusters Score: Raw -130525640.568548 + Penalty 6678.322016 = -130518962.246531 nChanged 32694 SP:Iteration 7Q (62649.530000 sec): 3 clusters Score: Raw -130537670.462157 + Penalty 6678.322016 = -130530992.140140 nChanged 33882 SP:Iteration 8Q (62653.930000 sec): 3 clusters Score: Raw -130550100.786400 + Penalty 6678.322016 = -130543422.464384 nChanged 32703 SP:Iteration 9Q (62658.460000 sec): 3 clusters Score: Raw -130561542.736835 + Penalty 6678.322016 = -130554864.414819 nChanged 29947 SP:Iteration 10Q (62662.540000 sec): 3 clusters Score: Raw -130570985.488586 + Penalty 6678.322016 = -130564307.166569 nChanged 26355 SP:Iteration 11Q (62666.670000 sec): 3 clusters Score: Raw -130578308.430403 + Penalty 6678.322016 = -130571630.108387 nChanged 22412 SP:Iteration 12Q (62670.660000 sec): 3 clusters Score: Raw -130583769.526136 + Penalty 6678.322016 = -130577091.204119 nChanged 19178 SP:Iteration 13Q (62674.430000 sec): 3 clusters Score: Raw -130588038.292243 + Penalty 6678.322016 = -130581359.970227 nChanged 16901 SP:Iteration 14Q (62678.240000 sec): 3 clusters Score: Raw -130591881.802458 + Penalty 6678.322016 = -130585203.480442 nChanged 16218 SP:Iteration 15Q (62682.210000 sec): 3 clusters Score: Raw -130595997.582879 + Penalty 6678.322016 = -130589319.260863 nChanged 16876 SP:Iteration 16Q (62686.160000 sec): 3 clusters Score: Raw -130601095.249718 + Penalty 6678.322016 = -130594416.927701 nChanged 18585 SP:Iteration 17Q (62690.180000 sec): 3 clusters Score: Raw -130608018.863329 + Penalty 6678.322016 = -130601340.541313 nChanged 20791 SP:Iteration 18Q (62693.790000 sec): 3 clusters Score: Raw -130616881.253623 + Penalty 6678.322016 = -130610202.931606 nChanged 22514 SP:Iteration 19Q (62697.650000 sec): 3 clusters Score: Raw -130626852.688936 + Penalty 6678.322016 = -130620174.366919 nChanged 21746 SP:Iteration 20F (62702.710000 sec): 3 clusters Score: Raw -130635250.537184 + Penalty 6678.322016 = -130628572.215168 nChanged 18225 SP:Iteration 21Q (62706.540000 sec): 3 clusters Score: Raw -130640280.479744 + Penalty 6678.322016 = -130633602.157727 nChanged 12870 SP:Iteration 22Q (62710.270000 sec): 3 clusters Score: Raw -130642506.055023 + Penalty 6678.322016 = -130635827.733006 nChanged 8181 SP:Iteration 23Q (62714.350000 sec): 3 clusters Score: Raw -130643363.048993 + Penalty 6678.322016 = -130636684.726977 nChanged 4716 SP:Iteration 24Q (62718.610000 sec): 3 clusters Score: Raw -130643689.780251 + Penalty 6678.322016 = -130637011.458235 nChanged 3069 SP:Iteration 25Q (62722.590000 sec): 3 clusters Score: Raw -130643871.505289 + Penalty 6678.322016 = -130637193.183273 nChanged 2607 SP:Iteration 26Q (62726.730000 sec): 3 clusters Score: Raw -130644025.061618 + Penalty 6678.322016 = -130637346.739602 nChanged 2537 SP:Iteration 27Q (62730.680000 sec): 3 clusters Score: Raw -130644178.769639 + Penalty 6678.322016 = -130637500.447623 nChanged 2689 SP:Iteration 28Q (62734.930000 sec): 3 clusters Score: Raw -130644346.465831 + Penalty 6678.322016 = -130637668.143814 nChanged 2900 SP:Iteration 29Q (62739.500000 sec): 3 clusters Score: Raw -130644531.832984 + Penalty 6678.322016 = -130637853.510968 nChanged 3155 SP:Iteration 30Q (62743.670000 sec): 3 clusters Score: Raw -130644750.724029 + Penalty 6678.322016 = -130638072.402013 nChanged 3595 SP:Iteration 31Q (62747.850000 sec): 3 clusters Score: Raw -130645028.878755 + Penalty 6678.322016 = -130638350.556739 nChanged 3873 SP:Iteration 32Q (62752.260000 sec): 3 clusters Score: Raw -130645352.933498 + Penalty 6678.322016 = -130638674.611481 nChanged 4201 SP:Iteration 33Q (62756.010000 sec): 3 clusters Score: Raw -130645720.698280 + Penalty 6678.322016 = -130639042.376264 nChanged 4560 SP:Iteration 34Q (62760.180000 sec): 3 clusters Score: Raw -130646148.154782 + Penalty 6678.322016 = -130639469.832766 nChanged 4884 SP:Iteration 35Q (62764.390000 sec): 3 clusters Score: Raw -130646640.019286 + Penalty 6678.322016 = -130639961.697270 nChanged 5369 SP:Iteration 36Q (62768.440000 sec): 3 clusters Score: Raw -130647228.806300 + Penalty 6678.322016 = -130640550.484284 nChanged 5774 SP:Iteration 37Q (62772.390000 sec): 3 clusters Score: Raw -130647918.407703 + Penalty 6678.322016 = -130641240.085686 nChanged 6328 SP:Iteration 38Q (62776.170000 sec): 3 clusters Score: Raw -130648732.075934 + Penalty 6678.322016 = -130642053.753918 nChanged 6707 SP:Iteration 39Q (62780.140000 sec): 3 clusters Score: Raw -130649652.819897 + Penalty 6678.322016 = -130642974.497881 nChanged 7187 SP:Iteration 40F (62784.100000 sec): 3 clusters Score: Raw -130650711.228741 + Penalty 6678.322016 = -130644032.906725 nChanged 7700 SP:Iteration 41Q (62788.270000 sec): 3 clusters Score: Raw -130651958.105689 + Penalty 6678.322016 = -130645279.783673 nChanged 8442 SP:Iteration 42Q (62791.920000 sec): 3 clusters Score: Raw -130653456.589208 + Penalty 6678.322016 = -130646778.267192 nChanged 9225 SP:Iteration 43Q (62795.770000 sec): 3 clusters Score: Raw -130655254.474437 + Penalty 6678.322016 = -130648576.152420 nChanged 9855 SP:Iteration 44Q (62799.670000 sec): 3 clusters Score: Raw -130657343.617028 + Penalty 6678.322016 = -130650665.295012 nChanged 10548 SP:Iteration 45Q (62803.600000 sec): 3 clusters Score: Raw -130659798.494231 + Penalty 6678.322016 = -130653120.172215 nChanged 11339 SP:Iteration 46Q (62807.190000 sec): 3 clusters Score: Raw -130662677.117403 + Penalty 6678.322016 = -130655998.795387 nChanged 11986 SP:Iteration 47Q (62810.890000 sec): 3 clusters Score: Raw -130665992.446771 + Penalty 6678.322016 = -130659314.124755 nChanged 12772 SP:Iteration 48Q (62815.550000 sec): 3 clusters Score: Raw -130669909.361040 + Penalty 6678.322016 = -130663231.039023 nChanged 13618 SP:Iteration 49Q (62819.430000 sec): 3 clusters Score: Raw -130674545.841863 + Penalty 6678.322016 = -130667867.519846 nChanged 14356 SP:Iteration 50Q (62823.190000 sec): 3 clusters Score: Raw -130679961.944029 + Penalty 6678.322016 = -130673283.622012 nChanged 14788 SP:Iteration 51Q (62827.260000 sec): 3 clusters Score: Raw -130686106.169604 + Penalty 6678.322016 = -130679427.847588 nChanged 15055 SP:Iteration 52Q (62830.940000 sec): 3 clusters Score: Raw -130692989.369206 + Penalty 6678.322016 = -130686311.047189 nChanged 15269 SP:Iteration 53Q (62834.500000 sec): 3 clusters Score: Raw -130700590.291014 + Penalty 6678.322016 = -130693911.968998 nChanged 15000 SP:Iteration 54Q (62838.090000 sec): 3 clusters Score: Raw -130708754.866527 + Penalty 6678.322016 = -130702076.544510 nChanged 14484 SP:Iteration 55Q (62841.540000 sec): 3 clusters Score: Raw -130717250.761763 + Penalty 6678.322016 = -130710572.439746 nChanged 13462 SP:Iteration 56Q (62845.290000 sec): 3 clusters Score: Raw -130725803.076887 + Penalty 6678.322016 = -130719124.754871 nChanged 12365 SP:Iteration 57Q (62849.120000 sec): 3 clusters Score: Raw -130734271.316712 + Penalty 6678.322016 = -130727592.994695 nChanged 10819 SP:Iteration 58Q (62852.660000 sec): 3 clusters Score: Raw -130742135.378186 + Penalty 6678.322016 = -130735457.056170 nChanged 8949 SP:Iteration 59Q (62856.100000 sec): 3 clusters Score: Raw -130749004.541912 + Penalty 6678.322016 = -130742326.219895 nChanged 6816 SP:Iteration 60F (62859.750000 sec): 3 clusters Score: Raw -130754323.152735 + Penalty 6678.322016 = -130747644.830719 nChanged 4553 SP:Iteration 61Q (62862.920000 sec): 3 clusters Score: Raw -130757846.920776 + Penalty 6678.322016 = -130751168.598760 nChanged 2555 SP:Iteration 62Q (62865.850000 sec): 3 clusters Score: Raw -130759779.576595 + Penalty 6678.322016 = -130753101.254579 nChanged 1250 SP:Iteration 63Q (62868.950000 sec): 3 clusters Score: Raw -130760771.649146 + Penalty 6678.322016 = -130754093.327129 nChanged 549 SP:Iteration 64Q (62872.090000 sec): 3 clusters Score: Raw -130761224.711871 + Penalty 6678.322016 = -130754546.389855 nChanged 237 SP:Iteration 65Q (62875.450000 sec): 3 clusters Score: Raw -130761426.023986 + Penalty 6678.322016 = -130754747.701970 nChanged 125 SP:Iteration 66Q (62878.710000 sec): 3 clusters Score: Raw -130761548.846726 + Penalty 6678.322016 = -130754870.524710 nChanged 68 SP:Iteration 67Q (62881.760000 sec): 3 clusters Score: Raw -130761633.560904 + Penalty 6678.322016 = -130754955.238888 nChanged 56 SP:Iteration 68Q (62885.180000 sec): 3 clusters Score: Raw -130761690.479780 + Penalty 6678.322016 = -130755012.157763 nChanged 31 SP:Iteration 69Q (62888.780000 sec): 3 clusters Score: Raw -130761724.551377 + Penalty 6678.322016 = -130755046.229361 nChanged 18 SP:Iteration 70Q (62892.210000 sec): 3 clusters Score: Raw -130761743.457640 + Penalty 6678.322016 = -130755065.135623 nChanged 12 SP:Iteration 71Q (62895.290000 sec): 3 clusters Score: Raw -130761758.424317 + Penalty 6678.322016 = -130755080.102301 nChanged 12 SP:Iteration 72Q (62898.300000 sec): 3 clusters Score: Raw -130761768.513614 + Penalty 6678.322016 = -130755090.191597 nChanged 7 SP:Iteration 73Q (62901.550000 sec): 3 clusters Score: Raw -130761775.397987 + Penalty 6678.322016 = -130755097.075970 nChanged 5 SP:Iteration 74Q (62904.900000 sec): 3 clusters Score: Raw -130761780.202226 + Penalty 6678.322016 = -130755101.880210 nChanged 1 SP:Iteration 75Q (62908.160000 sec): 3 clusters Score: Raw -130761781.302828 + Penalty 6678.322016 = -130755102.980812 nChanged 1 SP:Iteration 76Q (62911.160000 sec): 3 clusters Score: Raw -130761781.983111 + Penalty 6678.322016 = -130755103.661095 nChanged 0 SP:Iteration 77F (62914.790000 sec): 3 clusters Score: Raw -130761781.983111 + Penalty 6678.322016 = -130755103.661095 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (3874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62915.210000 sec): 2 clusters Score: Raw -703499.381391 + Penalty 2048.986625 = -701450.394766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62915.390000 sec): 3 clusters Score: Raw -701747.479407 + Penalty 4097.973251 = -697649.506157 nChanged 1445 SP:Iteration 1F (62915.580000 sec): 3 clusters Score: Raw -702722.244968 + Penalty 4097.973251 = -698624.271717 nChanged 369 SP:Iteration 2F (62915.780000 sec): 3 clusters Score: Raw -703158.586141 + Penalty 4097.973251 = -699060.612891 nChanged 320 SP:Iteration 3F (62916.010000 sec): 3 clusters Score: Raw -703516.653664 + Penalty 4097.973251 = -699418.680413 nChanged 299 SP:Iteration 4F (62916.200000 sec): 3 clusters Score: Raw -703869.932044 + Penalty 4097.973251 = -699771.958793 nChanged 239 SP:Iteration 5F (62916.370000 sec): 3 clusters Score: Raw -704106.270141 + Penalty 4097.973251 = -700008.296890 nChanged 168 SP:Iteration 6Q (62916.560000 sec): 3 clusters Score: Raw -704261.455730 + Penalty 4097.973251 = -700163.482479 nChanged 106 SP:Iteration 7Q (62916.780000 sec): 3 clusters Score: Raw -704356.611700 + Penalty 4097.973251 = -700258.638449 nChanged 87 SP:Iteration 8Q (62916.950000 sec): 3 clusters Score: Raw -704418.621990 + Penalty 4097.973251 = -700320.648740 nChanged 50 SP:Iteration 9Q (62917.160000 sec): 3 clusters Score: Raw -704461.646805 + Penalty 4097.973251 = -700363.673555 nChanged 44 SP:Iteration 10Q (62917.400000 sec): 3 clusters Score: Raw -704494.195711 + Penalty 4097.973251 = -700396.222460 nChanged 29 SP:Iteration 11Q (62917.610000 sec): 3 clusters Score: Raw -704510.124703 + Penalty 4097.973251 = -700412.151453 nChanged 19 SP:Iteration 12Q (62917.810000 sec): 3 clusters Score: Raw -704519.459564 + Penalty 4097.973251 = -700421.486313 nChanged 18 SP:Iteration 13Q (62918.020000 sec): 3 clusters Score: Raw -704530.251964 + Penalty 4097.973251 = -700432.278713 nChanged 18 SP:Iteration 14Q (62918.240000 sec): 3 clusters Score: Raw -704541.080990 + Penalty 4097.973251 = -700443.107740 nChanged 8 SP:Iteration 15Q (62918.460000 sec): 3 clusters Score: Raw -704545.018232 + Penalty 4097.973251 = -700447.044982 nChanged 9 SP:Iteration 16Q (62918.630000 sec): 3 clusters Score: Raw -704550.342850 + Penalty 4097.973251 = -700452.369599 nChanged 9 SP:Iteration 17Q (62918.840000 sec): 3 clusters Score: Raw -704556.487765 + Penalty 4097.973251 = -700458.514515 nChanged 6 SP:Iteration 18Q (62919.040000 sec): 3 clusters Score: Raw -704559.136411 + Penalty 4097.973251 = -700461.163160 nChanged 5 SP:Iteration 19Q (62919.260000 sec): 3 clusters Score: Raw -704560.556475 + Penalty 4097.973251 = -700462.583225 nChanged 0 SP:Iteration 20F (62919.440000 sec): 3 clusters Score: Raw -704560.556475 + Penalty 4097.973251 = -700462.583225 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62919.540000 sec): 2 clusters Score: Raw -229711.635562 + Penalty 1782.538977 = -227929.096585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62919.730000 sec): 3 clusters Score: Raw -229311.467404 + Penalty 3565.077953 = -225746.389451 nChanged 352 SP:Iteration 1F (62919.950000 sec): 3 clusters Score: Raw -229668.681878 + Penalty 3565.077953 = -226103.603925 nChanged 109 SP:Iteration 2F (62920.110000 sec): 3 clusters Score: Raw -229796.861623 + Penalty 3565.077953 = -226231.783670 nChanged 47 SP:Iteration 3Q (62920.290000 sec): 3 clusters Score: Raw -229847.806152 + Penalty 3565.077953 = -226282.728199 nChanged 30 SP:Iteration 4Q (62920.440000 sec): 3 clusters Score: Raw -229875.257203 + Penalty 3565.077953 = -226310.179250 nChanged 14 SP:Iteration 5Q (62920.670000 sec): 3 clusters Score: Raw -229892.858988 + Penalty 3565.077953 = -226327.781034 nChanged 11 SP:Iteration 6Q (62920.850000 sec): 3 clusters Score: Raw -229905.394001 + Penalty 3565.077953 = -226340.316048 nChanged 6 SP:Iteration 7Q (62921.040000 sec): 3 clusters Score: Raw -229910.887393 + Penalty 3565.077953 = -226345.809440 nChanged 7 SP:Iteration 8Q (62921.260000 sec): 3 clusters Score: Raw -229915.817311 + Penalty 3565.077953 = -226350.739357 nChanged 4 SP:Iteration 9Q (62921.390000 sec): 3 clusters Score: Raw -229918.066901 + Penalty 3565.077953 = -226352.988947 nChanged 2 SP:Iteration 10Q (62921.600000 sec): 3 clusters Score: Raw -229920.305851 + Penalty 3565.077953 = -226355.227898 nChanged 1 SP:Iteration 11Q (62921.750000 sec): 3 clusters Score: Raw -229920.443903 + Penalty 3565.077953 = -226355.365950 nChanged 0 SP:Iteration 12F (62921.930000 sec): 3 clusters Score: Raw -229920.443903 + Penalty 3565.077953 = -226355.365950 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62922.040000 sec): 2 clusters Score: Raw -35165.140875 + Penalty 1344.292680 = -33820.848195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62922.190000 sec): 3 clusters Score: Raw -35428.983354 + Penalty 2688.585360 = -32740.397995 nChanged 23 SP:Iteration 1F (62922.360000 sec): 3 clusters Score: Raw -35530.930822 + Penalty 2688.585360 = -32842.345462 nChanged 5 SP:Iteration 2Q (62922.520000 sec): 3 clusters Score: Raw -35566.955521 + Penalty 2688.585360 = -32878.370162 nChanged 0 SP:Iteration 3F (62922.720000 sec): 3 clusters Score: Raw -35566.955521 + Penalty 2688.585360 = -32878.370162 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (7111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62922.860000 sec): 2 clusters Score: Raw -1212388.814236 + Penalty 2199.610744 = -1210189.203492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62923.070000 sec): 3 clusters Score: Raw -1208711.223547 + Penalty 4399.221487 = -1204312.002060 nChanged 2860 SP:Iteration 1F (62923.320000 sec): 3 clusters Score: Raw -1210358.164014 + Penalty 4399.221487 = -1205958.942527 nChanged 514 SP:Iteration 2F (62923.540000 sec): 3 clusters Score: Raw -1210642.898902 + Penalty 4399.221487 = -1206243.677415 nChanged 404 SP:Iteration 3F (62923.740000 sec): 3 clusters Score: Raw -1210893.599936 + Penalty 4399.221487 = -1206494.378449 nChanged 370 SP:Iteration 4F (62923.970000 sec): 3 clusters Score: Raw -1211139.537432 + Penalty 4399.221487 = -1206740.315945 nChanged 343 SP:Iteration 5Q (62924.240000 sec): 3 clusters Score: Raw -1211348.629597 + Penalty 4399.221487 = -1206949.408110 nChanged 302 SP:Iteration 6Q (62924.470000 sec): 3 clusters Score: Raw -1211522.975419 + Penalty 4399.221487 = -1207123.753932 nChanged 268 SP:Iteration 7Q (62924.680000 sec): 3 clusters Score: Raw -1211669.487742 + Penalty 4399.221487 = -1207270.266255 nChanged 226 SP:Iteration 8Q (62924.900000 sec): 3 clusters Score: Raw -1211778.753372 + Penalty 4399.221487 = -1207379.531884 nChanged 184 SP:Iteration 9Q (62925.140000 sec): 3 clusters Score: Raw -1211862.585713 + Penalty 4399.221487 = -1207463.364226 nChanged 168 SP:Iteration 10Q (62925.400000 sec): 3 clusters Score: Raw -1211932.802885 + Penalty 4399.221487 = -1207533.581397 nChanged 139 SP:Iteration 11Q (62925.610000 sec): 3 clusters Score: Raw -1211990.308675 + Penalty 4399.221487 = -1207591.087188 nChanged 119 SP:Iteration 12Q (62925.840000 sec): 3 clusters Score: Raw -1212046.442979 + Penalty 4399.221487 = -1207647.221491 nChanged 121 SP:Iteration 13Q (62926.070000 sec): 3 clusters Score: Raw -1212097.126315 + Penalty 4399.221487 = -1207697.904828 nChanged 104 SP:Iteration 14Q (62926.290000 sec): 3 clusters Score: Raw -1212140.191589 + Penalty 4399.221487 = -1207740.970102 nChanged 94 SP:Iteration 15Q (62926.470000 sec): 3 clusters Score: Raw -1212179.838598 + Penalty 4399.221487 = -1207780.617111 nChanged 72 SP:Iteration 16Q (62926.690000 sec): 3 clusters Score: Raw -1212213.334440 + Penalty 4399.221487 = -1207814.112953 nChanged 94 SP:Iteration 17Q (62926.910000 sec): 3 clusters Score: Raw -1212260.029962 + Penalty 4399.221487 = -1207860.808475 nChanged 85 SP:Iteration 18Q (62927.090000 sec): 3 clusters Score: Raw -1212299.655702 + Penalty 4399.221487 = -1207900.434214 nChanged 90 SP:Iteration 19Q (62927.350000 sec): 3 clusters Score: Raw -1212334.412221 + Penalty 4399.221487 = -1207935.190734 nChanged 84 SP:Iteration 20F (62927.560000 sec): 3 clusters Score: Raw -1212369.437886 + Penalty 4399.221487 = -1207970.216399 nChanged 80 SP:Iteration 21Q (62927.800000 sec): 3 clusters Score: Raw -1212400.033732 + Penalty 4399.221487 = -1208000.812244 nChanged 56 SP:Iteration 22Q (62928.040000 sec): 3 clusters Score: Raw -1212418.778631 + Penalty 4399.221487 = -1208019.557143 nChanged 48 SP:Iteration 23Q (62928.250000 sec): 3 clusters Score: Raw -1212438.449492 + Penalty 4399.221487 = -1208039.228005 nChanged 45 SP:Iteration 24Q (62928.450000 sec): 3 clusters Score: Raw -1212454.803711 + Penalty 4399.221487 = -1208055.582224 nChanged 48 SP:Iteration 25Q (62928.670000 sec): 3 clusters Score: Raw -1212472.219712 + Penalty 4399.221487 = -1208072.998225 nChanged 50 SP:Iteration 26Q (62928.890000 sec): 3 clusters Score: Raw -1212489.626912 + Penalty 4399.221487 = -1208090.405425 nChanged 44 SP:Iteration 27Q (62929.110000 sec): 3 clusters Score: Raw -1212505.407744 + Penalty 4399.221487 = -1208106.186257 nChanged 47 SP:Iteration 28Q (62929.330000 sec): 3 clusters Score: Raw -1212521.653496 + Penalty 4399.221487 = -1208122.432009 nChanged 46 SP:Iteration 29Q (62929.520000 sec): 3 clusters Score: Raw -1212537.468510 + Penalty 4399.221487 = -1208138.247022 nChanged 38 SP:Iteration 30Q (62929.750000 sec): 3 clusters Score: Raw -1212553.336123 + Penalty 4399.221487 = -1208154.114636 nChanged 47 SP:Iteration 31Q (62929.980000 sec): 3 clusters Score: Raw -1212572.662090 + Penalty 4399.221487 = -1208173.440603 nChanged 44 SP:Iteration 32Q (62930.240000 sec): 3 clusters Score: Raw -1212588.290287 + Penalty 4399.221487 = -1208189.068800 nChanged 37 SP:Iteration 33Q (62930.380000 sec): 3 clusters Score: Raw -1212602.988483 + Penalty 4399.221487 = -1208203.766995 nChanged 36 SP:Iteration 34Q (62930.620000 sec): 3 clusters Score: Raw -1212617.682090 + Penalty 4399.221487 = -1208218.460603 nChanged 43 SP:Iteration 35Q (62930.860000 sec): 3 clusters Score: Raw -1212634.974315 + Penalty 4399.221487 = -1208235.752828 nChanged 38 SP:Iteration 36Q (62931.060000 sec): 3 clusters Score: Raw -1212650.250261 + Penalty 4399.221487 = -1208251.028774 nChanged 39 SP:Iteration 37Q (62931.260000 sec): 3 clusters Score: Raw -1212665.564176 + Penalty 4399.221487 = -1208266.342688 nChanged 38 SP:Iteration 38Q (62931.490000 sec): 3 clusters Score: Raw -1212680.278811 + Penalty 4399.221487 = -1208281.057324 nChanged 25 SP:Iteration 39Q (62931.650000 sec): 3 clusters Score: Raw -1212689.261328 + Penalty 4399.221487 = -1208290.039840 nChanged 20 SP:Iteration 40F (62931.860000 sec): 3 clusters Score: Raw -1212697.262313 + Penalty 4399.221487 = -1208298.040826 nChanged 20 SP:Iteration 41Q (62932.110000 sec): 3 clusters Score: Raw -1212705.389565 + Penalty 4399.221487 = -1208306.168078 nChanged 23 SP:Iteration 42Q (62932.310000 sec): 3 clusters Score: Raw -1212714.855498 + Penalty 4399.221487 = -1208315.634010 nChanged 26 SP:Iteration 43Q (62932.550000 sec): 3 clusters Score: Raw -1212726.384185 + Penalty 4399.221487 = -1208327.162698 nChanged 25 SP:Iteration 44Q (62932.800000 sec): 3 clusters Score: Raw -1212738.274422 + Penalty 4399.221487 = -1208339.052935 nChanged 20 SP:Iteration 45Q (62933.010000 sec): 3 clusters Score: Raw -1212748.193603 + Penalty 4399.221487 = -1208348.972116 nChanged 23 SP:Iteration 46Q (62933.330000 sec): 3 clusters Score: Raw -1212761.276564 + Penalty 4399.221487 = -1208362.055076 nChanged 22 SP:Iteration 47Q (62933.570000 sec): 3 clusters Score: Raw -1212771.994457 + Penalty 4399.221487 = -1208372.772970 nChanged 19 SP:Iteration 48Q (62933.770000 sec): 3 clusters Score: Raw -1212780.433392 + Penalty 4399.221487 = -1208381.211904 nChanged 18 SP:Iteration 49Q (62934.000000 sec): 3 clusters Score: Raw -1212788.082300 + Penalty 4399.221487 = -1208388.860813 nChanged 16 SP:Iteration 50Q (62934.200000 sec): 3 clusters Score: Raw -1212795.652423 + Penalty 4399.221487 = -1208396.430936 nChanged 12 SP:Iteration 51Q (62934.480000 sec): 3 clusters Score: Raw -1212800.317656 + Penalty 4399.221487 = -1208401.096168 nChanged 13 SP:Iteration 52Q (62934.660000 sec): 3 clusters Score: Raw -1212804.170696 + Penalty 4399.221487 = -1208404.949209 nChanged 10 SP:Iteration 53Q (62934.920000 sec): 3 clusters Score: Raw -1212808.325968 + Penalty 4399.221487 = -1208409.104481 nChanged 10 SP:Iteration 54Q (62935.150000 sec): 3 clusters Score: Raw -1212813.934990 + Penalty 4399.221487 = -1208414.713503 nChanged 9 SP:Iteration 55Q (62935.390000 sec): 3 clusters Score: Raw -1212818.133908 + Penalty 4399.221487 = -1208418.912420 nChanged 11 SP:Iteration 56Q (62935.670000 sec): 3 clusters Score: Raw -1212822.159217 + Penalty 4399.221487 = -1208422.937729 nChanged 13 SP:Iteration 57Q (62935.870000 sec): 3 clusters Score: Raw -1212827.068636 + Penalty 4399.221487 = -1208427.847148 nChanged 16 SP:Iteration 58Q (62936.060000 sec): 3 clusters Score: Raw -1212832.950961 + Penalty 4399.221487 = -1208433.729474 nChanged 16 SP:Iteration 59Q (62936.270000 sec): 3 clusters Score: Raw -1212838.142079 + Penalty 4399.221487 = -1208438.920592 nChanged 14 SP:Iteration 60F (62936.490000 sec): 3 clusters Score: Raw -1212843.766128 + Penalty 4399.221487 = -1208444.544641 nChanged 14 SP:Iteration 61Q (62936.700000 sec): 3 clusters Score: Raw -1212851.726143 + Penalty 4399.221487 = -1208452.504656 nChanged 14 SP:Iteration 62Q (62936.920000 sec): 3 clusters Score: Raw -1212862.583750 + Penalty 4399.221487 = -1208463.362263 nChanged 24 SP:Iteration 63Q (62937.160000 sec): 3 clusters Score: Raw -1212874.005938 + Penalty 4399.221487 = -1208474.784451 nChanged 14 SP:Iteration 64Q (62937.380000 sec): 3 clusters Score: Raw -1212881.108760 + Penalty 4399.221487 = -1208481.887272 nChanged 15 SP:Iteration 65Q (62937.660000 sec): 3 clusters Score: Raw -1212888.561463 + Penalty 4399.221487 = -1208489.339976 nChanged 15 SP:Iteration 66Q (62937.860000 sec): 3 clusters Score: Raw -1212895.434864 + Penalty 4399.221487 = -1208496.213376 nChanged 13 SP:Iteration 67Q (62938.060000 sec): 3 clusters Score: Raw -1212903.486072 + Penalty 4399.221487 = -1208504.264584 nChanged 16 SP:Iteration 68Q (62938.270000 sec): 3 clusters Score: Raw -1212910.969603 + Penalty 4399.221487 = -1208511.748116 nChanged 13 SP:Iteration 69Q (62938.430000 sec): 3 clusters Score: Raw -1212917.099309 + Penalty 4399.221487 = -1208517.877822 nChanged 9 SP:Iteration 70Q (62938.670000 sec): 3 clusters Score: Raw -1212920.451340 + Penalty 4399.221487 = -1208521.229852 nChanged 12 SP:Iteration 71Q (62938.950000 sec): 3 clusters Score: Raw -1212926.125610 + Penalty 4399.221487 = -1208526.904123 nChanged 11 SP:Iteration 72Q (62939.200000 sec): 3 clusters Score: Raw -1212931.075532 + Penalty 4399.221487 = -1208531.854045 nChanged 10 SP:Iteration 73Q (62939.420000 sec): 3 clusters Score: Raw -1212937.780106 + Penalty 4399.221487 = -1208538.558619 nChanged 12 SP:Iteration 74Q (62939.600000 sec): 3 clusters Score: Raw -1212941.954316 + Penalty 4399.221487 = -1208542.732829 nChanged 9 SP:Iteration 75Q (62939.810000 sec): 3 clusters Score: Raw -1212944.732184 + Penalty 4399.221487 = -1208545.510697 nChanged 6 SP:Iteration 76Q (62940.020000 sec): 3 clusters Score: Raw -1212947.244893 + Penalty 4399.221487 = -1208548.023406 nChanged 8 SP:Iteration 77Q (62940.240000 sec): 3 clusters Score: Raw -1212950.951035 + Penalty 4399.221487 = -1208551.729548 nChanged 15 SP:Iteration 78Q (62940.450000 sec): 3 clusters Score: Raw -1212961.876588 + Penalty 4399.221487 = -1208562.655101 nChanged 13 SP:Iteration 79Q (62940.640000 sec): 3 clusters Score: Raw -1212967.824122 + Penalty 4399.221487 = -1208568.602634 nChanged 5 SP:Iteration 80F (62940.830000 sec): 3 clusters Score: Raw -1212970.229948 + Penalty 4399.221487 = -1208571.008461 nChanged 6 SP:Iteration 81Q (62941.070000 sec): 3 clusters Score: Raw -1212973.664718 + Penalty 4399.221487 = -1208574.443231 nChanged 9 SP:Iteration 82Q (62941.300000 sec): 3 clusters Score: Raw -1212976.409119 + Penalty 4399.221487 = -1208577.187632 nChanged 10 SP:Iteration 83Q (62941.480000 sec): 3 clusters Score: Raw -1212981.481568 + Penalty 4399.221487 = -1208582.260081 nChanged 3 SP:Iteration 84Q (62941.730000 sec): 3 clusters Score: Raw -1212982.320361 + Penalty 4399.221487 = -1208583.098873 nChanged 1 SP:Iteration 85Q (62941.980000 sec): 3 clusters Score: Raw -1212982.526177 + Penalty 4399.221487 = -1208583.304690 nChanged 1 SP:Iteration 86Q (62942.170000 sec): 3 clusters Score: Raw -1212983.169028 + Penalty 4399.221487 = -1208583.947541 nChanged 3 SP:Iteration 87Q (62942.420000 sec): 3 clusters Score: Raw -1212984.305258 + Penalty 4399.221487 = -1208585.083770 nChanged 0 SP:Iteration 88F (62942.660000 sec): 3 clusters Score: Raw -1212984.305258 + Penalty 4399.221487 = -1208585.083770 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62942.740000 sec): 2 clusters Score: Raw -62084.759299 + Penalty 1480.239475 = -60604.519824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62942.940000 sec): 3 clusters Score: Raw -62252.288768 + Penalty 2960.478950 = -59291.809818 nChanged 71 SP:Iteration 1F (62943.140000 sec): 3 clusters Score: Raw -62544.602784 + Penalty 2960.478950 = -59584.123834 nChanged 34 SP:Iteration 2F (62943.310000 sec): 3 clusters Score: Raw -62777.723884 + Penalty 2960.478950 = -59817.244934 nChanged 22 SP:Iteration 3F (62943.520000 sec): 3 clusters Score: Raw -63012.156781 + Penalty 2960.478950 = -60051.677832 nChanged 9 SP:Iteration 4Q (62943.690000 sec): 3 clusters Score: Raw -63176.285215 + Penalty 2960.478950 = -60215.806266 nChanged 6 SP:Iteration 5Q (62943.880000 sec): 3 clusters Score: Raw -63223.093374 + Penalty 2960.478950 = -60262.614424 nChanged 1 SP:Iteration 6Q (62944.070000 sec): 3 clusters Score: Raw -63225.062857 + Penalty 2960.478950 = -60264.583907 nChanged 0 SP:Iteration 7F (62944.230000 sec): 3 clusters Score: Raw -63225.062857 + Penalty 2960.478950 = -60264.583907 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (125997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62944.900000 sec): 2 clusters Score: Raw -23134317.155066 + Penalty 2912.515317 = -23131404.639749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62945.720000 sec): 3 clusters Score: Raw -23053032.652850 + Penalty 5825.030635 = -23047207.622215 nChanged 59839 SP:Iteration 1F (62946.470000 sec): 3 clusters Score: Raw -23086967.400406 + Penalty 5825.030635 = -23081142.369771 nChanged 3533 SP:Iteration 2Q (62947.400000 sec): 3 clusters Score: Raw -23087656.027182 + Penalty 5825.030635 = -23081830.996547 nChanged 3583 SP:Iteration 3Q (62948.380000 sec): 3 clusters Score: Raw -23088392.988576 + Penalty 5825.030635 = -23082567.957941 nChanged 3767 SP:Iteration 4Q (62949.330000 sec): 3 clusters Score: Raw -23089312.605798 + Penalty 5825.030635 = -23083487.575164 nChanged 4383 SP:Iteration 5Q (62950.180000 sec): 3 clusters Score: Raw -23090658.207138 + Penalty 5825.030635 = -23084833.176503 nChanged 5452 SP:Iteration 6Q (62951.130000 sec): 3 clusters Score: Raw -23092873.853136 + Penalty 5825.030635 = -23087048.822501 nChanged 7174 SP:Iteration 7F (62952.030000 sec): 3 clusters Score: Raw -23096815.447973 + Penalty 5825.030635 = -23090990.417339 nChanged 9446 SP:Iteration 8F (62952.870000 sec): 3 clusters Score: Raw -23103555.846207 + Penalty 5825.030635 = -23097730.815572 nChanged 11282 SP:Iteration 9F (62953.680000 sec): 3 clusters Score: Raw -23113549.237245 + Penalty 5825.030635 = -23107724.206611 nChanged 10539 SP:Iteration 10F (62954.420000 sec): 3 clusters Score: Raw -23123886.717296 + Penalty 5825.030635 = -23118061.686661 nChanged 6818 SP:Iteration 11F (62955.310000 sec): 3 clusters Score: Raw -23130646.165626 + Penalty 5825.030635 = -23124821.134992 nChanged 2826 SP:Iteration 12Q (62956.090000 sec): 3 clusters Score: Raw -23133312.829082 + Penalty 5825.030635 = -23127487.798448 nChanged 851 SP:Iteration 13Q (62956.930000 sec): 3 clusters Score: Raw -23134121.521200 + Penalty 5825.030635 = -23128296.490566 nChanged 236 SP:Iteration 14Q (62957.660000 sec): 3 clusters Score: Raw -23134384.677178 + Penalty 5825.030635 = -23128559.646543 nChanged 64 SP:Iteration 15Q (62958.480000 sec): 3 clusters Score: Raw -23134478.582519 + Penalty 5825.030635 = -23128653.551884 nChanged 34 SP:Iteration 16Q (62959.190000 sec): 3 clusters Score: Raw -23134533.314804 + Penalty 5825.030635 = -23128708.284170 nChanged 16 SP:Iteration 17Q (62959.920000 sec): 3 clusters Score: Raw -23134556.609164 + Penalty 5825.030635 = -23128731.578529 nChanged 6 SP:Iteration 18Q (62960.600000 sec): 3 clusters Score: Raw -23134566.058970 + Penalty 5825.030635 = -23128741.028336 nChanged 3 SP:Iteration 19Q (62961.360000 sec): 3 clusters Score: Raw -23134569.140975 + Penalty 5825.030635 = -23128744.110341 nChanged 0 SP:Iteration 20F (62962.210000 sec): 3 clusters Score: Raw -23134569.140975 + Penalty 5825.030635 = -23128744.110341 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62962.650000 sec): 2 clusters Score: Raw -12694180.304725 + Penalty 2769.781922 = -12691410.522804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62963.200000 sec): 3 clusters Score: Raw -12649268.681973 + Penalty 5539.563843 = -12643729.118129 nChanged 33307 SP:Iteration 1F (62963.780000 sec): 3 clusters Score: Raw -12668223.760514 + Penalty 5539.563843 = -12662684.196671 nChanged 2585 SP:Iteration 2Q (62964.430000 sec): 3 clusters Score: Raw -12668882.511618 + Penalty 5539.563843 = -12663342.947774 nChanged 2510 SP:Iteration 3Q (62964.990000 sec): 3 clusters Score: Raw -12669552.750183 + Penalty 5539.563843 = -12664013.186340 nChanged 2542 SP:Iteration 4Q (62965.510000 sec): 3 clusters Score: Raw -12670312.701950 + Penalty 5539.563843 = -12664773.138107 nChanged 2752 SP:Iteration 5Q (62966.080000 sec): 3 clusters Score: Raw -12671357.942061 + Penalty 5539.563843 = -12665818.378217 nChanged 3387 SP:Iteration 6Q (62966.610000 sec): 3 clusters Score: Raw -12672946.555337 + Penalty 5539.563843 = -12667406.991494 nChanged 4219 SP:Iteration 7F (62967.150000 sec): 3 clusters Score: Raw -12675438.692065 + Penalty 5539.563843 = -12669899.128222 nChanged 5245 SP:Iteration 8F (62967.640000 sec): 3 clusters Score: Raw -12679320.988494 + Penalty 5539.563843 = -12673781.424650 nChanged 5797 SP:Iteration 9F (62968.120000 sec): 3 clusters Score: Raw -12684335.033596 + Penalty 5539.563843 = -12678795.469753 nChanged 5035 SP:Iteration 10F (62968.660000 sec): 3 clusters Score: Raw -12689037.627349 + Penalty 5539.563843 = -12683498.063506 nChanged 3280 SP:Iteration 11Q (62969.130000 sec): 3 clusters Score: Raw -12692140.679961 + Penalty 5539.563843 = -12686601.116118 nChanged 1505 SP:Iteration 12Q (62969.630000 sec): 3 clusters Score: Raw -12693543.682245 + Penalty 5539.563843 = -12688004.118401 nChanged 578 SP:Iteration 13Q (62970.060000 sec): 3 clusters Score: Raw -12694079.612367 + Penalty 5539.563843 = -12688540.048524 nChanged 213 SP:Iteration 14Q (62970.520000 sec): 3 clusters Score: Raw -12694294.735475 + Penalty 5539.563843 = -12688755.171632 nChanged 82 SP:Iteration 15Q (62970.970000 sec): 3 clusters Score: Raw -12694377.730629 + Penalty 5539.563843 = -12688838.166786 nChanged 46 SP:Iteration 16Q (62971.400000 sec): 3 clusters Score: Raw -12694424.803412 + Penalty 5539.563843 = -12688885.239569 nChanged 32 SP:Iteration 17Q (62971.850000 sec): 3 clusters Score: Raw -12694458.469045 + Penalty 5539.563843 = -12688918.905202 nChanged 17 SP:Iteration 18Q (62972.290000 sec): 3 clusters Score: Raw -12694485.377813 + Penalty 5539.563843 = -12688945.813969 nChanged 17 SP:Iteration 19Q (62972.670000 sec): 3 clusters Score: Raw -12694503.201423 + Penalty 5539.563843 = -12688963.637580 nChanged 13 SP:Iteration 20F (62973.200000 sec): 3 clusters Score: Raw -12694512.002104 + Penalty 5539.563843 = -12688972.438260 nChanged 3 SP:Iteration 21Q (62973.660000 sec): 3 clusters Score: Raw -12694514.259080 + Penalty 5539.563843 = -12688974.695236 nChanged 3 SP:Iteration 22Q (62974.100000 sec): 3 clusters Score: Raw -12694516.777148 + Penalty 5539.563843 = -12688977.213304 nChanged 4 SP:Iteration 23Q (62974.520000 sec): 3 clusters Score: Raw -12694521.640615 + Penalty 5539.563843 = -12688982.076772 nChanged 7 SP:Iteration 24Q (62974.940000 sec): 3 clusters Score: Raw -12694530.413598 + Penalty 5539.563843 = -12688990.849755 nChanged 3 SP:Iteration 25Q (62975.370000 sec): 3 clusters Score: Raw -12694533.394444 + Penalty 5539.563843 = -12688993.830601 nChanged 1 SP:Iteration 26Q (62975.790000 sec): 3 clusters Score: Raw -12694533.870243 + Penalty 5539.563843 = -12688994.306399 nChanged 1 SP:Iteration 27Q (62976.240000 sec): 3 clusters Score: Raw -12694534.690642 + Penalty 5539.563843 = -12688995.126799 nChanged 2 SP:Iteration 28Q (62976.750000 sec): 3 clusters Score: Raw -12694537.771090 + Penalty 5539.563843 = -12688998.207247 nChanged 3 SP:Iteration 29Q (62977.240000 sec): 3 clusters Score: Raw -12694541.796488 + Penalty 5539.563843 = -12689002.232645 nChanged 8 SP:Iteration 30Q (62977.680000 sec): 3 clusters Score: Raw -12694548.971385 + Penalty 5539.563843 = -12689009.407542 nChanged 3 SP:Iteration 31Q (62978.140000 sec): 3 clusters Score: Raw -12694551.107511 + Penalty 5539.563843 = -12689011.543668 nChanged 3 SP:Iteration 32Q (62978.610000 sec): 3 clusters Score: Raw -12694554.867369 + Penalty 5539.563843 = -12689015.303526 nChanged 1 SP:Iteration 33Q (62979.060000 sec): 3 clusters Score: Raw -12694555.073048 + Penalty 5539.563843 = -12689015.509205 nChanged 0 SP:Iteration 34F (62979.580000 sec): 3 clusters Score: Raw -12694555.073048 + Penalty 5539.563843 = -12689015.509205 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62979.690000 sec): 2 clusters Score: Raw -1122115.583283 + Penalty 2168.751571 = -1119946.831713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62979.910000 sec): 3 clusters Score: Raw -1119027.647965 + Penalty 4337.503142 = -1114690.144824 nChanged 2466 SP:Iteration 1F (62980.130000 sec): 3 clusters Score: Raw -1120545.817231 + Penalty 4337.503142 = -1116208.314090 nChanged 520 SP:Iteration 2F (62980.310000 sec): 3 clusters Score: Raw -1120935.605315 + Penalty 4337.503142 = -1116598.102174 nChanged 384 SP:Iteration 3F (62980.490000 sec): 3 clusters Score: Raw -1121217.742739 + Penalty 4337.503142 = -1116880.239598 nChanged 332 SP:Iteration 4F (62980.730000 sec): 3 clusters Score: Raw -1121445.102907 + Penalty 4337.503142 = -1117107.599765 nChanged 282 SP:Iteration 5Q (62980.890000 sec): 3 clusters Score: Raw -1121631.665428 + Penalty 4337.503142 = -1117294.162287 nChanged 250 SP:Iteration 6Q (62981.150000 sec): 3 clusters Score: Raw -1121821.229652 + Penalty 4337.503142 = -1117483.726510 nChanged 256 SP:Iteration 7Q (62981.310000 sec): 3 clusters Score: Raw -1121986.255773 + Penalty 4337.503142 = -1117648.752631 nChanged 216 SP:Iteration 8Q (62981.490000 sec): 3 clusters Score: Raw -1122106.906468 + Penalty 4337.503142 = -1117769.403326 nChanged 195 SP:Iteration 9Q (62981.730000 sec): 3 clusters Score: Raw -1122210.404209 + Penalty 4337.503142 = -1117872.901068 nChanged 190 SP:Iteration 10Q (62981.930000 sec): 3 clusters Score: Raw -1122299.935039 + Penalty 4337.503142 = -1117962.431898 nChanged 160 SP:Iteration 11Q (62982.130000 sec): 3 clusters Score: Raw -1122384.245918 + Penalty 4337.503142 = -1118046.742777 nChanged 143 SP:Iteration 12Q (62982.310000 sec): 3 clusters Score: Raw -1122461.991720 + Penalty 4337.503142 = -1118124.488578 nChanged 154 SP:Iteration 13Q (62982.500000 sec): 3 clusters Score: Raw -1122541.633274 + Penalty 4337.503142 = -1118204.130133 nChanged 133 SP:Iteration 14Q (62982.750000 sec): 3 clusters Score: Raw -1122601.920833 + Penalty 4337.503142 = -1118264.417692 nChanged 103 SP:Iteration 15Q (62982.930000 sec): 3 clusters Score: Raw -1122643.213042 + Penalty 4337.503142 = -1118305.709901 nChanged 105 SP:Iteration 16Q (62983.110000 sec): 3 clusters Score: Raw -1122687.592554 + Penalty 4337.503142 = -1118350.089413 nChanged 94 SP:Iteration 17Q (62983.310000 sec): 3 clusters Score: Raw -1122727.505548 + Penalty 4337.503142 = -1118390.002406 nChanged 90 SP:Iteration 18Q (62983.510000 sec): 3 clusters Score: Raw -1122770.253659 + Penalty 4337.503142 = -1118432.750517 nChanged 84 SP:Iteration 19Q (62983.720000 sec): 3 clusters Score: Raw -1122808.503750 + Penalty 4337.503142 = -1118471.000608 nChanged 88 SP:Iteration 20F (62983.910000 sec): 3 clusters Score: Raw -1122854.047548 + Penalty 4337.503142 = -1118516.544407 nChanged 82 SP:Iteration 21Q (62984.120000 sec): 3 clusters Score: Raw -1122901.578156 + Penalty 4337.503142 = -1118564.075015 nChanged 80 SP:Iteration 22Q (62984.360000 sec): 3 clusters Score: Raw -1122941.267230 + Penalty 4337.503142 = -1118603.764088 nChanged 65 SP:Iteration 23Q (62984.550000 sec): 3 clusters Score: Raw -1122970.346630 + Penalty 4337.503142 = -1118632.843489 nChanged 58 SP:Iteration 24Q (62984.800000 sec): 3 clusters Score: Raw -1122994.215552 + Penalty 4337.503142 = -1118656.712410 nChanged 56 SP:Iteration 25Q (62984.980000 sec): 3 clusters Score: Raw -1123014.719340 + Penalty 4337.503142 = -1118677.216199 nChanged 50 SP:Iteration 26Q (62985.200000 sec): 3 clusters Score: Raw -1123037.050065 + Penalty 4337.503142 = -1118699.546924 nChanged 36 SP:Iteration 27Q (62985.410000 sec): 3 clusters Score: Raw -1123055.245327 + Penalty 4337.503142 = -1118717.742185 nChanged 34 SP:Iteration 28Q (62985.580000 sec): 3 clusters Score: Raw -1123072.720881 + Penalty 4337.503142 = -1118735.217739 nChanged 36 SP:Iteration 29Q (62985.820000 sec): 3 clusters Score: Raw -1123089.205993 + Penalty 4337.503142 = -1118751.702851 nChanged 32 SP:Iteration 30Q (62986.020000 sec): 3 clusters Score: Raw -1123103.543092 + Penalty 4337.503142 = -1118766.039950 nChanged 23 SP:Iteration 31Q (62986.240000 sec): 3 clusters Score: Raw -1123111.754667 + Penalty 4337.503142 = -1118774.251526 nChanged 19 SP:Iteration 32Q (62986.440000 sec): 3 clusters Score: Raw -1123118.871390 + Penalty 4337.503142 = -1118781.368248 nChanged 15 SP:Iteration 33Q (62986.670000 sec): 3 clusters Score: Raw -1123124.259772 + Penalty 4337.503142 = -1118786.756631 nChanged 8 SP:Iteration 34Q (62986.860000 sec): 3 clusters Score: Raw -1123129.014303 + Penalty 4337.503142 = -1118791.511161 nChanged 14 SP:Iteration 35Q (62987.040000 sec): 3 clusters Score: Raw -1123134.482258 + Penalty 4337.503142 = -1118796.979117 nChanged 13 SP:Iteration 36Q (62987.220000 sec): 3 clusters Score: Raw -1123139.599773 + Penalty 4337.503142 = -1118802.096632 nChanged 12 SP:Iteration 37Q (62987.430000 sec): 3 clusters Score: Raw -1123143.952015 + Penalty 4337.503142 = -1118806.448874 nChanged 13 SP:Iteration 38Q (62987.640000 sec): 3 clusters Score: Raw -1123150.066841 + Penalty 4337.503142 = -1118812.563699 nChanged 11 SP:Iteration 39Q (62987.840000 sec): 3 clusters Score: Raw -1123154.970405 + Penalty 4337.503142 = -1118817.467264 nChanged 14 SP:Iteration 40F (62988.020000 sec): 3 clusters Score: Raw -1123162.831722 + Penalty 4337.503142 = -1118825.328581 nChanged 16 SP:Iteration 41Q (62988.220000 sec): 3 clusters Score: Raw -1123168.386805 + Penalty 4337.503142 = -1118830.883663 nChanged 7 SP:Iteration 42Q (62988.410000 sec): 3 clusters Score: Raw -1123172.041460 + Penalty 4337.503142 = -1118834.538318 nChanged 8 SP:Iteration 43Q (62988.610000 sec): 3 clusters Score: Raw -1123173.747485 + Penalty 4337.503142 = -1118836.244343 nChanged 3 SP:Iteration 44Q (62988.830000 sec): 3 clusters Score: Raw -1123174.391052 + Penalty 4337.503142 = -1118836.887910 nChanged 4 SP:Iteration 45Q (62989.020000 sec): 3 clusters Score: Raw -1123175.558471 + Penalty 4337.503142 = -1118838.055330 nChanged 7 SP:Iteration 46Q (62989.230000 sec): 3 clusters Score: Raw -1123177.740994 + Penalty 4337.503142 = -1118840.237852 nChanged 10 SP:Iteration 47Q (62989.360000 sec): 3 clusters Score: Raw -1123180.887619 + Penalty 4337.503142 = -1118843.384478 nChanged 9 SP:Iteration 48Q (62989.610000 sec): 3 clusters Score: Raw -1123184.212121 + Penalty 4337.503142 = -1118846.708979 nChanged 12 SP:Iteration 49Q (62989.790000 sec): 3 clusters Score: Raw -1123189.592914 + Penalty 4337.503142 = -1118852.089773 nChanged 15 SP:Iteration 50Q (62990.000000 sec): 3 clusters Score: Raw -1123197.598086 + Penalty 4337.503142 = -1118860.094945 nChanged 19 SP:Iteration 51Q (62990.180000 sec): 3 clusters Score: Raw -1123205.436717 + Penalty 4337.503142 = -1118867.933576 nChanged 21 SP:Iteration 52Q (62990.410000 sec): 3 clusters Score: Raw -1123216.222194 + Penalty 4337.503142 = -1118878.719052 nChanged 23 SP:Iteration 53Q (62990.620000 sec): 3 clusters Score: Raw -1123225.529493 + Penalty 4337.503142 = -1118888.026352 nChanged 11 SP:Iteration 54Q (62990.840000 sec): 3 clusters Score: Raw -1123230.220691 + Penalty 4337.503142 = -1118892.717549 nChanged 8 SP:Iteration 55Q (62991.040000 sec): 3 clusters Score: Raw -1123233.715570 + Penalty 4337.503142 = -1118896.212428 nChanged 13 SP:Iteration 56Q (62991.200000 sec): 3 clusters Score: Raw -1123238.623717 + Penalty 4337.503142 = -1118901.120576 nChanged 8 SP:Iteration 57Q (62991.380000 sec): 3 clusters Score: Raw -1123241.293524 + Penalty 4337.503142 = -1118903.790383 nChanged 6 SP:Iteration 58Q (62991.610000 sec): 3 clusters Score: Raw -1123242.862348 + Penalty 4337.503142 = -1118905.359207 nChanged 2 SP:Iteration 59Q (62991.800000 sec): 3 clusters Score: Raw -1123243.519559 + Penalty 4337.503142 = -1118906.016417 nChanged 2 SP:Iteration 60F (62991.970000 sec): 3 clusters Score: Raw -1123244.177195 + Penalty 4337.503142 = -1118906.674054 nChanged 1 SP:Iteration 61Q (62992.180000 sec): 3 clusters Score: Raw -1123244.461321 + Penalty 4337.503142 = -1118906.958179 nChanged 0 SP:Iteration 62F (62992.380000 sec): 3 clusters Score: Raw -1123244.461321 + Penalty 4337.503142 = -1118906.958179 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (155700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62993.180000 sec): 2 clusters Score: Raw -28464315.991098 + Penalty 2965.010217 = -28461350.980881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62994.120000 sec): 3 clusters Score: Raw -28362527.569066 + Penalty 5930.020433 = -28356597.548633 nChanged 74699 SP:Iteration 1F (62995.020000 sec): 3 clusters Score: Raw -28407930.942820 + Penalty 5930.020433 = -28402000.922387 nChanged 6324 SP:Iteration 2Q (62995.990000 sec): 3 clusters Score: Raw -28410169.106788 + Penalty 5930.020433 = -28404239.086355 nChanged 7273 SP:Iteration 3Q (62996.950000 sec): 3 clusters Score: Raw -28413537.803470 + Penalty 5930.020433 = -28407607.783036 nChanged 8701 SP:Iteration 4F (62997.880000 sec): 3 clusters Score: Raw -28418696.359883 + Penalty 5930.020433 = -28412766.339449 nChanged 10201 SP:Iteration 5F (62998.800000 sec): 3 clusters Score: Raw -28426069.605867 + Penalty 5930.020433 = -28420139.585434 nChanged 10985 SP:Iteration 6F (62999.730000 sec): 3 clusters Score: Raw -28435062.704024 + Penalty 5930.020433 = -28429132.683590 nChanged 10381 SP:Iteration 7F (63000.770000 sec): 3 clusters Score: Raw -28444061.236251 + Penalty 5930.020433 = -28438131.215818 nChanged 8335 SP:Iteration 8F (63001.730000 sec): 3 clusters Score: Raw -28451376.729400 + Penalty 5930.020433 = -28445446.708966 nChanged 6100 SP:Iteration 9Q (63002.670000 sec): 3 clusters Score: Raw -28456701.319321 + Penalty 5930.020433 = -28450771.298887 nChanged 3902 SP:Iteration 10Q (63003.620000 sec): 3 clusters Score: Raw -28460025.999762 + Penalty 5930.020433 = -28454095.979329 nChanged 2439 SP:Iteration 11Q (63004.490000 sec): 3 clusters Score: Raw -28462070.592088 + Penalty 5930.020433 = -28456140.571655 nChanged 1405 SP:Iteration 12Q (63005.410000 sec): 3 clusters Score: Raw -28463268.594306 + Penalty 5930.020433 = -28457338.573872 nChanged 763 SP:Iteration 13Q (63006.280000 sec): 3 clusters Score: Raw -28463887.971320 + Penalty 5930.020433 = -28457957.950887 nChanged 461 SP:Iteration 14Q (63007.100000 sec): 3 clusters Score: Raw -28464230.238961 + Penalty 5930.020433 = -28458300.218528 nChanged 318 SP:Iteration 15Q (63007.900000 sec): 3 clusters Score: Raw -28464469.411428 + Penalty 5930.020433 = -28458539.390994 nChanged 230 SP:Iteration 16Q (63008.740000 sec): 3 clusters Score: Raw -28464640.610945 + Penalty 5930.020433 = -28458710.590512 nChanged 171 SP:Iteration 17Q (63009.540000 sec): 3 clusters Score: Raw -28464739.980357 + Penalty 5930.020433 = -28458809.959923 nChanged 151 SP:Iteration 18Q (63010.290000 sec): 3 clusters Score: Raw -28464810.764562 + Penalty 5930.020433 = -28458880.744128 nChanged 87 SP:Iteration 19Q (63011.100000 sec): 3 clusters Score: Raw -28464849.168353 + Penalty 5930.020433 = -28458919.147919 nChanged 70 SP:Iteration 20F (63012.080000 sec): 3 clusters Score: Raw -28464878.494521 + Penalty 5930.020433 = -28458948.474088 nChanged 63 SP:Iteration 21Q (63012.810000 sec): 3 clusters Score: Raw -28464902.684430 + Penalty 5930.020433 = -28458972.663997 nChanged 47 SP:Iteration 22Q (63013.700000 sec): 3 clusters Score: Raw -28464921.437179 + Penalty 5930.020433 = -28458991.416745 nChanged 52 SP:Iteration 23Q (63014.470000 sec): 3 clusters Score: Raw -28464941.135822 + Penalty 5930.020433 = -28459011.115389 nChanged 45 SP:Iteration 24Q (63015.220000 sec): 3 clusters Score: Raw -28464959.798771 + Penalty 5930.020433 = -28459029.778338 nChanged 39 SP:Iteration 25Q (63015.950000 sec): 3 clusters Score: Raw -28464974.007117 + Penalty 5930.020433 = -28459043.986683 nChanged 30 SP:Iteration 26Q (63016.770000 sec): 3 clusters Score: Raw -28464986.450170 + Penalty 5930.020433 = -28459056.429736 nChanged 33 SP:Iteration 27Q (63017.660000 sec): 3 clusters Score: Raw -28464998.873630 + Penalty 5930.020433 = -28459068.853196 nChanged 26 SP:Iteration 28Q (63018.560000 sec): 3 clusters Score: Raw -28465008.943104 + Penalty 5930.020433 = -28459078.922670 nChanged 27 SP:Iteration 29Q (63019.440000 sec): 3 clusters Score: Raw -28465018.770608 + Penalty 5930.020433 = -28459088.750175 nChanged 29 SP:Iteration 30Q (63020.320000 sec): 3 clusters Score: Raw -28465030.062645 + Penalty 5930.020433 = -28459100.042211 nChanged 22 SP:Iteration 31Q (63021.120000 sec): 3 clusters Score: Raw -28465036.951301 + Penalty 5930.020433 = -28459106.930867 nChanged 11 SP:Iteration 32Q (63021.990000 sec): 3 clusters Score: Raw -28465039.555044 + Penalty 5930.020433 = -28459109.534611 nChanged 9 SP:Iteration 33Q (63022.860000 sec): 3 clusters Score: Raw -28465042.239311 + Penalty 5930.020433 = -28459112.218877 nChanged 4 SP:Iteration 34Q (63023.620000 sec): 3 clusters Score: Raw -28465043.423857 + Penalty 5930.020433 = -28459113.403423 nChanged 4 SP:Iteration 35Q (63024.460000 sec): 3 clusters Score: Raw -28465044.660671 + Penalty 5930.020433 = -28459114.640238 nChanged 3 SP:Iteration 36Q (63025.530000 sec): 3 clusters Score: Raw -28465045.459271 + Penalty 5930.020433 = -28459115.438837 nChanged 2 SP:Iteration 37Q (63026.600000 sec): 3 clusters Score: Raw -28465045.879028 + Penalty 5930.020433 = -28459115.858595 nChanged 1 SP:Iteration 38Q (63027.390000 sec): 3 clusters Score: Raw -28465046.113707 + Penalty 5930.020433 = -28459116.093274 nChanged 1 SP:Iteration 39Q (63028.370000 sec): 3 clusters Score: Raw -28465046.249174 + Penalty 5930.020433 = -28459116.228741 nChanged 0 SP:Iteration 40F (63029.410000 sec): 3 clusters Score: Raw -28465046.249174 + Penalty 5930.020433 = -28459116.228741 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63029.560000 sec): 2 clusters Score: Raw -211836.794917 + Penalty 1746.703659 = -210090.091258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63029.710000 sec): 3 clusters Score: Raw -211513.204118 + Penalty 3493.407318 = -208019.796800 nChanged 315 SP:Iteration 1F (63029.920000 sec): 3 clusters Score: Raw -211858.929759 + Penalty 3493.407318 = -208365.522441 nChanged 78 SP:Iteration 2F (63030.070000 sec): 3 clusters Score: Raw -211938.547976 + Penalty 3493.407318 = -208445.140658 nChanged 32 SP:Iteration 3Q (63030.250000 sec): 3 clusters Score: Raw -211982.556090 + Penalty 3493.407318 = -208489.148771 nChanged 20 SP:Iteration 4Q (63030.420000 sec): 3 clusters Score: Raw -212012.145529 + Penalty 3493.407318 = -208518.738210 nChanged 21 SP:Iteration 5Q (63030.620000 sec): 3 clusters Score: Raw -212038.686439 + Penalty 3493.407318 = -208545.279121 nChanged 19 SP:Iteration 6Q (63030.770000 sec): 3 clusters Score: Raw -212061.661680 + Penalty 3493.407318 = -208568.254362 nChanged 11 SP:Iteration 7Q (63030.970000 sec): 3 clusters Score: Raw -212072.731915 + Penalty 3493.407318 = -208579.324596 nChanged 6 SP:Iteration 8Q (63031.080000 sec): 3 clusters Score: Raw -212078.088836 + Penalty 3493.407318 = -208584.681518 nChanged 9 SP:Iteration 9Q (63031.230000 sec): 3 clusters Score: Raw -212086.727088 + Penalty 3493.407318 = -208593.319770 nChanged 7 SP:Iteration 10Q (63031.420000 sec): 3 clusters Score: Raw -212095.856126 + Penalty 3493.407318 = -208602.448807 nChanged 4 SP:Iteration 11Q (63031.590000 sec): 3 clusters Score: Raw -212100.666367 + Penalty 3493.407318 = -208607.259048 nChanged 6 SP:Iteration 12Q (63031.840000 sec): 3 clusters Score: Raw -212107.388002 + Penalty 3493.407318 = -208613.980683 nChanged 1 SP:Iteration 13Q (63031.980000 sec): 3 clusters Score: Raw -212108.673852 + Penalty 3493.407318 = -208615.266534 nChanged 0 SP:Iteration 14F (63032.160000 sec): 3 clusters Score: Raw -212108.673852 + Penalty 3493.407318 = -208615.266534 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63032.260000 sec): 2 clusters Score: Raw -111414.043630 + Penalty 1616.748527 = -109797.295102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63032.400000 sec): 3 clusters Score: Raw -111418.858266 + Penalty 3233.497055 = -108185.361211 nChanged 156 SP:Iteration 1F (63032.620000 sec): 3 clusters Score: Raw -111710.520583 + Penalty 3233.497055 = -108477.023529 nChanged 55 SP:Iteration 2F (63032.860000 sec): 3 clusters Score: Raw -111846.996355 + Penalty 3233.497055 = -108613.499301 nChanged 41 SP:Iteration 3F (63033.100000 sec): 3 clusters Score: Raw -111962.687199 + Penalty 3233.497055 = -108729.190144 nChanged 24 SP:Iteration 4Q (63033.340000 sec): 3 clusters Score: Raw -112019.756358 + Penalty 3233.497055 = -108786.259303 nChanged 19 SP:Iteration 5Q (63033.590000 sec): 3 clusters Score: Raw -112066.563553 + Penalty 3233.497055 = -108833.066498 nChanged 7 SP:Iteration 6Q (63033.780000 sec): 3 clusters Score: Raw -112082.528264 + Penalty 3233.497055 = -108849.031209 nChanged 8 SP:Iteration 7Q (63034.020000 sec): 3 clusters Score: Raw -112100.611409 + Penalty 3233.497055 = -108867.114354 nChanged 6 SP:Iteration 8Q (63034.220000 sec): 3 clusters Score: Raw -112125.259777 + Penalty 3233.497055 = -108891.762722 nChanged 4 SP:Iteration 9Q (63034.350000 sec): 3 clusters Score: Raw -112139.526542 + Penalty 3233.497055 = -108906.029487 nChanged 5 SP:Iteration 10Q (63034.560000 sec): 3 clusters Score: Raw -112153.513191 + Penalty 3233.497055 = -108920.016136 nChanged 3 SP:Iteration 11Q (63034.720000 sec): 3 clusters Score: Raw -112159.296187 + Penalty 3233.497055 = -108925.799132 nChanged 5 SP:Iteration 12Q (63034.890000 sec): 3 clusters Score: Raw -112168.427701 + Penalty 3233.497055 = -108934.930647 nChanged 1 SP:Iteration 13Q (63035.020000 sec): 3 clusters Score: Raw -112170.223990 + Penalty 3233.497055 = -108936.726935 nChanged 1 SP:Iteration 14Q (63035.140000 sec): 3 clusters Score: Raw -112171.387123 + Penalty 3233.497055 = -108937.890068 nChanged 2 SP:Iteration 15Q (63035.260000 sec): 3 clusters Score: Raw -112177.629118 + Penalty 3233.497055 = -108944.132064 nChanged 1 SP:Iteration 16Q (63035.390000 sec): 3 clusters Score: Raw -112179.329518 + Penalty 3233.497055 = -108945.832463 nChanged 0 SP:Iteration 17F (63035.520000 sec): 3 clusters Score: Raw -112179.329518 + Penalty 3233.497055 = -108945.832463 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (13734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63035.690000 sec): 2 clusters Score: Raw -2444643.618149 + Penalty 2362.852188 = -2442280.765962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63035.980000 sec): 3 clusters Score: Raw -2436947.225132 + Penalty 4725.704375 = -2432221.520757 nChanged 5852 SP:Iteration 1F (63036.260000 sec): 3 clusters Score: Raw -2440160.874236 + Penalty 4725.704375 = -2435435.169860 nChanged 800 SP:Iteration 2F (63036.490000 sec): 3 clusters Score: Raw -2440487.744990 + Penalty 4725.704375 = -2435762.040615 nChanged 645 SP:Iteration 3Q (63036.790000 sec): 3 clusters Score: Raw -2440746.159458 + Penalty 4725.704375 = -2436020.455082 nChanged 565 SP:Iteration 4Q (63037.070000 sec): 3 clusters Score: Raw -2440979.853250 + Penalty 4725.704375 = -2436254.148875 nChanged 532 SP:Iteration 5Q (63037.360000 sec): 3 clusters Score: Raw -2441219.888659 + Penalty 4725.704375 = -2436494.184284 nChanged 513 SP:Iteration 6Q (63037.680000 sec): 3 clusters Score: Raw -2441441.621479 + Penalty 4725.704375 = -2436715.917103 nChanged 558 SP:Iteration 7Q (63037.950000 sec): 3 clusters Score: Raw -2441728.251928 + Penalty 4725.704375 = -2437002.547553 nChanged 593 SP:Iteration 8Q (63038.170000 sec): 3 clusters Score: Raw -2442069.677632 + Penalty 4725.704375 = -2437343.973257 nChanged 605 SP:Iteration 9Q (63038.480000 sec): 3 clusters Score: Raw -2442431.331823 + Penalty 4725.704375 = -2437705.627448 nChanged 575 SP:Iteration 10Q (63038.690000 sec): 3 clusters Score: Raw -2442791.223789 + Penalty 4725.704375 = -2438065.519414 nChanged 536 SP:Iteration 11Q (63038.970000 sec): 3 clusters Score: Raw -2443170.649775 + Penalty 4725.704375 = -2438444.945399 nChanged 475 SP:Iteration 12Q (63039.200000 sec): 3 clusters Score: Raw -2443526.650223 + Penalty 4725.704375 = -2438800.945848 nChanged 392 SP:Iteration 13Q (63039.420000 sec): 3 clusters Score: Raw -2443858.615112 + Penalty 4725.704375 = -2439132.910737 nChanged 312 SP:Iteration 14Q (63039.670000 sec): 3 clusters Score: Raw -2444115.980299 + Penalty 4725.704375 = -2439390.275923 nChanged 253 SP:Iteration 15Q (63039.960000 sec): 3 clusters Score: Raw -2444319.270983 + Penalty 4725.704375 = -2439593.566608 nChanged 202 SP:Iteration 16Q (63040.230000 sec): 3 clusters Score: Raw -2444481.756445 + Penalty 4725.704375 = -2439756.052069 nChanged 166 SP:Iteration 17Q (63040.470000 sec): 3 clusters Score: Raw -2444625.302603 + Penalty 4725.704375 = -2439899.598227 nChanged 130 SP:Iteration 18Q (63040.690000 sec): 3 clusters Score: Raw -2444726.484460 + Penalty 4725.704375 = -2440000.780084 nChanged 99 SP:Iteration 19Q (63040.910000 sec): 3 clusters Score: Raw -2444798.425605 + Penalty 4725.704375 = -2440072.721230 nChanged 80 SP:Iteration 20F (63041.150000 sec): 3 clusters Score: Raw -2444848.646750 + Penalty 4725.704375 = -2440122.942375 nChanged 63 SP:Iteration 21Q (63041.410000 sec): 3 clusters Score: Raw -2444880.065468 + Penalty 4725.704375 = -2440154.361092 nChanged 45 SP:Iteration 22Q (63041.610000 sec): 3 clusters Score: Raw -2444897.836907 + Penalty 4725.704375 = -2440172.132531 nChanged 32 SP:Iteration 23Q (63041.830000 sec): 3 clusters Score: Raw -2444913.993274 + Penalty 4725.704375 = -2440188.288899 nChanged 30 SP:Iteration 24Q (63042.050000 sec): 3 clusters Score: Raw -2444928.227390 + Penalty 4725.704375 = -2440202.523014 nChanged 30 SP:Iteration 25Q (63042.230000 sec): 3 clusters Score: Raw -2444939.026486 + Penalty 4725.704375 = -2440213.322111 nChanged 15 SP:Iteration 26Q (63042.450000 sec): 3 clusters Score: Raw -2444944.694487 + Penalty 4725.704375 = -2440218.990111 nChanged 14 SP:Iteration 27Q (63042.670000 sec): 3 clusters Score: Raw -2444950.533758 + Penalty 4725.704375 = -2440224.829382 nChanged 5 SP:Iteration 28Q (63042.910000 sec): 3 clusters Score: Raw -2444953.368014 + Penalty 4725.704375 = -2440227.663639 nChanged 8 SP:Iteration 29Q (63043.110000 sec): 3 clusters Score: Raw -2444957.215243 + Penalty 4725.704375 = -2440231.510868 nChanged 15 SP:Iteration 30Q (63043.350000 sec): 3 clusters Score: Raw -2444964.189645 + Penalty 4725.704375 = -2440238.485270 nChanged 14 SP:Iteration 31Q (63043.570000 sec): 3 clusters Score: Raw -2444970.309690 + Penalty 4725.704375 = -2440244.605314 nChanged 11 SP:Iteration 32Q (63043.790000 sec): 3 clusters Score: Raw -2444974.695323 + Penalty 4725.704375 = -2440248.990948 nChanged 6 SP:Iteration 33Q (63044.030000 sec): 3 clusters Score: Raw -2444977.791712 + Penalty 4725.704375 = -2440252.087337 nChanged 13 SP:Iteration 34Q (63044.290000 sec): 3 clusters Score: Raw -2444983.755443 + Penalty 4725.704375 = -2440258.051067 nChanged 10 SP:Iteration 35Q (63044.500000 sec): 3 clusters Score: Raw -2444988.610770 + Penalty 4725.704375 = -2440262.906395 nChanged 11 SP:Iteration 36Q (63044.740000 sec): 3 clusters Score: Raw -2444994.242890 + Penalty 4725.704375 = -2440268.538515 nChanged 9 SP:Iteration 37Q (63044.960000 sec): 3 clusters Score: Raw -2444998.441829 + Penalty 4725.704375 = -2440272.737454 nChanged 5 SP:Iteration 38Q (63045.170000 sec): 3 clusters Score: Raw -2445000.021520 + Penalty 4725.704375 = -2440274.317144 nChanged 2 SP:Iteration 39Q (63045.420000 sec): 3 clusters Score: Raw -2445000.454543 + Penalty 4725.704375 = -2440274.750168 nChanged 0 SP:Iteration 40F (63045.650000 sec): 3 clusters Score: Raw -2445000.454543 + Penalty 4725.704375 = -2440274.750168 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63045.730000 sec): 2 clusters Score: Raw -97299.529429 + Penalty 1594.570431 = -95704.958999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63045.900000 sec): 3 clusters Score: Raw -97349.441613 + Penalty 3189.140861 = -94160.300752 nChanged 164 SP:Iteration 1F (63046.040000 sec): 3 clusters Score: Raw -97837.327494 + Penalty 3189.140861 = -94648.186633 nChanged 77 SP:Iteration 2F (63046.190000 sec): 3 clusters Score: Raw -98201.239118 + Penalty 3189.140861 = -95012.098257 nChanged 47 SP:Iteration 3F (63046.340000 sec): 3 clusters Score: Raw -98486.561422 + Penalty 3189.140861 = -95297.420561 nChanged 41 SP:Iteration 4F (63046.510000 sec): 3 clusters Score: Raw -98686.886663 + Penalty 3189.140861 = -95497.745802 nChanged 25 SP:Iteration 5Q (63046.710000 sec): 3 clusters Score: Raw -98774.424395 + Penalty 3189.140861 = -95585.283534 nChanged 11 SP:Iteration 6Q (63046.890000 sec): 3 clusters Score: Raw -98817.412146 + Penalty 3189.140861 = -95628.271285 nChanged 8 SP:Iteration 7Q (63047.050000 sec): 3 clusters Score: Raw -98852.892999 + Penalty 3189.140861 = -95663.752138 nChanged 5 SP:Iteration 8Q (63047.250000 sec): 3 clusters Score: Raw -98865.001723 + Penalty 3189.140861 = -95675.860862 nChanged 4 SP:Iteration 9Q (63047.410000 sec): 3 clusters Score: Raw -98874.922892 + Penalty 3189.140861 = -95685.782031 nChanged 5 SP:Iteration 10Q (63047.620000 sec): 3 clusters Score: Raw -98887.442905 + Penalty 3189.140861 = -95698.302044 nChanged 3 SP:Iteration 11Q (63047.800000 sec): 3 clusters Score: Raw -98901.103167 + Penalty 3189.140861 = -95711.962306 nChanged 4 SP:Iteration 12Q (63047.940000 sec): 3 clusters Score: Raw -98917.922766 + Penalty 3189.140861 = -95728.781905 nChanged 4 SP:Iteration 13Q (63048.150000 sec): 3 clusters Score: Raw -98925.234704 + Penalty 3189.140861 = -95736.093843 nChanged 1 SP:Iteration 14Q (63048.340000 sec): 3 clusters Score: Raw -98926.524616 + Penalty 3189.140861 = -95737.383755 nChanged 0 SP:Iteration 15F (63048.490000 sec): 3 clusters Score: Raw -98927.471055 + Penalty 3189.140861 = -95738.330194 nChanged 1 SP:Iteration 16Q (63048.690000 sec): 3 clusters Score: Raw -98933.646870 + Penalty 3189.140861 = -95744.506008 nChanged 0 SP:Iteration 17F (63048.890000 sec): 3 clusters Score: Raw -98933.646870 + Penalty 3189.140861 = -95744.506008 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63048.970000 sec): 2 clusters Score: Raw -63432.949083 + Penalty 1469.215438 = -61963.733646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63049.180000 sec): 3 clusters Score: Raw -63534.715067 + Penalty 2938.430876 = -60596.284192 nChanged 41 SP:Iteration 1F (63049.330000 sec): 3 clusters Score: Raw -63641.838385 + Penalty 2938.430876 = -60703.407510 nChanged 13 SP:Iteration 2Q (63049.500000 sec): 3 clusters Score: Raw -63685.575815 + Penalty 2938.430876 = -60747.144939 nChanged 2 SP:Iteration 3Q (63049.700000 sec): 3 clusters Score: Raw -63688.187432 + Penalty 2938.430876 = -60749.756557 nChanged 0 SP:Iteration 4F (63049.840000 sec): 3 clusters Score: Raw -63688.187432 + Penalty 2938.430876 = -60749.756557 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (29602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63050.060000 sec): 2 clusters Score: Raw -5675644.653340 + Penalty 2553.308107 = -5673091.345233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63050.370000 sec): 3 clusters Score: Raw -5657929.621720 + Penalty 5106.616214 = -5652823.005506 nChanged 13354 SP:Iteration 1F (63050.700000 sec): 3 clusters Score: Raw -5665106.915732 + Penalty 5106.616214 = -5660000.299518 nChanged 1317 SP:Iteration 2Q (63051.030000 sec): 3 clusters Score: Raw -5665534.620302 + Penalty 5106.616214 = -5660428.004088 nChanged 1220 SP:Iteration 3Q (63051.330000 sec): 3 clusters Score: Raw -5665918.271723 + Penalty 5106.616214 = -5660811.655509 nChanged 1128 SP:Iteration 4Q (63051.690000 sec): 3 clusters Score: Raw -5666299.627721 + Penalty 5106.616214 = -5661193.011507 nChanged 1136 SP:Iteration 5Q (63052.040000 sec): 3 clusters Score: Raw -5666726.681833 + Penalty 5106.616214 = -5661620.065619 nChanged 1206 SP:Iteration 6Q (63052.380000 sec): 3 clusters Score: Raw -5667218.581060 + Penalty 5106.616214 = -5662111.964846 nChanged 1267 SP:Iteration 7Q (63052.720000 sec): 3 clusters Score: Raw -5667779.916397 + Penalty 5106.616214 = -5662673.300183 nChanged 1334 SP:Iteration 8Q (63053.060000 sec): 3 clusters Score: Raw -5668474.673223 + Penalty 5106.616214 = -5663368.057009 nChanged 1492 SP:Iteration 9F (63053.370000 sec): 3 clusters Score: Raw -5669341.704930 + Penalty 5106.616214 = -5664235.088716 nChanged 1579 SP:Iteration 10F (63053.690000 sec): 3 clusters Score: Raw -5670401.446409 + Penalty 5106.616214 = -5665294.830195 nChanged 1518 SP:Iteration 11F (63054.000000 sec): 3 clusters Score: Raw -5671516.760358 + Penalty 5106.616214 = -5666410.144144 nChanged 1399 SP:Iteration 12Q (63054.330000 sec): 3 clusters Score: Raw -5672617.505880 + Penalty 5106.616214 = -5667510.889666 nChanged 1139 SP:Iteration 13Q (63054.650000 sec): 3 clusters Score: Raw -5673426.034474 + Penalty 5106.616214 = -5668319.418260 nChanged 846 SP:Iteration 14Q (63055.040000 sec): 3 clusters Score: Raw -5673921.057457 + Penalty 5106.616214 = -5668814.441243 nChanged 597 SP:Iteration 15Q (63055.380000 sec): 3 clusters Score: Raw -5674227.491594 + Penalty 5106.616214 = -5669120.875380 nChanged 437 SP:Iteration 16Q (63055.730000 sec): 3 clusters Score: Raw -5674425.917495 + Penalty 5106.616214 = -5669319.301281 nChanged 343 SP:Iteration 17Q (63056.040000 sec): 3 clusters Score: Raw -5674569.280742 + Penalty 5106.616214 = -5669462.664528 nChanged 292 SP:Iteration 18Q (63056.400000 sec): 3 clusters Score: Raw -5674678.253653 + Penalty 5106.616214 = -5669571.637439 nChanged 256 SP:Iteration 19Q (63056.710000 sec): 3 clusters Score: Raw -5674778.913403 + Penalty 5106.616214 = -5669672.297189 nChanged 243 SP:Iteration 20F (63057.040000 sec): 3 clusters Score: Raw -5674861.485250 + Penalty 5106.616214 = -5669754.869036 nChanged 197 SP:Iteration 21Q (63057.340000 sec): 3 clusters Score: Raw -5674925.996202 + Penalty 5106.616214 = -5669819.379988 nChanged 180 SP:Iteration 22Q (63057.640000 sec): 3 clusters Score: Raw -5674982.382928 + Penalty 5106.616214 = -5669875.766714 nChanged 152 SP:Iteration 23Q (63058.000000 sec): 3 clusters Score: Raw -5675026.298251 + Penalty 5106.616214 = -5669919.682037 nChanged 146 SP:Iteration 24Q (63058.280000 sec): 3 clusters Score: Raw -5675067.336928 + Penalty 5106.616214 = -5669960.720714 nChanged 136 SP:Iteration 25Q (63058.600000 sec): 3 clusters Score: Raw -5675104.671739 + Penalty 5106.616214 = -5669998.055525 nChanged 124 SP:Iteration 26Q (63058.940000 sec): 3 clusters Score: Raw -5675141.105018 + Penalty 5106.616214 = -5670034.488804 nChanged 121 SP:Iteration 27Q (63059.220000 sec): 3 clusters Score: Raw -5675176.518628 + Penalty 5106.616214 = -5670069.902414 nChanged 119 SP:Iteration 28Q (63059.560000 sec): 3 clusters Score: Raw -5675213.725754 + Penalty 5106.616214 = -5670107.109540 nChanged 112 SP:Iteration 29Q (63059.860000 sec): 3 clusters Score: Raw -5675246.403405 + Penalty 5106.616214 = -5670139.787191 nChanged 98 SP:Iteration 30Q (63060.120000 sec): 3 clusters Score: Raw -5675274.897117 + Penalty 5106.616214 = -5670168.280903 nChanged 94 SP:Iteration 31Q (63060.450000 sec): 3 clusters Score: Raw -5675304.731119 + Penalty 5106.616214 = -5670198.114905 nChanged 95 SP:Iteration 32Q (63060.760000 sec): 3 clusters Score: Raw -5675336.063263 + Penalty 5106.616214 = -5670229.447050 nChanged 110 SP:Iteration 33Q (63061.020000 sec): 3 clusters Score: Raw -5675379.426890 + Penalty 5106.616214 = -5670272.810676 nChanged 126 SP:Iteration 34Q (63061.370000 sec): 3 clusters Score: Raw -5675424.617483 + Penalty 5106.616214 = -5670318.001269 nChanged 112 SP:Iteration 35Q (63061.640000 sec): 3 clusters Score: Raw -5675466.870605 + Penalty 5106.616214 = -5670360.254391 nChanged 105 SP:Iteration 36Q (63061.940000 sec): 3 clusters Score: Raw -5675505.619858 + Penalty 5106.616214 = -5670399.003644 nChanged 92 SP:Iteration 37Q (63062.230000 sec): 3 clusters Score: Raw -5675541.073205 + Penalty 5106.616214 = -5670434.456991 nChanged 96 SP:Iteration 38Q (63062.550000 sec): 3 clusters Score: Raw -5675576.068799 + Penalty 5106.616214 = -5670469.452585 nChanged 85 SP:Iteration 39Q (63062.860000 sec): 3 clusters Score: Raw -5675602.215715 + Penalty 5106.616214 = -5670495.599501 nChanged 56 SP:Iteration 40F (63063.180000 sec): 3 clusters Score: Raw -5675619.362893 + Penalty 5106.616214 = -5670512.746679 nChanged 55 SP:Iteration 41Q (63063.540000 sec): 3 clusters Score: Raw -5675639.176098 + Penalty 5106.616214 = -5670532.559884 nChanged 51 SP:Iteration 42Q (63063.820000 sec): 3 clusters Score: Raw -5675656.198248 + Penalty 5106.616214 = -5670549.582034 nChanged 48 SP:Iteration 43Q (63064.130000 sec): 3 clusters Score: Raw -5675673.157791 + Penalty 5106.616214 = -5670566.541577 nChanged 46 SP:Iteration 44Q (63064.420000 sec): 3 clusters Score: Raw -5675686.970910 + Penalty 5106.616214 = -5670580.354697 nChanged 40 SP:Iteration 45Q (63064.710000 sec): 3 clusters Score: Raw -5675697.967985 + Penalty 5106.616214 = -5670591.351771 nChanged 31 SP:Iteration 46Q (63065.050000 sec): 3 clusters Score: Raw -5675707.318910 + Penalty 5106.616214 = -5670600.702696 nChanged 29 SP:Iteration 47Q (63065.330000 sec): 3 clusters Score: Raw -5675717.394570 + Penalty 5106.616214 = -5670610.778356 nChanged 30 SP:Iteration 48Q (63065.650000 sec): 3 clusters Score: Raw -5675725.870587 + Penalty 5106.616214 = -5670619.254373 nChanged 22 SP:Iteration 49Q (63065.990000 sec): 3 clusters Score: Raw -5675730.623894 + Penalty 5106.616214 = -5670624.007680 nChanged 22 SP:Iteration 50Q (63066.290000 sec): 3 clusters Score: Raw -5675736.761895 + Penalty 5106.616214 = -5670630.145681 nChanged 26 SP:Iteration 51Q (63066.580000 sec): 3 clusters Score: Raw -5675744.919888 + Penalty 5106.616214 = -5670638.303674 nChanged 31 SP:Iteration 52Q (63066.910000 sec): 3 clusters Score: Raw -5675756.417906 + Penalty 5106.616214 = -5670649.801692 nChanged 29 SP:Iteration 53Q (63067.230000 sec): 3 clusters Score: Raw -5675765.232557 + Penalty 5106.616214 = -5670658.616343 nChanged 27 SP:Iteration 54Q (63067.550000 sec): 3 clusters Score: Raw -5675773.579492 + Penalty 5106.616214 = -5670666.963278 nChanged 22 SP:Iteration 55Q (63067.920000 sec): 3 clusters Score: Raw -5675779.918611 + Penalty 5106.616214 = -5670673.302397 nChanged 26 SP:Iteration 56Q (63068.260000 sec): 3 clusters Score: Raw -5675789.334924 + Penalty 5106.616214 = -5670682.718710 nChanged 22 SP:Iteration 57Q (63068.550000 sec): 3 clusters Score: Raw -5675797.206878 + Penalty 5106.616214 = -5670690.590664 nChanged 30 SP:Iteration 58Q (63068.840000 sec): 3 clusters Score: Raw -5675807.863857 + Penalty 5106.616214 = -5670701.247643 nChanged 28 SP:Iteration 59Q (63069.140000 sec): 3 clusters Score: Raw -5675818.877646 + Penalty 5106.616214 = -5670712.261432 nChanged 28 SP:Iteration 60F (63069.430000 sec): 3 clusters Score: Raw -5675829.457616 + Penalty 5106.616214 = -5670722.841402 nChanged 24 SP:Iteration 61Q (63069.740000 sec): 3 clusters Score: Raw -5675837.451177 + Penalty 5106.616214 = -5670730.834963 nChanged 22 SP:Iteration 62Q (63070.090000 sec): 3 clusters Score: Raw -5675844.269044 + Penalty 5106.616214 = -5670737.652830 nChanged 18 SP:Iteration 63Q (63070.390000 sec): 3 clusters Score: Raw -5675850.821399 + Penalty 5106.616214 = -5670744.205185 nChanged 14 SP:Iteration 64Q (63070.730000 sec): 3 clusters Score: Raw -5675856.521429 + Penalty 5106.616214 = -5670749.905215 nChanged 20 SP:Iteration 65Q (63071.000000 sec): 3 clusters Score: Raw -5675863.014646 + Penalty 5106.616214 = -5670756.398432 nChanged 16 SP:Iteration 66Q (63071.300000 sec): 3 clusters Score: Raw -5675868.758479 + Penalty 5106.616214 = -5670762.142265 nChanged 20 SP:Iteration 67Q (63071.590000 sec): 3 clusters Score: Raw -5675876.414470 + Penalty 5106.616214 = -5670769.798256 nChanged 16 SP:Iteration 68Q (63071.910000 sec): 3 clusters Score: Raw -5675881.641533 + Penalty 5106.616214 = -5670775.025319 nChanged 15 SP:Iteration 69Q (63072.250000 sec): 3 clusters Score: Raw -5675887.169608 + Penalty 5106.616214 = -5670780.553394 nChanged 18 SP:Iteration 70Q (63072.580000 sec): 3 clusters Score: Raw -5675894.319837 + Penalty 5106.616214 = -5670787.703623 nChanged 21 SP:Iteration 71Q (63072.870000 sec): 3 clusters Score: Raw -5675903.752849 + Penalty 5106.616214 = -5670797.136635 nChanged 18 SP:Iteration 72Q (63073.220000 sec): 3 clusters Score: Raw -5675911.465104 + Penalty 5106.616214 = -5670804.848890 nChanged 19 SP:Iteration 73Q (63073.540000 sec): 3 clusters Score: Raw -5675919.332197 + Penalty 5106.616214 = -5670812.715983 nChanged 29 SP:Iteration 74Q (63073.870000 sec): 3 clusters Score: Raw -5675930.104180 + Penalty 5106.616214 = -5670823.487966 nChanged 17 SP:Iteration 75Q (63074.130000 sec): 3 clusters Score: Raw -5675937.073815 + Penalty 5106.616214 = -5670830.457602 nChanged 19 SP:Iteration 76Q (63074.440000 sec): 3 clusters Score: Raw -5675945.425834 + Penalty 5106.616214 = -5670838.809620 nChanged 18 SP:Iteration 77Q (63074.730000 sec): 3 clusters Score: Raw -5675952.077041 + Penalty 5106.616214 = -5670845.460827 nChanged 18 SP:Iteration 78Q (63075.010000 sec): 3 clusters Score: Raw -5675959.536648 + Penalty 5106.616214 = -5670852.920434 nChanged 13 SP:Iteration 79Q (63075.250000 sec): 3 clusters Score: Raw -5675964.897006 + Penalty 5106.616214 = -5670858.280792 nChanged 13 SP:Iteration 80F (63075.600000 sec): 3 clusters Score: Raw -5675969.346045 + Penalty 5106.616214 = -5670862.729831 nChanged 7 SP:Iteration 81Q (63075.870000 sec): 3 clusters Score: Raw -5675972.085509 + Penalty 5106.616214 = -5670865.469295 nChanged 6 SP:Iteration 82Q (63076.210000 sec): 3 clusters Score: Raw -5675974.099773 + Penalty 5106.616214 = -5670867.483559 nChanged 5 SP:Iteration 83Q (63076.520000 sec): 3 clusters Score: Raw -5675975.915007 + Penalty 5106.616214 = -5670869.298793 nChanged 5 SP:Iteration 84Q (63076.800000 sec): 3 clusters Score: Raw -5675977.382605 + Penalty 5106.616214 = -5670870.766391 nChanged 6 SP:Iteration 85Q (63077.110000 sec): 3 clusters Score: Raw -5675979.270722 + Penalty 5106.616214 = -5670872.654508 nChanged 1 SP:Iteration 86Q (63077.450000 sec): 3 clusters Score: Raw -5675979.418964 + Penalty 5106.616214 = -5670872.802750 nChanged 1 SP:Iteration 87Q (63077.740000 sec): 3 clusters Score: Raw -5675979.527414 + Penalty 5106.616214 = -5670872.911200 nChanged 0 SP:Iteration 88F (63078.060000 sec): 3 clusters Score: Raw -5675979.527414 + Penalty 5106.616214 = -5670872.911200 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63078.160000 sec): 2 clusters Score: Raw -195812.858706 + Penalty 1728.973814 = -194083.884892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63078.350000 sec): 3 clusters Score: Raw -195525.159892 + Penalty 3457.947628 = -192067.212264 nChanged 276 SP:Iteration 1F (63078.530000 sec): 3 clusters Score: Raw -195846.892041 + Penalty 3457.947628 = -192388.944413 nChanged 63 SP:Iteration 2F (63078.710000 sec): 3 clusters Score: Raw -195928.814921 + Penalty 3457.947628 = -192470.867293 nChanged 34 SP:Iteration 3Q (63078.910000 sec): 3 clusters Score: Raw -195991.952836 + Penalty 3457.947628 = -192534.005208 nChanged 31 SP:Iteration 4Q (63079.080000 sec): 3 clusters Score: Raw -196057.832074 + Penalty 3457.947628 = -192599.884446 nChanged 32 SP:Iteration 5Q (63079.270000 sec): 3 clusters Score: Raw -196137.346015 + Penalty 3457.947628 = -192679.398387 nChanged 31 SP:Iteration 6Q (63079.410000 sec): 3 clusters Score: Raw -196205.110978 + Penalty 3457.947628 = -192747.163350 nChanged 33 SP:Iteration 7Q (63079.570000 sec): 3 clusters Score: Raw -196304.958456 + Penalty 3457.947628 = -192847.010828 nChanged 40 SP:Iteration 8Q (63079.730000 sec): 3 clusters Score: Raw -196417.739740 + Penalty 3457.947628 = -192959.792112 nChanged 45 SP:Iteration 9Q (63079.870000 sec): 3 clusters Score: Raw -196513.406368 + Penalty 3457.947628 = -193055.458740 nChanged 24 SP:Iteration 10Q (63080.020000 sec): 3 clusters Score: Raw -196564.153338 + Penalty 3457.947628 = -193106.205710 nChanged 16 SP:Iteration 11Q (63080.210000 sec): 3 clusters Score: Raw -196602.843548 + Penalty 3457.947628 = -193144.895920 nChanged 18 SP:Iteration 12Q (63080.350000 sec): 3 clusters Score: Raw -196641.973108 + Penalty 3457.947628 = -193184.025480 nChanged 22 SP:Iteration 13Q (63080.530000 sec): 3 clusters Score: Raw -196687.144915 + Penalty 3457.947628 = -193229.197287 nChanged 22 SP:Iteration 14Q (63080.720000 sec): 3 clusters Score: Raw -196734.863761 + Penalty 3457.947628 = -193276.916133 nChanged 25 SP:Iteration 15Q (63080.920000 sec): 3 clusters Score: Raw -196797.004082 + Penalty 3457.947628 = -193339.056454 nChanged 28 SP:Iteration 16Q (63081.080000 sec): 3 clusters Score: Raw -196869.267448 + Penalty 3457.947628 = -193411.319820 nChanged 21 SP:Iteration 17Q (63081.260000 sec): 3 clusters Score: Raw -196914.240955 + Penalty 3457.947628 = -193456.293327 nChanged 25 SP:Iteration 18Q (63081.430000 sec): 3 clusters Score: Raw -196969.581081 + Penalty 3457.947628 = -193511.633453 nChanged 20 SP:Iteration 19Q (63081.620000 sec): 3 clusters Score: Raw -197011.161115 + Penalty 3457.947628 = -193553.213487 nChanged 7 SP:Iteration 20F (63081.810000 sec): 3 clusters Score: Raw -197028.495509 + Penalty 3457.947628 = -193570.547881 nChanged 5 SP:Iteration 21Q (63082.000000 sec): 3 clusters Score: Raw -197035.639482 + Penalty 3457.947628 = -193577.691854 nChanged 3 SP:Iteration 22Q (63082.170000 sec): 3 clusters Score: Raw -197040.697970 + Penalty 3457.947628 = -193582.750342 nChanged 1 SP:Iteration 23Q (63082.360000 sec): 3 clusters Score: Raw -197041.794837 + Penalty 3457.947628 = -193583.847209 nChanged 0 SP:Iteration 24F (63082.540000 sec): 3 clusters Score: Raw -197041.794837 + Penalty 3457.947628 = -193583.847209 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63082.610000 sec): 2 clusters Score: Raw -21705.268782 + Penalty 1345.387604 = -20359.881178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63082.790000 sec): 3 clusters Score: Raw -21958.149612 + Penalty 2690.775209 = -19267.374403 nChanged 32 SP:Iteration 1F (63082.980000 sec): 3 clusters Score: Raw -22112.135055 + Penalty 2690.775209 = -19421.359846 nChanged 10 SP:Iteration 2Q (63083.130000 sec): 3 clusters Score: Raw -22163.120005 + Penalty 2690.775209 = -19472.344797 nChanged 6 SP:Iteration 3Q (63083.290000 sec): 3 clusters Score: Raw -22210.424419 + Penalty 2690.775209 = -19519.649210 nChanged 6 SP:Iteration 4Q (63083.500000 sec): 3 clusters Score: Raw -22247.708321 + Penalty 2690.775209 = -19556.933112 nChanged 4 SP:Iteration 5Q (63083.660000 sec): 3 clusters Score: Raw -22267.327239 + Penalty 2690.775209 = -19576.552030 nChanged 1 SP:Iteration 6Q (63083.830000 sec): 3 clusters Score: Raw -22269.357481 + Penalty 2690.775209 = -19578.582273 nChanged 1 SP:Iteration 7Q (63084.020000 sec): 3 clusters Score: Raw -22274.327754 + Penalty 2690.775209 = -19583.552546 nChanged 0 SP:Iteration 8F (63084.180000 sec): 3 clusters Score: Raw -22274.327754 + Penalty 2690.775209 = -19583.552546 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63084.290000 sec): 2 clusters Score: Raw -426053.953795 + Penalty 1939.568538 = -424114.385257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63084.480000 sec): 3 clusters Score: Raw -425089.424047 + Penalty 3879.137076 = -421210.286971 nChanged 847 SP:Iteration 1F (63084.650000 sec): 3 clusters Score: Raw -425693.349693 + Penalty 3879.137076 = -421814.212617 nChanged 207 SP:Iteration 2F (63084.830000 sec): 3 clusters Score: Raw -425875.024272 + Penalty 3879.137076 = -421995.887196 nChanged 136 SP:Iteration 3F (63085.050000 sec): 3 clusters Score: Raw -425994.606329 + Penalty 3879.137076 = -422115.469252 nChanged 87 SP:Iteration 4Q (63085.180000 sec): 3 clusters Score: Raw -426073.197260 + Penalty 3879.137076 = -422194.060183 nChanged 75 SP:Iteration 5Q (63085.370000 sec): 3 clusters Score: Raw -426133.569921 + Penalty 3879.137076 = -422254.432845 nChanged 63 SP:Iteration 6Q (63085.570000 sec): 3 clusters Score: Raw -426176.644065 + Penalty 3879.137076 = -422297.506989 nChanged 51 SP:Iteration 7Q (63085.760000 sec): 3 clusters Score: Raw -426214.647100 + Penalty 3879.137076 = -422335.510024 nChanged 37 SP:Iteration 8Q (63085.950000 sec): 3 clusters Score: Raw -426248.943062 + Penalty 3879.137076 = -422369.805986 nChanged 30 SP:Iteration 9Q (63086.120000 sec): 3 clusters Score: Raw -426282.456303 + Penalty 3879.137076 = -422403.319226 nChanged 43 SP:Iteration 10Q (63086.320000 sec): 3 clusters Score: Raw -426318.714176 + Penalty 3879.137076 = -422439.577100 nChanged 30 SP:Iteration 11Q (63086.480000 sec): 3 clusters Score: Raw -426343.241405 + Penalty 3879.137076 = -422464.104328 nChanged 39 SP:Iteration 12Q (63086.670000 sec): 3 clusters Score: Raw -426369.698478 + Penalty 3879.137076 = -422490.561402 nChanged 29 SP:Iteration 13Q (63086.820000 sec): 3 clusters Score: Raw -426387.761292 + Penalty 3879.137076 = -422508.624216 nChanged 29 SP:Iteration 14Q (63087.010000 sec): 3 clusters Score: Raw -426407.842397 + Penalty 3879.137076 = -422528.705321 nChanged 20 SP:Iteration 15Q (63087.190000 sec): 3 clusters Score: Raw -426420.406086 + Penalty 3879.137076 = -422541.269010 nChanged 16 SP:Iteration 16Q (63087.390000 sec): 3 clusters Score: Raw -426432.780719 + Penalty 3879.137076 = -422553.643643 nChanged 24 SP:Iteration 17Q (63087.570000 sec): 3 clusters Score: Raw -426445.807381 + Penalty 3879.137076 = -422566.670305 nChanged 20 SP:Iteration 18Q (63087.740000 sec): 3 clusters Score: Raw -426455.624810 + Penalty 3879.137076 = -422576.487734 nChanged 18 SP:Iteration 19Q (63087.910000 sec): 3 clusters Score: Raw -426467.106987 + Penalty 3879.137076 = -422587.969911 nChanged 23 SP:Iteration 20F (63088.120000 sec): 3 clusters Score: Raw -426481.583456 + Penalty 3879.137076 = -422602.446379 nChanged 23 SP:Iteration 21Q (63088.320000 sec): 3 clusters Score: Raw -426494.166657 + Penalty 3879.137076 = -422615.029581 nChanged 20 SP:Iteration 22Q (63088.500000 sec): 3 clusters Score: Raw -426503.651182 + Penalty 3879.137076 = -422624.514105 nChanged 20 SP:Iteration 23Q (63088.670000 sec): 3 clusters Score: Raw -426513.584564 + Penalty 3879.137076 = -422634.447487 nChanged 18 SP:Iteration 24Q (63088.880000 sec): 3 clusters Score: Raw -426523.623574 + Penalty 3879.137076 = -422644.486498 nChanged 14 SP:Iteration 25Q (63089.040000 sec): 3 clusters Score: Raw -426532.554240 + Penalty 3879.137076 = -422653.417164 nChanged 16 SP:Iteration 26Q (63089.250000 sec): 3 clusters Score: Raw -426542.887507 + Penalty 3879.137076 = -422663.750430 nChanged 15 SP:Iteration 27Q (63089.440000 sec): 3 clusters Score: Raw -426554.080633 + Penalty 3879.137076 = -422674.943557 nChanged 16 SP:Iteration 28Q (63089.580000 sec): 3 clusters Score: Raw -426562.749371 + Penalty 3879.137076 = -422683.612294 nChanged 16 SP:Iteration 29Q (63089.720000 sec): 3 clusters Score: Raw -426571.437816 + Penalty 3879.137076 = -422692.300740 nChanged 14 SP:Iteration 30Q (63089.850000 sec): 3 clusters Score: Raw -426580.097423 + Penalty 3879.137076 = -422700.960347 nChanged 11 SP:Iteration 31Q (63090.010000 sec): 3 clusters Score: Raw -426585.118476 + Penalty 3879.137076 = -422705.981399 nChanged 7 SP:Iteration 32Q (63090.170000 sec): 3 clusters Score: Raw -426588.388683 + Penalty 3879.137076 = -422709.251607 nChanged 6 SP:Iteration 33Q (63090.360000 sec): 3 clusters Score: Raw -426591.003501 + Penalty 3879.137076 = -422711.866424 nChanged 8 SP:Iteration 34Q (63090.520000 sec): 3 clusters Score: Raw -426595.354889 + Penalty 3879.137076 = -422716.217812 nChanged 9 SP:Iteration 35Q (63090.730000 sec): 3 clusters Score: Raw -426599.580390 + Penalty 3879.137076 = -422720.443313 nChanged 5 SP:Iteration 36Q (63090.900000 sec): 3 clusters Score: Raw -426602.326408 + Penalty 3879.137076 = -422723.189331 nChanged 3 SP:Iteration 37Q (63091.070000 sec): 3 clusters Score: Raw -426603.646067 + Penalty 3879.137076 = -422724.508991 nChanged 1 SP:Iteration 38Q (63091.240000 sec): 3 clusters Score: Raw -426604.576308 + Penalty 3879.137076 = -422725.439232 nChanged 0 SP:Iteration 39F (63091.410000 sec): 3 clusters Score: Raw -426604.576308 + Penalty 3879.137076 = -422725.439232 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63091.540000 sec): 2 clusters Score: Raw -210918.311795 + Penalty 1743.652654 = -209174.659141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63091.700000 sec): 3 clusters Score: Raw -210656.074423 + Penalty 3487.305308 = -207168.769115 nChanged 310 SP:Iteration 1F (63091.810000 sec): 3 clusters Score: Raw -210987.293667 + Penalty 3487.305308 = -207499.988359 nChanged 68 SP:Iteration 2F (63091.910000 sec): 3 clusters Score: Raw -211072.318281 + Penalty 3487.305308 = -207585.012973 nChanged 36 SP:Iteration 3Q (63092.090000 sec): 3 clusters Score: Raw -211115.037510 + Penalty 3487.305308 = -207627.732201 nChanged 24 SP:Iteration 4Q (63092.270000 sec): 3 clusters Score: Raw -211138.020075 + Penalty 3487.305308 = -207650.714767 nChanged 11 SP:Iteration 5Q (63092.460000 sec): 3 clusters Score: Raw -211158.088337 + Penalty 3487.305308 = -207670.783029 nChanged 13 SP:Iteration 6Q (63092.630000 sec): 3 clusters Score: Raw -211169.669280 + Penalty 3487.305308 = -207682.363972 nChanged 12 SP:Iteration 7Q (63092.810000 sec): 3 clusters Score: Raw -211185.737452 + Penalty 3487.305308 = -207698.432143 nChanged 10 SP:Iteration 8Q (63092.960000 sec): 3 clusters Score: Raw -211200.471671 + Penalty 3487.305308 = -207713.166363 nChanged 5 SP:Iteration 9Q (63093.110000 sec): 3 clusters Score: Raw -211205.100299 + Penalty 3487.305308 = -207717.794991 nChanged 4 SP:Iteration 10Q (63093.280000 sec): 3 clusters Score: Raw -211210.810413 + Penalty 3487.305308 = -207723.505105 nChanged 0 SP:Iteration 11F (63093.420000 sec): 3 clusters Score: Raw -211210.810413 + Penalty 3487.305308 = -207723.505105 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63093.480000 sec): 2 clusters Score: Raw -26539.456149 + Penalty 1344.292680 = -25195.163469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63093.610000 sec): 3 clusters Score: Raw -27079.530664 + Penalty 2688.585360 = -24390.945305 nChanged 51 SP:Iteration 1F (63093.740000 sec): 3 clusters Score: Raw -27554.172617 + Penalty 2688.585360 = -24865.587257 nChanged 9 SP:Iteration 2Q (63093.890000 sec): 3 clusters Score: Raw -27659.234565 + Penalty 2688.585360 = -24970.649205 nChanged 7 SP:Iteration 3Q (63094.080000 sec): 3 clusters Score: Raw -27771.243434 + Penalty 2688.585360 = -25082.658075 nChanged 2 SP:Iteration 4Q (63094.280000 sec): 3 clusters Score: Raw -27783.531148 + Penalty 2688.585360 = -25094.945788 nChanged 0 SP:Iteration 5F (63094.440000 sec): 3 clusters Score: Raw -27783.531148 + Penalty 2688.585360 = -25094.945788 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63094.580000 sec): 2 clusters Score: Raw -658380.816784 + Penalty 2043.091611 = -656337.725173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63094.760000 sec): 3 clusters Score: Raw -656692.945711 + Penalty 4086.183222 = -652606.762489 nChanged 1397 SP:Iteration 1F (63094.980000 sec): 3 clusters Score: Raw -657552.376694 + Penalty 4086.183222 = -653466.193472 nChanged 311 SP:Iteration 2F (63095.100000 sec): 3 clusters Score: Raw -657786.780647 + Penalty 4086.183222 = -653700.597425 nChanged 215 SP:Iteration 3F (63095.240000 sec): 3 clusters Score: Raw -657935.090437 + Penalty 4086.183222 = -653848.907215 nChanged 151 SP:Iteration 4Q (63095.390000 sec): 3 clusters Score: Raw -658041.789766 + Penalty 4086.183222 = -653955.606544 nChanged 119 SP:Iteration 5Q (63095.570000 sec): 3 clusters Score: Raw -658132.180182 + Penalty 4086.183222 = -654045.996960 nChanged 130 SP:Iteration 6Q (63095.690000 sec): 3 clusters Score: Raw -658229.518292 + Penalty 4086.183222 = -654143.335070 nChanged 112 SP:Iteration 7Q (63095.900000 sec): 3 clusters Score: Raw -658321.085519 + Penalty 4086.183222 = -654234.902298 nChanged 117 SP:Iteration 8Q (63096.130000 sec): 3 clusters Score: Raw -658406.849908 + Penalty 4086.183222 = -654320.666686 nChanged 102 SP:Iteration 9Q (63096.340000 sec): 3 clusters Score: Raw -658488.818480 + Penalty 4086.183222 = -654402.635258 nChanged 115 SP:Iteration 10Q (63096.510000 sec): 3 clusters Score: Raw -658565.243196 + Penalty 4086.183222 = -654479.059974 nChanged 95 SP:Iteration 11Q (63096.720000 sec): 3 clusters Score: Raw -658624.107975 + Penalty 4086.183222 = -654537.924753 nChanged 79 SP:Iteration 12Q (63096.900000 sec): 3 clusters Score: Raw -658676.188030 + Penalty 4086.183222 = -654590.004808 nChanged 76 SP:Iteration 13Q (63097.090000 sec): 3 clusters Score: Raw -658719.421247 + Penalty 4086.183222 = -654633.238025 nChanged 64 SP:Iteration 14Q (63097.310000 sec): 3 clusters Score: Raw -658759.616148 + Penalty 4086.183222 = -654673.432926 nChanged 79 SP:Iteration 15Q (63097.490000 sec): 3 clusters Score: Raw -658801.145806 + Penalty 4086.183222 = -654714.962585 nChanged 67 SP:Iteration 16Q (63097.700000 sec): 3 clusters Score: Raw -658833.635274 + Penalty 4086.183222 = -654747.452052 nChanged 46 SP:Iteration 17Q (63097.860000 sec): 3 clusters Score: Raw -658851.327776 + Penalty 4086.183222 = -654765.144554 nChanged 34 SP:Iteration 18Q (63098.020000 sec): 3 clusters Score: Raw -658868.481637 + Penalty 4086.183222 = -654782.298416 nChanged 32 SP:Iteration 19Q (63098.200000 sec): 3 clusters Score: Raw -658885.705811 + Penalty 4086.183222 = -654799.522589 nChanged 31 SP:Iteration 20F (63098.380000 sec): 3 clusters Score: Raw -658905.664747 + Penalty 4086.183222 = -654819.481525 nChanged 24 SP:Iteration 21Q (63098.560000 sec): 3 clusters Score: Raw -658917.210898 + Penalty 4086.183222 = -654831.027676 nChanged 29 SP:Iteration 22Q (63098.750000 sec): 3 clusters Score: Raw -658930.370709 + Penalty 4086.183222 = -654844.187487 nChanged 27 SP:Iteration 23Q (63098.920000 sec): 3 clusters Score: Raw -658941.334787 + Penalty 4086.183222 = -654855.151565 nChanged 19 SP:Iteration 24Q (63099.110000 sec): 3 clusters Score: Raw -658951.669972 + Penalty 4086.183222 = -654865.486750 nChanged 20 SP:Iteration 25Q (63099.270000 sec): 3 clusters Score: Raw -658960.224198 + Penalty 4086.183222 = -654874.040976 nChanged 24 SP:Iteration 26Q (63099.490000 sec): 3 clusters Score: Raw -658972.029673 + Penalty 4086.183222 = -654885.846451 nChanged 31 SP:Iteration 27Q (63099.690000 sec): 3 clusters Score: Raw -658985.552845 + Penalty 4086.183222 = -654899.369623 nChanged 19 SP:Iteration 28Q (63099.860000 sec): 3 clusters Score: Raw -658992.370771 + Penalty 4086.183222 = -654906.187549 nChanged 16 SP:Iteration 29Q (63100.070000 sec): 3 clusters Score: Raw -658999.666894 + Penalty 4086.183222 = -654913.483673 nChanged 12 SP:Iteration 30Q (63100.240000 sec): 3 clusters Score: Raw -659003.606010 + Penalty 4086.183222 = -654917.422788 nChanged 11 SP:Iteration 31Q (63100.420000 sec): 3 clusters Score: Raw -659006.752736 + Penalty 4086.183222 = -654920.569514 nChanged 10 SP:Iteration 32Q (63100.600000 sec): 3 clusters Score: Raw -659010.352482 + Penalty 4086.183222 = -654924.169260 nChanged 10 SP:Iteration 33Q (63100.780000 sec): 3 clusters Score: Raw -659015.811989 + Penalty 4086.183222 = -654929.628767 nChanged 9 SP:Iteration 34Q (63101.000000 sec): 3 clusters Score: Raw -659019.789750 + Penalty 4086.183222 = -654933.606529 nChanged 9 SP:Iteration 35Q (63101.180000 sec): 3 clusters Score: Raw -659024.647173 + Penalty 4086.183222 = -654938.463951 nChanged 12 SP:Iteration 36Q (63101.380000 sec): 3 clusters Score: Raw -659028.118486 + Penalty 4086.183222 = -654941.935264 nChanged 9 SP:Iteration 37Q (63101.580000 sec): 3 clusters Score: Raw -659031.403622 + Penalty 4086.183222 = -654945.220400 nChanged 9 SP:Iteration 38Q (63101.750000 sec): 3 clusters Score: Raw -659034.434505 + Penalty 4086.183222 = -654948.251283 nChanged 8 SP:Iteration 39Q (63101.940000 sec): 3 clusters Score: Raw -659036.931953 + Penalty 4086.183222 = -654950.748731 nChanged 5 SP:Iteration 40F (63102.130000 sec): 3 clusters Score: Raw -659039.412656 + Penalty 4086.183222 = -654953.229435 nChanged 8 SP:Iteration 41Q (63102.350000 sec): 3 clusters Score: Raw -659042.876846 + Penalty 4086.183222 = -654956.693624 nChanged 10 SP:Iteration 42Q (63102.560000 sec): 3 clusters Score: Raw -659045.813436 + Penalty 4086.183222 = -654959.630214 nChanged 10 SP:Iteration 43Q (63102.760000 sec): 3 clusters Score: Raw -659048.819539 + Penalty 4086.183222 = -654962.636317 nChanged 10 SP:Iteration 44Q (63102.960000 sec): 3 clusters Score: Raw -659053.489919 + Penalty 4086.183222 = -654967.306697 nChanged 9 SP:Iteration 45Q (63103.140000 sec): 3 clusters Score: Raw -659056.620150 + Penalty 4086.183222 = -654970.436929 nChanged 10 SP:Iteration 46Q (63103.360000 sec): 3 clusters Score: Raw -659060.333663 + Penalty 4086.183222 = -654974.150441 nChanged 9 SP:Iteration 47Q (63103.530000 sec): 3 clusters Score: Raw -659063.049832 + Penalty 4086.183222 = -654976.866610 nChanged 10 SP:Iteration 48Q (63103.740000 sec): 3 clusters Score: Raw -659066.669440 + Penalty 4086.183222 = -654980.486219 nChanged 7 SP:Iteration 49Q (63103.920000 sec): 3 clusters Score: Raw -659069.369201 + Penalty 4086.183222 = -654983.185980 nChanged 5 SP:Iteration 50Q (63104.130000 sec): 3 clusters Score: Raw -659071.868989 + Penalty 4086.183222 = -654985.685768 nChanged 3 SP:Iteration 51Q (63104.290000 sec): 3 clusters Score: Raw -659072.887397 + Penalty 4086.183222 = -654986.704176 nChanged 6 SP:Iteration 52Q (63104.440000 sec): 3 clusters Score: Raw -659074.607461 + Penalty 4086.183222 = -654988.424240 nChanged 3 SP:Iteration 53Q (63104.650000 sec): 3 clusters Score: Raw -659075.514853 + Penalty 4086.183222 = -654989.331631 nChanged 4 SP:Iteration 54Q (63104.830000 sec): 3 clusters Score: Raw -659077.371202 + Penalty 4086.183222 = -654991.187981 nChanged 3 SP:Iteration 55Q (63105.030000 sec): 3 clusters Score: Raw -659078.740655 + Penalty 4086.183222 = -654992.557434 nChanged 3 SP:Iteration 56Q (63105.200000 sec): 3 clusters Score: Raw -659079.801972 + Penalty 4086.183222 = -654993.618750 nChanged 3 SP:Iteration 57Q (63105.430000 sec): 3 clusters Score: Raw -659080.926266 + Penalty 4086.183222 = -654994.743044 nChanged 2 SP:Iteration 58Q (63105.620000 sec): 3 clusters Score: Raw -659081.998977 + Penalty 4086.183222 = -654995.815756 nChanged 2 SP:Iteration 59Q (63105.840000 sec): 3 clusters Score: Raw -659082.290261 + Penalty 4086.183222 = -654996.107039 nChanged 1 SP:Iteration 60F (63106.010000 sec): 3 clusters Score: Raw -659082.454765 + Penalty 4086.183222 = -654996.271543 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63106.130000 sec): 2 clusters Score: Raw -75570.023848 + Penalty 1532.644130 = -74037.379718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63106.260000 sec): 3 clusters Score: Raw -75688.285689 + Penalty 3065.288260 = -72622.997429 nChanged 100 SP:Iteration 1F (63106.500000 sec): 3 clusters Score: Raw -76178.502190 + Penalty 3065.288260 = -73113.213930 nChanged 59 SP:Iteration 2F (63106.660000 sec): 3 clusters Score: Raw -76529.558619 + Penalty 3065.288260 = -73464.270358 nChanged 29 SP:Iteration 3F (63106.820000 sec): 3 clusters Score: Raw -76704.290567 + Penalty 3065.288260 = -73639.002307 nChanged 19 SP:Iteration 4Q (63107.050000 sec): 3 clusters Score: Raw -76781.647424 + Penalty 3065.288260 = -73716.359164 nChanged 11 SP:Iteration 5Q (63107.200000 sec): 3 clusters Score: Raw -76841.490298 + Penalty 3065.288260 = -73776.202038 nChanged 5 SP:Iteration 6Q (63107.390000 sec): 3 clusters Score: Raw -76879.327068 + Penalty 3065.288260 = -73814.038808 nChanged 2 SP:Iteration 7Q (63107.540000 sec): 3 clusters Score: Raw -76890.416660 + Penalty 3065.288260 = -73825.128400 nChanged 2 SP:Iteration 8Q (63107.730000 sec): 3 clusters Score: Raw -76901.955844 + Penalty 3065.288260 = -73836.667583 nChanged 2 SP:Iteration 9Q (63107.910000 sec): 3 clusters Score: Raw -76909.742919 + Penalty 3065.288260 = -73844.454659 nChanged 2 SP:Iteration 10Q (63108.120000 sec): 3 clusters Score: Raw -76916.408681 + Penalty 3065.288260 = -73851.120421 nChanged 3 SP:Iteration 11Q (63108.290000 sec): 3 clusters Score: Raw -76944.405361 + Penalty 3065.288260 = -73879.117101 nChanged 2 SP:Iteration 12Q (63108.490000 sec): 3 clusters Score: Raw -76952.328138 + Penalty 3065.288260 = -73887.039877 nChanged 2 SP:Iteration 13Q (63108.630000 sec): 3 clusters Score: Raw -76958.804008 + Penalty 3065.288260 = -73893.515748 nChanged 0 SP:Iteration 14F (63108.860000 sec): 3 clusters Score: Raw -76958.804008 + Penalty 3065.288260 = -73893.515748 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63108.940000 sec): 2 clusters Score: Raw -848070.059377 + Penalty 2097.024321 = -845973.035057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63109.120000 sec): 3 clusters Score: Raw -845832.129718 + Penalty 4194.048642 = -841638.081077 nChanged 1765 SP:Iteration 1F (63109.300000 sec): 3 clusters Score: Raw -846845.425381 + Penalty 4194.048642 = -842651.376739 nChanged 346 SP:Iteration 2F (63109.490000 sec): 3 clusters Score: Raw -847060.640982 + Penalty 4194.048642 = -842866.592340 nChanged 207 SP:Iteration 3Q (63109.710000 sec): 3 clusters Score: Raw -847164.248805 + Penalty 4194.048642 = -842970.200163 nChanged 148 SP:Iteration 4Q (63109.890000 sec): 3 clusters Score: Raw -847243.201688 + Penalty 4194.048642 = -843049.153046 nChanged 116 SP:Iteration 5Q (63110.080000 sec): 3 clusters Score: Raw -847296.051765 + Penalty 4194.048642 = -843102.003123 nChanged 118 SP:Iteration 6Q (63110.260000 sec): 3 clusters Score: Raw -847350.370680 + Penalty 4194.048642 = -843156.322038 nChanged 82 SP:Iteration 7Q (63110.490000 sec): 3 clusters Score: Raw -847386.357641 + Penalty 4194.048642 = -843192.308999 nChanged 65 SP:Iteration 8Q (63110.650000 sec): 3 clusters Score: Raw -847414.845646 + Penalty 4194.048642 = -843220.797005 nChanged 63 SP:Iteration 9Q (63110.900000 sec): 3 clusters Score: Raw -847447.384070 + Penalty 4194.048642 = -843253.335428 nChanged 61 SP:Iteration 10Q (63111.110000 sec): 3 clusters Score: Raw -847474.412538 + Penalty 4194.048642 = -843280.363896 nChanged 61 SP:Iteration 11Q (63111.290000 sec): 3 clusters Score: Raw -847500.364792 + Penalty 4194.048642 = -843306.316150 nChanged 44 SP:Iteration 12Q (63111.490000 sec): 3 clusters Score: Raw -847516.665216 + Penalty 4194.048642 = -843322.616574 nChanged 42 SP:Iteration 13Q (63111.690000 sec): 3 clusters Score: Raw -847534.495769 + Penalty 4194.048642 = -843340.447127 nChanged 45 SP:Iteration 14Q (63111.900000 sec): 3 clusters Score: Raw -847555.470501 + Penalty 4194.048642 = -843361.421859 nChanged 43 SP:Iteration 15Q (63112.090000 sec): 3 clusters Score: Raw -847575.119283 + Penalty 4194.048642 = -843381.070642 nChanged 48 SP:Iteration 16Q (63112.270000 sec): 3 clusters Score: Raw -847597.108896 + Penalty 4194.048642 = -843403.060255 nChanged 57 SP:Iteration 17Q (63112.480000 sec): 3 clusters Score: Raw -847621.950308 + Penalty 4194.048642 = -843427.901667 nChanged 53 SP:Iteration 18Q (63112.680000 sec): 3 clusters Score: Raw -847645.463187 + Penalty 4194.048642 = -843451.414546 nChanged 53 SP:Iteration 19Q (63112.830000 sec): 3 clusters Score: Raw -847667.750325 + Penalty 4194.048642 = -843473.701684 nChanged 52 SP:Iteration 20F (63113.040000 sec): 3 clusters Score: Raw -847696.012499 + Penalty 4194.048642 = -843501.963858 nChanged 56 SP:Iteration 21Q (63113.230000 sec): 3 clusters Score: Raw -847732.303511 + Penalty 4194.048642 = -843538.254869 nChanged 61 SP:Iteration 22Q (63113.460000 sec): 3 clusters Score: Raw -847765.866205 + Penalty 4194.048642 = -843571.817564 nChanged 65 SP:Iteration 23Q (63113.620000 sec): 3 clusters Score: Raw -847803.131778 + Penalty 4194.048642 = -843609.083136 nChanged 57 SP:Iteration 24Q (63113.850000 sec): 3 clusters Score: Raw -847835.470291 + Penalty 4194.048642 = -843641.421650 nChanged 62 SP:Iteration 25Q (63114.060000 sec): 3 clusters Score: Raw -847870.438151 + Penalty 4194.048642 = -843676.389509 nChanged 62 SP:Iteration 26Q (63114.250000 sec): 3 clusters Score: Raw -847906.149111 + Penalty 4194.048642 = -843712.100469 nChanged 68 SP:Iteration 27Q (63114.470000 sec): 3 clusters Score: Raw -847951.704609 + Penalty 4194.048642 = -843757.655967 nChanged 57 SP:Iteration 28Q (63114.660000 sec): 3 clusters Score: Raw -847991.998900 + Penalty 4194.048642 = -843797.950258 nChanged 62 SP:Iteration 29Q (63114.850000 sec): 3 clusters Score: Raw -848037.273617 + Penalty 4194.048642 = -843843.224975 nChanged 50 SP:Iteration 30Q (63115.080000 sec): 3 clusters Score: Raw -848068.850496 + Penalty 4194.048642 = -843874.801855 nChanged 41 SP:Iteration 31Q (63115.270000 sec): 3 clusters Score: Raw -848098.074703 + Penalty 4194.048642 = -843904.026062 nChanged 44 SP:Iteration 32Q (63115.490000 sec): 3 clusters Score: Raw -848133.979994 + Penalty 4194.048642 = -843939.931352 nChanged 53 SP:Iteration 33Q (63115.650000 sec): 3 clusters Score: Raw -848177.119428 + Penalty 4194.048642 = -843983.070787 nChanged 41 SP:Iteration 34Q (63115.880000 sec): 3 clusters Score: Raw -848208.018110 + Penalty 4194.048642 = -844013.969468 nChanged 36 SP:Iteration 35Q (63116.020000 sec): 3 clusters Score: Raw -848232.869116 + Penalty 4194.048642 = -844038.820474 nChanged 27 SP:Iteration 36Q (63116.260000 sec): 3 clusters Score: Raw -848250.703821 + Penalty 4194.048642 = -844056.655179 nChanged 24 SP:Iteration 37Q (63116.450000 sec): 3 clusters Score: Raw -848268.300347 + Penalty 4194.048642 = -844074.251705 nChanged 15 SP:Iteration 38Q (63116.690000 sec): 3 clusters Score: Raw -848280.919089 + Penalty 4194.048642 = -844086.870448 nChanged 15 SP:Iteration 39Q (63116.840000 sec): 3 clusters Score: Raw -848293.476670 + Penalty 4194.048642 = -844099.428028 nChanged 15 SP:Iteration 40F (63117.040000 sec): 3 clusters Score: Raw -848306.007275 + Penalty 4194.048642 = -844111.958634 nChanged 12 SP:Iteration 41Q (63117.250000 sec): 3 clusters Score: Raw -848316.123375 + Penalty 4194.048642 = -844122.074734 nChanged 13 SP:Iteration 42Q (63117.450000 sec): 3 clusters Score: Raw -848324.252245 + Penalty 4194.048642 = -844130.203603 nChanged 10 SP:Iteration 43Q (63117.670000 sec): 3 clusters Score: Raw -848332.004246 + Penalty 4194.048642 = -844137.955605 nChanged 9 SP:Iteration 44Q (63117.860000 sec): 3 clusters Score: Raw -848338.959272 + Penalty 4194.048642 = -844144.910630 nChanged 5 SP:Iteration 45Q (63118.070000 sec): 3 clusters Score: Raw -848343.696538 + Penalty 4194.048642 = -844149.647897 nChanged 7 SP:Iteration 46Q (63118.240000 sec): 3 clusters Score: Raw -848347.695025 + Penalty 4194.048642 = -844153.646384 nChanged 6 SP:Iteration 47Q (63118.440000 sec): 3 clusters Score: Raw -848351.469254 + Penalty 4194.048642 = -844157.420612 nChanged 6 SP:Iteration 48Q (63118.570000 sec): 3 clusters Score: Raw -848356.223530 + Penalty 4194.048642 = -844162.174888 nChanged 3 SP:Iteration 49Q (63118.720000 sec): 3 clusters Score: Raw -848359.757288 + Penalty 4194.048642 = -844165.708647 nChanged 2 SP:Iteration 50Q (63118.880000 sec): 3 clusters Score: Raw -848361.426345 + Penalty 4194.048642 = -844167.377703 nChanged 0 SP:Iteration 51F (63119.040000 sec): 3 clusters Score: Raw -848361.426345 + Penalty 4194.048642 = -844167.377703 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63119.140000 sec): 2 clusters Score: Raw -272957.812767 + Penalty 1832.151891 = -271125.660876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63119.350000 sec): 3 clusters Score: Raw -272416.623592 + Penalty 3664.303783 = -268752.319810 nChanged 502 SP:Iteration 1F (63119.490000 sec): 3 clusters Score: Raw -272937.758410 + Penalty 3664.303783 = -269273.454628 nChanged 154 SP:Iteration 2F (63119.690000 sec): 3 clusters Score: Raw -273187.741478 + Penalty 3664.303783 = -269523.437695 nChanged 113 SP:Iteration 3F (63119.850000 sec): 3 clusters Score: Raw -273377.373072 + Penalty 3664.303783 = -269713.069290 nChanged 87 SP:Iteration 4F (63120.040000 sec): 3 clusters Score: Raw -273514.429131 + Penalty 3664.303783 = -269850.125348 nChanged 72 SP:Iteration 5Q (63120.220000 sec): 3 clusters Score: Raw -273636.403922 + Penalty 3664.303783 = -269972.100139 nChanged 60 SP:Iteration 6Q (63120.380000 sec): 3 clusters Score: Raw -273716.507588 + Penalty 3664.303783 = -270052.203805 nChanged 37 SP:Iteration 7Q (63120.540000 sec): 3 clusters Score: Raw -273755.556515 + Penalty 3664.303783 = -270091.252732 nChanged 29 SP:Iteration 8Q (63120.730000 sec): 3 clusters Score: Raw -273803.039810 + Penalty 3664.303783 = -270138.736027 nChanged 30 SP:Iteration 9Q (63120.850000 sec): 3 clusters Score: Raw -273846.783461 + Penalty 3664.303783 = -270182.479679 nChanged 24 SP:Iteration 10Q (63120.970000 sec): 3 clusters Score: Raw -273878.200888 + Penalty 3664.303783 = -270213.897105 nChanged 13 SP:Iteration 11Q (63121.090000 sec): 3 clusters Score: Raw -273891.779290 + Penalty 3664.303783 = -270227.475507 nChanged 8 SP:Iteration 12Q (63121.200000 sec): 3 clusters Score: Raw -273903.309552 + Penalty 3664.303783 = -270239.005769 nChanged 10 SP:Iteration 13Q (63121.360000 sec): 3 clusters Score: Raw -273912.756839 + Penalty 3664.303783 = -270248.453056 nChanged 6 SP:Iteration 14Q (63121.540000 sec): 3 clusters Score: Raw -273919.982892 + Penalty 3664.303783 = -270255.679110 nChanged 6 SP:Iteration 15Q (63121.720000 sec): 3 clusters Score: Raw -273924.490277 + Penalty 3664.303783 = -270260.186494 nChanged 4 SP:Iteration 16Q (63121.900000 sec): 3 clusters Score: Raw -273928.437886 + Penalty 3664.303783 = -270264.134104 nChanged 2 SP:Iteration 17Q (63122.130000 sec): 3 clusters Score: Raw -273930.977262 + Penalty 3664.303783 = -270266.673479 nChanged 1 SP:Iteration 18Q (63122.310000 sec): 3 clusters Score: Raw -273931.502507 + Penalty 3664.303783 = -270267.198724 nChanged 1 SP:Iteration 19Q (63122.520000 sec): 3 clusters Score: Raw -273932.601957 + Penalty 3664.303783 = -270268.298175 nChanged 1 SP:Iteration 20F (63122.680000 sec): 3 clusters Score: Raw -273933.222474 + Penalty 3664.303783 = -270268.918691 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (42320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63122.990000 sec): 2 clusters Score: Raw -7882353.177334 + Penalty 2641.947736 = -7879711.229598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63123.370000 sec): 3 clusters Score: Raw -7856529.905070 + Penalty 5283.895473 = -7851246.009597 nChanged 19251 SP:Iteration 1F (63123.760000 sec): 3 clusters Score: Raw -7867188.222391 + Penalty 5283.895473 = -7861904.326918 nChanged 1888 SP:Iteration 2Q (63124.140000 sec): 3 clusters Score: Raw -7867849.783691 + Penalty 5283.895473 = -7862565.888218 nChanged 1957 SP:Iteration 3Q (63124.560000 sec): 3 clusters Score: Raw -7868626.002123 + Penalty 5283.895473 = -7863342.106650 nChanged 2106 SP:Iteration 4Q (63124.980000 sec): 3 clusters Score: Raw -7869610.181904 + Penalty 5283.895473 = -7864326.286431 nChanged 2449 SP:Iteration 5F (63125.350000 sec): 3 clusters Score: Raw -7870939.981077 + Penalty 5283.895473 = -7865656.085604 nChanged 2692 SP:Iteration 6F (63125.750000 sec): 3 clusters Score: Raw -7872620.458384 + Penalty 5283.895473 = -7867336.562911 nChanged 2791 SP:Iteration 7F (63126.100000 sec): 3 clusters Score: Raw -7874617.316830 + Penalty 5283.895473 = -7869333.421357 nChanged 2630 SP:Iteration 8F (63126.510000 sec): 3 clusters Score: Raw -7876631.370025 + Penalty 5283.895473 = -7871347.474552 nChanged 2231 SP:Iteration 9F (63126.890000 sec): 3 clusters Score: Raw -7878469.652807 + Penalty 5283.895473 = -7873185.757334 nChanged 1746 SP:Iteration 10Q (63127.280000 sec): 3 clusters Score: Raw -7879792.347946 + Penalty 5283.895473 = -7874508.452473 nChanged 1148 SP:Iteration 11Q (63127.670000 sec): 3 clusters Score: Raw -7880451.664882 + Penalty 5283.895473 = -7875167.769409 nChanged 773 SP:Iteration 12Q (63128.060000 sec): 3 clusters Score: Raw -7880746.549380 + Penalty 5283.895473 = -7875462.653907 nChanged 488 SP:Iteration 13Q (63128.460000 sec): 3 clusters Score: Raw -7880915.309340 + Penalty 5283.895473 = -7875631.413867 nChanged 438 SP:Iteration 14Q (63128.860000 sec): 3 clusters Score: Raw -7881052.483011 + Penalty 5283.895473 = -7875768.587538 nChanged 375 SP:Iteration 15Q (63129.260000 sec): 3 clusters Score: Raw -7881168.618870 + Penalty 5283.895473 = -7875884.723397 nChanged 348 SP:Iteration 16Q (63129.670000 sec): 3 clusters Score: Raw -7881263.498678 + Penalty 5283.895473 = -7875979.603205 nChanged 351 SP:Iteration 17Q (63130.060000 sec): 3 clusters Score: Raw -7881356.666531 + Penalty 5283.895473 = -7876072.771058 nChanged 337 SP:Iteration 18Q (63130.440000 sec): 3 clusters Score: Raw -7881446.006350 + Penalty 5283.895473 = -7876162.110877 nChanged 301 SP:Iteration 19Q (63130.790000 sec): 3 clusters Score: Raw -7881517.276462 + Penalty 5283.895473 = -7876233.380989 nChanged 273 SP:Iteration 20F (63131.170000 sec): 3 clusters Score: Raw -7881583.640079 + Penalty 5283.895473 = -7876299.744606 nChanged 282 SP:Iteration 21Q (63131.560000 sec): 3 clusters Score: Raw -7881656.878386 + Penalty 5283.895473 = -7876372.982913 nChanged 279 SP:Iteration 22Q (63131.910000 sec): 3 clusters Score: Raw -7881732.434142 + Penalty 5283.895473 = -7876448.538669 nChanged 263 SP:Iteration 23Q (63132.290000 sec): 3 clusters Score: Raw -7881801.877692 + Penalty 5283.895473 = -7876517.982219 nChanged 252 SP:Iteration 24Q (63132.650000 sec): 3 clusters Score: Raw -7881861.864909 + Penalty 5283.895473 = -7876577.969436 nChanged 249 SP:Iteration 25Q (63133.000000 sec): 3 clusters Score: Raw -7881924.610528 + Penalty 5283.895473 = -7876640.715055 nChanged 239 SP:Iteration 26Q (63133.370000 sec): 3 clusters Score: Raw -7881983.152319 + Penalty 5283.895473 = -7876699.256846 nChanged 204 SP:Iteration 27Q (63133.730000 sec): 3 clusters Score: Raw -7882032.765394 + Penalty 5283.895473 = -7876748.869921 nChanged 193 SP:Iteration 28Q (63134.070000 sec): 3 clusters Score: Raw -7882077.743975 + Penalty 5283.895473 = -7876793.848502 nChanged 171 SP:Iteration 29Q (63134.440000 sec): 3 clusters Score: Raw -7882118.585419 + Penalty 5283.895473 = -7876834.689946 nChanged 170 SP:Iteration 30Q (63134.790000 sec): 3 clusters Score: Raw -7882159.718106 + Penalty 5283.895473 = -7876875.822633 nChanged 170 SP:Iteration 31Q (63135.200000 sec): 3 clusters Score: Raw -7882202.178230 + Penalty 5283.895473 = -7876918.282757 nChanged 170 SP:Iteration 32Q (63135.600000 sec): 3 clusters Score: Raw -7882246.763826 + Penalty 5283.895473 = -7876962.868353 nChanged 159 SP:Iteration 33Q (63135.930000 sec): 3 clusters Score: Raw -7882284.839991 + Penalty 5283.895473 = -7877000.944518 nChanged 136 SP:Iteration 34Q (63136.320000 sec): 3 clusters Score: Raw -7882318.093614 + Penalty 5283.895473 = -7877034.198141 nChanged 140 SP:Iteration 35Q (63136.710000 sec): 3 clusters Score: Raw -7882358.860203 + Penalty 5283.895473 = -7877074.964730 nChanged 137 SP:Iteration 36Q (63137.070000 sec): 3 clusters Score: Raw -7882399.049530 + Penalty 5283.895473 = -7877115.154057 nChanged 137 SP:Iteration 37Q (63137.440000 sec): 3 clusters Score: Raw -7882437.528121 + Penalty 5283.895473 = -7877153.632648 nChanged 121 SP:Iteration 38Q (63137.810000 sec): 3 clusters Score: Raw -7882471.075105 + Penalty 5283.895473 = -7877187.179632 nChanged 118 SP:Iteration 39Q (63138.230000 sec): 3 clusters Score: Raw -7882501.155956 + Penalty 5283.895473 = -7877217.260483 nChanged 107 SP:Iteration 40F (63138.630000 sec): 3 clusters Score: Raw -7882535.361713 + Penalty 5283.895473 = -7877251.466240 nChanged 106 SP:Iteration 41Q (63138.980000 sec): 3 clusters Score: Raw -7882569.072918 + Penalty 5283.895473 = -7877285.177445 nChanged 110 SP:Iteration 42Q (63139.400000 sec): 3 clusters Score: Raw -7882604.060489 + Penalty 5283.895473 = -7877320.165016 nChanged 102 SP:Iteration 43Q (63139.810000 sec): 3 clusters Score: Raw -7882634.976830 + Penalty 5283.895473 = -7877351.081357 nChanged 93 SP:Iteration 44Q (63140.250000 sec): 3 clusters Score: Raw -7882660.459681 + Penalty 5283.895473 = -7877376.564208 nChanged 79 SP:Iteration 45Q (63140.660000 sec): 3 clusters Score: Raw -7882682.151647 + Penalty 5283.895473 = -7877398.256174 nChanged 72 SP:Iteration 46Q (63141.090000 sec): 3 clusters Score: Raw -7882702.199700 + Penalty 5283.895473 = -7877418.304227 nChanged 63 SP:Iteration 47Q (63141.470000 sec): 3 clusters Score: Raw -7882719.502828 + Penalty 5283.895473 = -7877435.607355 nChanged 54 SP:Iteration 48Q (63141.800000 sec): 3 clusters Score: Raw -7882733.076131 + Penalty 5283.895473 = -7877449.180658 nChanged 44 SP:Iteration 49Q (63142.160000 sec): 3 clusters Score: Raw -7882743.395650 + Penalty 5283.895473 = -7877459.500177 nChanged 24 SP:Iteration 50Q (63142.600000 sec): 3 clusters Score: Raw -7882747.902741 + Penalty 5283.895473 = -7877464.007268 nChanged 25 SP:Iteration 51Q (63142.990000 sec): 3 clusters Score: Raw -7882753.181068 + Penalty 5283.895473 = -7877469.285595 nChanged 27 SP:Iteration 52Q (63143.380000 sec): 3 clusters Score: Raw -7882759.446716 + Penalty 5283.895473 = -7877475.551243 nChanged 25 SP:Iteration 53Q (63143.740000 sec): 3 clusters Score: Raw -7882764.503468 + Penalty 5283.895473 = -7877480.607995 nChanged 21 SP:Iteration 54Q (63144.060000 sec): 3 clusters Score: Raw -7882768.187539 + Penalty 5283.895473 = -7877484.292066 nChanged 17 SP:Iteration 55Q (63144.430000 sec): 3 clusters Score: Raw -7882771.923005 + Penalty 5283.895473 = -7877488.027532 nChanged 20 SP:Iteration 56Q (63144.790000 sec): 3 clusters Score: Raw -7882777.016942 + Penalty 5283.895473 = -7877493.121469 nChanged 18 SP:Iteration 57Q (63145.140000 sec): 3 clusters Score: Raw -7882780.504310 + Penalty 5283.895473 = -7877496.608837 nChanged 20 SP:Iteration 58Q (63145.520000 sec): 3 clusters Score: Raw -7882785.281982 + Penalty 5283.895473 = -7877501.386509 nChanged 31 SP:Iteration 59Q (63145.900000 sec): 3 clusters Score: Raw -7882794.398380 + Penalty 5283.895473 = -7877510.502907 nChanged 27 SP:Iteration 60F (63146.290000 sec): 3 clusters Score: Raw -7882801.532041 + Penalty 5283.895473 = -7877517.636568 nChanged 22 SP:Iteration 61Q (63146.670000 sec): 3 clusters Score: Raw -7882807.295732 + Penalty 5283.895473 = -7877523.400259 nChanged 27 SP:Iteration 62Q (63146.980000 sec): 3 clusters Score: Raw -7882813.226423 + Penalty 5283.895473 = -7877529.330950 nChanged 25 SP:Iteration 63Q (63147.380000 sec): 3 clusters Score: Raw -7882819.931030 + Penalty 5283.895473 = -7877536.035557 nChanged 28 SP:Iteration 64Q (63147.740000 sec): 3 clusters Score: Raw -7882827.426700 + Penalty 5283.895473 = -7877543.531227 nChanged 19 SP:Iteration 65Q (63148.090000 sec): 3 clusters Score: Raw -7882831.720460 + Penalty 5283.895473 = -7877547.824987 nChanged 18 SP:Iteration 66Q (63148.500000 sec): 3 clusters Score: Raw -7882837.011656 + Penalty 5283.895473 = -7877553.116183 nChanged 18 SP:Iteration 67Q (63148.850000 sec): 3 clusters Score: Raw -7882841.303378 + Penalty 5283.895473 = -7877557.407905 nChanged 19 SP:Iteration 68Q (63149.220000 sec): 3 clusters Score: Raw -7882845.717927 + Penalty 5283.895473 = -7877561.822454 nChanged 21 SP:Iteration 69Q (63149.620000 sec): 3 clusters Score: Raw -7882850.243495 + Penalty 5283.895473 = -7877566.348022 nChanged 29 SP:Iteration 70Q (63150.000000 sec): 3 clusters Score: Raw -7882856.468187 + Penalty 5283.895473 = -7877572.572714 nChanged 21 SP:Iteration 71Q (63150.340000 sec): 3 clusters Score: Raw -7882862.026265 + Penalty 5283.895473 = -7877578.130792 nChanged 18 SP:Iteration 72Q (63150.730000 sec): 3 clusters Score: Raw -7882865.971541 + Penalty 5283.895473 = -7877582.076068 nChanged 14 SP:Iteration 73Q (63151.090000 sec): 3 clusters Score: Raw -7882869.197372 + Penalty 5283.895473 = -7877585.301899 nChanged 15 SP:Iteration 74Q (63151.470000 sec): 3 clusters Score: Raw -7882872.489272 + Penalty 5283.895473 = -7877588.593799 nChanged 13 SP:Iteration 75Q (63151.850000 sec): 3 clusters Score: Raw -7882874.086823 + Penalty 5283.895473 = -7877590.191350 nChanged 8 SP:Iteration 76Q (63152.210000 sec): 3 clusters Score: Raw -7882875.538190 + Penalty 5283.895473 = -7877591.642717 nChanged 6 SP:Iteration 77Q (63152.560000 sec): 3 clusters Score: Raw -7882876.298801 + Penalty 5283.895473 = -7877592.403328 nChanged 6 SP:Iteration 78Q (63152.960000 sec): 3 clusters Score: Raw -7882877.436511 + Penalty 5283.895473 = -7877593.541038 nChanged 8 SP:Iteration 79Q (63153.270000 sec): 3 clusters Score: Raw -7882879.078948 + Penalty 5283.895473 = -7877595.183475 nChanged 7 SP:Iteration 80F (63153.670000 sec): 3 clusters Score: Raw -7882880.479056 + Penalty 5283.895473 = -7877596.583583 nChanged 5 SP:Iteration 81Q (63154.030000 sec): 3 clusters Score: Raw -7882881.478675 + Penalty 5283.895473 = -7877597.583202 nChanged 1 SP:Iteration 82Q (63154.410000 sec): 3 clusters Score: Raw -7882881.901462 + Penalty 5283.895473 = -7877598.005989 nChanged 5 SP:Iteration 83Q (63154.750000 sec): 3 clusters Score: Raw -7882883.367891 + Penalty 5283.895473 = -7877599.472418 nChanged 8 SP:Iteration 84Q (63155.130000 sec): 3 clusters Score: Raw -7882884.887465 + Penalty 5283.895473 = -7877600.991992 nChanged 4 SP:Iteration 85Q (63155.510000 sec): 3 clusters Score: Raw -7882885.237175 + Penalty 5283.895473 = -7877601.341702 nChanged 1 SP:Iteration 86Q (63155.880000 sec): 3 clusters Score: Raw -7882885.318384 + Penalty 5283.895473 = -7877601.422911 nChanged 1 SP:Iteration 87Q (63156.300000 sec): 3 clusters Score: Raw -7882885.414305 + Penalty 5283.895473 = -7877601.518832 nChanged 0 SP:Iteration 88F (63156.690000 sec): 3 clusters Score: Raw -7882885.414305 + Penalty 5283.895473 = -7877601.518832 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63156.820000 sec): 2 clusters Score: Raw -237030.419922 + Penalty 1788.831852 = -235241.588070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63157.020000 sec): 3 clusters Score: Raw -236719.283119 + Penalty 3577.663703 = -233141.619415 nChanged 388 SP:Iteration 1F (63157.150000 sec): 3 clusters Score: Raw -237161.760738 + Penalty 3577.663703 = -233584.097035 nChanged 118 SP:Iteration 2F (63157.390000 sec): 3 clusters Score: Raw -237348.352419 + Penalty 3577.663703 = -233770.688715 nChanged 83 SP:Iteration 3F (63157.540000 sec): 3 clusters Score: Raw -237470.494879 + Penalty 3577.663703 = -233892.831176 nChanged 60 SP:Iteration 4Q (63157.770000 sec): 3 clusters Score: Raw -237553.628955 + Penalty 3577.663703 = -233975.965252 nChanged 48 SP:Iteration 5Q (63157.940000 sec): 3 clusters Score: Raw -237612.484374 + Penalty 3577.663703 = -234034.820670 nChanged 34 SP:Iteration 6Q (63158.100000 sec): 3 clusters Score: Raw -237662.651025 + Penalty 3577.663703 = -234084.987321 nChanged 20 SP:Iteration 7Q (63158.270000 sec): 3 clusters Score: Raw -237685.749009 + Penalty 3577.663703 = -234108.085306 nChanged 18 SP:Iteration 8Q (63158.430000 sec): 3 clusters Score: Raw -237707.176254 + Penalty 3577.663703 = -234129.512551 nChanged 15 SP:Iteration 9Q (63158.600000 sec): 3 clusters Score: Raw -237727.095375 + Penalty 3577.663703 = -234149.431672 nChanged 17 SP:Iteration 10Q (63158.820000 sec): 3 clusters Score: Raw -237750.923641 + Penalty 3577.663703 = -234173.259937 nChanged 16 SP:Iteration 11Q (63159.010000 sec): 3 clusters Score: Raw -237770.290550 + Penalty 3577.663703 = -234192.626847 nChanged 17 SP:Iteration 12Q (63159.190000 sec): 3 clusters Score: Raw -237801.282045 + Penalty 3577.663703 = -234223.618341 nChanged 17 SP:Iteration 13Q (63159.350000 sec): 3 clusters Score: Raw -237825.953951 + Penalty 3577.663703 = -234248.290248 nChanged 12 SP:Iteration 14Q (63159.490000 sec): 3 clusters Score: Raw -237857.367801 + Penalty 3577.663703 = -234279.704098 nChanged 9 SP:Iteration 15Q (63159.690000 sec): 3 clusters Score: Raw -237868.146324 + Penalty 3577.663703 = -234290.482621 nChanged 8 SP:Iteration 16Q (63159.840000 sec): 3 clusters Score: Raw -237880.436346 + Penalty 3577.663703 = -234302.772643 nChanged 5 SP:Iteration 17Q (63160.030000 sec): 3 clusters Score: Raw -237887.919454 + Penalty 3577.663703 = -234310.255751 nChanged 2 SP:Iteration 18Q (63160.210000 sec): 3 clusters Score: Raw -237889.188176 + Penalty 3577.663703 = -234311.524472 nChanged 1 SP:Iteration 19Q (63160.350000 sec): 3 clusters Score: Raw -237890.156816 + Penalty 3577.663703 = -234312.493113 nChanged 2 SP:Iteration 20F (63160.560000 sec): 3 clusters Score: Raw -237907.393934 + Penalty 3577.663703 = -234329.730231 nChanged 2 SP:Iteration 21Q (63160.690000 sec): 3 clusters Score: Raw -237923.739729 + Penalty 3577.663703 = -234346.076026 nChanged 11 SP:Iteration 22Q (63160.900000 sec): 3 clusters Score: Raw -237938.647235 + Penalty 3577.663703 = -234360.983532 nChanged 11 SP:Iteration 23Q (63161.080000 sec): 3 clusters Score: Raw -237957.967028 + Penalty 3577.663703 = -234380.303325 nChanged 14 SP:Iteration 24Q (63161.260000 sec): 3 clusters Score: Raw -237987.653517 + Penalty 3577.663703 = -234409.989813 nChanged 7 SP:Iteration 25Q (63161.430000 sec): 3 clusters Score: Raw -237998.296796 + Penalty 3577.663703 = -234420.633093 nChanged 6 SP:Iteration 26Q (63161.610000 sec): 3 clusters Score: Raw -238006.033192 + Penalty 3577.663703 = -234428.369488 nChanged 4 SP:Iteration 27Q (63161.810000 sec): 3 clusters Score: Raw -238014.872035 + Penalty 3577.663703 = -234437.208332 nChanged 1 SP:Iteration 28Q (63161.970000 sec): 3 clusters Score: Raw -238015.675759 + Penalty 3577.663703 = -234438.012056 nChanged 3 SP:Iteration 29Q (63162.150000 sec): 3 clusters Score: Raw -238020.354761 + Penalty 3577.663703 = -234442.691058 nChanged 1 SP:Iteration 30Q (63162.350000 sec): 3 clusters Score: Raw -238020.941559 + Penalty 3577.663703 = -234443.277856 nChanged 1 SP:Iteration 31Q (63162.540000 sec): 3 clusters Score: Raw -238021.662846 + Penalty 3577.663703 = -234443.999143 nChanged 0 SP:Iteration 32F (63162.710000 sec): 3 clusters Score: Raw -238021.662846 + Penalty 3577.663703 = -234443.999143 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63162.910000 sec): 2 clusters Score: Raw -2611678.574009 + Penalty 2375.094847 = -2609303.479162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63163.180000 sec): 3 clusters Score: Raw -2603607.864131 + Penalty 4750.189693 = -2598857.674438 nChanged 6160 SP:Iteration 1F (63163.390000 sec): 3 clusters Score: Raw -2607011.857139 + Penalty 4750.189693 = -2602261.667446 nChanged 1022 SP:Iteration 2F (63163.600000 sec): 3 clusters Score: Raw -2607704.133300 + Penalty 4750.189693 = -2602953.943606 nChanged 985 SP:Iteration 3F (63163.830000 sec): 3 clusters Score: Raw -2608471.660628 + Penalty 4750.189693 = -2603721.470935 nChanged 989 SP:Iteration 4F (63164.030000 sec): 3 clusters Score: Raw -2609270.679178 + Penalty 4750.189693 = -2604520.489485 nChanged 968 SP:Iteration 5F (63164.260000 sec): 3 clusters Score: Raw -2610072.191499 + Penalty 4750.189693 = -2605322.001805 nChanged 912 SP:Iteration 6F (63164.470000 sec): 3 clusters Score: Raw -2610711.793671 + Penalty 4750.189693 = -2605961.603978 nChanged 785 SP:Iteration 7F (63164.730000 sec): 3 clusters Score: Raw -2611176.062012 + Penalty 4750.189693 = -2606425.872319 nChanged 585 SP:Iteration 8Q (63164.960000 sec): 3 clusters Score: Raw -2611491.498766 + Penalty 4750.189693 = -2606741.309073 nChanged 484 SP:Iteration 9Q (63165.240000 sec): 3 clusters Score: Raw -2611726.932234 + Penalty 4750.189693 = -2606976.742541 nChanged 375 SP:Iteration 10Q (63165.450000 sec): 3 clusters Score: Raw -2611888.213541 + Penalty 4750.189693 = -2607138.023848 nChanged 316 SP:Iteration 11Q (63165.670000 sec): 3 clusters Score: Raw -2612011.829000 + Penalty 4750.189693 = -2607261.639307 nChanged 251 SP:Iteration 12Q (63165.940000 sec): 3 clusters Score: Raw -2612108.732623 + Penalty 4750.189693 = -2607358.542930 nChanged 207 SP:Iteration 13Q (63166.160000 sec): 3 clusters Score: Raw -2612193.537435 + Penalty 4750.189693 = -2607443.347742 nChanged 197 SP:Iteration 14Q (63166.410000 sec): 3 clusters Score: Raw -2612277.283668 + Penalty 4750.189693 = -2607527.093975 nChanged 166 SP:Iteration 15Q (63166.640000 sec): 3 clusters Score: Raw -2612350.574050 + Penalty 4750.189693 = -2607600.384357 nChanged 165 SP:Iteration 16Q (63166.930000 sec): 3 clusters Score: Raw -2612432.100938 + Penalty 4750.189693 = -2607681.911244 nChanged 160 SP:Iteration 17Q (63167.150000 sec): 3 clusters Score: Raw -2612507.435272 + Penalty 4750.189693 = -2607757.245579 nChanged 148 SP:Iteration 18Q (63167.440000 sec): 3 clusters Score: Raw -2612574.558445 + Penalty 4750.189693 = -2607824.368752 nChanged 128 SP:Iteration 19Q (63167.760000 sec): 3 clusters Score: Raw -2612624.638577 + Penalty 4750.189693 = -2607874.448883 nChanged 106 SP:Iteration 20F (63168.050000 sec): 3 clusters Score: Raw -2612656.050271 + Penalty 4750.189693 = -2607905.860578 nChanged 88 SP:Iteration 21Q (63168.350000 sec): 3 clusters Score: Raw -2612680.828743 + Penalty 4750.189693 = -2607930.639050 nChanged 85 SP:Iteration 22Q (63168.620000 sec): 3 clusters Score: Raw -2612704.651698 + Penalty 4750.189693 = -2607954.462005 nChanged 71 SP:Iteration 23Q (63168.860000 sec): 3 clusters Score: Raw -2612722.889806 + Penalty 4750.189693 = -2607972.700113 nChanged 61 SP:Iteration 24Q (63169.110000 sec): 3 clusters Score: Raw -2612737.919865 + Penalty 4750.189693 = -2607987.730172 nChanged 55 SP:Iteration 25Q (63169.350000 sec): 3 clusters Score: Raw -2612749.836649 + Penalty 4750.189693 = -2607999.646955 nChanged 47 SP:Iteration 26Q (63169.590000 sec): 3 clusters Score: Raw -2612760.755737 + Penalty 4750.189693 = -2608010.566044 nChanged 47 SP:Iteration 27Q (63169.800000 sec): 3 clusters Score: Raw -2612770.935982 + Penalty 4750.189693 = -2608020.746289 nChanged 40 SP:Iteration 28Q (63170.080000 sec): 3 clusters Score: Raw -2612777.344136 + Penalty 4750.189693 = -2608027.154443 nChanged 27 SP:Iteration 29Q (63170.310000 sec): 3 clusters Score: Raw -2612782.036707 + Penalty 4750.189693 = -2608031.847014 nChanged 29 SP:Iteration 30Q (63170.580000 sec): 3 clusters Score: Raw -2612787.197023 + Penalty 4750.189693 = -2608037.007330 nChanged 24 SP:Iteration 31Q (63170.860000 sec): 3 clusters Score: Raw -2612791.263410 + Penalty 4750.189693 = -2608041.073717 nChanged 20 SP:Iteration 32Q (63171.070000 sec): 3 clusters Score: Raw -2612794.925308 + Penalty 4750.189693 = -2608044.735615 nChanged 22 SP:Iteration 33Q (63171.310000 sec): 3 clusters Score: Raw -2612800.074243 + Penalty 4750.189693 = -2608049.884550 nChanged 32 SP:Iteration 34Q (63171.570000 sec): 3 clusters Score: Raw -2612806.729116 + Penalty 4750.189693 = -2608056.539423 nChanged 37 SP:Iteration 35Q (63171.810000 sec): 3 clusters Score: Raw -2612814.232546 + Penalty 4750.189693 = -2608064.042853 nChanged 36 SP:Iteration 36Q (63172.030000 sec): 3 clusters Score: Raw -2612821.179126 + Penalty 4750.189693 = -2608070.989433 nChanged 28 SP:Iteration 37Q (63172.300000 sec): 3 clusters Score: Raw -2612826.072359 + Penalty 4750.189693 = -2608075.882666 nChanged 20 SP:Iteration 38Q (63172.530000 sec): 3 clusters Score: Raw -2612829.301163 + Penalty 4750.189693 = -2608079.111470 nChanged 25 SP:Iteration 39Q (63172.800000 sec): 3 clusters Score: Raw -2612832.774997 + Penalty 4750.189693 = -2608082.585304 nChanged 15 SP:Iteration 40F (63173.020000 sec): 3 clusters Score: Raw -2612835.658950 + Penalty 4750.189693 = -2608085.469257 nChanged 19 SP:Iteration 41Q (63173.320000 sec): 3 clusters Score: Raw -2612838.794478 + Penalty 4750.189693 = -2608088.604785 nChanged 21 SP:Iteration 42Q (63173.550000 sec): 3 clusters Score: Raw -2612841.706828 + Penalty 4750.189693 = -2608091.517135 nChanged 11 SP:Iteration 43Q (63173.750000 sec): 3 clusters Score: Raw -2612843.087381 + Penalty 4750.189693 = -2608092.897688 nChanged 7 SP:Iteration 44Q (63174.010000 sec): 3 clusters Score: Raw -2612843.803719 + Penalty 4750.189693 = -2608093.614025 nChanged 5 SP:Iteration 45Q (63174.300000 sec): 3 clusters Score: Raw -2612844.303852 + Penalty 4750.189693 = -2608094.114159 nChanged 3 SP:Iteration 46Q (63174.540000 sec): 3 clusters Score: Raw -2612844.589786 + Penalty 4750.189693 = -2608094.400092 nChanged 5 SP:Iteration 47Q (63174.830000 sec): 3 clusters Score: Raw -2612845.379599 + Penalty 4750.189693 = -2608095.189905 nChanged 4 SP:Iteration 48Q (63175.080000 sec): 3 clusters Score: Raw -2612845.827225 + Penalty 4750.189693 = -2608095.637532 nChanged 2 SP:Iteration 49Q (63175.280000 sec): 3 clusters Score: Raw -2612846.127022 + Penalty 4750.189693 = -2608095.937329 nChanged 2 SP:Iteration 50Q (63175.500000 sec): 3 clusters Score: Raw -2612846.419285 + Penalty 4750.189693 = -2608096.229592 nChanged 4 SP:Iteration 51Q (63175.760000 sec): 3 clusters Score: Raw -2612847.010767 + Penalty 4750.189693 = -2608096.821074 nChanged 8 SP:Iteration 52Q (63176.010000 sec): 3 clusters Score: Raw -2612848.000704 + Penalty 4750.189693 = -2608097.811011 nChanged 3 SP:Iteration 53Q (63176.260000 sec): 3 clusters Score: Raw -2612848.365608 + Penalty 4750.189693 = -2608098.175914 nChanged 7 SP:Iteration 54Q (63176.450000 sec): 3 clusters Score: Raw -2612849.404363 + Penalty 4750.189693 = -2608099.214669 nChanged 9 SP:Iteration 55Q (63176.750000 sec): 3 clusters Score: Raw -2612850.824537 + Penalty 4750.189693 = -2608100.634844 nChanged 16 SP:Iteration 56Q (63176.990000 sec): 3 clusters Score: Raw -2612853.993881 + Penalty 4750.189693 = -2608103.804188 nChanged 16 SP:Iteration 57Q (63177.220000 sec): 3 clusters Score: Raw -2612856.771503 + Penalty 4750.189693 = -2608106.581810 nChanged 17 SP:Iteration 58Q (63177.450000 sec): 3 clusters Score: Raw -2612860.006211 + Penalty 4750.189693 = -2608109.816518 nChanged 14 SP:Iteration 59Q (63177.680000 sec): 3 clusters Score: Raw -2612861.961086 + Penalty 4750.189693 = -2608111.771393 nChanged 13 SP:Iteration 60F (63177.920000 sec): 3 clusters Score: Raw -2612863.662037 + Penalty 4750.189693 = -2608113.472343 nChanged 11 SP:Iteration 61Q (63178.110000 sec): 3 clusters Score: Raw -2612865.639764 + Penalty 4750.189693 = -2608115.450070 nChanged 12 SP:Iteration 62Q (63178.380000 sec): 3 clusters Score: Raw -2612867.528021 + Penalty 4750.189693 = -2608117.338328 nChanged 8 SP:Iteration 63Q (63178.620000 sec): 3 clusters Score: Raw -2612868.654484 + Penalty 4750.189693 = -2608118.464791 nChanged 8 SP:Iteration 64Q (63178.840000 sec): 3 clusters Score: Raw -2612870.307944 + Penalty 4750.189693 = -2608120.118250 nChanged 12 SP:Iteration 65Q (63179.120000 sec): 3 clusters Score: Raw -2612871.984209 + Penalty 4750.189693 = -2608121.794516 nChanged 5 SP:Iteration 66Q (63179.320000 sec): 3 clusters Score: Raw -2612872.399557 + Penalty 4750.189693 = -2608122.209863 nChanged 5 SP:Iteration 67Q (63179.590000 sec): 3 clusters Score: Raw -2612873.324581 + Penalty 4750.189693 = -2608123.134888 nChanged 4 SP:Iteration 68Q (63179.800000 sec): 3 clusters Score: Raw -2612873.877316 + Penalty 4750.189693 = -2608123.687623 nChanged 1 SP:Iteration 69Q (63180.030000 sec): 3 clusters Score: Raw -2612874.070126 + Penalty 4750.189693 = -2608123.880433 nChanged 1 SP:Iteration 70Q (63180.310000 sec): 3 clusters Score: Raw -2612874.219582 + Penalty 4750.189693 = -2608124.029889 nChanged 0 SP:Iteration 71F (63180.560000 sec): 3 clusters Score: Raw -2612874.219582 + Penalty 4750.189693 = -2608124.029889 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63180.670000 sec): 2 clusters Score: Raw -71307.235208 + Penalty 1542.212830 = -69765.022378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63180.830000 sec): 3 clusters Score: Raw -71439.912325 + Penalty 3084.425659 = -68355.486666 nChanged 119 SP:Iteration 1F (63181.020000 sec): 3 clusters Score: Raw -71764.670534 + Penalty 3084.425659 = -68680.244874 nChanged 42 SP:Iteration 2F (63181.200000 sec): 3 clusters Score: Raw -71907.786214 + Penalty 3084.425659 = -68823.360554 nChanged 23 SP:Iteration 3Q (63181.370000 sec): 3 clusters Score: Raw -72022.630658 + Penalty 3084.425659 = -68938.204998 nChanged 9 SP:Iteration 4Q (63181.580000 sec): 3 clusters Score: Raw -72091.724185 + Penalty 3084.425659 = -69007.298525 nChanged 7 SP:Iteration 5Q (63181.760000 sec): 3 clusters Score: Raw -72112.379816 + Penalty 3084.425659 = -69027.954156 nChanged 4 SP:Iteration 6Q (63181.910000 sec): 3 clusters Score: Raw -72128.169426 + Penalty 3084.425659 = -69043.743767 nChanged 3 SP:Iteration 7Q (63182.050000 sec): 3 clusters Score: Raw -72140.714258 + Penalty 3084.425659 = -69056.288599 nChanged 6 SP:Iteration 8Q (63182.250000 sec): 3 clusters Score: Raw -72188.553095 + Penalty 3084.425659 = -69104.127436 nChanged 4 SP:Iteration 9Q (63182.450000 sec): 3 clusters Score: Raw -72231.041697 + Penalty 3084.425659 = -69146.616038 nChanged 8 SP:Iteration 10Q (63182.630000 sec): 3 clusters Score: Raw -72262.944177 + Penalty 3084.425659 = -69178.518518 nChanged 7 SP:Iteration 11Q (63182.800000 sec): 3 clusters Score: Raw -72322.528818 + Penalty 3084.425659 = -69238.103159 nChanged 11 SP:Iteration 12Q (63182.980000 sec): 3 clusters Score: Raw -72385.962561 + Penalty 3084.425659 = -69301.536902 nChanged 4 SP:Iteration 13Q (63183.180000 sec): 3 clusters Score: Raw -72396.307329 + Penalty 3084.425659 = -69311.881670 nChanged 1 SP:Iteration 14Q (63183.400000 sec): 3 clusters Score: Raw -72398.152238 + Penalty 3084.425659 = -69313.726579 nChanged 0 SP:Iteration 15F (63183.570000 sec): 3 clusters Score: Raw -72398.152238 + Penalty 3084.425659 = -69313.726579 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63183.640000 sec): 2 clusters Score: Raw -156084.637703 + Penalty 1695.125777 = -154389.511926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63183.810000 sec): 3 clusters Score: Raw -155900.215232 + Penalty 3390.251555 = -152509.963677 nChanged 223 SP:Iteration 1F (63184.020000 sec): 3 clusters Score: Raw -156190.239115 + Penalty 3390.251555 = -152799.987560 nChanged 66 SP:Iteration 2F (63184.200000 sec): 3 clusters Score: Raw -156305.878913 + Penalty 3390.251555 = -152915.627358 nChanged 46 SP:Iteration 3Q (63184.360000 sec): 3 clusters Score: Raw -156404.745226 + Penalty 3390.251555 = -153014.493671 nChanged 45 SP:Iteration 4Q (63184.530000 sec): 3 clusters Score: Raw -156525.297999 + Penalty 3390.251555 = -153135.046444 nChanged 43 SP:Iteration 5Q (63184.710000 sec): 3 clusters Score: Raw -156682.584083 + Penalty 3390.251555 = -153292.332528 nChanged 55 SP:Iteration 6F (63184.870000 sec): 3 clusters Score: Raw -156982.087803 + Penalty 3390.251555 = -153591.836248 nChanged 62 SP:Iteration 7F (63185.080000 sec): 3 clusters Score: Raw -157342.686855 + Penalty 3390.251555 = -153952.435301 nChanged 48 SP:Iteration 8F (63185.270000 sec): 3 clusters Score: Raw -157509.967774 + Penalty 3390.251555 = -154119.716220 nChanged 30 SP:Iteration 9Q (63185.460000 sec): 3 clusters Score: Raw -157606.817562 + Penalty 3390.251555 = -154216.566007 nChanged 26 SP:Iteration 10Q (63185.650000 sec): 3 clusters Score: Raw -157679.274401 + Penalty 3390.251555 = -154289.022846 nChanged 20 SP:Iteration 11Q (63185.880000 sec): 3 clusters Score: Raw -157759.188225 + Penalty 3390.251555 = -154368.936670 nChanged 12 SP:Iteration 12Q (63186.020000 sec): 3 clusters Score: Raw -157803.461535 + Penalty 3390.251555 = -154413.209980 nChanged 9 SP:Iteration 13Q (63186.200000 sec): 3 clusters Score: Raw -157832.458893 + Penalty 3390.251555 = -154442.207339 nChanged 3 SP:Iteration 14Q (63186.430000 sec): 3 clusters Score: Raw -157841.093152 + Penalty 3390.251555 = -154450.841597 nChanged 4 SP:Iteration 15Q (63186.570000 sec): 3 clusters Score: Raw -157850.365656 + Penalty 3390.251555 = -154460.114102 nChanged 2 SP:Iteration 16Q (63186.810000 sec): 3 clusters Score: Raw -157854.971963 + Penalty 3390.251555 = -154464.720408 nChanged 1 SP:Iteration 17Q (63186.940000 sec): 3 clusters Score: Raw -157857.337028 + Penalty 3390.251555 = -154467.085473 nChanged 2 SP:Iteration 18Q (63187.130000 sec): 3 clusters Score: Raw -157861.570889 + Penalty 3390.251555 = -154471.319335 nChanged 2 SP:Iteration 19Q (63187.300000 sec): 3 clusters Score: Raw -157868.138839 + Penalty 3390.251555 = -154477.887285 nChanged 1 SP:Iteration 20F (63187.460000 sec): 3 clusters Score: Raw -157871.045670 + Penalty 3390.251555 = -154480.794116 nChanged 2 SP:Iteration 21Q (63187.660000 sec): 3 clusters Score: Raw -157873.851373 + Penalty 3390.251555 = -154483.599819 nChanged 0 SP:Iteration 22F (63187.810000 sec): 3 clusters Score: Raw -157873.851373 + Penalty 3390.251555 = -154483.599819 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (97159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63188.400000 sec): 2 clusters Score: Raw -17824698.106316 + Penalty 2848.057815 = -17821850.048501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63189.110000 sec): 3 clusters Score: Raw -17762294.528319 + Penalty 5696.115629 = -17756598.412690 nChanged 46102 SP:Iteration 1F (63189.890000 sec): 3 clusters Score: Raw -17788638.596169 + Penalty 5696.115629 = -17782942.480540 nChanged 3100 SP:Iteration 2Q (63190.630000 sec): 3 clusters Score: Raw -17789318.017667 + Penalty 5696.115629 = -17783621.902038 nChanged 3057 SP:Iteration 3Q (63191.510000 sec): 3 clusters Score: Raw -17790044.296057 + Penalty 5696.115629 = -17784348.180428 nChanged 3166 SP:Iteration 4Q (63192.190000 sec): 3 clusters Score: Raw -17790871.805348 + Penalty 5696.115629 = -17785175.689719 nChanged 3285 SP:Iteration 5Q (63193.040000 sec): 3 clusters Score: Raw -17791859.397149 + Penalty 5696.115629 = -17786163.281520 nChanged 3572 SP:Iteration 6Q (63193.690000 sec): 3 clusters Score: Raw -17793053.054746 + Penalty 5696.115629 = -17787356.939117 nChanged 3816 SP:Iteration 7Q (63194.430000 sec): 3 clusters Score: Raw -17794484.048252 + Penalty 5696.115629 = -17788787.932623 nChanged 4233 SP:Iteration 8Q (63195.160000 sec): 3 clusters Score: Raw -17796287.784044 + Penalty 5696.115629 = -17790591.668415 nChanged 4677 SP:Iteration 9Q (63195.910000 sec): 3 clusters Score: Raw -17798685.911299 + Penalty 5696.115629 = -17792989.795670 nChanged 5099 SP:Iteration 10F (63196.550000 sec): 3 clusters Score: Raw -17801708.328328 + Penalty 5696.115629 = -17796012.212699 nChanged 5304 SP:Iteration 11F (63197.210000 sec): 3 clusters Score: Raw -17804902.249609 + Penalty 5696.115629 = -17799206.133980 nChanged 4812 SP:Iteration 12Q (63197.870000 sec): 3 clusters Score: Raw -17807282.507824 + Penalty 5696.115629 = -17801586.392195 nChanged 3589 SP:Iteration 13Q (63198.530000 sec): 3 clusters Score: Raw -17808490.501954 + Penalty 5696.115629 = -17802794.386324 nChanged 2254 SP:Iteration 14Q (63199.180000 sec): 3 clusters Score: Raw -17808989.553565 + Penalty 5696.115629 = -17803293.437936 nChanged 1442 SP:Iteration 15Q (63199.820000 sec): 3 clusters Score: Raw -17809226.946681 + Penalty 5696.115629 = -17803530.831052 nChanged 1031 SP:Iteration 16Q (63200.450000 sec): 3 clusters Score: Raw -17809381.933943 + Penalty 5696.115629 = -17803685.818314 nChanged 847 SP:Iteration 17Q (63201.110000 sec): 3 clusters Score: Raw -17809503.885293 + Penalty 5696.115629 = -17803807.769664 nChanged 823 SP:Iteration 18Q (63201.780000 sec): 3 clusters Score: Raw -17809624.932166 + Penalty 5696.115629 = -17803928.816537 nChanged 810 SP:Iteration 19Q (63202.440000 sec): 3 clusters Score: Raw -17809754.588819 + Penalty 5696.115629 = -17804058.473190 nChanged 888 SP:Iteration 20F (63203.090000 sec): 3 clusters Score: Raw -17809917.275834 + Penalty 5696.115629 = -17804221.160205 nChanged 974 SP:Iteration 21Q (63203.790000 sec): 3 clusters Score: Raw -17810107.717502 + Penalty 5696.115629 = -17804411.601873 nChanged 1013 SP:Iteration 22Q (63204.410000 sec): 3 clusters Score: Raw -17810311.900122 + Penalty 5696.115629 = -17804615.784493 nChanged 1059 SP:Iteration 23Q (63205.080000 sec): 3 clusters Score: Raw -17810530.018535 + Penalty 5696.115629 = -17804833.902906 nChanged 1085 SP:Iteration 24Q (63205.720000 sec): 3 clusters Score: Raw -17810767.265853 + Penalty 5696.115629 = -17805071.150224 nChanged 1139 SP:Iteration 25Q (63206.440000 sec): 3 clusters Score: Raw -17811027.035632 + Penalty 5696.115629 = -17805330.920003 nChanged 1127 SP:Iteration 26Q (63207.150000 sec): 3 clusters Score: Raw -17811288.083037 + Penalty 5696.115629 = -17805591.967408 nChanged 1225 SP:Iteration 27Q (63207.840000 sec): 3 clusters Score: Raw -17811592.524323 + Penalty 5696.115629 = -17805896.408694 nChanged 1191 SP:Iteration 28Q (63208.560000 sec): 3 clusters Score: Raw -17811888.754024 + Penalty 5696.115629 = -17806192.638395 nChanged 1251 SP:Iteration 29Q (63209.210000 sec): 3 clusters Score: Raw -17812219.296033 + Penalty 5696.115629 = -17806523.180404 nChanged 1296 SP:Iteration 30Q (63209.920000 sec): 3 clusters Score: Raw -17812571.041018 + Penalty 5696.115629 = -17806874.925389 nChanged 1356 SP:Iteration 31Q (63210.640000 sec): 3 clusters Score: Raw -17812953.852001 + Penalty 5696.115629 = -17807257.736372 nChanged 1428 SP:Iteration 32Q (63211.350000 sec): 3 clusters Score: Raw -17813381.486437 + Penalty 5696.115629 = -17807685.370808 nChanged 1489 SP:Iteration 33Q (63212.090000 sec): 3 clusters Score: Raw -17813855.862861 + Penalty 5696.115629 = -17808159.747232 nChanged 1546 SP:Iteration 34Q (63212.790000 sec): 3 clusters Score: Raw -17814354.487892 + Penalty 5696.115629 = -17808658.372263 nChanged 1517 SP:Iteration 35Q (63213.490000 sec): 3 clusters Score: Raw -17814858.192858 + Penalty 5696.115629 = -17809162.077229 nChanged 1497 SP:Iteration 36Q (63214.230000 sec): 3 clusters Score: Raw -17815352.353432 + Penalty 5696.115629 = -17809656.237803 nChanged 1530 SP:Iteration 37Q (63214.850000 sec): 3 clusters Score: Raw -17815872.552105 + Penalty 5696.115629 = -17810176.436476 nChanged 1519 SP:Iteration 38Q (63215.470000 sec): 3 clusters Score: Raw -17816399.504458 + Penalty 5696.115629 = -17810703.388829 nChanged 1450 SP:Iteration 39Q (63216.090000 sec): 3 clusters Score: Raw -17816885.597628 + Penalty 5696.115629 = -17811189.481999 nChanged 1382 SP:Iteration 40F (63216.750000 sec): 3 clusters Score: Raw -17817371.180581 + Penalty 5696.115629 = -17811675.064952 nChanged 1376 SP:Iteration 41Q (63217.380000 sec): 3 clusters Score: Raw -17817900.798813 + Penalty 5696.115629 = -17812204.683184 nChanged 1359 SP:Iteration 42Q (63217.970000 sec): 3 clusters Score: Raw -17818440.266448 + Penalty 5696.115629 = -17812744.150819 nChanged 1337 SP:Iteration 43Q (63218.540000 sec): 3 clusters Score: Raw -17818978.456386 + Penalty 5696.115629 = -17813282.340757 nChanged 1375 SP:Iteration 44Q (63219.130000 sec): 3 clusters Score: Raw -17819580.087424 + Penalty 5696.115629 = -17813883.971795 nChanged 1328 SP:Iteration 45Q (63219.710000 sec): 3 clusters Score: Raw -17820191.897542 + Penalty 5696.115629 = -17814495.781913 nChanged 1271 SP:Iteration 46Q (63220.340000 sec): 3 clusters Score: Raw -17820805.776943 + Penalty 5696.115629 = -17815109.661314 nChanged 1184 SP:Iteration 47Q (63220.910000 sec): 3 clusters Score: Raw -17821388.351995 + Penalty 5696.115629 = -17815692.236366 nChanged 1120 SP:Iteration 48Q (63221.470000 sec): 3 clusters Score: Raw -17821966.894534 + Penalty 5696.115629 = -17816270.778905 nChanged 1026 SP:Iteration 49Q (63222.030000 sec): 3 clusters Score: Raw -17822510.088812 + Penalty 5696.115629 = -17816813.973183 nChanged 876 SP:Iteration 50Q (63222.600000 sec): 3 clusters Score: Raw -17822983.520077 + Penalty 5696.115629 = -17817287.404448 nChanged 717 SP:Iteration 51Q (63223.220000 sec): 3 clusters Score: Raw -17823365.091926 + Penalty 5696.115629 = -17817668.976297 nChanged 613 SP:Iteration 52Q (63223.780000 sec): 3 clusters Score: Raw -17823715.605883 + Penalty 5696.115629 = -17818019.490254 nChanged 506 SP:Iteration 53Q (63224.350000 sec): 3 clusters Score: Raw -17823986.289519 + Penalty 5696.115629 = -17818290.173890 nChanged 385 SP:Iteration 54Q (63224.950000 sec): 3 clusters Score: Raw -17824189.807812 + Penalty 5696.115629 = -17818493.692183 nChanged 306 SP:Iteration 55Q (63225.430000 sec): 3 clusters Score: Raw -17824357.479617 + Penalty 5696.115629 = -17818661.363988 nChanged 230 SP:Iteration 56Q (63226.020000 sec): 3 clusters Score: Raw -17824476.117686 + Penalty 5696.115629 = -17818780.002057 nChanged 188 SP:Iteration 57Q (63226.590000 sec): 3 clusters Score: Raw -17824575.717082 + Penalty 5696.115629 = -17818879.601453 nChanged 152 SP:Iteration 58Q (63227.120000 sec): 3 clusters Score: Raw -17824667.633547 + Penalty 5696.115629 = -17818971.517918 nChanged 117 SP:Iteration 59Q (63227.690000 sec): 3 clusters Score: Raw -17824748.649057 + Penalty 5696.115629 = -17819052.533428 nChanged 108 SP:Iteration 60F (63228.330000 sec): 3 clusters Score: Raw -17824819.655299 + Penalty 5696.115629 = -17819123.539670 nChanged 93 SP:Iteration 61Q (63228.930000 sec): 3 clusters Score: Raw -17824879.214970 + Penalty 5696.115629 = -17819183.099341 nChanged 75 SP:Iteration 62Q (63229.490000 sec): 3 clusters Score: Raw -17824918.759772 + Penalty 5696.115629 = -17819222.644143 nChanged 45 SP:Iteration 63Q (63230.050000 sec): 3 clusters Score: Raw -17824944.877897 + Penalty 5696.115629 = -17819248.762268 nChanged 40 SP:Iteration 64Q (63230.590000 sec): 3 clusters Score: Raw -17824969.563006 + Penalty 5696.115629 = -17819273.447377 nChanged 30 SP:Iteration 65Q (63231.260000 sec): 3 clusters Score: Raw -17824986.829701 + Penalty 5696.115629 = -17819290.714072 nChanged 24 SP:Iteration 66Q (63231.820000 sec): 3 clusters Score: Raw -17825005.296986 + Penalty 5696.115629 = -17819309.181357 nChanged 25 SP:Iteration 67Q (63232.530000 sec): 3 clusters Score: Raw -17825022.583331 + Penalty 5696.115629 = -17819326.467702 nChanged 24 SP:Iteration 68Q (63233.280000 sec): 3 clusters Score: Raw -17825034.960989 + Penalty 5696.115629 = -17819338.845360 nChanged 16 SP:Iteration 69Q (63234.040000 sec): 3 clusters Score: Raw -17825041.980642 + Penalty 5696.115629 = -17819345.865013 nChanged 13 SP:Iteration 70Q (63234.750000 sec): 3 clusters Score: Raw -17825048.917903 + Penalty 5696.115629 = -17819352.802274 nChanged 14 SP:Iteration 71Q (63235.430000 sec): 3 clusters Score: Raw -17825057.985620 + Penalty 5696.115629 = -17819361.869991 nChanged 6 SP:Iteration 72Q (63235.990000 sec): 3 clusters Score: Raw -17825060.554178 + Penalty 5696.115629 = -17819364.438549 nChanged 5 SP:Iteration 73Q (63236.590000 sec): 3 clusters Score: Raw -17825064.481667 + Penalty 5696.115629 = -17819368.366038 nChanged 2 SP:Iteration 74Q (63237.180000 sec): 3 clusters Score: Raw -17825065.308105 + Penalty 5696.115629 = -17819369.192476 nChanged 2 SP:Iteration 75Q (63237.700000 sec): 3 clusters Score: Raw -17825066.705880 + Penalty 5696.115629 = -17819370.590251 nChanged 1 SP:Iteration 76Q (63238.250000 sec): 3 clusters Score: Raw -17825067.385871 + Penalty 5696.115629 = -17819371.270242 nChanged 0 SP:Iteration 77F (63238.920000 sec): 3 clusters Score: Raw -17825067.385871 + Penalty 5696.115629 = -17819371.270242 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63239.040000 sec): 2 clusters Score: Raw -1561044.140732 + Penalty 2235.733677 = -1558808.407055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63239.240000 sec): 3 clusters Score: Raw -1556787.137925 + Penalty 4471.467354 = -1552315.670572 nChanged 3349 SP:Iteration 1F (63239.450000 sec): 3 clusters Score: Raw -1558742.904124 + Penalty 4471.467354 = -1554271.436771 nChanged 584 SP:Iteration 2F (63239.680000 sec): 3 clusters Score: Raw -1559137.910774 + Penalty 4471.467354 = -1554666.443420 nChanged 491 SP:Iteration 3F (63239.870000 sec): 3 clusters Score: Raw -1559445.314644 + Penalty 4471.467354 = -1554973.847290 nChanged 384 SP:Iteration 4Q (63240.100000 sec): 3 clusters Score: Raw -1559663.721815 + Penalty 4471.467354 = -1555192.254461 nChanged 328 SP:Iteration 5Q (63240.350000 sec): 3 clusters Score: Raw -1559845.347997 + Penalty 4471.467354 = -1555373.880643 nChanged 327 SP:Iteration 6Q (63240.540000 sec): 3 clusters Score: Raw -1560064.122049 + Penalty 4471.467354 = -1555592.654695 nChanged 395 SP:Iteration 7Q (63240.740000 sec): 3 clusters Score: Raw -1560375.143852 + Penalty 4471.467354 = -1555903.676498 nChanged 493 SP:Iteration 8F (63240.960000 sec): 3 clusters Score: Raw -1560826.234727 + Penalty 4471.467354 = -1556354.767373 nChanged 543 SP:Iteration 9F (63241.180000 sec): 3 clusters Score: Raw -1561395.434830 + Penalty 4471.467354 = -1556923.967476 nChanged 545 SP:Iteration 10F (63241.420000 sec): 3 clusters Score: Raw -1561981.307477 + Penalty 4471.467354 = -1557509.840123 nChanged 440 SP:Iteration 11F (63241.600000 sec): 3 clusters Score: Raw -1562411.000668 + Penalty 4471.467354 = -1557939.533314 nChanged 295 SP:Iteration 12Q (63241.810000 sec): 3 clusters Score: Raw -1562659.853266 + Penalty 4471.467354 = -1558188.385912 nChanged 219 SP:Iteration 13Q (63242.040000 sec): 3 clusters Score: Raw -1562834.492943 + Penalty 4471.467354 = -1558363.025589 nChanged 147 SP:Iteration 14Q (63242.260000 sec): 3 clusters Score: Raw -1562922.051724 + Penalty 4471.467354 = -1558450.584370 nChanged 109 SP:Iteration 15Q (63242.460000 sec): 3 clusters Score: Raw -1562971.784104 + Penalty 4471.467354 = -1558500.316750 nChanged 62 SP:Iteration 16Q (63242.700000 sec): 3 clusters Score: Raw -1562997.338195 + Penalty 4471.467354 = -1558525.870841 nChanged 49 SP:Iteration 17Q (63242.880000 sec): 3 clusters Score: Raw -1563014.842373 + Penalty 4471.467354 = -1558543.375019 nChanged 39 SP:Iteration 18Q (63243.090000 sec): 3 clusters Score: Raw -1563028.488239 + Penalty 4471.467354 = -1558557.020885 nChanged 39 SP:Iteration 19Q (63243.300000 sec): 3 clusters Score: Raw -1563040.045394 + Penalty 4471.467354 = -1558568.578040 nChanged 34 SP:Iteration 20F (63243.520000 sec): 3 clusters Score: Raw -1563048.342559 + Penalty 4471.467354 = -1558576.875205 nChanged 20 SP:Iteration 21Q (63243.750000 sec): 3 clusters Score: Raw -1563052.389532 + Penalty 4471.467354 = -1558580.922178 nChanged 10 SP:Iteration 22Q (63243.950000 sec): 3 clusters Score: Raw -1563054.477521 + Penalty 4471.467354 = -1558583.010167 nChanged 6 SP:Iteration 23Q (63244.180000 sec): 3 clusters Score: Raw -1563055.813846 + Penalty 4471.467354 = -1558584.346492 nChanged 9 SP:Iteration 24Q (63244.400000 sec): 3 clusters Score: Raw -1563057.917251 + Penalty 4471.467354 = -1558586.449897 nChanged 14 SP:Iteration 25Q (63244.620000 sec): 3 clusters Score: Raw -1563060.983049 + Penalty 4471.467354 = -1558589.515695 nChanged 11 SP:Iteration 26Q (63244.840000 sec): 3 clusters Score: Raw -1563062.964732 + Penalty 4471.467354 = -1558591.497378 nChanged 8 SP:Iteration 27Q (63245.060000 sec): 3 clusters Score: Raw -1563064.726051 + Penalty 4471.467354 = -1558593.258697 nChanged 5 SP:Iteration 28Q (63245.270000 sec): 3 clusters Score: Raw -1563065.700592 + Penalty 4471.467354 = -1558594.233238 nChanged 3 SP:Iteration 29Q (63245.540000 sec): 3 clusters Score: Raw -1563066.384597 + Penalty 4471.467354 = -1558594.917243 nChanged 5 SP:Iteration 30Q (63245.720000 sec): 3 clusters Score: Raw -1563067.275463 + Penalty 4471.467354 = -1558595.808109 nChanged 5 SP:Iteration 31Q (63245.970000 sec): 3 clusters Score: Raw -1563067.930950 + Penalty 4471.467354 = -1558596.463596 nChanged 1 SP:Iteration 32Q (63246.200000 sec): 3 clusters Score: Raw -1563068.021634 + Penalty 4471.467354 = -1558596.554280 nChanged 0 SP:Iteration 33F (63246.400000 sec): 3 clusters Score: Raw -1563068.021634 + Penalty 4471.467354 = -1558596.554280 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63246.540000 sec): 2 clusters Score: Raw -111570.593607 + Penalty 1597.749961 = -109972.843646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63246.710000 sec): 3 clusters Score: Raw -111543.426170 + Penalty 3195.499923 = -108347.926247 nChanged 121 SP:Iteration 1F (63246.880000 sec): 3 clusters Score: Raw -111734.568089 + Penalty 3195.499923 = -108539.068166 nChanged 48 SP:Iteration 2F (63247.000000 sec): 3 clusters Score: Raw -111840.433102 + Penalty 3195.499923 = -108644.933180 nChanged 20 SP:Iteration 3Q (63247.200000 sec): 3 clusters Score: Raw -111882.578266 + Penalty 3195.499923 = -108687.078343 nChanged 10 SP:Iteration 4Q (63247.360000 sec): 3 clusters Score: Raw -111897.481051 + Penalty 3195.499923 = -108701.981128 nChanged 4 SP:Iteration 5Q (63247.510000 sec): 3 clusters Score: Raw -111902.863059 + Penalty 3195.499923 = -108707.363136 nChanged 2 SP:Iteration 6Q (63247.690000 sec): 3 clusters Score: Raw -111905.109530 + Penalty 3195.499923 = -108709.609607 nChanged 1 SP:Iteration 7Q (63247.880000 sec): 3 clusters Score: Raw -111907.804821 + Penalty 3195.499923 = -108712.304898 nChanged 0 SP:Iteration 8F (63248.040000 sec): 3 clusters Score: Raw -111907.804821 + Penalty 3195.499923 = -108712.304898 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63248.150000 sec): 2 clusters Score: Raw -67852.485954 + Penalty 1551.426010 = -66301.059943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63248.380000 sec): 3 clusters Score: Raw -67961.706592 + Penalty 3102.852021 = -64858.854571 nChanged 104 SP:Iteration 1F (63248.530000 sec): 3 clusters Score: Raw -68214.165216 + Penalty 3102.852021 = -65111.313196 nChanged 30 SP:Iteration 2F (63248.690000 sec): 3 clusters Score: Raw -68278.321123 + Penalty 3102.852021 = -65175.469102 nChanged 11 SP:Iteration 3Q (63248.870000 sec): 3 clusters Score: Raw -68304.245775 + Penalty 3102.852021 = -65201.393755 nChanged 5 SP:Iteration 4Q (63249.050000 sec): 3 clusters Score: Raw -68309.389652 + Penalty 3102.852021 = -65206.537632 nChanged 1 SP:Iteration 5Q (63249.250000 sec): 3 clusters Score: Raw -68313.270821 + Penalty 3102.852021 = -65210.418801 nChanged 3 SP:Iteration 6Q (63249.400000 sec): 3 clusters Score: Raw -68321.393807 + Penalty 3102.852021 = -65218.541786 nChanged 3 SP:Iteration 7Q (63249.600000 sec): 3 clusters Score: Raw -68327.572753 + Penalty 3102.852021 = -65224.720733 nChanged 4 SP:Iteration 8Q (63249.780000 sec): 3 clusters Score: Raw -68338.793833 + Penalty 3102.852021 = -65235.941812 nChanged 4 SP:Iteration 9Q (63250.000000 sec): 3 clusters Score: Raw -68357.739648 + Penalty 3102.852021 = -65254.887627 nChanged 3 SP:Iteration 10Q (63250.140000 sec): 3 clusters Score: Raw -68362.476450 + Penalty 3102.852021 = -65259.624429 nChanged 1 SP:Iteration 11Q (63250.320000 sec): 3 clusters Score: Raw -68364.477399 + Penalty 3102.852021 = -65261.625378 nChanged 0 SP:Iteration 12F (63250.500000 sec): 3 clusters Score: Raw -68364.477399 + Penalty 3102.852021 = -65261.625378 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (13587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63250.670000 sec): 2 clusters Score: Raw -2495439.325683 + Penalty 2360.183446 = -2493079.142238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63250.930000 sec): 3 clusters Score: Raw -2487848.811363 + Penalty 4720.366891 = -2483128.444471 nChanged 5861 SP:Iteration 1F (63251.180000 sec): 3 clusters Score: Raw -2491047.656349 + Penalty 4720.366891 = -2486327.289457 nChanged 943 SP:Iteration 2F (63251.450000 sec): 3 clusters Score: Raw -2491594.479339 + Penalty 4720.366891 = -2486874.112448 nChanged 824 SP:Iteration 3F (63251.690000 sec): 3 clusters Score: Raw -2492189.425534 + Penalty 4720.366891 = -2487469.058642 nChanged 895 SP:Iteration 4F (63251.930000 sec): 3 clusters Score: Raw -2492902.237084 + Penalty 4720.366891 = -2488181.870193 nChanged 868 SP:Iteration 5F (63252.230000 sec): 3 clusters Score: Raw -2493611.437823 + Penalty 4720.366891 = -2488891.070932 nChanged 860 SP:Iteration 6F (63252.460000 sec): 3 clusters Score: Raw -2494220.254749 + Penalty 4720.366891 = -2489499.887857 nChanged 723 SP:Iteration 7F (63252.720000 sec): 3 clusters Score: Raw -2494629.335677 + Penalty 4720.366891 = -2489908.968786 nChanged 569 SP:Iteration 8Q (63252.930000 sec): 3 clusters Score: Raw -2494895.874369 + Penalty 4720.366891 = -2490175.507478 nChanged 445 SP:Iteration 9Q (63253.220000 sec): 3 clusters Score: Raw -2495064.343537 + Penalty 4720.366891 = -2490343.976646 nChanged 337 SP:Iteration 10Q (63253.480000 sec): 3 clusters Score: Raw -2495171.401981 + Penalty 4720.366891 = -2490451.035090 nChanged 257 SP:Iteration 11Q (63253.670000 sec): 3 clusters Score: Raw -2495238.947171 + Penalty 4720.366891 = -2490518.580280 nChanged 187 SP:Iteration 12Q (63253.920000 sec): 3 clusters Score: Raw -2495277.814835 + Penalty 4720.366891 = -2490557.447944 nChanged 125 SP:Iteration 13Q (63254.220000 sec): 3 clusters Score: Raw -2495302.270393 + Penalty 4720.366891 = -2490581.903502 nChanged 106 SP:Iteration 14Q (63254.490000 sec): 3 clusters Score: Raw -2495323.212984 + Penalty 4720.366891 = -2490602.846092 nChanged 100 SP:Iteration 15Q (63254.730000 sec): 3 clusters Score: Raw -2495341.256187 + Penalty 4720.366891 = -2490620.889296 nChanged 84 SP:Iteration 16Q (63254.960000 sec): 3 clusters Score: Raw -2495354.505896 + Penalty 4720.366891 = -2490634.139005 nChanged 62 SP:Iteration 17Q (63255.210000 sec): 3 clusters Score: Raw -2495365.854658 + Penalty 4720.366891 = -2490645.487767 nChanged 53 SP:Iteration 18Q (63255.480000 sec): 3 clusters Score: Raw -2495373.461731 + Penalty 4720.366891 = -2490653.094840 nChanged 40 SP:Iteration 19Q (63255.750000 sec): 3 clusters Score: Raw -2495379.747713 + Penalty 4720.366891 = -2490659.380822 nChanged 38 SP:Iteration 20F (63255.960000 sec): 3 clusters Score: Raw -2495385.629231 + Penalty 4720.366891 = -2490665.262340 nChanged 41 SP:Iteration 21Q (63256.170000 sec): 3 clusters Score: Raw -2495390.112392 + Penalty 4720.366891 = -2490669.745500 nChanged 34 SP:Iteration 22Q (63256.430000 sec): 3 clusters Score: Raw -2495393.801162 + Penalty 4720.366891 = -2490673.434271 nChanged 19 SP:Iteration 23Q (63256.700000 sec): 3 clusters Score: Raw -2495396.153092 + Penalty 4720.366891 = -2490675.786201 nChanged 18 SP:Iteration 24Q (63256.940000 sec): 3 clusters Score: Raw -2495398.224471 + Penalty 4720.366891 = -2490677.857579 nChanged 18 SP:Iteration 25Q (63257.150000 sec): 3 clusters Score: Raw -2495399.925671 + Penalty 4720.366891 = -2490679.558780 nChanged 20 SP:Iteration 26Q (63257.380000 sec): 3 clusters Score: Raw -2495402.597204 + Penalty 4720.366891 = -2490682.230313 nChanged 25 SP:Iteration 27Q (63257.660000 sec): 3 clusters Score: Raw -2495405.918471 + Penalty 4720.366891 = -2490685.551579 nChanged 25 SP:Iteration 28Q (63257.870000 sec): 3 clusters Score: Raw -2495409.000883 + Penalty 4720.366891 = -2490688.633991 nChanged 28 SP:Iteration 29Q (63258.130000 sec): 3 clusters Score: Raw -2495412.232431 + Penalty 4720.366891 = -2490691.865539 nChanged 18 SP:Iteration 30Q (63258.410000 sec): 3 clusters Score: Raw -2495414.287517 + Penalty 4720.366891 = -2490693.920625 nChanged 13 SP:Iteration 31Q (63258.650000 sec): 3 clusters Score: Raw -2495416.134771 + Penalty 4720.366891 = -2490695.767880 nChanged 12 SP:Iteration 32Q (63258.910000 sec): 3 clusters Score: Raw -2495417.539293 + Penalty 4720.366891 = -2490697.172401 nChanged 11 SP:Iteration 33Q (63259.140000 sec): 3 clusters Score: Raw -2495418.679592 + Penalty 4720.366891 = -2490698.312701 nChanged 7 SP:Iteration 34Q (63259.390000 sec): 3 clusters Score: Raw -2495419.208428 + Penalty 4720.366891 = -2490698.841537 nChanged 7 SP:Iteration 35Q (63259.600000 sec): 3 clusters Score: Raw -2495419.992154 + Penalty 4720.366891 = -2490699.625263 nChanged 7 SP:Iteration 36Q (63259.860000 sec): 3 clusters Score: Raw -2495420.814603 + Penalty 4720.366891 = -2490700.447712 nChanged 6 SP:Iteration 37Q (63260.120000 sec): 3 clusters Score: Raw -2495421.350241 + Penalty 4720.366891 = -2490700.983350 nChanged 3 SP:Iteration 38Q (63260.390000 sec): 3 clusters Score: Raw -2495421.781545 + Penalty 4720.366891 = -2490701.414654 nChanged 3 SP:Iteration 39Q (63260.580000 sec): 3 clusters Score: Raw -2495422.026738 + Penalty 4720.366891 = -2490701.659847 nChanged 4 SP:Iteration 40F (63260.820000 sec): 3 clusters Score: Raw -2495422.345309 + Penalty 4720.366891 = -2490701.978418 nChanged 2 SP:Iteration 41Q (63261.110000 sec): 3 clusters Score: Raw -2495422.599343 + Penalty 4720.366891 = -2490702.232452 nChanged 3 SP:Iteration 42Q (63261.340000 sec): 3 clusters Score: Raw -2495422.835748 + Penalty 4720.366891 = -2490702.468857 nChanged 4 SP:Iteration 43Q (63261.560000 sec): 3 clusters Score: Raw -2495423.192928 + Penalty 4720.366891 = -2490702.826037 nChanged 8 SP:Iteration 44Q (63261.850000 sec): 3 clusters Score: Raw -2495424.159218 + Penalty 4720.366891 = -2490703.792327 nChanged 7 SP:Iteration 45Q (63262.050000 sec): 3 clusters Score: Raw -2495424.795007 + Penalty 4720.366891 = -2490704.428116 nChanged 5 SP:Iteration 46Q (63262.320000 sec): 3 clusters Score: Raw -2495425.360945 + Penalty 4720.366891 = -2490704.994054 nChanged 3 SP:Iteration 47Q (63262.580000 sec): 3 clusters Score: Raw -2495425.603622 + Penalty 4720.366891 = -2490705.236731 nChanged 5 SP:Iteration 48Q (63262.810000 sec): 3 clusters Score: Raw -2495425.996400 + Penalty 4720.366891 = -2490705.629509 nChanged 4 SP:Iteration 49Q (63263.060000 sec): 3 clusters Score: Raw -2495426.397567 + Penalty 4720.366891 = -2490706.030676 nChanged 4 SP:Iteration 50Q (63263.320000 sec): 3 clusters Score: Raw -2495426.742135 + Penalty 4720.366891 = -2490706.375244 nChanged 0 SP:Iteration 51F (63263.590000 sec): 3 clusters Score: Raw -2495426.742135 + Penalty 4720.366891 = -2490706.375244 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63263.720000 sec): 2 clusters Score: Raw -40159.591397 + Penalty 1371.298414 = -38788.292984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63263.860000 sec): 3 clusters Score: Raw -40391.119669 + Penalty 2742.596827 = -37648.522842 nChanged 41 SP:Iteration 1F (63264.040000 sec): 3 clusters Score: Raw -40562.301589 + Penalty 2742.596827 = -37819.704762 nChanged 11 SP:Iteration 2Q (63264.240000 sec): 3 clusters Score: Raw -40621.459814 + Penalty 2742.596827 = -37878.862987 nChanged 1 SP:Iteration 3Q (63264.400000 sec): 3 clusters Score: Raw -40623.798520 + Penalty 2742.596827 = -37881.201692 nChanged 0 SP:Iteration 4F (63264.610000 sec): 3 clusters Score: Raw -40623.798520 + Penalty 2742.596827 = -37881.201692 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63264.680000 sec): 2 clusters Score: Raw -165952.772087 + Penalty 1695.125777 = -164257.646310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63264.840000 sec): 3 clusters Score: Raw -165798.230048 + Penalty 3390.251555 = -162407.978493 nChanged 232 SP:Iteration 1F (63265.020000 sec): 3 clusters Score: Raw -166087.893452 + Penalty 3390.251555 = -162697.641898 nChanged 61 SP:Iteration 2F (63265.200000 sec): 3 clusters Score: Raw -166182.335378 + Penalty 3390.251555 = -162792.083824 nChanged 43 SP:Iteration 3Q (63265.400000 sec): 3 clusters Score: Raw -166258.013686 + Penalty 3390.251555 = -162867.762131 nChanged 34 SP:Iteration 4Q (63265.590000 sec): 3 clusters Score: Raw -166344.577513 + Penalty 3390.251555 = -162954.325958 nChanged 26 SP:Iteration 5Q (63265.780000 sec): 3 clusters Score: Raw -166405.665501 + Penalty 3390.251555 = -163015.413946 nChanged 28 SP:Iteration 6Q (63265.980000 sec): 3 clusters Score: Raw -166457.954401 + Penalty 3390.251555 = -163067.702846 nChanged 24 SP:Iteration 7Q (63266.160000 sec): 3 clusters Score: Raw -166491.746651 + Penalty 3390.251555 = -163101.495096 nChanged 17 SP:Iteration 8Q (63266.360000 sec): 3 clusters Score: Raw -166518.592134 + Penalty 3390.251555 = -163128.340579 nChanged 16 SP:Iteration 9Q (63266.540000 sec): 3 clusters Score: Raw -166567.973593 + Penalty 3390.251555 = -163177.722038 nChanged 17 SP:Iteration 10Q (63266.720000 sec): 3 clusters Score: Raw -166605.480104 + Penalty 3390.251555 = -163215.228550 nChanged 12 SP:Iteration 11Q (63266.910000 sec): 3 clusters Score: Raw -166634.145625 + Penalty 3390.251555 = -163243.894070 nChanged 15 SP:Iteration 12Q (63267.080000 sec): 3 clusters Score: Raw -166656.470031 + Penalty 3390.251555 = -163266.218476 nChanged 11 SP:Iteration 13Q (63267.280000 sec): 3 clusters Score: Raw -166683.739165 + Penalty 3390.251555 = -163293.487610 nChanged 10 SP:Iteration 14Q (63267.440000 sec): 3 clusters Score: Raw -166702.967759 + Penalty 3390.251555 = -163312.716204 nChanged 10 SP:Iteration 15Q (63267.600000 sec): 3 clusters Score: Raw -166722.836357 + Penalty 3390.251555 = -163332.584802 nChanged 4 SP:Iteration 16Q (63267.780000 sec): 3 clusters Score: Raw -166727.369418 + Penalty 3390.251555 = -163337.117864 nChanged 1 SP:Iteration 17Q (63267.950000 sec): 3 clusters Score: Raw -166729.406499 + Penalty 3390.251555 = -163339.154945 nChanged 3 SP:Iteration 18Q (63268.120000 sec): 3 clusters Score: Raw -166733.531361 + Penalty 3390.251555 = -163343.279806 nChanged 4 SP:Iteration 19Q (63268.290000 sec): 3 clusters Score: Raw -166740.785698 + Penalty 3390.251555 = -163350.534144 nChanged 2 SP:Iteration 20F (63268.490000 sec): 3 clusters Score: Raw -166742.980653 + Penalty 3390.251555 = -163352.729098 nChanged 2 SP:Iteration 21Q (63268.670000 sec): 3 clusters Score: Raw -166744.503018 + Penalty 3390.251555 = -163354.251463 nChanged 3 SP:Iteration 22Q (63268.830000 sec): 3 clusters Score: Raw -166757.410942 + Penalty 3390.251555 = -163367.159387 nChanged 3 SP:Iteration 23Q (63269.010000 sec): 3 clusters Score: Raw -166761.827032 + Penalty 3390.251555 = -163371.575477 nChanged 2 SP:Iteration 24Q (63269.160000 sec): 3 clusters Score: Raw -166764.946727 + Penalty 3390.251555 = -163374.695172 nChanged 0 SP:Iteration 25F (63269.350000 sec): 3 clusters Score: Raw -166764.946727 + Penalty 3390.251555 = -163374.695172 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63269.440000 sec): 2 clusters Score: Raw -93869.204931 + Penalty 1572.409107 = -92296.795824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63269.660000 sec): 3 clusters Score: Raw -93865.278815 + Penalty 3144.818215 = -90720.460601 nChanged 105 SP:Iteration 1F (63269.800000 sec): 3 clusters Score: Raw -94123.200470 + Penalty 3144.818215 = -90978.382256 nChanged 33 SP:Iteration 2F (63270.000000 sec): 3 clusters Score: Raw -94215.246875 + Penalty 3144.818215 = -91070.428661 nChanged 19 SP:Iteration 3Q (63270.130000 sec): 3 clusters Score: Raw -94282.603013 + Penalty 3144.818215 = -91137.784798 nChanged 12 SP:Iteration 4Q (63270.290000 sec): 3 clusters Score: Raw -94320.957574 + Penalty 3144.818215 = -91176.139359 nChanged 12 SP:Iteration 5Q (63270.480000 sec): 3 clusters Score: Raw -94351.355676 + Penalty 3144.818215 = -91206.537461 nChanged 8 SP:Iteration 6Q (63270.620000 sec): 3 clusters Score: Raw -94367.062865 + Penalty 3144.818215 = -91222.244651 nChanged 7 SP:Iteration 7Q (63270.770000 sec): 3 clusters Score: Raw -94392.132019 + Penalty 3144.818215 = -91247.313804 nChanged 12 SP:Iteration 8Q (63270.960000 sec): 3 clusters Score: Raw -94416.273497 + Penalty 3144.818215 = -91271.455282 nChanged 4 SP:Iteration 9Q (63271.130000 sec): 3 clusters Score: Raw -94421.147074 + Penalty 3144.818215 = -91276.328860 nChanged 2 SP:Iteration 10Q (63271.330000 sec): 3 clusters Score: Raw -94423.661546 + Penalty 3144.818215 = -91278.843331 nChanged 1 SP:Iteration 11Q (63271.460000 sec): 3 clusters Score: Raw -94424.517775 + Penalty 3144.818215 = -91279.699561 nChanged 1 SP:Iteration 12Q (63271.640000 sec): 3 clusters Score: Raw -94427.357385 + Penalty 3144.818215 = -91282.539171 nChanged 1 SP:Iteration 13Q (63271.790000 sec): 3 clusters Score: Raw -94428.516735 + Penalty 3144.818215 = -91283.698520 nChanged 0 SP:Iteration 14F (63271.970000 sec): 3 clusters Score: Raw -94428.516735 + Penalty 3144.818215 = -91283.698520 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (4147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63272.080000 sec): 2 clusters Score: Raw -737406.228046 + Penalty 2065.874834 = -735340.353212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63272.310000 sec): 3 clusters Score: Raw -735577.989336 + Penalty 4131.749668 = -731446.239668 nChanged 1489 SP:Iteration 1F (63272.480000 sec): 3 clusters Score: Raw -736648.038500 + Penalty 4131.749668 = -732516.288832 nChanged 389 SP:Iteration 2F (63272.680000 sec): 3 clusters Score: Raw -737032.934399 + Penalty 4131.749668 = -732901.184731 nChanged 261 SP:Iteration 3F (63272.890000 sec): 3 clusters Score: Raw -737248.332092 + Penalty 4131.749668 = -733116.582424 nChanged 169 SP:Iteration 4Q (63273.060000 sec): 3 clusters Score: Raw -737360.035959 + Penalty 4131.749668 = -733228.286291 nChanged 126 SP:Iteration 5Q (63273.270000 sec): 3 clusters Score: Raw -737447.868097 + Penalty 4131.749668 = -733316.118429 nChanged 129 SP:Iteration 6Q (63273.450000 sec): 3 clusters Score: Raw -737523.719353 + Penalty 4131.749668 = -733391.969685 nChanged 85 SP:Iteration 7Q (63273.640000 sec): 3 clusters Score: Raw -737574.005480 + Penalty 4131.749668 = -733442.255812 nChanged 77 SP:Iteration 8Q (63273.820000 sec): 3 clusters Score: Raw -737613.324102 + Penalty 4131.749668 = -733481.574433 nChanged 70 SP:Iteration 9Q (63274.040000 sec): 3 clusters Score: Raw -737655.521889 + Penalty 4131.749668 = -733523.772220 nChanged 72 SP:Iteration 10Q (63274.250000 sec): 3 clusters Score: Raw -737695.172352 + Penalty 4131.749668 = -733563.422683 nChanged 66 SP:Iteration 11Q (63274.430000 sec): 3 clusters Score: Raw -737731.626903 + Penalty 4131.749668 = -733599.877235 nChanged 63 SP:Iteration 12Q (63274.590000 sec): 3 clusters Score: Raw -737762.666985 + Penalty 4131.749668 = -733630.917317 nChanged 54 SP:Iteration 13Q (63274.790000 sec): 3 clusters Score: Raw -737787.304466 + Penalty 4131.749668 = -733655.554797 nChanged 40 SP:Iteration 14Q (63274.990000 sec): 3 clusters Score: Raw -737806.084785 + Penalty 4131.749668 = -733674.335117 nChanged 47 SP:Iteration 15Q (63275.180000 sec): 3 clusters Score: Raw -737827.292353 + Penalty 4131.749668 = -733695.542684 nChanged 28 SP:Iteration 16Q (63275.410000 sec): 3 clusters Score: Raw -737839.709764 + Penalty 4131.749668 = -733707.960096 nChanged 30 SP:Iteration 17Q (63275.610000 sec): 3 clusters Score: Raw -737852.814908 + Penalty 4131.749668 = -733721.065240 nChanged 29 SP:Iteration 18Q (63275.790000 sec): 3 clusters Score: Raw -737863.800766 + Penalty 4131.749668 = -733732.051098 nChanged 17 SP:Iteration 19Q (63275.970000 sec): 3 clusters Score: Raw -737868.470692 + Penalty 4131.749668 = -733736.721024 nChanged 10 SP:Iteration 20F (63276.190000 sec): 3 clusters Score: Raw -737871.626791 + Penalty 4131.749668 = -733739.877123 nChanged 7 SP:Iteration 21Q (63276.340000 sec): 3 clusters Score: Raw -737874.198940 + Penalty 4131.749668 = -733742.449272 nChanged 6 SP:Iteration 22Q (63276.550000 sec): 3 clusters Score: Raw -737875.778361 + Penalty 4131.749668 = -733744.028693 nChanged 1 SP:Iteration 23Q (63276.750000 sec): 3 clusters Score: Raw -737876.012792 + Penalty 4131.749668 = -733744.263124 nChanged 2 SP:Iteration 24Q (63276.910000 sec): 3 clusters Score: Raw -737876.713434 + Penalty 4131.749668 = -733744.963766 nChanged 2 SP:Iteration 25Q (63277.130000 sec): 3 clusters Score: Raw -737877.866983 + Penalty 4131.749668 = -733746.117315 nChanged 2 SP:Iteration 26Q (63277.330000 sec): 3 clusters Score: Raw -737878.806278 + Penalty 4131.749668 = -733747.056610 nChanged 5 SP:Iteration 27Q (63277.500000 sec): 3 clusters Score: Raw -737880.600382 + Penalty 4131.749668 = -733748.850714 nChanged 5 SP:Iteration 28Q (63277.680000 sec): 3 clusters Score: Raw -737882.706336 + Penalty 4131.749668 = -733750.956668 nChanged 9 SP:Iteration 29Q (63277.910000 sec): 3 clusters Score: Raw -737885.726657 + Penalty 4131.749668 = -733753.976988 nChanged 9 SP:Iteration 30Q (63278.070000 sec): 3 clusters Score: Raw -737889.490332 + Penalty 4131.749668 = -733757.740664 nChanged 9 SP:Iteration 31Q (63278.290000 sec): 3 clusters Score: Raw -737892.537487 + Penalty 4131.749668 = -733760.787819 nChanged 3 SP:Iteration 32Q (63278.480000 sec): 3 clusters Score: Raw -737893.732858 + Penalty 4131.749668 = -733761.983190 nChanged 5 SP:Iteration 33Q (63278.650000 sec): 3 clusters Score: Raw -737894.845146 + Penalty 4131.749668 = -733763.095478 nChanged 5 SP:Iteration 34Q (63278.860000 sec): 3 clusters Score: Raw -737897.139763 + Penalty 4131.749668 = -733765.390095 nChanged 5 SP:Iteration 35Q (63279.040000 sec): 3 clusters Score: Raw -737898.616915 + Penalty 4131.749668 = -733766.867247 nChanged 4 SP:Iteration 36Q (63279.220000 sec): 3 clusters Score: Raw -737900.187254 + Penalty 4131.749668 = -733768.437586 nChanged 5 SP:Iteration 37Q (63279.400000 sec): 3 clusters Score: Raw -737901.674151 + Penalty 4131.749668 = -733769.924482 nChanged 2 SP:Iteration 38Q (63279.550000 sec): 3 clusters Score: Raw -737902.589829 + Penalty 4131.749668 = -733770.840161 nChanged 3 SP:Iteration 39Q (63279.760000 sec): 3 clusters Score: Raw -737903.967131 + Penalty 4131.749668 = -733772.217463 nChanged 4 SP:Iteration 40F (63279.970000 sec): 3 clusters Score: Raw -737906.024750 + Penalty 4131.749668 = -733774.275081 nChanged 6 SP:Iteration 41Q (63280.140000 sec): 3 clusters Score: Raw -737908.296493 + Penalty 4131.749668 = -733776.546824 nChanged 4 SP:Iteration 42Q (63280.330000 sec): 3 clusters Score: Raw -737910.189017 + Penalty 4131.749668 = -733778.439348 nChanged 5 SP:Iteration 43Q (63280.520000 sec): 3 clusters Score: Raw -737912.906006 + Penalty 4131.749668 = -733781.156337 nChanged 10 SP:Iteration 44Q (63280.690000 sec): 3 clusters Score: Raw -737916.646343 + Penalty 4131.749668 = -733784.896675 nChanged 10 SP:Iteration 45Q (63280.880000 sec): 3 clusters Score: Raw -737920.035376 + Penalty 4131.749668 = -733788.285708 nChanged 7 SP:Iteration 46Q (63281.050000 sec): 3 clusters Score: Raw -737922.002950 + Penalty 4131.749668 = -733790.253282 nChanged 6 SP:Iteration 47Q (63281.290000 sec): 3 clusters Score: Raw -737924.190337 + Penalty 4131.749668 = -733792.440669 nChanged 7 SP:Iteration 48Q (63281.460000 sec): 3 clusters Score: Raw -737927.434242 + Penalty 4131.749668 = -733795.684574 nChanged 7 SP:Iteration 49Q (63281.650000 sec): 3 clusters Score: Raw -737930.995979 + Penalty 4131.749668 = -733799.246310 nChanged 7 SP:Iteration 50Q (63281.840000 sec): 3 clusters Score: Raw -737933.718822 + Penalty 4131.749668 = -733801.969154 nChanged 8 SP:Iteration 51Q (63282.050000 sec): 3 clusters Score: Raw -737936.870649 + Penalty 4131.749668 = -733805.120981 nChanged 8 SP:Iteration 52Q (63282.250000 sec): 3 clusters Score: Raw -737940.999262 + Penalty 4131.749668 = -733809.249593 nChanged 12 SP:Iteration 53Q (63282.450000 sec): 3 clusters Score: Raw -737946.036922 + Penalty 4131.749668 = -733814.287254 nChanged 14 SP:Iteration 54Q (63282.640000 sec): 3 clusters Score: Raw -737951.028917 + Penalty 4131.749668 = -733819.279249 nChanged 5 SP:Iteration 55Q (63282.850000 sec): 3 clusters Score: Raw -737953.677112 + Penalty 4131.749668 = -733821.927444 nChanged 5 SP:Iteration 56Q (63282.990000 sec): 3 clusters Score: Raw -737956.174044 + Penalty 4131.749668 = -733824.424376 nChanged 6 SP:Iteration 57Q (63283.210000 sec): 3 clusters Score: Raw -737958.434649 + Penalty 4131.749668 = -733826.684981 nChanged 4 SP:Iteration 58Q (63283.370000 sec): 3 clusters Score: Raw -737959.733627 + Penalty 4131.749668 = -733827.983959 nChanged 3 SP:Iteration 59Q (63283.560000 sec): 3 clusters Score: Raw -737960.592715 + Penalty 4131.749668 = -733828.843046 nChanged 4 SP:Iteration 60F (63283.750000 sec): 3 clusters Score: Raw -737961.791103 + Penalty 4131.749668 = -733830.041435 nChanged 4 SP:Iteration 61Q (63283.970000 sec): 3 clusters Score: Raw -737962.946604 + Penalty 4131.749668 = -733831.196936 nChanged 4 SP:Iteration 62Q (63284.150000 sec): 3 clusters Score: Raw -737964.965550 + Penalty 4131.749668 = -733833.215882 nChanged 4 SP:Iteration 63Q (63284.310000 sec): 3 clusters Score: Raw -737967.001111 + Penalty 4131.749668 = -733835.251442 nChanged 5 SP:Iteration 64Q (63284.500000 sec): 3 clusters Score: Raw -737969.064264 + Penalty 4131.749668 = -733837.314596 nChanged 5 SP:Iteration 65Q (63284.700000 sec): 3 clusters Score: Raw -737971.711215 + Penalty 4131.749668 = -733839.961547 nChanged 6 SP:Iteration 66Q (63284.930000 sec): 3 clusters Score: Raw -737973.070070 + Penalty 4131.749668 = -733841.320402 nChanged 5 SP:Iteration 67Q (63285.110000 sec): 3 clusters Score: Raw -737976.469338 + Penalty 4131.749668 = -733844.719669 nChanged 10 SP:Iteration 68Q (63285.330000 sec): 3 clusters Score: Raw -737979.902101 + Penalty 4131.749668 = -733848.152433 nChanged 3 SP:Iteration 69Q (63285.580000 sec): 3 clusters Score: Raw -737980.799761 + Penalty 4131.749668 = -733849.050092 nChanged 2 SP:Iteration 70Q (63285.760000 sec): 3 clusters Score: Raw -737981.112005 + Penalty 4131.749668 = -733849.362336 nChanged 1 SP:Iteration 71Q (63285.960000 sec): 3 clusters Score: Raw -737981.221928 + Penalty 4131.749668 = -733849.472259 nChanged 0 SP:Iteration 72F (63286.130000 sec): 3 clusters Score: Raw -737981.221928 + Penalty 4131.749668 = -733849.472259 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63286.240000 sec): 2 clusters Score: Raw -107687.443533 + Penalty 1595.767537 = -106091.675996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63286.420000 sec): 3 clusters Score: Raw -107751.593651 + Penalty 3191.535073 = -104560.058578 nChanged 151 SP:Iteration 1F (63286.620000 sec): 3 clusters Score: Raw -108008.590333 + Penalty 3191.535073 = -104817.055260 nChanged 59 SP:Iteration 2F (63286.870000 sec): 3 clusters Score: Raw -108247.737550 + Penalty 3191.535073 = -105056.202476 nChanged 50 SP:Iteration 3F (63287.020000 sec): 3 clusters Score: Raw -108459.636328 + Penalty 3191.535073 = -105268.101255 nChanged 40 SP:Iteration 4F (63287.230000 sec): 3 clusters Score: Raw -108615.175441 + Penalty 3191.535073 = -105423.640367 nChanged 29 SP:Iteration 5Q (63287.410000 sec): 3 clusters Score: Raw -108721.910690 + Penalty 3191.535073 = -105530.375616 nChanged 23 SP:Iteration 6Q (63287.640000 sec): 3 clusters Score: Raw -108813.767686 + Penalty 3191.535073 = -105622.232612 nChanged 13 SP:Iteration 7Q (63287.830000 sec): 3 clusters Score: Raw -108859.159900 + Penalty 3191.535073 = -105667.624827 nChanged 7 SP:Iteration 8Q (63287.990000 sec): 3 clusters Score: Raw -108892.098787 + Penalty 3191.535073 = -105700.563713 nChanged 8 SP:Iteration 9Q (63288.150000 sec): 3 clusters Score: Raw -108912.571053 + Penalty 3191.535073 = -105721.035979 nChanged 5 SP:Iteration 10Q (63288.320000 sec): 3 clusters Score: Raw -108926.443684 + Penalty 3191.535073 = -105734.908611 nChanged 4 SP:Iteration 11Q (63288.510000 sec): 3 clusters Score: Raw -108936.239652 + Penalty 3191.535073 = -105744.704579 nChanged 2 SP:Iteration 12Q (63288.710000 sec): 3 clusters Score: Raw -108941.692865 + Penalty 3191.535073 = -105750.157791 nChanged 0 SP:Iteration 13F (63288.850000 sec): 3 clusters Score: Raw -108941.692865 + Penalty 3191.535073 = -105750.157791 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63288.970000 sec): 2 clusters Score: Raw -60435.363036 + Penalty 1461.811903 = -58973.551134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63289.160000 sec): 3 clusters Score: Raw -60556.816739 + Penalty 2923.623806 = -57633.192933 nChanged 56 SP:Iteration 1F (63289.360000 sec): 3 clusters Score: Raw -60691.853665 + Penalty 2923.623806 = -57768.229859 nChanged 5 SP:Iteration 2Q (63289.520000 sec): 3 clusters Score: Raw -60703.362094 + Penalty 2923.623806 = -57779.738288 nChanged 4 SP:Iteration 3Q (63289.670000 sec): 3 clusters Score: Raw -60718.337894 + Penalty 2923.623806 = -57794.714088 nChanged 0 SP:Iteration 4F (63289.890000 sec): 3 clusters Score: Raw -60718.337894 + Penalty 2923.623806 = -57794.714088 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63289.980000 sec): 2 clusters Score: Raw -25538.192298 + Penalty 1391.149005 = -24147.043293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63290.140000 sec): 3 clusters Score: Raw -25896.901078 + Penalty 2782.298010 = -23114.603068 nChanged 48 SP:Iteration 1F (63290.270000 sec): 3 clusters Score: Raw -26258.401021 + Penalty 2782.298010 = -23476.103010 nChanged 25 SP:Iteration 2F (63290.440000 sec): 3 clusters Score: Raw -26475.027795 + Penalty 2782.298010 = -23692.729784 nChanged 11 SP:Iteration 3Q (63290.610000 sec): 3 clusters Score: Raw -26597.942172 + Penalty 2782.298010 = -23815.644162 nChanged 8 SP:Iteration 4Q (63290.760000 sec): 3 clusters Score: Raw -26650.247705 + Penalty 2782.298010 = -23867.949694 nChanged 3 SP:Iteration 5Q (63290.920000 sec): 3 clusters Score: Raw -26665.477651 + Penalty 2782.298010 = -23883.179641 nChanged 1 SP:Iteration 6Q (63291.080000 sec): 3 clusters Score: Raw -26676.266824 + Penalty 2782.298010 = -23893.968814 nChanged 0 SP:Iteration 7F (63291.270000 sec): 3 clusters Score: Raw -26676.266824 + Penalty 2782.298010 = -23893.968814 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (1877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63291.380000 sec): 2 clusters Score: Raw -322587.344778 + Penalty 1869.282649 = -320718.062129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63291.520000 sec): 3 clusters Score: Raw -321988.237195 + Penalty 3738.565298 = -318249.671897 nChanged 614 SP:Iteration 1F (63291.700000 sec): 3 clusters Score: Raw -322485.267994 + Penalty 3738.565298 = -318746.702696 nChanged 154 SP:Iteration 2F (63291.930000 sec): 3 clusters Score: Raw -322669.864669 + Penalty 3738.565298 = -318931.299371 nChanged 97 SP:Iteration 3F (63292.120000 sec): 3 clusters Score: Raw -322787.634885 + Penalty 3738.565298 = -319049.069586 nChanged 93 SP:Iteration 4Q (63292.330000 sec): 3 clusters Score: Raw -322902.017324 + Penalty 3738.565298 = -319163.452026 nChanged 65 SP:Iteration 5Q (63292.520000 sec): 3 clusters Score: Raw -323013.903799 + Penalty 3738.565298 = -319275.338501 nChanged 83 SP:Iteration 6Q (63292.690000 sec): 3 clusters Score: Raw -323134.696058 + Penalty 3738.565298 = -319396.130760 nChanged 76 SP:Iteration 7Q (63292.860000 sec): 3 clusters Score: Raw -323238.382776 + Penalty 3738.565298 = -319499.817478 nChanged 59 SP:Iteration 8Q (63293.060000 sec): 3 clusters Score: Raw -323319.097366 + Penalty 3738.565298 = -319580.532068 nChanged 68 SP:Iteration 9Q (63293.250000 sec): 3 clusters Score: Raw -323418.772194 + Penalty 3738.565298 = -319680.206896 nChanged 65 SP:Iteration 10Q (63293.410000 sec): 3 clusters Score: Raw -323511.024748 + Penalty 3738.565298 = -319772.459450 nChanged 62 SP:Iteration 11Q (63293.580000 sec): 3 clusters Score: Raw -323586.147364 + Penalty 3738.565298 = -319847.582066 nChanged 39 SP:Iteration 12Q (63293.770000 sec): 3 clusters Score: Raw -323637.872725 + Penalty 3738.565298 = -319899.307427 nChanged 31 SP:Iteration 13Q (63293.980000 sec): 3 clusters Score: Raw -323674.278765 + Penalty 3738.565298 = -319935.713467 nChanged 25 SP:Iteration 14Q (63294.140000 sec): 3 clusters Score: Raw -323694.680244 + Penalty 3738.565298 = -319956.114946 nChanged 20 SP:Iteration 15Q (63294.310000 sec): 3 clusters Score: Raw -323713.801018 + Penalty 3738.565298 = -319975.235720 nChanged 14 SP:Iteration 16Q (63294.500000 sec): 3 clusters Score: Raw -323730.499221 + Penalty 3738.565298 = -319991.933923 nChanged 15 SP:Iteration 17Q (63294.670000 sec): 3 clusters Score: Raw -323747.089070 + Penalty 3738.565298 = -320008.523771 nChanged 18 SP:Iteration 18Q (63294.820000 sec): 3 clusters Score: Raw -323776.282377 + Penalty 3738.565298 = -320037.717078 nChanged 21 SP:Iteration 19Q (63295.020000 sec): 3 clusters Score: Raw -323799.686739 + Penalty 3738.565298 = -320061.121441 nChanged 21 SP:Iteration 20F (63295.220000 sec): 3 clusters Score: Raw -323823.550916 + Penalty 3738.565298 = -320084.985618 nChanged 24 SP:Iteration 21Q (63295.390000 sec): 3 clusters Score: Raw -323842.593549 + Penalty 3738.565298 = -320104.028251 nChanged 15 SP:Iteration 22Q (63295.540000 sec): 3 clusters Score: Raw -323856.703513 + Penalty 3738.565298 = -320118.138215 nChanged 13 SP:Iteration 23Q (63295.750000 sec): 3 clusters Score: Raw -323866.242949 + Penalty 3738.565298 = -320127.677651 nChanged 8 SP:Iteration 24Q (63295.930000 sec): 3 clusters Score: Raw -323871.890249 + Penalty 3738.565298 = -320133.324950 nChanged 6 SP:Iteration 25Q (63296.090000 sec): 3 clusters Score: Raw -323874.974613 + Penalty 3738.565298 = -320136.409315 nChanged 2 SP:Iteration 26Q (63296.260000 sec): 3 clusters Score: Raw -323875.498386 + Penalty 3738.565298 = -320136.933088 nChanged 1 SP:Iteration 27Q (63296.450000 sec): 3 clusters Score: Raw -323875.721553 + Penalty 3738.565298 = -320137.156255 nChanged 0 SP:Iteration 28F (63296.620000 sec): 3 clusters Score: Raw -323875.721553 + Penalty 3738.565298 = -320137.156255 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63296.720000 sec): 2 clusters Score: Raw -13523.625008 + Penalty 1158.861551 = -12364.763457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63296.870000 sec): 3 clusters Score: Raw -14547.784760 + Penalty 2317.723102 = -12230.061658 nChanged 6 SP:Iteration 1F (63297.050000 sec): 3 clusters Score: Raw -14597.099901 + Penalty 2317.723102 = -12279.376799 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63297.150000 sec): 2 clusters Score: Raw -94997.152986 + Penalty 1597.749961 = -93399.403025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63297.300000 sec): 3 clusters Score: Raw -95008.493478 + Penalty 3195.499923 = -91812.993556 nChanged 142 SP:Iteration 1F (63297.520000 sec): 3 clusters Score: Raw -95332.734996 + Penalty 3195.499923 = -92137.235073 nChanged 42 SP:Iteration 2F (63297.720000 sec): 3 clusters Score: Raw -95452.514532 + Penalty 3195.499923 = -92257.014609 nChanged 33 SP:Iteration 3F (63297.950000 sec): 3 clusters Score: Raw -95524.185931 + Penalty 3195.499923 = -92328.686009 nChanged 22 SP:Iteration 4Q (63298.120000 sec): 3 clusters Score: Raw -95574.224860 + Penalty 3195.499923 = -92378.724937 nChanged 20 SP:Iteration 5Q (63298.290000 sec): 3 clusters Score: Raw -95643.635178 + Penalty 3195.499923 = -92448.135255 nChanged 17 SP:Iteration 6Q (63298.470000 sec): 3 clusters Score: Raw -95704.136387 + Penalty 3195.499923 = -92508.636464 nChanged 22 SP:Iteration 7Q (63298.640000 sec): 3 clusters Score: Raw -95756.917858 + Penalty 3195.499923 = -92561.417936 nChanged 12 SP:Iteration 8Q (63298.740000 sec): 3 clusters Score: Raw -95790.945875 + Penalty 3195.499923 = -92595.445952 nChanged 5 SP:Iteration 9Q (63298.910000 sec): 3 clusters Score: Raw -95815.334061 + Penalty 3195.499923 = -92619.834138 nChanged 2 SP:Iteration 10Q (63299.100000 sec): 3 clusters Score: Raw -95820.724962 + Penalty 3195.499923 = -92625.225039 nChanged 3 SP:Iteration 11Q (63299.280000 sec): 3 clusters Score: Raw -95833.043392 + Penalty 3195.499923 = -92637.543470 nChanged 3 SP:Iteration 12Q (63299.470000 sec): 3 clusters Score: Raw -95850.902177 + Penalty 3195.499923 = -92655.402254 nChanged 3 SP:Iteration 13Q (63299.640000 sec): 3 clusters Score: Raw -95858.086698 + Penalty 3195.499923 = -92662.586776 nChanged 2 SP:Iteration 14Q (63299.770000 sec): 3 clusters Score: Raw -95861.313984 + Penalty 3195.499923 = -92665.814061 nChanged 2 SP:Iteration 15Q (63299.880000 sec): 3 clusters Score: Raw -95871.107681 + Penalty 3195.499923 = -92675.607758 nChanged 1 SP:Iteration 16Q (63300.030000 sec): 3 clusters Score: Raw -95873.517953 + Penalty 3195.499923 = -92678.018030 nChanged 0 SP:Iteration 17F (63300.230000 sec): 3 clusters Score: Raw -95873.517953 + Penalty 3195.499923 = -92678.018030 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63300.400000 sec): 2 clusters Score: Raw -3816394.049775 + Penalty 2479.600362 = -3813914.449413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63300.690000 sec): 3 clusters Score: Raw -3803460.465298 + Penalty 4959.200725 = -3798501.264573 nChanged 9649 SP:Iteration 1F (63301.000000 sec): 3 clusters Score: Raw -3808622.759925 + Penalty 4959.200725 = -3803663.559200 nChanged 1045 SP:Iteration 2Q (63301.340000 sec): 3 clusters Score: Raw -3808963.675795 + Penalty 4959.200725 = -3804004.475071 nChanged 922 SP:Iteration 3Q (63301.620000 sec): 3 clusters Score: Raw -3809249.963531 + Penalty 4959.200725 = -3804290.762807 nChanged 812 SP:Iteration 4Q (63301.860000 sec): 3 clusters Score: Raw -3809495.026473 + Penalty 4959.200725 = -3804535.825748 nChanged 752 SP:Iteration 5Q (63302.130000 sec): 3 clusters Score: Raw -3809744.437118 + Penalty 4959.200725 = -3804785.236393 nChanged 760 SP:Iteration 6Q (63302.370000 sec): 3 clusters Score: Raw -3810020.657314 + Penalty 4959.200725 = -3805061.456589 nChanged 754 SP:Iteration 7Q (63302.630000 sec): 3 clusters Score: Raw -3810311.511789 + Penalty 4959.200725 = -3805352.311065 nChanged 758 SP:Iteration 8Q (63302.960000 sec): 3 clusters Score: Raw -3810636.421106 + Penalty 4959.200725 = -3805677.220381 nChanged 830 SP:Iteration 9Q (63303.180000 sec): 3 clusters Score: Raw -3811007.539904 + Penalty 4959.200725 = -3806048.339179 nChanged 875 SP:Iteration 10Q (63303.500000 sec): 3 clusters Score: Raw -3811484.253832 + Penalty 4959.200725 = -3806525.053107 nChanged 1016 SP:Iteration 11Q (63303.820000 sec): 3 clusters Score: Raw -3812082.409770 + Penalty 4959.200725 = -3807123.209045 nChanged 1038 SP:Iteration 12Q (63304.080000 sec): 3 clusters Score: Raw -3812766.779646 + Penalty 4959.200725 = -3807807.578921 nChanged 1028 SP:Iteration 13Q (63304.380000 sec): 3 clusters Score: Raw -3813476.366047 + Penalty 4959.200725 = -3808517.165323 nChanged 948 SP:Iteration 14Q (63304.660000 sec): 3 clusters Score: Raw -3814100.750174 + Penalty 4959.200725 = -3809141.549449 nChanged 804 SP:Iteration 15Q (63305.010000 sec): 3 clusters Score: Raw -3814601.505622 + Penalty 4959.200725 = -3809642.304898 nChanged 693 SP:Iteration 16Q (63305.330000 sec): 3 clusters Score: Raw -3815029.939273 + Penalty 4959.200725 = -3810070.738548 nChanged 555 SP:Iteration 17Q (63305.650000 sec): 3 clusters Score: Raw -3815353.799903 + Penalty 4959.200725 = -3810394.599179 nChanged 476 SP:Iteration 18Q (63305.930000 sec): 3 clusters Score: Raw -3815641.485600 + Penalty 4959.200725 = -3810682.284876 nChanged 448 SP:Iteration 19Q (63306.250000 sec): 3 clusters Score: Raw -3815961.191760 + Penalty 4959.200725 = -3811001.991035 nChanged 415 SP:Iteration 20F (63306.590000 sec): 3 clusters Score: Raw -3816314.437828 + Penalty 4959.200725 = -3811355.237104 nChanged 384 SP:Iteration 21Q (63306.860000 sec): 3 clusters Score: Raw -3816700.003811 + Penalty 4959.200725 = -3811740.803086 nChanged 311 SP:Iteration 22Q (63307.150000 sec): 3 clusters Score: Raw -3816976.747375 + Penalty 4959.200725 = -3812017.546651 nChanged 231 SP:Iteration 23Q (63307.440000 sec): 3 clusters Score: Raw -3817118.187891 + Penalty 4959.200725 = -3812158.987166 nChanged 185 SP:Iteration 24Q (63307.690000 sec): 3 clusters Score: Raw -3817204.028854 + Penalty 4959.200725 = -3812244.828130 nChanged 153 SP:Iteration 25Q (63307.970000 sec): 3 clusters Score: Raw -3817273.412558 + Penalty 4959.200725 = -3812314.211833 nChanged 127 SP:Iteration 26Q (63308.260000 sec): 3 clusters Score: Raw -3817328.128567 + Penalty 4959.200725 = -3812368.927842 nChanged 99 SP:Iteration 27Q (63308.530000 sec): 3 clusters Score: Raw -3817363.008008 + Penalty 4959.200725 = -3812403.807284 nChanged 79 SP:Iteration 28Q (63308.840000 sec): 3 clusters Score: Raw -3817383.227445 + Penalty 4959.200725 = -3812424.026720 nChanged 57 SP:Iteration 29Q (63309.130000 sec): 3 clusters Score: Raw -3817396.782385 + Penalty 4959.200725 = -3812437.581660 nChanged 38 SP:Iteration 30Q (63309.360000 sec): 3 clusters Score: Raw -3817407.557700 + Penalty 4959.200725 = -3812448.356976 nChanged 43 SP:Iteration 31Q (63309.620000 sec): 3 clusters Score: Raw -3817418.378512 + Penalty 4959.200725 = -3812459.177787 nChanged 41 SP:Iteration 32Q (63309.890000 sec): 3 clusters Score: Raw -3817429.029951 + Penalty 4959.200725 = -3812469.829226 nChanged 23 SP:Iteration 33Q (63310.200000 sec): 3 clusters Score: Raw -3817434.609240 + Penalty 4959.200725 = -3812475.408515 nChanged 25 SP:Iteration 34Q (63310.490000 sec): 3 clusters Score: Raw -3817439.456998 + Penalty 4959.200725 = -3812480.256274 nChanged 17 SP:Iteration 35Q (63310.780000 sec): 3 clusters Score: Raw -3817442.718505 + Penalty 4959.200725 = -3812483.517780 nChanged 15 SP:Iteration 36Q (63311.040000 sec): 3 clusters Score: Raw -3817445.117328 + Penalty 4959.200725 = -3812485.916603 nChanged 9 SP:Iteration 37Q (63311.350000 sec): 3 clusters Score: Raw -3817446.842233 + Penalty 4959.200725 = -3812487.641508 nChanged 11 SP:Iteration 38Q (63311.600000 sec): 3 clusters Score: Raw -3817449.220218 + Penalty 4959.200725 = -3812490.019494 nChanged 7 SP:Iteration 39Q (63311.910000 sec): 3 clusters Score: Raw -3817450.646164 + Penalty 4959.200725 = -3812491.445439 nChanged 6 SP:Iteration 40F (63312.170000 sec): 3 clusters Score: Raw -3817451.504623 + Penalty 4959.200725 = -3812492.303899 nChanged 4 SP:Iteration 41Q (63312.450000 sec): 3 clusters Score: Raw -3817452.089552 + Penalty 4959.200725 = -3812492.888828 nChanged 4 SP:Iteration 42Q (63312.700000 sec): 3 clusters Score: Raw -3817452.900463 + Penalty 4959.200725 = -3812493.699738 nChanged 3 SP:Iteration 43Q (63312.960000 sec): 3 clusters Score: Raw -3817453.309903 + Penalty 4959.200725 = -3812494.109179 nChanged 3 SP:Iteration 44Q (63313.220000 sec): 3 clusters Score: Raw -3817453.903152 + Penalty 4959.200725 = -3812494.702428 nChanged 4 SP:Iteration 45Q (63313.500000 sec): 3 clusters Score: Raw -3817454.664051 + Penalty 4959.200725 = -3812495.463327 nChanged 6 SP:Iteration 46Q (63313.770000 sec): 3 clusters Score: Raw -3817455.883819 + Penalty 4959.200725 = -3812496.683094 nChanged 2 SP:Iteration 47Q (63314.050000 sec): 3 clusters Score: Raw -3817456.235652 + Penalty 4959.200725 = -3812497.034927 nChanged 4 SP:Iteration 48Q (63314.300000 sec): 3 clusters Score: Raw -3817456.861231 + Penalty 4959.200725 = -3812497.660506 nChanged 2 SP:Iteration 49Q (63314.600000 sec): 3 clusters Score: Raw -3817457.327708 + Penalty 4959.200725 = -3812498.126983 nChanged 1 SP:Iteration 50Q (63314.850000 sec): 3 clusters Score: Raw -3817457.474771 + Penalty 4959.200725 = -3812498.274046 nChanged 0 SP:Iteration 51F (63315.170000 sec): 3 clusters Score: Raw -3817457.474771 + Penalty 4959.200725 = -3812498.274046 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63315.270000 sec): 2 clusters Score: Raw -96284.449533 + Penalty 1628.185713 = -94656.263821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63315.450000 sec): 3 clusters Score: Raw -96298.179640 + Penalty 3256.371425 = -93041.808215 nChanged 194 SP:Iteration 1F (63315.660000 sec): 3 clusters Score: Raw -96683.083124 + Penalty 3256.371425 = -93426.711698 nChanged 77 SP:Iteration 2F (63315.800000 sec): 3 clusters Score: Raw -96954.200168 + Penalty 3256.371425 = -93697.828743 nChanged 56 SP:Iteration 3F (63315.990000 sec): 3 clusters Score: Raw -97129.471225 + Penalty 3256.371425 = -93873.099800 nChanged 36 SP:Iteration 4F (63316.140000 sec): 3 clusters Score: Raw -97314.845809 + Penalty 3256.371425 = -94058.474384 nChanged 21 SP:Iteration 5Q (63316.320000 sec): 3 clusters Score: Raw -97409.974802 + Penalty 3256.371425 = -94153.603377 nChanged 21 SP:Iteration 6Q (63316.490000 sec): 3 clusters Score: Raw -97493.452231 + Penalty 3256.371425 = -94237.080806 nChanged 15 SP:Iteration 7Q (63316.640000 sec): 3 clusters Score: Raw -97565.253604 + Penalty 3256.371425 = -94308.882178 nChanged 12 SP:Iteration 8Q (63316.820000 sec): 3 clusters Score: Raw -97606.197822 + Penalty 3256.371425 = -94349.826397 nChanged 9 SP:Iteration 9Q (63316.950000 sec): 3 clusters Score: Raw -97639.444092 + Penalty 3256.371425 = -94383.072667 nChanged 11 SP:Iteration 10Q (63317.160000 sec): 3 clusters Score: Raw -97666.603426 + Penalty 3256.371425 = -94410.232001 nChanged 9 SP:Iteration 11Q (63317.330000 sec): 3 clusters Score: Raw -97686.168974 + Penalty 3256.371425 = -94429.797549 nChanged 6 SP:Iteration 12Q (63317.520000 sec): 3 clusters Score: Raw -97710.446297 + Penalty 3256.371425 = -94454.074872 nChanged 6 SP:Iteration 13Q (63317.650000 sec): 3 clusters Score: Raw -97729.132197 + Penalty 3256.371425 = -94472.760772 nChanged 4 SP:Iteration 14Q (63317.820000 sec): 3 clusters Score: Raw -97736.504303 + Penalty 3256.371425 = -94480.132878 nChanged 0 SP:Iteration 15F (63317.990000 sec): 3 clusters Score: Raw -97736.504303 + Penalty 3256.371425 = -94480.132878 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63318.090000 sec): 2 clusters Score: Raw -255221.378858 + Penalty 1815.326503 = -253406.052355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63318.260000 sec): 3 clusters Score: Raw -254717.400849 + Penalty 3630.653005 = -251086.747843 nChanged 443 SP:Iteration 1F (63318.460000 sec): 3 clusters Score: Raw -255114.453453 + Penalty 3630.653005 = -251483.800448 nChanged 113 SP:Iteration 2F (63318.600000 sec): 3 clusters Score: Raw -255265.639266 + Penalty 3630.653005 = -251634.986261 nChanged 77 SP:Iteration 3F (63318.800000 sec): 3 clusters Score: Raw -255370.960957 + Penalty 3630.653005 = -251740.307952 nChanged 57 SP:Iteration 4Q (63318.960000 sec): 3 clusters Score: Raw -255446.651943 + Penalty 3630.653005 = -251815.998938 nChanged 48 SP:Iteration 5Q (63319.150000 sec): 3 clusters Score: Raw -255517.160285 + Penalty 3630.653005 = -251886.507280 nChanged 49 SP:Iteration 6Q (63319.310000 sec): 3 clusters Score: Raw -255589.302430 + Penalty 3630.653005 = -251958.649425 nChanged 42 SP:Iteration 7Q (63319.470000 sec): 3 clusters Score: Raw -255653.963361 + Penalty 3630.653005 = -252023.310356 nChanged 48 SP:Iteration 8Q (63319.690000 sec): 3 clusters Score: Raw -255752.030938 + Penalty 3630.653005 = -252121.377932 nChanged 49 SP:Iteration 9Q (63319.840000 sec): 3 clusters Score: Raw -255819.808560 + Penalty 3630.653005 = -252189.155554 nChanged 43 SP:Iteration 10Q (63320.020000 sec): 3 clusters Score: Raw -255873.837232 + Penalty 3630.653005 = -252243.184227 nChanged 36 SP:Iteration 11Q (63320.230000 sec): 3 clusters Score: Raw -255918.431522 + Penalty 3630.653005 = -252287.778517 nChanged 38 SP:Iteration 12Q (63320.510000 sec): 3 clusters Score: Raw -255971.021859 + Penalty 3630.653005 = -252340.368854 nChanged 44 SP:Iteration 13Q (63320.650000 sec): 3 clusters Score: Raw -256057.788172 + Penalty 3630.653005 = -252427.135167 nChanged 50 SP:Iteration 14Q (63320.840000 sec): 3 clusters Score: Raw -256163.025759 + Penalty 3630.653005 = -252532.372754 nChanged 43 SP:Iteration 15Q (63321.090000 sec): 3 clusters Score: Raw -256258.539017 + Penalty 3630.653005 = -252627.886012 nChanged 47 SP:Iteration 16Q (63321.240000 sec): 3 clusters Score: Raw -256359.777758 + Penalty 3630.653005 = -252729.124753 nChanged 37 SP:Iteration 17Q (63321.450000 sec): 3 clusters Score: Raw -256437.290325 + Penalty 3630.653005 = -252806.637319 nChanged 28 SP:Iteration 18Q (63321.640000 sec): 3 clusters Score: Raw -256496.298872 + Penalty 3630.653005 = -252865.645867 nChanged 29 SP:Iteration 19Q (63321.810000 sec): 3 clusters Score: Raw -256551.634350 + Penalty 3630.653005 = -252920.981344 nChanged 20 SP:Iteration 20F (63322.010000 sec): 3 clusters Score: Raw -256585.010637 + Penalty 3630.653005 = -252954.357632 nChanged 20 SP:Iteration 21Q (63322.210000 sec): 3 clusters Score: Raw -256627.623792 + Penalty 3630.653005 = -252996.970787 nChanged 22 SP:Iteration 22Q (63322.420000 sec): 3 clusters Score: Raw -256676.060062 + Penalty 3630.653005 = -253045.407057 nChanged 22 SP:Iteration 23Q (63322.600000 sec): 3 clusters Score: Raw -256712.388531 + Penalty 3630.653005 = -253081.735526 nChanged 12 SP:Iteration 24Q (63322.780000 sec): 3 clusters Score: Raw -256726.291296 + Penalty 3630.653005 = -253095.638290 nChanged 11 SP:Iteration 25Q (63322.970000 sec): 3 clusters Score: Raw -256737.209607 + Penalty 3630.653005 = -253106.556601 nChanged 7 SP:Iteration 26Q (63323.130000 sec): 3 clusters Score: Raw -256743.771125 + Penalty 3630.653005 = -253113.118120 nChanged 3 SP:Iteration 27Q (63323.340000 sec): 3 clusters Score: Raw -256748.162233 + Penalty 3630.653005 = -253117.509228 nChanged 3 SP:Iteration 28Q (63323.570000 sec): 3 clusters Score: Raw -256751.138202 + Penalty 3630.653005 = -253120.485197 nChanged 1 SP:Iteration 29Q (63323.760000 sec): 3 clusters Score: Raw -256754.198768 + Penalty 3630.653005 = -253123.545763 nChanged 1 SP:Iteration 30Q (63323.940000 sec): 3 clusters Score: Raw -256754.895473 + Penalty 3630.653005 = -253124.242467 nChanged 1 SP:Iteration 31Q (63324.130000 sec): 3 clusters Score: Raw -256756.373109 + Penalty 3630.653005 = -253125.720103 nChanged 1 SP:Iteration 32Q (63324.370000 sec): 3 clusters Score: Raw -256757.574096 + Penalty 3630.653005 = -253126.921091 nChanged 1 SP:Iteration 33Q (63324.570000 sec): 3 clusters Score: Raw -256759.344980 + Penalty 3630.653005 = -253128.691975 nChanged 1 SP:Iteration 34Q (63324.740000 sec): 3 clusters Score: Raw -256760.833062 + Penalty 3630.653005 = -253130.180056 nChanged 0 SP:Iteration 35F (63324.920000 sec): 3 clusters Score: Raw -256760.833062 + Penalty 3630.653005 = -253130.180056 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63325.000000 sec): 2 clusters Score: Raw -60012.534643 + Penalty 1471.853761 = -58540.680882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63325.170000 sec): 3 clusters Score: Raw -60133.922257 + Penalty 2943.707521 = -57190.214735 nChanged 46 SP:Iteration 1F (63325.380000 sec): 3 clusters Score: Raw -60282.292812 + Penalty 2943.707521 = -57338.585291 nChanged 16 SP:Iteration 2Q (63325.540000 sec): 3 clusters Score: Raw -60331.095205 + Penalty 2943.707521 = -57387.387684 nChanged 4 SP:Iteration 3Q (63325.770000 sec): 3 clusters Score: Raw -60342.373192 + Penalty 2943.707521 = -57398.665671 nChanged 1 SP:Iteration 4Q (63325.950000 sec): 3 clusters Score: Raw -60345.407656 + Penalty 2943.707521 = -57401.700135 nChanged 0 SP:Iteration 5F (63326.120000 sec): 3 clusters Score: Raw -60345.407656 + Penalty 2943.707521 = -57401.700135 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63326.230000 sec): 2 clusters Score: Raw -286168.830696 + Penalty 1812.850608 = -284355.980087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63326.430000 sec): 3 clusters Score: Raw -285668.195799 + Penalty 3625.701217 = -282042.494582 nChanged 431 SP:Iteration 1F (63326.600000 sec): 3 clusters Score: Raw -286046.767028 + Penalty 3625.701217 = -282421.065811 nChanged 109 SP:Iteration 2F (63326.820000 sec): 3 clusters Score: Raw -286150.284838 + Penalty 3625.701217 = -282524.583621 nChanged 48 SP:Iteration 3Q (63327.010000 sec): 3 clusters Score: Raw -286191.535301 + Penalty 3625.701217 = -282565.834084 nChanged 29 SP:Iteration 4Q (63327.230000 sec): 3 clusters Score: Raw -286221.409693 + Penalty 3625.701217 = -282595.708476 nChanged 20 SP:Iteration 5Q (63327.430000 sec): 3 clusters Score: Raw -286244.459165 + Penalty 3625.701217 = -282618.757948 nChanged 12 SP:Iteration 6Q (63327.590000 sec): 3 clusters Score: Raw -286255.265712 + Penalty 3625.701217 = -282629.564495 nChanged 11 SP:Iteration 7Q (63327.810000 sec): 3 clusters Score: Raw -286263.517594 + Penalty 3625.701217 = -282637.816377 nChanged 9 SP:Iteration 8Q (63328.010000 sec): 3 clusters Score: Raw -286272.100057 + Penalty 3625.701217 = -282646.398840 nChanged 12 SP:Iteration 9Q (63328.150000 sec): 3 clusters Score: Raw -286288.081452 + Penalty 3625.701217 = -282662.380235 nChanged 13 SP:Iteration 10Q (63328.350000 sec): 3 clusters Score: Raw -286300.960340 + Penalty 3625.701217 = -282675.259123 nChanged 15 SP:Iteration 11Q (63328.550000 sec): 3 clusters Score: Raw -286314.640214 + Penalty 3625.701217 = -282688.938997 nChanged 10 SP:Iteration 12Q (63328.780000 sec): 3 clusters Score: Raw -286326.270560 + Penalty 3625.701217 = -282700.569343 nChanged 9 SP:Iteration 13Q (63328.990000 sec): 3 clusters Score: Raw -286333.571104 + Penalty 3625.701217 = -282707.869887 nChanged 6 SP:Iteration 14Q (63329.190000 sec): 3 clusters Score: Raw -286338.480655 + Penalty 3625.701217 = -282712.779438 nChanged 5 SP:Iteration 15Q (63329.390000 sec): 3 clusters Score: Raw -286342.570724 + Penalty 3625.701217 = -282716.869507 nChanged 7 SP:Iteration 16Q (63329.560000 sec): 3 clusters Score: Raw -286347.460207 + Penalty 3625.701217 = -282721.758990 nChanged 5 SP:Iteration 17Q (63329.740000 sec): 3 clusters Score: Raw -286351.037557 + Penalty 3625.701217 = -282725.336340 nChanged 10 SP:Iteration 18Q (63329.930000 sec): 3 clusters Score: Raw -286359.714434 + Penalty 3625.701217 = -282734.013217 nChanged 12 SP:Iteration 19Q (63330.090000 sec): 3 clusters Score: Raw -286370.464116 + Penalty 3625.701217 = -282744.762899 nChanged 11 SP:Iteration 20F (63330.300000 sec): 3 clusters Score: Raw -286379.920012 + Penalty 3625.701217 = -282754.218795 nChanged 8 SP:Iteration 21Q (63330.510000 sec): 3 clusters Score: Raw -286386.980007 + Penalty 3625.701217 = -282761.278790 nChanged 6 SP:Iteration 22Q (63330.700000 sec): 3 clusters Score: Raw -286389.530998 + Penalty 3625.701217 = -282763.829781 nChanged 3 SP:Iteration 23Q (63330.860000 sec): 3 clusters Score: Raw -286392.123507 + Penalty 3625.701217 = -282766.422290 nChanged 2 SP:Iteration 24Q (63331.060000 sec): 3 clusters Score: Raw -286393.202618 + Penalty 3625.701217 = -282767.501401 nChanged 0 SP:Iteration 25F (63331.230000 sec): 3 clusters Score: Raw -286393.202618 + Penalty 3625.701217 = -282767.501401 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63331.340000 sec): 2 clusters Score: Raw -77683.713011 + Penalty 1535.198221 = -76148.514790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63331.500000 sec): 3 clusters Score: Raw -77723.153337 + Penalty 3070.396441 = -74652.756896 nChanged 87 SP:Iteration 1F (63331.700000 sec): 3 clusters Score: Raw -78001.162874 + Penalty 3070.396441 = -74930.766433 nChanged 31 SP:Iteration 2F (63331.910000 sec): 3 clusters Score: Raw -78123.159091 + Penalty 3070.396441 = -75052.762650 nChanged 13 SP:Iteration 3Q (63332.090000 sec): 3 clusters Score: Raw -78236.671175 + Penalty 3070.396441 = -75166.274734 nChanged 9 SP:Iteration 4Q (63332.280000 sec): 3 clusters Score: Raw -78348.156678 + Penalty 3070.396441 = -75277.760237 nChanged 8 SP:Iteration 5Q (63332.430000 sec): 3 clusters Score: Raw -78369.501564 + Penalty 3070.396441 = -75299.105123 nChanged 7 SP:Iteration 6Q (63332.620000 sec): 3 clusters Score: Raw -78388.784959 + Penalty 3070.396441 = -75318.388517 nChanged 3 SP:Iteration 7Q (63332.770000 sec): 3 clusters Score: Raw -78395.978316 + Penalty 3070.396441 = -75325.581875 nChanged 4 SP:Iteration 8Q (63332.960000 sec): 3 clusters Score: Raw -78411.049101 + Penalty 3070.396441 = -75340.652659 nChanged 2 SP:Iteration 9Q (63333.150000 sec): 3 clusters Score: Raw -78418.674087 + Penalty 3070.396441 = -75348.277646 nChanged 5 SP:Iteration 10Q (63333.300000 sec): 3 clusters Score: Raw -78430.581344 + Penalty 3070.396441 = -75360.184903 nChanged 2 SP:Iteration 11Q (63333.480000 sec): 3 clusters Score: Raw -78438.935681 + Penalty 3070.396441 = -75368.539240 nChanged 1 SP:Iteration 12Q (63333.660000 sec): 3 clusters Score: Raw -78440.295718 + Penalty 3070.396441 = -75369.899277 nChanged 0 SP:Iteration 13F (63333.840000 sec): 3 clusters Score: Raw -78440.295718 + Penalty 3070.396441 = -75369.899277 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63333.920000 sec): 2 clusters Score: Raw -52793.585526 + Penalty 1531.615083 = -51261.970443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63334.120000 sec): 3 clusters Score: Raw -52955.908520 + Penalty 3063.230166 = -49892.678354 nChanged 116 SP:Iteration 1F (63334.280000 sec): 3 clusters Score: Raw -53486.045372 + Penalty 3063.230166 = -50422.815206 nChanged 40 SP:Iteration 2F (63334.450000 sec): 3 clusters Score: Raw -53606.859646 + Penalty 3063.230166 = -50543.629480 nChanged 18 SP:Iteration 3Q (63334.590000 sec): 3 clusters Score: Raw -53678.259984 + Penalty 3063.230166 = -50615.029818 nChanged 7 SP:Iteration 4Q (63334.810000 sec): 3 clusters Score: Raw -53699.475134 + Penalty 3063.230166 = -50636.244968 nChanged 2 SP:Iteration 5Q (63334.950000 sec): 3 clusters Score: Raw -53702.035383 + Penalty 3063.230166 = -50638.805217 nChanged 2 SP:Iteration 6Q (63335.140000 sec): 3 clusters Score: Raw -53710.069907 + Penalty 3063.230166 = -50646.839741 nChanged 5 SP:Iteration 7Q (63335.320000 sec): 3 clusters Score: Raw -53726.744693 + Penalty 3063.230166 = -50663.514527 nChanged 5 SP:Iteration 8Q (63335.550000 sec): 3 clusters Score: Raw -53741.522429 + Penalty 3063.230166 = -50678.292263 nChanged 5 SP:Iteration 9Q (63335.740000 sec): 3 clusters Score: Raw -53760.805913 + Penalty 3063.230166 = -50697.575747 nChanged 3 SP:Iteration 10Q (63335.940000 sec): 3 clusters Score: Raw -53776.640258 + Penalty 3063.230166 = -50713.410092 nChanged 4 SP:Iteration 11Q (63336.120000 sec): 3 clusters Score: Raw -53785.826540 + Penalty 3063.230166 = -50722.596374 nChanged 0 SP:Iteration 12F (63336.300000 sec): 3 clusters Score: Raw -53785.826540 + Penalty 3063.230166 = -50722.596374 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63336.390000 sec): 2 clusters Score: Raw -62094.940395 + Penalty 1467.885676 = -60627.054719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63336.580000 sec): 3 clusters Score: Raw -62276.176923 + Penalty 2935.771352 = -59340.405571 nChanged 88 SP:Iteration 1F (63336.790000 sec): 3 clusters Score: Raw -62462.598709 + Penalty 2935.771352 = -59526.827357 nChanged 31 SP:Iteration 2F (63336.960000 sec): 3 clusters Score: Raw -62591.559209 + Penalty 2935.771352 = -59655.787857 nChanged 32 SP:Iteration 3F (63337.110000 sec): 3 clusters Score: Raw -62713.559146 + Penalty 2935.771352 = -59777.787794 nChanged 12 SP:Iteration 4Q (63337.360000 sec): 3 clusters Score: Raw -62748.812752 + Penalty 2935.771352 = -59813.041400 nChanged 5 SP:Iteration 5Q (63337.520000 sec): 3 clusters Score: Raw -62761.551462 + Penalty 2935.771352 = -59825.780110 nChanged 3 SP:Iteration 6Q (63337.730000 sec): 3 clusters Score: Raw -62768.979842 + Penalty 2935.771352 = -59833.208490 nChanged 2 SP:Iteration 7Q (63337.960000 sec): 3 clusters Score: Raw -62782.446479 + Penalty 2935.771352 = -59846.675127 nChanged 1 SP:Iteration 8Q (63338.140000 sec): 3 clusters Score: Raw -62784.818094 + Penalty 2935.771352 = -59849.046742 nChanged 1 SP:Iteration 9Q (63338.320000 sec): 3 clusters Score: Raw -62788.806998 + Penalty 2935.771352 = -59853.035646 nChanged 0 SP:Iteration 10F (63338.490000 sec): 3 clusters Score: Raw -62788.806998 + Penalty 2935.771352 = -59853.035646 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63338.680000 sec): 2 clusters Score: Raw -3235547.400971 + Penalty 2421.969366 = -3233125.431605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63338.930000 sec): 3 clusters Score: Raw -3225614.340027 + Penalty 4843.938733 = -3220770.401295 nChanged 7564 SP:Iteration 1F (63339.210000 sec): 3 clusters Score: Raw -3229602.185647 + Penalty 4843.938733 = -3224758.246915 nChanged 899 SP:Iteration 2F (63339.450000 sec): 3 clusters Score: Raw -3229923.899070 + Penalty 4843.938733 = -3225079.960338 nChanged 753 SP:Iteration 3Q (63339.740000 sec): 3 clusters Score: Raw -3230201.399204 + Penalty 4843.938733 = -3225357.460471 nChanged 711 SP:Iteration 4Q (63340.050000 sec): 3 clusters Score: Raw -3230477.062840 + Penalty 4843.938733 = -3225633.124107 nChanged 692 SP:Iteration 5Q (63340.290000 sec): 3 clusters Score: Raw -3230746.637130 + Penalty 4843.938733 = -3225902.698397 nChanged 749 SP:Iteration 6Q (63340.600000 sec): 3 clusters Score: Raw -3231081.549579 + Penalty 4843.938733 = -3226237.610846 nChanged 853 SP:Iteration 7Q (63340.860000 sec): 3 clusters Score: Raw -3231537.959449 + Penalty 4843.938733 = -3226694.020716 nChanged 976 SP:Iteration 8F (63341.090000 sec): 3 clusters Score: Raw -3232166.635415 + Penalty 4843.938733 = -3227322.696682 nChanged 1034 SP:Iteration 9F (63341.370000 sec): 3 clusters Score: Raw -3232944.877062 + Penalty 4843.938733 = -3228100.938330 nChanged 1073 SP:Iteration 10F (63341.610000 sec): 3 clusters Score: Raw -3233813.667250 + Penalty 4843.938733 = -3228969.728517 nChanged 913 SP:Iteration 11F (63341.870000 sec): 3 clusters Score: Raw -3234586.860268 + Penalty 4843.938733 = -3229742.921535 nChanged 675 SP:Iteration 12Q (63342.160000 sec): 3 clusters Score: Raw -3235135.185276 + Penalty 4843.938733 = -3230291.246544 nChanged 463 SP:Iteration 13Q (63342.410000 sec): 3 clusters Score: Raw -3235508.996095 + Penalty 4843.938733 = -3230665.057363 nChanged 303 SP:Iteration 14Q (63342.670000 sec): 3 clusters Score: Raw -3235737.033367 + Penalty 4843.938733 = -3230893.094634 nChanged 168 SP:Iteration 15Q (63342.940000 sec): 3 clusters Score: Raw -3235846.985315 + Penalty 4843.938733 = -3231003.046582 nChanged 106 SP:Iteration 16Q (63343.190000 sec): 3 clusters Score: Raw -3235917.834560 + Penalty 4843.938733 = -3231073.895827 nChanged 79 SP:Iteration 17Q (63343.450000 sec): 3 clusters Score: Raw -3235969.999767 + Penalty 4843.938733 = -3231126.061035 nChanged 52 SP:Iteration 18Q (63343.690000 sec): 3 clusters Score: Raw -3236002.655538 + Penalty 4843.938733 = -3231158.716805 nChanged 34 SP:Iteration 19Q (63343.950000 sec): 3 clusters Score: Raw -3236024.048352 + Penalty 4843.938733 = -3231180.109619 nChanged 25 SP:Iteration 20F (63344.290000 sec): 3 clusters Score: Raw -3236042.225095 + Penalty 4843.938733 = -3231198.286363 nChanged 22 SP:Iteration 21Q (63344.570000 sec): 3 clusters Score: Raw -3236057.857059 + Penalty 4843.938733 = -3231213.918326 nChanged 21 SP:Iteration 22Q (63344.790000 sec): 3 clusters Score: Raw -3236068.204966 + Penalty 4843.938733 = -3231224.266234 nChanged 13 SP:Iteration 23Q (63345.090000 sec): 3 clusters Score: Raw -3236074.852985 + Penalty 4843.938733 = -3231230.914253 nChanged 10 SP:Iteration 24Q (63345.370000 sec): 3 clusters Score: Raw -3236079.789426 + Penalty 4843.938733 = -3231235.850693 nChanged 7 SP:Iteration 25Q (63345.650000 sec): 3 clusters Score: Raw -3236083.726586 + Penalty 4843.938733 = -3231239.787853 nChanged 12 SP:Iteration 26Q (63345.920000 sec): 3 clusters Score: Raw -3236090.037699 + Penalty 4843.938733 = -3231246.098967 nChanged 5 SP:Iteration 27Q (63346.150000 sec): 3 clusters Score: Raw -3236092.438796 + Penalty 4843.938733 = -3231248.500064 nChanged 1 SP:Iteration 28Q (63346.430000 sec): 3 clusters Score: Raw -3236092.716356 + Penalty 4843.938733 = -3231248.777624 nChanged 0 SP:Iteration 29F (63346.670000 sec): 3 clusters Score: Raw -3236092.716356 + Penalty 4843.938733 = -3231248.777624 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63346.800000 sec): 2 clusters Score: Raw -125007.221827 + Penalty 1629.231392 = -123377.990435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63346.950000 sec): 3 clusters Score: Raw -124925.156038 + Penalty 3258.462785 = -121666.693253 nChanged 141 SP:Iteration 1F (63347.160000 sec): 3 clusters Score: Raw -125104.504528 + Penalty 3258.462785 = -121846.041743 nChanged 29 SP:Iteration 2Q (63347.340000 sec): 3 clusters Score: Raw -125141.863570 + Penalty 3258.462785 = -121883.400786 nChanged 10 SP:Iteration 3Q (63347.550000 sec): 3 clusters Score: Raw -125157.624590 + Penalty 3258.462785 = -121899.161806 nChanged 5 SP:Iteration 4Q (63347.700000 sec): 3 clusters Score: Raw -125165.851261 + Penalty 3258.462785 = -121907.388477 nChanged 6 SP:Iteration 5Q (63347.830000 sec): 3 clusters Score: Raw -125173.852774 + Penalty 3258.462785 = -121915.389989 nChanged 1 SP:Iteration 6Q (63348.010000 sec): 3 clusters Score: Raw -125174.651233 + Penalty 3258.462785 = -121916.188449 nChanged 0 SP:Iteration 7F (63348.200000 sec): 3 clusters Score: Raw -125174.651233 + Penalty 3258.462785 = -121916.188449 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63348.280000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63348.490000 sec): 3 clusters Score: Raw -41184.677962 + Penalty 2769.414169 = -38415.263793 nChanged 38 SP:Iteration 1F (63348.630000 sec): 3 clusters Score: Raw -41358.885517 + Penalty 2769.414169 = -38589.471347 nChanged 15 SP:Iteration 2F (63348.840000 sec): 3 clusters Score: Raw -41451.905855 + Penalty 2769.414169 = -38682.491686 nChanged 10 SP:Iteration 3Q (63348.980000 sec): 3 clusters Score: Raw -41517.461665 + Penalty 2769.414169 = -38748.047496 nChanged 6 SP:Iteration 4Q (63349.130000 sec): 3 clusters Score: Raw -41570.015367 + Penalty 2769.414169 = -38800.601198 nChanged 5 SP:Iteration 5Q (63349.310000 sec): 3 clusters Score: Raw -41638.639507 + Penalty 2769.414169 = -38869.225338 nChanged 5 SP:Iteration 6Q (63349.460000 sec): 3 clusters Score: Raw -41704.949687 + Penalty 2769.414169 = -38935.535518 nChanged 5 SP:Iteration 7Q (63349.650000 sec): 3 clusters Score: Raw -41811.526667 + Penalty 2769.414169 = -39042.112498 nChanged 5 SP:Iteration 8Q (63349.830000 sec): 3 clusters Score: Raw -41851.682836 + Penalty 2769.414169 = -39082.268666 nChanged 4 SP:Iteration 9Q (63349.960000 sec): 3 clusters Score: Raw -41873.664052 + Penalty 2769.414169 = -39104.249883 nChanged 5 SP:Iteration 10Q (63350.170000 sec): 3 clusters Score: Raw -41898.139189 + Penalty 2769.414169 = -39128.725020 nChanged 4 SP:Iteration 11Q (63350.280000 sec): 3 clusters Score: Raw -41918.372861 + Penalty 2769.414169 = -39148.958692 nChanged 5 SP:Iteration 12Q (63350.460000 sec): 3 clusters Score: Raw -41939.353205 + Penalty 2769.414169 = -39169.939035 nChanged 4 SP:Iteration 13Q (63350.590000 sec): 3 clusters Score: Raw -41960.055813 + Penalty 2769.414169 = -39190.641644 nChanged 3 SP:Iteration 14Q (63350.780000 sec): 3 clusters Score: Raw -41975.715633 + Penalty 2769.414169 = -39206.301464 nChanged 3 SP:Iteration 15Q (63350.930000 sec): 3 clusters Score: Raw -42002.178650 + Penalty 2769.414169 = -39232.764481 nChanged 2 SP:Iteration 16Q (63351.090000 sec): 3 clusters Score: Raw -42015.393191 + Penalty 2769.414169 = -39245.979022 nChanged 2 SP:Iteration 17Q (63351.310000 sec): 3 clusters Score: Raw -42029.163195 + Penalty 2769.414169 = -39259.749026 nChanged 2 SP:Iteration 18Q (63351.440000 sec): 3 clusters Score: Raw -42055.583519 + Penalty 2769.414169 = -39286.169350 nChanged 2 SP:Iteration 19Q (63351.650000 sec): 3 clusters Score: Raw -42072.364312 + Penalty 2769.414169 = -39302.950143 nChanged 1 SP:Iteration 20F (63351.850000 sec): 3 clusters Score: Raw -42089.061840 + Penalty 2769.414169 = -39319.647671 nChanged 3 SP:Iteration 21Q (63352.050000 sec): 3 clusters Score: Raw -42136.250931 + Penalty 2769.414169 = -39366.836762 nChanged 2 SP:Iteration 22Q (63352.210000 sec): 3 clusters Score: Raw -42164.920900 + Penalty 2769.414169 = -39395.506731 nChanged 1 SP:Iteration 23Q (63352.430000 sec): 3 clusters Score: Raw -42172.710339 + Penalty 2769.414169 = -39403.296170 nChanged 2 SP:Iteration 24Q (63352.590000 sec): 3 clusters Score: Raw -42191.501202 + Penalty 2769.414169 = -39422.087032 nChanged 0 SP:Iteration 25F (63352.760000 sec): 3 clusters Score: Raw -42191.501202 + Penalty 2769.414169 = -39422.087032 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63352.870000 sec): 2 clusters Score: Raw -109452.293531 + Penalty 1616.015883 = -107836.277648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63353.060000 sec): 3 clusters Score: Raw -109415.613340 + Penalty 3232.031766 = -106183.581574 nChanged 149 SP:Iteration 1F (63353.270000 sec): 3 clusters Score: Raw -109695.685868 + Penalty 3232.031766 = -106463.654103 nChanged 44 SP:Iteration 2F (63353.440000 sec): 3 clusters Score: Raw -109788.222296 + Penalty 3232.031766 = -106556.190530 nChanged 27 SP:Iteration 3Q (63353.630000 sec): 3 clusters Score: Raw -109880.106883 + Penalty 3232.031766 = -106648.075117 nChanged 32 SP:Iteration 4Q (63353.810000 sec): 3 clusters Score: Raw -109972.085250 + Penalty 3232.031766 = -106740.053484 nChanged 28 SP:Iteration 5Q (63353.960000 sec): 3 clusters Score: Raw -110044.578418 + Penalty 3232.031766 = -106812.546653 nChanged 18 SP:Iteration 6Q (63354.060000 sec): 3 clusters Score: Raw -110089.804548 + Penalty 3232.031766 = -106857.772782 nChanged 15 SP:Iteration 7Q (63354.210000 sec): 3 clusters Score: Raw -110150.850915 + Penalty 3232.031766 = -106918.819149 nChanged 12 SP:Iteration 8Q (63354.440000 sec): 3 clusters Score: Raw -110224.716343 + Penalty 3232.031766 = -106992.684577 nChanged 18 SP:Iteration 9Q (63354.610000 sec): 3 clusters Score: Raw -110301.787989 + Penalty 3232.031766 = -107069.756223 nChanged 17 SP:Iteration 10Q (63354.750000 sec): 3 clusters Score: Raw -110367.677589 + Penalty 3232.031766 = -107135.645823 nChanged 13 SP:Iteration 11Q (63354.900000 sec): 3 clusters Score: Raw -110395.638016 + Penalty 3232.031766 = -107163.606250 nChanged 11 SP:Iteration 12Q (63355.100000 sec): 3 clusters Score: Raw -110424.484375 + Penalty 3232.031766 = -107192.452609 nChanged 8 SP:Iteration 13Q (63355.290000 sec): 3 clusters Score: Raw -110442.310217 + Penalty 3232.031766 = -107210.278452 nChanged 6 SP:Iteration 14Q (63355.480000 sec): 3 clusters Score: Raw -110461.259969 + Penalty 3232.031766 = -107229.228204 nChanged 6 SP:Iteration 15Q (63355.670000 sec): 3 clusters Score: Raw -110482.598410 + Penalty 3232.031766 = -107250.566644 nChanged 5 SP:Iteration 16Q (63355.880000 sec): 3 clusters Score: Raw -110495.482954 + Penalty 3232.031766 = -107263.451189 nChanged 4 SP:Iteration 17Q (63356.050000 sec): 3 clusters Score: Raw -110522.428248 + Penalty 3232.031766 = -107290.396482 nChanged 4 SP:Iteration 18Q (63356.230000 sec): 3 clusters Score: Raw -110548.071143 + Penalty 3232.031766 = -107316.039377 nChanged 6 SP:Iteration 19Q (63356.410000 sec): 3 clusters Score: Raw -110564.542026 + Penalty 3232.031766 = -107332.510261 nChanged 6 SP:Iteration 20F (63356.570000 sec): 3 clusters Score: Raw -110582.864306 + Penalty 3232.031766 = -107350.832541 nChanged 4 SP:Iteration 21Q (63356.740000 sec): 3 clusters Score: Raw -110597.330884 + Penalty 3232.031766 = -107365.299119 nChanged 3 SP:Iteration 22Q (63356.970000 sec): 3 clusters Score: Raw -110606.802248 + Penalty 3232.031766 = -107374.770482 nChanged 2 SP:Iteration 23Q (63357.130000 sec): 3 clusters Score: Raw -110613.502873 + Penalty 3232.031766 = -107381.471107 nChanged 2 SP:Iteration 24Q (63357.290000 sec): 3 clusters Score: Raw -110621.314464 + Penalty 3232.031766 = -107389.282699 nChanged 3 SP:Iteration 25Q (63357.490000 sec): 3 clusters Score: Raw -110628.081023 + Penalty 3232.031766 = -107396.049257 nChanged 1 SP:Iteration 26Q (63357.670000 sec): 3 clusters Score: Raw -110629.777197 + Penalty 3232.031766 = -107397.745431 nChanged 0 SP:Iteration 27F (63357.830000 sec): 3 clusters Score: Raw -110629.777197 + Penalty 3232.031766 = -107397.745431 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63357.930000 sec): 2 clusters Score: Raw -22476.261851 + Penalty 1290.593658 = -21185.668193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63358.120000 sec): 3 clusters Score: Raw -22980.114379 + Penalty 2581.187317 = -20398.927062 nChanged 30 SP:Iteration 1F (63358.290000 sec): 3 clusters Score: Raw -23174.386601 + Penalty 2581.187317 = -20593.199284 nChanged 6 SP:Iteration 2Q (63358.490000 sec): 3 clusters Score: Raw -23214.887199 + Penalty 2581.187317 = -20633.699882 nChanged 3 SP:Iteration 3Q (63358.650000 sec): 3 clusters Score: Raw -23226.651533 + Penalty 2581.187317 = -20645.464216 nChanged 0 SP:Iteration 4F (63358.810000 sec): 3 clusters Score: Raw -23226.651533 + Penalty 2581.187317 = -20645.464216 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63358.890000 sec): 2 clusters Score: Raw -138318.259103 + Penalty 1672.526678 = -136645.732425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63359.090000 sec): 3 clusters Score: Raw -138210.053659 + Penalty 3345.053356 = -134865.000303 nChanged 236 SP:Iteration 1F (63359.270000 sec): 3 clusters Score: Raw -138525.822085 + Penalty 3345.053356 = -135180.768729 nChanged 58 SP:Iteration 2F (63359.410000 sec): 3 clusters Score: Raw -138624.230184 + Penalty 3345.053356 = -135279.176828 nChanged 23 SP:Iteration 3Q (63359.560000 sec): 3 clusters Score: Raw -138677.739644 + Penalty 3345.053356 = -135332.686288 nChanged 22 SP:Iteration 4Q (63359.750000 sec): 3 clusters Score: Raw -138734.008850 + Penalty 3345.053356 = -135388.955494 nChanged 33 SP:Iteration 5Q (63359.890000 sec): 3 clusters Score: Raw -138812.607161 + Penalty 3345.053356 = -135467.553804 nChanged 33 SP:Iteration 6Q (63360.090000 sec): 3 clusters Score: Raw -138891.873513 + Penalty 3345.053356 = -135546.820157 nChanged 43 SP:Iteration 7F (63360.250000 sec): 3 clusters Score: Raw -138993.759384 + Penalty 3345.053356 = -135648.706027 nChanged 45 SP:Iteration 8F (63360.440000 sec): 3 clusters Score: Raw -139121.376110 + Penalty 3345.053356 = -135776.322754 nChanged 33 SP:Iteration 9Q (63360.610000 sec): 3 clusters Score: Raw -139224.960280 + Penalty 3345.053356 = -135879.906924 nChanged 34 SP:Iteration 10Q (63360.840000 sec): 3 clusters Score: Raw -139298.747445 + Penalty 3345.053356 = -135953.694089 nChanged 17 SP:Iteration 11Q (63360.990000 sec): 3 clusters Score: Raw -139339.031001 + Penalty 3345.053356 = -135993.977645 nChanged 8 SP:Iteration 12Q (63361.190000 sec): 3 clusters Score: Raw -139361.840260 + Penalty 3345.053356 = -136016.786904 nChanged 3 SP:Iteration 13Q (63361.350000 sec): 3 clusters Score: Raw -139367.529926 + Penalty 3345.053356 = -136022.476569 nChanged 1 SP:Iteration 14Q (63361.540000 sec): 3 clusters Score: Raw -139368.567429 + Penalty 3345.053356 = -136023.514073 nChanged 0 SP:Iteration 15F (63361.680000 sec): 3 clusters Score: Raw -139368.567429 + Penalty 3345.053356 = -136023.514073 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63361.790000 sec): 2 clusters Score: Raw -153086.989884 + Penalty 1679.440018 = -151407.549866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63361.980000 sec): 3 clusters Score: Raw -152902.240665 + Penalty 3358.880036 = -149543.360629 nChanged 201 SP:Iteration 1F (63362.180000 sec): 3 clusters Score: Raw -153226.457093 + Penalty 3358.880036 = -149867.577057 nChanged 66 SP:Iteration 2F (63362.370000 sec): 3 clusters Score: Raw -153331.048828 + Penalty 3358.880036 = -149972.168792 nChanged 31 SP:Iteration 3Q (63362.520000 sec): 3 clusters Score: Raw -153391.622091 + Penalty 3358.880036 = -150032.742056 nChanged 21 SP:Iteration 4Q (63362.750000 sec): 3 clusters Score: Raw -153450.312588 + Penalty 3358.880036 = -150091.432552 nChanged 18 SP:Iteration 5Q (63362.890000 sec): 3 clusters Score: Raw -153488.198105 + Penalty 3358.880036 = -150129.318069 nChanged 13 SP:Iteration 6Q (63363.080000 sec): 3 clusters Score: Raw -153513.059666 + Penalty 3358.880036 = -150154.179631 nChanged 18 SP:Iteration 7Q (63363.230000 sec): 3 clusters Score: Raw -153554.085145 + Penalty 3358.880036 = -150195.205110 nChanged 22 SP:Iteration 8Q (63363.430000 sec): 3 clusters Score: Raw -153613.975015 + Penalty 3358.880036 = -150255.094979 nChanged 27 SP:Iteration 9Q (63363.630000 sec): 3 clusters Score: Raw -153703.150816 + Penalty 3358.880036 = -150344.270781 nChanged 23 SP:Iteration 10Q (63363.810000 sec): 3 clusters Score: Raw -153768.439887 + Penalty 3358.880036 = -150409.559851 nChanged 19 SP:Iteration 11Q (63363.950000 sec): 3 clusters Score: Raw -153819.306796 + Penalty 3358.880036 = -150460.426760 nChanged 22 SP:Iteration 12Q (63364.140000 sec): 3 clusters Score: Raw -153874.705245 + Penalty 3358.880036 = -150515.825210 nChanged 20 SP:Iteration 13Q (63364.330000 sec): 3 clusters Score: Raw -153924.629778 + Penalty 3358.880036 = -150565.749743 nChanged 15 SP:Iteration 14Q (63364.480000 sec): 3 clusters Score: Raw -153958.979133 + Penalty 3358.880036 = -150600.099097 nChanged 13 SP:Iteration 15Q (63364.650000 sec): 3 clusters Score: Raw -153991.359487 + Penalty 3358.880036 = -150632.479451 nChanged 9 SP:Iteration 16Q (63364.860000 sec): 3 clusters Score: Raw -154006.328109 + Penalty 3358.880036 = -150647.448073 nChanged 3 SP:Iteration 17Q (63365.020000 sec): 3 clusters Score: Raw -154012.209320 + Penalty 3358.880036 = -150653.329284 nChanged 4 SP:Iteration 18Q (63365.190000 sec): 3 clusters Score: Raw -154027.315100 + Penalty 3358.880036 = -150668.435064 nChanged 7 SP:Iteration 19Q (63365.340000 sec): 3 clusters Score: Raw -154044.127321 + Penalty 3358.880036 = -150685.247285 nChanged 8 SP:Iteration 20F (63365.530000 sec): 3 clusters Score: Raw -154062.353096 + Penalty 3358.880036 = -150703.473061 nChanged 6 SP:Iteration 21Q (63365.680000 sec): 3 clusters Score: Raw -154081.340249 + Penalty 3358.880036 = -150722.460213 nChanged 7 SP:Iteration 22Q (63365.820000 sec): 3 clusters Score: Raw -154095.769374 + Penalty 3358.880036 = -150736.889339 nChanged 4 SP:Iteration 23Q (63366.010000 sec): 3 clusters Score: Raw -154101.648178 + Penalty 3358.880036 = -150742.768142 nChanged 2 SP:Iteration 24Q (63366.160000 sec): 3 clusters Score: Raw -154105.250717 + Penalty 3358.880036 = -150746.370681 nChanged 2 SP:Iteration 25Q (63366.300000 sec): 3 clusters Score: Raw -154111.594600 + Penalty 3358.880036 = -150752.714564 nChanged 1 SP:Iteration 26Q (63366.490000 sec): 3 clusters Score: Raw -154113.682139 + Penalty 3358.880036 = -150754.802103 nChanged 0 SP:Iteration 27F (63366.690000 sec): 3 clusters Score: Raw -154113.682139 + Penalty 3358.880036 = -150754.802103 nChanged 0 Iteration 139Q (63477.340000 sec): 66 clusters Score: Raw -340474216.365996 + Penalty 232621.907752 = -340241594.458245 nChanged 925 Iteration 140F (63709.920000 sec): 66 clusters Score: Raw -340474557.408466 + Penalty 232621.907752 = -340241935.500714 nChanged 961 Iteration 141Q (63830.400000 sec): 66 clusters Score: Raw -340474920.597888 + Penalty 232621.907752 = -340242298.690136 nChanged 921 Iteration 142Q (63948.630000 sec): 66 clusters Score: Raw -340475103.993096 + Penalty 232621.907752 = -340242482.085345 nChanged 914 Iteration 143Q (64059.030000 sec): 66 clusters Score: Raw -340475275.922294 + Penalty 232621.907752 = -340242654.014542 nChanged 888 Iteration 144Q (64169.120000 sec): 66 clusters Score: Raw -340475432.954865 + Penalty 232621.907752 = -340242811.047114 nChanged 831 Iteration 145Q (64289.150000 sec): 66 clusters Score: Raw -340475513.430030 + Penalty 232621.907752 = -340242891.522279 nChanged 800 Iteration 146Q (64407.600000 sec): 66 clusters Score: Raw -340475580.366764 + Penalty 232621.907752 = -340242958.459012 nChanged 786 Iteration 147Q (64523.810000 sec): 66 clusters Score: Raw -340475651.365339 + Penalty 232621.907752 = -340243029.457587 nChanged 747 Iteration 148Q (64632.350000 sec): 66 clusters Score: Raw -340475718.183429 + Penalty 232621.907752 = -340243096.275678 nChanged 718 Iteration 149Q (64741.950000 sec): 66 clusters Score: Raw -340475780.149680 + Penalty 232621.907752 = -340243158.241929 nChanged 770 Iteration 150Q (64866.810000 sec): 66 clusters Score: Raw -340475831.192407 + Penalty 232621.907752 = -340243209.284655 nChanged 761 Iteration 151Q (64986.040000 sec): 66 clusters Score: Raw -340475877.403486 + Penalty 232621.907752 = -340243255.495734 nChanged 742 Iteration 152Q (65110.950000 sec): 66 clusters Score: Raw -340475918.909963 + Penalty 232621.907752 = -340243297.002212 nChanged 721 Iteration 153Q (65230.300000 sec): 66 clusters Score: Raw -340475951.800184 + Penalty 232621.907752 = -340243329.892432 nChanged 654 Iteration 154Q (65343.080000 sec): 66 clusters Score: Raw -340475983.875145 + Penalty 232621.907752 = -340243361.967393 nChanged 653 Iteration 155Q (65462.430000 sec): 66 clusters Score: Raw -340476017.285644 + Penalty 232621.907752 = -340243395.377893 nChanged 605 Iteration 156Q (65573.050000 sec): 66 clusters Score: Raw -340476060.099580 + Penalty 232621.907752 = -340243438.191828 nChanged 601 Iteration 157Q (65688.700000 sec): 66 clusters Score: Raw -340476093.743997 + Penalty 232621.907752 = -340243471.836246 nChanged 568 Iteration 158Q (65812.990000 sec): 66 clusters Score: Raw -340476121.503275 + Penalty 232621.907752 = -340243499.595523 nChanged 518 Iteration 159Q (65941.790000 sec): 66 clusters Score: Raw -340476143.903468 + Penalty 232621.907752 = -340243521.995716 nChanged 518 Iteration 160F (66181.580000 sec): 66 clusters Score: Raw -340476203.025158 + Penalty 232621.907752 = -340243581.117406 nChanged 462 Iteration 161Q (66289.630000 sec): 66 clusters Score: Raw -340476308.448461 + Penalty 232621.907752 = -340243686.540709 nChanged 412 Iteration 162Q (66412.960000 sec): 66 clusters Score: Raw -340476336.778731 + Penalty 232621.907752 = -340243714.870979 nChanged 383 Iteration 163Q (66531.810000 sec): 66 clusters Score: Raw -340476358.489393 + Penalty 232621.907752 = -340243736.581641 nChanged 390 Iteration 164Q (66640.630000 sec): 66 clusters Score: Raw -340476380.346418 + Penalty 232621.907752 = -340243758.438666 nChanged 360 Iteration 165Q (66765.610000 sec): 66 clusters Score: Raw -340476392.622066 + Penalty 232621.907752 = -340243770.714315 nChanged 350 Iteration 166Q (66894.970000 sec): 66 clusters Score: Raw -340476403.989946 + Penalty 232621.907752 = -340243782.082195 nChanged 351 Iteration 167Q (67035.400000 sec): 66 clusters Score: Raw -340476414.409271 + Penalty 232621.907752 = -340243792.501519 nChanged 308 Iteration 168Q (67175.020000 sec): 66 clusters Score: Raw -340476423.172606 + Penalty 232621.907752 = -340243801.264855 nChanged 309 Iteration 169Q (67286.340000 sec): 66 clusters Score: Raw -340476433.136629 + Penalty 232621.907752 = -340243811.228878 nChanged 273 Iteration 170Q (67409.830000 sec): 66 clusters Score: Raw -340476441.718635 + Penalty 232621.907752 = -340243819.810884 nChanged 298 Iteration 171Q (67518.460000 sec): 66 clusters Score: Raw -340476451.179459 + Penalty 232621.907752 = -340243829.271707 nChanged 288 Iteration 172Q (67637.360000 sec): 66 clusters Score: Raw -340476461.479067 + Penalty 232621.907752 = -340243839.571315 nChanged 283 Iteration 173Q (67752.550000 sec): 66 clusters Score: Raw -340476471.388499 + Penalty 232621.907752 = -340243849.480747 nChanged 261 Iteration 174Q (67866.980000 sec): 66 clusters Score: Raw -340476480.608039 + Penalty 232621.907752 = -340243858.700287 nChanged 264 Iteration 175Q (67979.020000 sec): 66 clusters Score: Raw -340476490.350041 + Penalty 232621.907752 = -340243868.442289 nChanged 217 Iteration 176Q (68102.720000 sec): 66 clusters Score: Raw -340476497.887886 + Penalty 232621.907752 = -340243875.980134 nChanged 212 Iteration 177Q (68229.040000 sec): 66 clusters Score: Raw -340476505.151928 + Penalty 232621.907752 = -340243883.244177 nChanged 212 Iteration 178Q (68354.350000 sec): 66 clusters Score: Raw -340476511.324407 + Penalty 232621.907752 = -340243889.416655 nChanged 208 Writing temp clu file Because OldScore, -340243883.244177, is greater than current (better) Score,-340243889.416655 Compute initial score before splitting: Score: Raw -340476511.324407 + Penalty 232621.907752 = -340243889.416655 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (465771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68357.070000 sec): 2 clusters Score: Raw -90406661.826619 + Penalty 3236.759445 = -90403425.067174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68359.530000 sec): 3 clusters Score: Raw -90095700.933839 + Penalty 6473.518891 = -90089227.414948 nChanged 226497 SP:Iteration 1F (68362.030000 sec): 3 clusters Score: Raw -90231425.061837 + Penalty 6473.518891 = -90224951.542946 nChanged 10724 SP:Iteration 2Q (68364.840000 sec): 3 clusters Score: Raw -90233271.915073 + Penalty 6473.518891 = -90226798.396183 nChanged 11500 SP:Iteration 3Q (68367.450000 sec): 3 clusters Score: Raw -90235481.050461 + Penalty 6473.518891 = -90229007.531571 nChanged 12526 SP:Iteration 4Q (68369.990000 sec): 3 clusters Score: Raw -90238186.335971 + Penalty 6473.518891 = -90231712.817081 nChanged 13864 SP:Iteration 5Q (68372.680000 sec): 3 clusters Score: Raw -90241727.305861 + Penalty 6473.518891 = -90235253.786971 nChanged 15904 SP:Iteration 6Q (68375.460000 sec): 3 clusters Score: Raw -90246594.745950 + Penalty 6473.518891 = -90240121.227060 nChanged 18127 SP:Iteration 7Q (68378.210000 sec): 3 clusters Score: Raw -90253716.687043 + Penalty 6473.518891 = -90247243.168152 nChanged 21610 SP:Iteration 8Q (68380.950000 sec): 3 clusters Score: Raw -90264665.149059 + Penalty 6473.518891 = -90258191.630168 nChanged 25015 SP:Iteration 9F (68383.460000 sec): 3 clusters Score: Raw -90280450.273624 + Penalty 6473.518891 = -90273976.754734 nChanged 27610 SP:Iteration 10F (68385.910000 sec): 3 clusters Score: Raw -90300511.135045 + Penalty 6473.518891 = -90294037.616154 nChanged 27091 SP:Iteration 11F (68388.690000 sec): 3 clusters Score: Raw -90319783.486589 + Penalty 6473.518891 = -90313309.967699 nChanged 22529 SP:Iteration 12Q (68391.630000 sec): 3 clusters Score: Raw -90333293.051359 + Penalty 6473.518891 = -90326819.532469 nChanged 17087 SP:Iteration 13Q (68394.370000 sec): 3 clusters Score: Raw -90341236.584358 + Penalty 6473.518891 = -90334763.065468 nChanged 12861 SP:Iteration 14Q (68396.930000 sec): 3 clusters Score: Raw -90346460.330272 + Penalty 6473.518891 = -90339986.811382 nChanged 10991 SP:Iteration 15Q (68399.360000 sec): 3 clusters Score: Raw -90350840.670424 + Penalty 6473.518891 = -90344367.151534 nChanged 10538 SP:Iteration 16Q (68401.860000 sec): 3 clusters Score: Raw -90355180.584768 + Penalty 6473.518891 = -90348707.065877 nChanged 10610 SP:Iteration 17Q (68404.200000 sec): 3 clusters Score: Raw -90359921.090116 + Penalty 6473.518891 = -90353447.571226 nChanged 10832 SP:Iteration 18Q (68406.590000 sec): 3 clusters Score: Raw -90365220.688829 + Penalty 6473.518891 = -90358747.169939 nChanged 10843 SP:Iteration 19Q (68408.940000 sec): 3 clusters Score: Raw -90371083.890140 + Penalty 6473.518891 = -90364610.371250 nChanged 10578 SP:Iteration 20F (68411.400000 sec): 3 clusters Score: Raw -90377404.027987 + Penalty 6473.518891 = -90370930.509097 nChanged 10059 SP:Iteration 21Q (68413.880000 sec): 3 clusters Score: Raw -90384003.151619 + Penalty 6473.518891 = -90377529.632729 nChanged 9105 SP:Iteration 22Q (68416.250000 sec): 3 clusters Score: Raw -90390411.163454 + Penalty 6473.518891 = -90383937.644563 nChanged 7535 SP:Iteration 23Q (68418.490000 sec): 3 clusters Score: Raw -90395895.543942 + Penalty 6473.518891 = -90389422.025052 nChanged 5803 SP:Iteration 24Q (68420.660000 sec): 3 clusters Score: Raw -90400135.762082 + Penalty 6473.518891 = -90393662.243192 nChanged 3998 SP:Iteration 25Q (68422.680000 sec): 3 clusters Score: Raw -90403000.936331 + Penalty 6473.518891 = -90396527.417441 nChanged 2498 SP:Iteration 26Q (68424.770000 sec): 3 clusters Score: Raw -90404750.641332 + Penalty 6473.518891 = -90398277.122442 nChanged 1435 SP:Iteration 27Q (68426.720000 sec): 3 clusters Score: Raw -90405735.865726 + Penalty 6473.518891 = -90399262.346836 nChanged 738 SP:Iteration 28Q (68428.660000 sec): 3 clusters Score: Raw -90406249.349291 + Penalty 6473.518891 = -90399775.830400 nChanged 420 SP:Iteration 29Q (68430.690000 sec): 3 clusters Score: Raw -90406549.599750 + Penalty 6473.518891 = -90400076.080859 nChanged 228 SP:Iteration 30Q (68432.890000 sec): 3 clusters Score: Raw -90406730.906744 + Penalty 6473.518891 = -90400257.387854 nChanged 129 SP:Iteration 31Q (68434.880000 sec): 3 clusters Score: Raw -90406834.640918 + Penalty 6473.518891 = -90400361.122028 nChanged 86 SP:Iteration 32Q (68436.840000 sec): 3 clusters Score: Raw -90406902.454891 + Penalty 6473.518891 = -90400428.936000 nChanged 56 SP:Iteration 33Q (68438.670000 sec): 3 clusters Score: Raw -90406950.841381 + Penalty 6473.518891 = -90400477.322491 nChanged 46 SP:Iteration 34Q (68440.550000 sec): 3 clusters Score: Raw -90406984.585788 + Penalty 6473.518891 = -90400511.066897 nChanged 34 SP:Iteration 35Q (68442.590000 sec): 3 clusters Score: Raw -90407012.679548 + Penalty 6473.518891 = -90400539.160658 nChanged 34 SP:Iteration 36Q (68444.730000 sec): 3 clusters Score: Raw -90407036.859446 + Penalty 6473.518891 = -90400563.340555 nChanged 17 SP:Iteration 37Q (68446.730000 sec): 3 clusters Score: Raw -90407050.328423 + Penalty 6473.518891 = -90400576.809533 nChanged 14 SP:Iteration 38Q (68448.760000 sec): 3 clusters Score: Raw -90407059.718768 + Penalty 6473.518891 = -90400586.199878 nChanged 9 SP:Iteration 39Q (68450.790000 sec): 3 clusters Score: Raw -90407066.239569 + Penalty 6473.518891 = -90400592.720679 nChanged 10 SP:Iteration 40F (68453.240000 sec): 3 clusters Score: Raw -90407075.569723 + Penalty 6473.518891 = -90400602.050832 nChanged 18 SP:Iteration 41Q (68455.220000 sec): 3 clusters Score: Raw -90407088.207686 + Penalty 6473.518891 = -90400614.688795 nChanged 10 SP:Iteration 42Q (68457.460000 sec): 3 clusters Score: Raw -90407093.710447 + Penalty 6473.518891 = -90400620.191556 nChanged 8 SP:Iteration 43Q (68459.720000 sec): 3 clusters Score: Raw -90407097.999904 + Penalty 6473.518891 = -90400624.481014 nChanged 3 SP:Iteration 44Q (68461.740000 sec): 3 clusters Score: Raw -90407099.252172 + Penalty 6473.518891 = -90400625.733282 nChanged 3 SP:Iteration 45Q (68463.790000 sec): 3 clusters Score: Raw -90407102.318528 + Penalty 6473.518891 = -90400628.799637 nChanged 3 SP:Iteration 46Q (68465.900000 sec): 3 clusters Score: Raw -90407104.196842 + Penalty 6473.518891 = -90400630.677951 nChanged 0 SP:Iteration 47F (68468.390000 sec): 3 clusters Score: Raw -90407104.196842 + Penalty 6473.518891 = -90400630.677951 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68468.750000 sec): 2 clusters Score: Raw -81456.356234 + Penalty 1523.225277 = -79933.130957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68468.930000 sec): 3 clusters Score: Raw -81549.346142 + Penalty 3046.450553 = -78502.895589 nChanged 95 SP:Iteration 1F (68469.100000 sec): 3 clusters Score: Raw -81767.051202 + Penalty 3046.450553 = -78720.600649 nChanged 27 SP:Iteration 2F (68469.240000 sec): 3 clusters Score: Raw -81841.034545 + Penalty 3046.450553 = -78794.583992 nChanged 6 SP:Iteration 3Q (68469.380000 sec): 3 clusters Score: Raw -81853.948212 + Penalty 3046.450553 = -78807.497658 nChanged 0 SP:Iteration 4F (68469.560000 sec): 3 clusters Score: Raw -81853.948212 + Penalty 3046.450553 = -78807.497658 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68469.650000 sec): 2 clusters Score: Raw -45293.271541 + Penalty 1493.213791 = -43800.057750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68469.830000 sec): 3 clusters Score: Raw -45509.985605 + Penalty 2986.427581 = -42523.558024 nChanged 83 SP:Iteration 1F (68469.980000 sec): 3 clusters Score: Raw -45781.294712 + Penalty 2986.427581 = -42794.867131 nChanged 33 SP:Iteration 2F (68470.170000 sec): 3 clusters Score: Raw -45950.646473 + Penalty 2986.427581 = -42964.218892 nChanged 24 SP:Iteration 3F (68470.370000 sec): 3 clusters Score: Raw -46056.019467 + Penalty 2986.427581 = -43069.591885 nChanged 19 SP:Iteration 4Q (68470.510000 sec): 3 clusters Score: Raw -46201.334641 + Penalty 2986.427581 = -43214.907060 nChanged 19 SP:Iteration 5Q (68470.690000 sec): 3 clusters Score: Raw -46303.592296 + Penalty 2986.427581 = -43317.164714 nChanged 13 SP:Iteration 6Q (68470.840000 sec): 3 clusters Score: Raw -46395.793218 + Penalty 2986.427581 = -43409.365636 nChanged 6 SP:Iteration 7Q (68471.020000 sec): 3 clusters Score: Raw -46428.559994 + Penalty 2986.427581 = -43442.132413 nChanged 8 SP:Iteration 8Q (68471.210000 sec): 3 clusters Score: Raw -46508.383593 + Penalty 2986.427581 = -43521.956012 nChanged 5 SP:Iteration 9Q (68471.340000 sec): 3 clusters Score: Raw -46541.543946 + Penalty 2986.427581 = -43555.116365 nChanged 4 SP:Iteration 10Q (68471.480000 sec): 3 clusters Score: Raw -46553.120405 + Penalty 2986.427581 = -43566.692824 nChanged 1 SP:Iteration 11Q (68471.670000 sec): 3 clusters Score: Raw -46561.573028 + Penalty 2986.427581 = -43575.145446 nChanged 0 SP:Iteration 12F (68471.830000 sec): 3 clusters Score: Raw -46561.573028 + Penalty 2986.427581 = -43575.145446 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (707833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68475.200000 sec): 2 clusters Score: Raw -131499942.762368 + Penalty 3340.550940 = -131496602.211428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68479.050000 sec): 3 clusters Score: Raw -131023089.108023 + Penalty 6681.101881 = -131016408.006142 nChanged 347130 SP:Iteration 1F (68482.810000 sec): 3 clusters Score: Raw -131234185.059723 + Penalty 6681.101881 = -131227503.957842 nChanged 17460 SP:Iteration 2Q (68486.690000 sec): 3 clusters Score: Raw -131237768.600908 + Penalty 6681.101881 = -131231087.499027 nChanged 20984 SP:Iteration 3Q (68490.660000 sec): 3 clusters Score: Raw -131243189.379105 + Penalty 6681.101881 = -131236508.277225 nChanged 25675 SP:Iteration 4Q (68494.480000 sec): 3 clusters Score: Raw -131251340.607585 + Penalty 6681.101881 = -131244659.505704 nChanged 30562 SP:Iteration 5Q (68498.280000 sec): 3 clusters Score: Raw -131262447.229918 + Penalty 6681.101881 = -131255766.128037 nChanged 34312 SP:Iteration 6Q (68502.150000 sec): 3 clusters Score: Raw -131276008.762950 + Penalty 6681.101881 = -131269327.661070 nChanged 36441 SP:Iteration 7F (68505.720000 sec): 3 clusters Score: Raw -131290931.552618 + Penalty 6681.101881 = -131284250.450737 nChanged 36290 SP:Iteration 8F (68509.400000 sec): 3 clusters Score: Raw -131306145.607268 + Penalty 6681.101881 = -131299464.505388 nChanged 35039 SP:Iteration 9Q (68513.250000 sec): 3 clusters Score: Raw -131321800.507113 + Penalty 6681.101881 = -131315119.405232 nChanged 34682 SP:Iteration 10Q (68517.200000 sec): 3 clusters Score: Raw -131339429.150928 + Penalty 6681.101881 = -131332748.049048 nChanged 35413 SP:Iteration 11F (68521.150000 sec): 3 clusters Score: Raw -131360614.589763 + Penalty 6681.101881 = -131353933.487882 nChanged 37070 SP:Iteration 12F (68524.750000 sec): 3 clusters Score: Raw -131386135.019708 + Penalty 6681.101881 = -131379453.917828 nChanged 37239 SP:Iteration 13F (68528.310000 sec): 3 clusters Score: Raw -131414585.180890 + Penalty 6681.101881 = -131407904.079010 nChanged 33284 SP:Iteration 14Q (68532.140000 sec): 3 clusters Score: Raw -131441884.110723 + Penalty 6681.101881 = -131435203.008842 nChanged 26487 SP:Iteration 15Q (68535.990000 sec): 3 clusters Score: Raw -131464338.488259 + Penalty 6681.101881 = -131457657.386378 nChanged 18749 SP:Iteration 16Q (68539.690000 sec): 3 clusters Score: Raw -131480412.303692 + Penalty 6681.101881 = -131473731.201811 nChanged 11868 SP:Iteration 17Q (68542.810000 sec): 3 clusters Score: Raw -131490416.927583 + Penalty 6681.101881 = -131483735.825703 nChanged 6617 SP:Iteration 18Q (68545.920000 sec): 3 clusters Score: Raw -131495769.558739 + Penalty 6681.101881 = -131489088.456858 nChanged 3191 SP:Iteration 19Q (68549.020000 sec): 3 clusters Score: Raw -131498244.526506 + Penalty 6681.101881 = -131491563.424625 nChanged 1405 SP:Iteration 20F (68552.900000 sec): 3 clusters Score: Raw -131499323.308708 + Penalty 6681.101881 = -131492642.206827 nChanged 571 SP:Iteration 21Q (68555.850000 sec): 3 clusters Score: Raw -131499791.375623 + Penalty 6681.101881 = -131493110.273743 nChanged 261 SP:Iteration 22Q (68558.810000 sec): 3 clusters Score: Raw -131500020.074213 + Penalty 6681.101881 = -131493338.972332 nChanged 126 SP:Iteration 23Q (68561.910000 sec): 3 clusters Score: Raw -131500147.347207 + Penalty 6681.101881 = -131493466.245326 nChanged 65 SP:Iteration 24Q (68564.760000 sec): 3 clusters Score: Raw -131500211.739701 + Penalty 6681.101881 = -131493530.637821 nChanged 36 SP:Iteration 25Q (68567.990000 sec): 3 clusters Score: Raw -131500245.178255 + Penalty 6681.101881 = -131493564.076374 nChanged 31 SP:Iteration 26Q (68570.840000 sec): 3 clusters Score: Raw -131500279.483597 + Penalty 6681.101881 = -131493598.381716 nChanged 25 SP:Iteration 27Q (68573.780000 sec): 3 clusters Score: Raw -131500303.219304 + Penalty 6681.101881 = -131493622.117423 nChanged 19 SP:Iteration 28Q (68576.680000 sec): 3 clusters Score: Raw -131500318.061274 + Penalty 6681.101881 = -131493636.959394 nChanged 7 SP:Iteration 29Q (68579.540000 sec): 3 clusters Score: Raw -131500325.855063 + Penalty 6681.101881 = -131493644.753183 nChanged 4 SP:Iteration 30Q (68583.400000 sec): 3 clusters Score: Raw -131500330.754508 + Penalty 6681.101881 = -131493649.652627 nChanged 5 SP:Iteration 31Q (68586.600000 sec): 3 clusters Score: Raw -131500335.161692 + Penalty 6681.101881 = -131493654.059811 nChanged 3 SP:Iteration 32Q (68589.490000 sec): 3 clusters Score: Raw -131500337.700913 + Penalty 6681.101881 = -131493656.599032 nChanged 4 SP:Iteration 33Q (68592.090000 sec): 3 clusters Score: Raw -131500341.369976 + Penalty 6681.101881 = -131493660.268095 nChanged 3 SP:Iteration 34Q (68594.930000 sec): 3 clusters Score: Raw -131500343.865100 + Penalty 6681.101881 = -131493662.763219 nChanged 5 SP:Iteration 35Q (68597.930000 sec): 3 clusters Score: Raw -131500348.420702 + Penalty 6681.101881 = -131493667.318822 nChanged 4 SP:Iteration 36Q (68601.130000 sec): 3 clusters Score: Raw -131500352.144549 + Penalty 6681.101881 = -131493671.042668 nChanged 7 SP:Iteration 37Q (68604.240000 sec): 3 clusters Score: Raw -131500360.700634 + Penalty 6681.101881 = -131493679.598753 nChanged 4 SP:Iteration 38Q (68607.170000 sec): 3 clusters Score: Raw -131500363.486422 + Penalty 6681.101881 = -131493682.384541 nChanged 3 SP:Iteration 39Q (68610.100000 sec): 3 clusters Score: Raw -131500366.291887 + Penalty 6681.101881 = -131493685.190006 nChanged 0 SP:Iteration 40F (68613.690000 sec): 3 clusters Score: Raw -131500366.291887 + Penalty 6681.101881 = -131493685.190006 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68614.150000 sec): 2 clusters Score: Raw -737716.717798 + Penalty 2060.921917 = -735655.795881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68614.370000 sec): 3 clusters Score: Raw -735946.080020 + Penalty 4121.843835 = -731824.236185 nChanged 1484 SP:Iteration 1F (68614.610000 sec): 3 clusters Score: Raw -736963.233064 + Penalty 4121.843835 = -732841.389229 nChanged 332 SP:Iteration 2F (68614.770000 sec): 3 clusters Score: Raw -737263.679298 + Penalty 4121.843835 = -733141.835464 nChanged 219 SP:Iteration 3F (68614.970000 sec): 3 clusters Score: Raw -737446.698253 + Penalty 4121.843835 = -733324.854418 nChanged 180 SP:Iteration 4Q (68615.140000 sec): 3 clusters Score: Raw -737571.022747 + Penalty 4121.843835 = -733449.178912 nChanged 141 SP:Iteration 5Q (68615.340000 sec): 3 clusters Score: Raw -737661.110338 + Penalty 4121.843835 = -733539.266503 nChanged 114 SP:Iteration 6Q (68615.520000 sec): 3 clusters Score: Raw -737719.790237 + Penalty 4121.843835 = -733597.946402 nChanged 93 SP:Iteration 7Q (68615.720000 sec): 3 clusters Score: Raw -737768.482421 + Penalty 4121.843835 = -733646.638587 nChanged 80 SP:Iteration 8Q (68615.870000 sec): 3 clusters Score: Raw -737810.034581 + Penalty 4121.843835 = -733688.190746 nChanged 76 SP:Iteration 9Q (68616.100000 sec): 3 clusters Score: Raw -737851.592120 + Penalty 4121.843835 = -733729.748286 nChanged 65 SP:Iteration 10Q (68616.280000 sec): 3 clusters Score: Raw -737882.023763 + Penalty 4121.843835 = -733760.179928 nChanged 46 SP:Iteration 11Q (68616.470000 sec): 3 clusters Score: Raw -737908.197511 + Penalty 4121.843835 = -733786.353676 nChanged 53 SP:Iteration 12Q (68616.690000 sec): 3 clusters Score: Raw -737946.363371 + Penalty 4121.843835 = -733824.519536 nChanged 53 SP:Iteration 13Q (68616.930000 sec): 3 clusters Score: Raw -737980.894144 + Penalty 4121.843835 = -733859.050309 nChanged 60 SP:Iteration 14Q (68617.090000 sec): 3 clusters Score: Raw -738015.260777 + Penalty 4121.843835 = -733893.416942 nChanged 50 SP:Iteration 15Q (68617.290000 sec): 3 clusters Score: Raw -738047.287607 + Penalty 4121.843835 = -733925.443772 nChanged 45 SP:Iteration 16Q (68617.510000 sec): 3 clusters Score: Raw -738083.499844 + Penalty 4121.843835 = -733961.656009 nChanged 47 SP:Iteration 17Q (68617.710000 sec): 3 clusters Score: Raw -738112.706234 + Penalty 4121.843835 = -733990.862399 nChanged 41 SP:Iteration 18Q (68617.900000 sec): 3 clusters Score: Raw -738138.099219 + Penalty 4121.843835 = -734016.255384 nChanged 30 SP:Iteration 19Q (68618.140000 sec): 3 clusters Score: Raw -738154.585614 + Penalty 4121.843835 = -734032.741779 nChanged 22 SP:Iteration 20F (68618.310000 sec): 3 clusters Score: Raw -738163.876063 + Penalty 4121.843835 = -734042.032228 nChanged 18 SP:Iteration 21Q (68618.510000 sec): 3 clusters Score: Raw -738172.098355 + Penalty 4121.843835 = -734050.254520 nChanged 17 SP:Iteration 22Q (68618.700000 sec): 3 clusters Score: Raw -738180.605015 + Penalty 4121.843835 = -734058.761180 nChanged 17 SP:Iteration 23Q (68618.920000 sec): 3 clusters Score: Raw -738188.939270 + Penalty 4121.843835 = -734067.095435 nChanged 16 SP:Iteration 24Q (68619.120000 sec): 3 clusters Score: Raw -738196.348705 + Penalty 4121.843835 = -734074.504870 nChanged 16 SP:Iteration 25Q (68619.290000 sec): 3 clusters Score: Raw -738204.343787 + Penalty 4121.843835 = -734082.499952 nChanged 17 SP:Iteration 26Q (68619.520000 sec): 3 clusters Score: Raw -738214.499801 + Penalty 4121.843835 = -734092.655966 nChanged 15 SP:Iteration 27Q (68619.730000 sec): 3 clusters Score: Raw -738223.090187 + Penalty 4121.843835 = -734101.246352 nChanged 18 SP:Iteration 28Q (68619.900000 sec): 3 clusters Score: Raw -738232.874467 + Penalty 4121.843835 = -734111.030632 nChanged 16 SP:Iteration 29Q (68620.070000 sec): 3 clusters Score: Raw -738242.854194 + Penalty 4121.843835 = -734121.010359 nChanged 17 SP:Iteration 30Q (68620.240000 sec): 3 clusters Score: Raw -738250.341025 + Penalty 4121.843835 = -734128.497190 nChanged 14 SP:Iteration 31Q (68620.430000 sec): 3 clusters Score: Raw -738256.709447 + Penalty 4121.843835 = -734134.865612 nChanged 8 SP:Iteration 32Q (68620.590000 sec): 3 clusters Score: Raw -738259.832731 + Penalty 4121.843835 = -734137.988896 nChanged 12 SP:Iteration 33Q (68620.760000 sec): 3 clusters Score: Raw -738266.242251 + Penalty 4121.843835 = -734144.398416 nChanged 9 SP:Iteration 34Q (68621.010000 sec): 3 clusters Score: Raw -738269.193563 + Penalty 4121.843835 = -734147.349728 nChanged 4 SP:Iteration 35Q (68621.180000 sec): 3 clusters Score: Raw -738270.310668 + Penalty 4121.843835 = -734148.466833 nChanged 2 SP:Iteration 36Q (68621.380000 sec): 3 clusters Score: Raw -738271.817613 + Penalty 4121.843835 = -734149.973778 nChanged 5 SP:Iteration 37Q (68621.560000 sec): 3 clusters Score: Raw -738274.768545 + Penalty 4121.843835 = -734152.924710 nChanged 8 SP:Iteration 38Q (68621.720000 sec): 3 clusters Score: Raw -738278.569778 + Penalty 4121.843835 = -734156.725943 nChanged 3 SP:Iteration 39Q (68621.950000 sec): 3 clusters Score: Raw -738279.557093 + Penalty 4121.843835 = -734157.713258 nChanged 5 SP:Iteration 40F (68622.130000 sec): 3 clusters Score: Raw -738281.826821 + Penalty 4121.843835 = -734159.982986 nChanged 2 SP:Iteration 41Q (68622.350000 sec): 3 clusters Score: Raw -738283.030892 + Penalty 4121.843835 = -734161.187057 nChanged 3 SP:Iteration 42Q (68622.510000 sec): 3 clusters Score: Raw -738284.517072 + Penalty 4121.843835 = -734162.673237 nChanged 3 SP:Iteration 43Q (68622.670000 sec): 3 clusters Score: Raw -738285.522013 + Penalty 4121.843835 = -734163.678178 nChanged 4 SP:Iteration 44Q (68622.870000 sec): 3 clusters Score: Raw -738287.006421 + Penalty 4121.843835 = -734165.162586 nChanged 5 SP:Iteration 45Q (68623.040000 sec): 3 clusters Score: Raw -738288.938556 + Penalty 4121.843835 = -734167.094721 nChanged 3 SP:Iteration 46Q (68623.230000 sec): 3 clusters Score: Raw -738289.951497 + Penalty 4121.843835 = -734168.107663 nChanged 3 SP:Iteration 47Q (68623.420000 sec): 3 clusters Score: Raw -738291.369186 + Penalty 4121.843835 = -734169.525351 nChanged 4 SP:Iteration 48Q (68623.660000 sec): 3 clusters Score: Raw -738293.030543 + Penalty 4121.843835 = -734171.186708 nChanged 4 SP:Iteration 49Q (68623.840000 sec): 3 clusters Score: Raw -738294.586949 + Penalty 4121.843835 = -734172.743114 nChanged 10 SP:Iteration 50Q (68624.040000 sec): 3 clusters Score: Raw -738298.603042 + Penalty 4121.843835 = -734176.759207 nChanged 5 SP:Iteration 51Q (68624.230000 sec): 3 clusters Score: Raw -738300.852581 + Penalty 4121.843835 = -734179.008746 nChanged 7 SP:Iteration 52Q (68624.390000 sec): 3 clusters Score: Raw -738303.840794 + Penalty 4121.843835 = -734181.996959 nChanged 8 SP:Iteration 53Q (68624.620000 sec): 3 clusters Score: Raw -738306.961782 + Penalty 4121.843835 = -734185.117948 nChanged 4 SP:Iteration 54Q (68624.820000 sec): 3 clusters Score: Raw -738308.986108 + Penalty 4121.843835 = -734187.142273 nChanged 9 SP:Iteration 55Q (68625.020000 sec): 3 clusters Score: Raw -738312.037139 + Penalty 4121.843835 = -734190.193304 nChanged 9 SP:Iteration 56Q (68625.200000 sec): 3 clusters Score: Raw -738317.123159 + Penalty 4121.843835 = -734195.279324 nChanged 8 SP:Iteration 57Q (68625.390000 sec): 3 clusters Score: Raw -738321.117412 + Penalty 4121.843835 = -734199.273577 nChanged 9 SP:Iteration 58Q (68625.590000 sec): 3 clusters Score: Raw -738327.235668 + Penalty 4121.843835 = -734205.391833 nChanged 8 SP:Iteration 59Q (68625.820000 sec): 3 clusters Score: Raw -738331.509601 + Penalty 4121.843835 = -734209.665766 nChanged 7 SP:Iteration 60F (68625.980000 sec): 3 clusters Score: Raw -738335.431954 + Penalty 4121.843835 = -734213.588119 nChanged 11 SP:Iteration 61Q (68626.180000 sec): 3 clusters Score: Raw -738340.916192 + Penalty 4121.843835 = -734219.072357 nChanged 12 SP:Iteration 62Q (68626.390000 sec): 3 clusters Score: Raw -738347.110616 + Penalty 4121.843835 = -734225.266781 nChanged 12 SP:Iteration 63Q (68626.630000 sec): 3 clusters Score: Raw -738352.242651 + Penalty 4121.843835 = -734230.398816 nChanged 6 SP:Iteration 64Q (68626.760000 sec): 3 clusters Score: Raw -738355.895867 + Penalty 4121.843835 = -734234.052032 nChanged 11 SP:Iteration 65Q (68626.960000 sec): 3 clusters Score: Raw -738360.491317 + Penalty 4121.843835 = -734238.647482 nChanged 8 SP:Iteration 66Q (68627.160000 sec): 3 clusters Score: Raw -738365.117639 + Penalty 4121.843835 = -734243.273804 nChanged 4 SP:Iteration 67Q (68627.370000 sec): 3 clusters Score: Raw -738367.117648 + Penalty 4121.843835 = -734245.273813 nChanged 3 SP:Iteration 68Q (68627.580000 sec): 3 clusters Score: Raw -738368.681210 + Penalty 4121.843835 = -734246.837375 nChanged 3 SP:Iteration 69Q (68627.770000 sec): 3 clusters Score: Raw -738370.123588 + Penalty 4121.843835 = -734248.279753 nChanged 3 SP:Iteration 70Q (68627.960000 sec): 3 clusters Score: Raw -738371.572127 + Penalty 4121.843835 = -734249.728292 nChanged 2 SP:Iteration 71Q (68628.160000 sec): 3 clusters Score: Raw -738372.134833 + Penalty 4121.843835 = -734250.290998 nChanged 1 SP:Iteration 72Q (68628.360000 sec): 3 clusters Score: Raw -738373.041694 + Penalty 4121.843835 = -734251.197859 nChanged 1 SP:Iteration 73Q (68628.580000 sec): 3 clusters Score: Raw -738373.885322 + Penalty 4121.843835 = -734252.041487 nChanged 1 SP:Iteration 74Q (68628.790000 sec): 3 clusters Score: Raw -738374.567031 + Penalty 4121.843835 = -734252.723196 nChanged 1 SP:Iteration 75Q (68629.020000 sec): 3 clusters Score: Raw -738374.838046 + Penalty 4121.843835 = -734252.994211 nChanged 0 SP:Iteration 76F (68629.200000 sec): 3 clusters Score: Raw -738374.838046 + Penalty 4121.843835 = -734252.994211 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68629.300000 sec): 2 clusters Score: Raw -229435.066665 + Penalty 1782.163788 = -227652.902877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68629.510000 sec): 3 clusters Score: Raw -229046.525818 + Penalty 3564.327575 = -225482.198243 nChanged 397 SP:Iteration 1F (68629.720000 sec): 3 clusters Score: Raw -229438.545334 + Penalty 3564.327575 = -225874.217759 nChanged 94 SP:Iteration 2F (68629.900000 sec): 3 clusters Score: Raw -229539.566313 + Penalty 3564.327575 = -225975.238738 nChanged 51 SP:Iteration 3Q (68630.080000 sec): 3 clusters Score: Raw -229616.860240 + Penalty 3564.327575 = -226052.532665 nChanged 35 SP:Iteration 4Q (68630.280000 sec): 3 clusters Score: Raw -229652.682309 + Penalty 3564.327575 = -226088.354734 nChanged 22 SP:Iteration 5Q (68630.480000 sec): 3 clusters Score: Raw -229672.311268 + Penalty 3564.327575 = -226107.983693 nChanged 14 SP:Iteration 6Q (68630.660000 sec): 3 clusters Score: Raw -229687.397579 + Penalty 3564.327575 = -226123.070004 nChanged 9 SP:Iteration 7Q (68630.870000 sec): 3 clusters Score: Raw -229699.424210 + Penalty 3564.327575 = -226135.096635 nChanged 10 SP:Iteration 8Q (68631.030000 sec): 3 clusters Score: Raw -229709.026217 + Penalty 3564.327575 = -226144.698642 nChanged 3 SP:Iteration 9Q (68631.240000 sec): 3 clusters Score: Raw -229710.429298 + Penalty 3564.327575 = -226146.101723 nChanged 0 SP:Iteration 10F (68631.430000 sec): 3 clusters Score: Raw -229710.429298 + Penalty 3564.327575 = -226146.101723 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68631.560000 sec): 2 clusters Score: Raw -35165.140875 + Penalty 1344.292680 = -33820.848195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68631.750000 sec): 3 clusters Score: Raw -35390.594181 + Penalty 2688.585360 = -32702.008822 nChanged 24 SP:Iteration 1F (68631.920000 sec): 3 clusters Score: Raw -35484.262093 + Penalty 2688.585360 = -32795.676734 nChanged 10 SP:Iteration 2Q (68632.110000 sec): 3 clusters Score: Raw -35539.261764 + Penalty 2688.585360 = -32850.676404 nChanged 7 SP:Iteration 3Q (68632.310000 sec): 3 clusters Score: Raw -35563.577934 + Penalty 2688.585360 = -32874.992574 nChanged 3 SP:Iteration 4Q (68632.410000 sec): 3 clusters Score: Raw -35574.144534 + Penalty 2688.585360 = -32885.559175 nChanged 1 SP:Iteration 5Q (68632.560000 sec): 3 clusters Score: Raw -35579.440631 + Penalty 2688.585360 = -32890.855272 nChanged 0 SP:Iteration 6F (68632.740000 sec): 3 clusters Score: Raw -35579.440631 + Penalty 2688.585360 = -32890.855272 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68632.920000 sec): 2 clusters Score: Raw -1367618.257436 + Penalty 2228.886804 = -1365389.370632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68633.130000 sec): 3 clusters Score: Raw -1363412.619243 + Penalty 4457.773608 = -1358954.845636 nChanged 3266 SP:Iteration 1F (68633.290000 sec): 3 clusters Score: Raw -1365232.462446 + Penalty 4457.773608 = -1360774.688838 nChanged 583 SP:Iteration 2F (68633.520000 sec): 3 clusters Score: Raw -1365559.813621 + Penalty 4457.773608 = -1361102.040013 nChanged 419 SP:Iteration 3F (68633.700000 sec): 3 clusters Score: Raw -1365781.100633 + Penalty 4457.773608 = -1361323.327025 nChanged 336 SP:Iteration 4Q (68633.900000 sec): 3 clusters Score: Raw -1365953.395202 + Penalty 4457.773608 = -1361495.621595 nChanged 295 SP:Iteration 5Q (68634.110000 sec): 3 clusters Score: Raw -1366098.324305 + Penalty 4457.773608 = -1361640.550698 nChanged 272 SP:Iteration 6Q (68634.330000 sec): 3 clusters Score: Raw -1366218.623039 + Penalty 4457.773608 = -1361760.849432 nChanged 253 SP:Iteration 7Q (68634.590000 sec): 3 clusters Score: Raw -1366337.662145 + Penalty 4457.773608 = -1361879.888537 nChanged 255 SP:Iteration 8Q (68634.850000 sec): 3 clusters Score: Raw -1366454.052912 + Penalty 4457.773608 = -1361996.279304 nChanged 233 SP:Iteration 9Q (68635.040000 sec): 3 clusters Score: Raw -1366568.733674 + Penalty 4457.773608 = -1362110.960067 nChanged 236 SP:Iteration 10Q (68635.280000 sec): 3 clusters Score: Raw -1366676.999279 + Penalty 4457.773608 = -1362219.225671 nChanged 240 SP:Iteration 11Q (68635.510000 sec): 3 clusters Score: Raw -1366796.875415 + Penalty 4457.773608 = -1362339.101807 nChanged 241 SP:Iteration 12Q (68635.770000 sec): 3 clusters Score: Raw -1366921.006216 + Penalty 4457.773608 = -1362463.232608 nChanged 227 SP:Iteration 13Q (68636.000000 sec): 3 clusters Score: Raw -1367040.526739 + Penalty 4457.773608 = -1362582.753131 nChanged 247 SP:Iteration 14Q (68636.210000 sec): 3 clusters Score: Raw -1367190.775446 + Penalty 4457.773608 = -1362733.001839 nChanged 234 SP:Iteration 15Q (68636.440000 sec): 3 clusters Score: Raw -1367317.254107 + Penalty 4457.773608 = -1362859.480500 nChanged 225 SP:Iteration 16Q (68636.680000 sec): 3 clusters Score: Raw -1367450.321339 + Penalty 4457.773608 = -1362992.547732 nChanged 205 SP:Iteration 17Q (68636.910000 sec): 3 clusters Score: Raw -1367567.599895 + Penalty 4457.773608 = -1363109.826287 nChanged 188 SP:Iteration 18Q (68637.150000 sec): 3 clusters Score: Raw -1367668.511357 + Penalty 4457.773608 = -1363210.737749 nChanged 147 SP:Iteration 19Q (68637.420000 sec): 3 clusters Score: Raw -1367757.519728 + Penalty 4457.773608 = -1363299.746121 nChanged 132 SP:Iteration 20F (68637.620000 sec): 3 clusters Score: Raw -1367835.496997 + Penalty 4457.773608 = -1363377.723389 nChanged 113 SP:Iteration 21Q (68637.800000 sec): 3 clusters Score: Raw -1367894.549812 + Penalty 4457.773608 = -1363436.776204 nChanged 98 SP:Iteration 22Q (68638.070000 sec): 3 clusters Score: Raw -1367952.396092 + Penalty 4457.773608 = -1363494.622484 nChanged 65 SP:Iteration 23Q (68638.280000 sec): 3 clusters Score: Raw -1367990.439718 + Penalty 4457.773608 = -1363532.666110 nChanged 68 SP:Iteration 24Q (68638.510000 sec): 3 clusters Score: Raw -1368024.886485 + Penalty 4457.773608 = -1363567.112878 nChanged 49 SP:Iteration 25Q (68638.730000 sec): 3 clusters Score: Raw -1368055.829188 + Penalty 4457.773608 = -1363598.055581 nChanged 47 SP:Iteration 26Q (68638.990000 sec): 3 clusters Score: Raw -1368085.574487 + Penalty 4457.773608 = -1363627.800880 nChanged 39 SP:Iteration 27Q (68639.200000 sec): 3 clusters Score: Raw -1368104.117957 + Penalty 4457.773608 = -1363646.344349 nChanged 26 SP:Iteration 28Q (68639.420000 sec): 3 clusters Score: Raw -1368119.098897 + Penalty 4457.773608 = -1363661.325290 nChanged 25 SP:Iteration 29Q (68639.600000 sec): 3 clusters Score: Raw -1368131.187878 + Penalty 4457.773608 = -1363673.414270 nChanged 14 SP:Iteration 30Q (68639.810000 sec): 3 clusters Score: Raw -1368137.626909 + Penalty 4457.773608 = -1363679.853301 nChanged 18 SP:Iteration 31Q (68640.060000 sec): 3 clusters Score: Raw -1368149.727855 + Penalty 4457.773608 = -1363691.954248 nChanged 15 SP:Iteration 32Q (68640.280000 sec): 3 clusters Score: Raw -1368156.986765 + Penalty 4457.773608 = -1363699.213157 nChanged 10 SP:Iteration 33Q (68640.520000 sec): 3 clusters Score: Raw -1368161.229624 + Penalty 4457.773608 = -1363703.456017 nChanged 8 SP:Iteration 34Q (68640.740000 sec): 3 clusters Score: Raw -1368164.545784 + Penalty 4457.773608 = -1363706.772177 nChanged 6 SP:Iteration 35Q (68641.000000 sec): 3 clusters Score: Raw -1368167.109837 + Penalty 4457.773608 = -1363709.336229 nChanged 7 SP:Iteration 36Q (68641.200000 sec): 3 clusters Score: Raw -1368171.261285 + Penalty 4457.773608 = -1363713.487678 nChanged 7 SP:Iteration 37Q (68641.400000 sec): 3 clusters Score: Raw -1368176.497692 + Penalty 4457.773608 = -1363718.724084 nChanged 6 SP:Iteration 38Q (68641.630000 sec): 3 clusters Score: Raw -1368179.199697 + Penalty 4457.773608 = -1363721.426089 nChanged 6 SP:Iteration 39Q (68641.820000 sec): 3 clusters Score: Raw -1368183.220357 + Penalty 4457.773608 = -1363725.446750 nChanged 6 SP:Iteration 40F (68642.030000 sec): 3 clusters Score: Raw -1368186.393355 + Penalty 4457.773608 = -1363728.619747 nChanged 4 SP:Iteration 41Q (68642.260000 sec): 3 clusters Score: Raw -1368187.676272 + Penalty 4457.773608 = -1363729.902665 nChanged 2 SP:Iteration 42Q (68642.500000 sec): 3 clusters Score: Raw -1368188.093661 + Penalty 4457.773608 = -1363730.320053 nChanged 0 SP:Iteration 43F (68642.740000 sec): 3 clusters Score: Raw -1368188.093661 + Penalty 4457.773608 = -1363730.320053 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68642.870000 sec): 2 clusters Score: Raw -61927.908087 + Penalty 1479.604391 = -60448.303695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68643.000000 sec): 3 clusters Score: Raw -62065.230111 + Penalty 2959.208783 = -59106.021329 nChanged 76 SP:Iteration 1F (68643.220000 sec): 3 clusters Score: Raw -62401.695198 + Penalty 2959.208783 = -59442.486416 nChanged 30 SP:Iteration 2F (68643.420000 sec): 3 clusters Score: Raw -62589.480571 + Penalty 2959.208783 = -59630.271789 nChanged 20 SP:Iteration 3F (68643.610000 sec): 3 clusters Score: Raw -62749.180269 + Penalty 2959.208783 = -59789.971486 nChanged 13 SP:Iteration 4Q (68643.760000 sec): 3 clusters Score: Raw -62883.644972 + Penalty 2959.208783 = -59924.436189 nChanged 14 SP:Iteration 5Q (68643.970000 sec): 3 clusters Score: Raw -63038.466518 + Penalty 2959.208783 = -60079.257735 nChanged 8 SP:Iteration 6Q (68644.140000 sec): 3 clusters Score: Raw -63128.930500 + Penalty 2959.208783 = -60169.721717 nChanged 8 SP:Iteration 7Q (68644.290000 sec): 3 clusters Score: Raw -63195.513992 + Penalty 2959.208783 = -60236.305210 nChanged 4 SP:Iteration 8Q (68644.480000 sec): 3 clusters Score: Raw -63211.718148 + Penalty 2959.208783 = -60252.509365 nChanged 5 SP:Iteration 9Q (68644.650000 sec): 3 clusters Score: Raw -63241.404729 + Penalty 2959.208783 = -60282.195946 nChanged 5 SP:Iteration 10Q (68644.810000 sec): 3 clusters Score: Raw -63288.196682 + Penalty 2959.208783 = -60328.987899 nChanged 6 SP:Iteration 11Q (68645.030000 sec): 3 clusters Score: Raw -63385.270977 + Penalty 2959.208783 = -60426.062194 nChanged 5 SP:Iteration 12Q (68645.200000 sec): 3 clusters Score: Raw -63485.488721 + Penalty 2959.208783 = -60526.279939 nChanged 4 SP:Iteration 13Q (68645.350000 sec): 3 clusters Score: Raw -63556.914655 + Penalty 2959.208783 = -60597.705873 nChanged 4 SP:Iteration 14Q (68645.490000 sec): 3 clusters Score: Raw -63583.084217 + Penalty 2959.208783 = -60623.875435 nChanged 2 SP:Iteration 15Q (68645.670000 sec): 3 clusters Score: Raw -63590.119349 + Penalty 2959.208783 = -60630.910566 nChanged 0 SP:Iteration 16F (68645.850000 sec): 3 clusters Score: Raw -63590.119349 + Penalty 2959.208783 = -60630.910566 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (124017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68646.570000 sec): 2 clusters Score: Raw -22769689.386616 + Penalty 2908.587135 = -22766780.799481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68647.410000 sec): 3 clusters Score: Raw -22689735.198729 + Penalty 5817.174270 = -22683918.024459 nChanged 58863 SP:Iteration 1F (68648.290000 sec): 3 clusters Score: Raw -22723680.634664 + Penalty 5817.174270 = -22717863.460394 nChanged 4239 SP:Iteration 2Q (68649.320000 sec): 3 clusters Score: Raw -22724743.071121 + Penalty 5817.174270 = -22718925.896851 nChanged 4516 SP:Iteration 3Q (68650.210000 sec): 3 clusters Score: Raw -22726056.215302 + Penalty 5817.174270 = -22720239.041032 nChanged 5065 SP:Iteration 4Q (68651.120000 sec): 3 clusters Score: Raw -22727707.108178 + Penalty 5817.174270 = -22721889.933908 nChanged 5484 SP:Iteration 5Q (68652.100000 sec): 3 clusters Score: Raw -22729741.939730 + Penalty 5817.174270 = -22723924.765460 nChanged 6097 SP:Iteration 6Q (68653.000000 sec): 3 clusters Score: Raw -22732302.257161 + Penalty 5817.174270 = -22726485.082890 nChanged 6505 SP:Iteration 7F (68653.900000 sec): 3 clusters Score: Raw -22735374.704080 + Penalty 5817.174270 = -22729557.529810 nChanged 6509 SP:Iteration 8F (68654.750000 sec): 3 clusters Score: Raw -22738829.380085 + Penalty 5817.174270 = -22733012.205815 nChanged 6577 SP:Iteration 9F (68655.600000 sec): 3 clusters Score: Raw -22742792.986450 + Penalty 5817.174270 = -22736975.812180 nChanged 6319 SP:Iteration 10F (68656.420000 sec): 3 clusters Score: Raw -22747320.708648 + Penalty 5817.174270 = -22741503.534377 nChanged 5824 SP:Iteration 11Q (68657.320000 sec): 3 clusters Score: Raw -22752019.595897 + Penalty 5817.174270 = -22746202.421626 nChanged 4724 SP:Iteration 12Q (68658.240000 sec): 3 clusters Score: Raw -22755908.759085 + Penalty 5817.174270 = -22750091.584814 nChanged 3708 SP:Iteration 13Q (68659.030000 sec): 3 clusters Score: Raw -22758672.403772 + Penalty 5817.174270 = -22752855.229501 nChanged 2823 SP:Iteration 14Q (68659.860000 sec): 3 clusters Score: Raw -22760553.313429 + Penalty 5817.174270 = -22754736.139158 nChanged 2266 SP:Iteration 15Q (68660.560000 sec): 3 clusters Score: Raw -22761912.706045 + Penalty 5817.174270 = -22756095.531775 nChanged 2022 SP:Iteration 16Q (68661.280000 sec): 3 clusters Score: Raw -22763061.803432 + Penalty 5817.174270 = -22757244.629162 nChanged 1823 SP:Iteration 17Q (68662.040000 sec): 3 clusters Score: Raw -22764084.397730 + Penalty 5817.174270 = -22758267.223459 nChanged 1593 SP:Iteration 18Q (68662.840000 sec): 3 clusters Score: Raw -22764994.017784 + Penalty 5817.174270 = -22759176.843514 nChanged 1461 SP:Iteration 19Q (68663.570000 sec): 3 clusters Score: Raw -22765834.253419 + Penalty 5817.174270 = -22760017.079149 nChanged 1227 SP:Iteration 20F (68664.390000 sec): 3 clusters Score: Raw -22766526.633363 + Penalty 5817.174270 = -22760709.459093 nChanged 1083 SP:Iteration 21Q (68665.230000 sec): 3 clusters Score: Raw -22767135.939531 + Penalty 5817.174270 = -22761318.765260 nChanged 944 SP:Iteration 22Q (68665.990000 sec): 3 clusters Score: Raw -22767673.539483 + Penalty 5817.174270 = -22761856.365213 nChanged 773 SP:Iteration 23Q (68666.760000 sec): 3 clusters Score: Raw -22768112.747979 + Penalty 5817.174270 = -22762295.573709 nChanged 663 SP:Iteration 24Q (68667.550000 sec): 3 clusters Score: Raw -22768486.003188 + Penalty 5817.174270 = -22762668.828918 nChanged 529 SP:Iteration 25Q (68668.320000 sec): 3 clusters Score: Raw -22768777.431972 + Penalty 5817.174270 = -22762960.257702 nChanged 432 SP:Iteration 26Q (68669.110000 sec): 3 clusters Score: Raw -22769003.203560 + Penalty 5817.174270 = -22763186.029290 nChanged 352 SP:Iteration 27Q (68669.890000 sec): 3 clusters Score: Raw -22769178.369283 + Penalty 5817.174270 = -22763361.195013 nChanged 303 SP:Iteration 28Q (68670.640000 sec): 3 clusters Score: Raw -22769326.557283 + Penalty 5817.174270 = -22763509.383012 nChanged 233 SP:Iteration 29Q (68671.410000 sec): 3 clusters Score: Raw -22769445.793627 + Penalty 5817.174270 = -22763628.619357 nChanged 205 SP:Iteration 30Q (68672.100000 sec): 3 clusters Score: Raw -22769555.901514 + Penalty 5817.174270 = -22763738.727244 nChanged 169 SP:Iteration 31Q (68672.850000 sec): 3 clusters Score: Raw -22769641.255411 + Penalty 5817.174270 = -22763824.081140 nChanged 155 SP:Iteration 32Q (68673.530000 sec): 3 clusters Score: Raw -22769720.140640 + Penalty 5817.174270 = -22763902.966370 nChanged 128 SP:Iteration 33Q (68674.250000 sec): 3 clusters Score: Raw -22769785.942876 + Penalty 5817.174270 = -22763968.768606 nChanged 87 SP:Iteration 34Q (68674.890000 sec): 3 clusters Score: Raw -22769828.606968 + Penalty 5817.174270 = -22764011.432697 nChanged 74 SP:Iteration 35Q (68675.610000 sec): 3 clusters Score: Raw -22769860.020058 + Penalty 5817.174270 = -22764042.845788 nChanged 56 SP:Iteration 36Q (68676.310000 sec): 3 clusters Score: Raw -22769886.608140 + Penalty 5817.174270 = -22764069.433870 nChanged 42 SP:Iteration 37Q (68676.990000 sec): 3 clusters Score: Raw -22769906.839633 + Penalty 5817.174270 = -22764089.665363 nChanged 37 SP:Iteration 38Q (68677.640000 sec): 3 clusters Score: Raw -22769924.691765 + Penalty 5817.174270 = -22764107.517495 nChanged 37 SP:Iteration 39Q (68678.310000 sec): 3 clusters Score: Raw -22769947.069650 + Penalty 5817.174270 = -22764129.895379 nChanged 41 SP:Iteration 40F (68679.050000 sec): 3 clusters Score: Raw -22769969.376849 + Penalty 5817.174270 = -22764152.202579 nChanged 22 SP:Iteration 41Q (68679.750000 sec): 3 clusters Score: Raw -22769983.696255 + Penalty 5817.174270 = -22764166.521985 nChanged 16 SP:Iteration 42Q (68680.470000 sec): 3 clusters Score: Raw -22769990.329208 + Penalty 5817.174270 = -22764173.154938 nChanged 13 SP:Iteration 43Q (68681.150000 sec): 3 clusters Score: Raw -22769995.914364 + Penalty 5817.174270 = -22764178.740094 nChanged 15 SP:Iteration 44Q (68681.880000 sec): 3 clusters Score: Raw -22770003.333128 + Penalty 5817.174270 = -22764186.158858 nChanged 13 SP:Iteration 45Q (68682.530000 sec): 3 clusters Score: Raw -22770011.591239 + Penalty 5817.174270 = -22764194.416969 nChanged 17 SP:Iteration 46Q (68683.240000 sec): 3 clusters Score: Raw -22770019.657683 + Penalty 5817.174270 = -22764202.483413 nChanged 11 SP:Iteration 47Q (68684.010000 sec): 3 clusters Score: Raw -22770024.000390 + Penalty 5817.174270 = -22764206.826120 nChanged 8 SP:Iteration 48Q (68684.770000 sec): 3 clusters Score: Raw -22770027.747020 + Penalty 5817.174270 = -22764210.572750 nChanged 10 SP:Iteration 49Q (68685.540000 sec): 3 clusters Score: Raw -22770033.365416 + Penalty 5817.174270 = -22764216.191146 nChanged 6 SP:Iteration 50Q (68686.280000 sec): 3 clusters Score: Raw -22770036.816422 + Penalty 5817.174270 = -22764219.642151 nChanged 10 SP:Iteration 51Q (68687.020000 sec): 3 clusters Score: Raw -22770043.474252 + Penalty 5817.174270 = -22764226.299982 nChanged 15 SP:Iteration 52Q (68687.780000 sec): 3 clusters Score: Raw -22770051.311665 + Penalty 5817.174270 = -22764234.137394 nChanged 22 SP:Iteration 53Q (68688.550000 sec): 3 clusters Score: Raw -22770062.814515 + Penalty 5817.174270 = -22764245.640245 nChanged 13 SP:Iteration 54Q (68689.260000 sec): 3 clusters Score: Raw -22770068.887839 + Penalty 5817.174270 = -22764251.713569 nChanged 10 SP:Iteration 55Q (68690.030000 sec): 3 clusters Score: Raw -22770073.944532 + Penalty 5817.174270 = -22764256.770262 nChanged 7 SP:Iteration 56Q (68690.740000 sec): 3 clusters Score: Raw -22770079.275604 + Penalty 5817.174270 = -22764262.101333 nChanged 8 SP:Iteration 57Q (68691.460000 sec): 3 clusters Score: Raw -22770083.940830 + Penalty 5817.174270 = -22764266.766560 nChanged 10 SP:Iteration 58Q (68692.180000 sec): 3 clusters Score: Raw -22770090.647684 + Penalty 5817.174270 = -22764273.473413 nChanged 12 SP:Iteration 59Q (68692.910000 sec): 3 clusters Score: Raw -22770095.677119 + Penalty 5817.174270 = -22764278.502849 nChanged 4 SP:Iteration 60F (68693.720000 sec): 3 clusters Score: Raw -22770097.490360 + Penalty 5817.174270 = -22764280.316090 nChanged 3 SP:Iteration 61Q (68694.410000 sec): 3 clusters Score: Raw -22770099.104511 + Penalty 5817.174270 = -22764281.930240 nChanged 6 SP:Iteration 62Q (68695.110000 sec): 3 clusters Score: Raw -22770102.126420 + Penalty 5817.174270 = -22764284.952150 nChanged 4 SP:Iteration 63Q (68695.890000 sec): 3 clusters Score: Raw -22770104.834537 + Penalty 5817.174270 = -22764287.660266 nChanged 7 SP:Iteration 64Q (68696.670000 sec): 3 clusters Score: Raw -22770108.132700 + Penalty 5817.174270 = -22764290.958430 nChanged 7 SP:Iteration 65Q (68697.360000 sec): 3 clusters Score: Raw -22770111.632063 + Penalty 5817.174270 = -22764294.457793 nChanged 3 SP:Iteration 66Q (68698.090000 sec): 3 clusters Score: Raw -22770113.910230 + Penalty 5817.174270 = -22764296.735960 nChanged 9 SP:Iteration 67Q (68698.800000 sec): 3 clusters Score: Raw -22770117.397079 + Penalty 5817.174270 = -22764300.222809 nChanged 5 SP:Iteration 68Q (68699.490000 sec): 3 clusters Score: Raw -22770119.636968 + Penalty 5817.174270 = -22764302.462698 nChanged 2 SP:Iteration 69Q (68700.150000 sec): 3 clusters Score: Raw -22770121.106862 + Penalty 5817.174270 = -22764303.932592 nChanged 1 SP:Iteration 70Q (68700.840000 sec): 3 clusters Score: Raw -22770121.900996 + Penalty 5817.174270 = -22764304.726725 nChanged 1 SP:Iteration 71Q (68701.550000 sec): 3 clusters Score: Raw -22770122.721036 + Penalty 5817.174270 = -22764305.546766 nChanged 1 SP:Iteration 72Q (68702.220000 sec): 3 clusters Score: Raw -22770123.159177 + Penalty 5817.174270 = -22764305.984906 nChanged 2 SP:Iteration 73Q (68702.870000 sec): 3 clusters Score: Raw -22770123.970289 + Penalty 5817.174270 = -22764306.796019 nChanged 4 SP:Iteration 74Q (68703.540000 sec): 3 clusters Score: Raw -22770125.964016 + Penalty 5817.174270 = -22764308.789746 nChanged 2 SP:Iteration 75Q (68704.250000 sec): 3 clusters Score: Raw -22770126.715176 + Penalty 5817.174270 = -22764309.540906 nChanged 2 SP:Iteration 76Q (68704.980000 sec): 3 clusters Score: Raw -22770127.718080 + Penalty 5817.174270 = -22764310.543810 nChanged 2 SP:Iteration 77Q (68705.690000 sec): 3 clusters Score: Raw -22770128.840038 + Penalty 5817.174270 = -22764311.665767 nChanged 0 SP:Iteration 78F (68706.570000 sec): 3 clusters Score: Raw -22770128.840038 + Penalty 5817.174270 = -22764311.665767 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68706.980000 sec): 2 clusters Score: Raw -12606959.063677 + Penalty 2767.994090 = -12604191.069587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68707.530000 sec): 3 clusters Score: Raw -12562506.905560 + Penalty 5535.988180 = -12556970.917380 nChanged 32883 SP:Iteration 1F (68708.120000 sec): 3 clusters Score: Raw -12581091.213967 + Penalty 5535.988180 = -12575555.225787 nChanged 3073 SP:Iteration 2Q (68708.790000 sec): 3 clusters Score: Raw -12582229.445326 + Penalty 5535.988180 = -12576693.457146 nChanged 3718 SP:Iteration 3F (68709.440000 sec): 3 clusters Score: Raw -12583952.500507 + Penalty 5535.988180 = -12578416.512327 nChanged 4505 SP:Iteration 4F (68710.050000 sec): 3 clusters Score: Raw -12586717.456534 + Penalty 5535.988180 = -12581181.468354 nChanged 5347 SP:Iteration 5F (68710.660000 sec): 3 clusters Score: Raw -12590853.449195 + Penalty 5535.988180 = -12585317.461015 nChanged 5621 SP:Iteration 6F (68711.250000 sec): 3 clusters Score: Raw -12595866.619865 + Penalty 5535.988180 = -12590330.631685 nChanged 4751 SP:Iteration 7F (68711.910000 sec): 3 clusters Score: Raw -12600408.298714 + Penalty 5535.988180 = -12594872.310534 nChanged 3327 SP:Iteration 8Q (68712.600000 sec): 3 clusters Score: Raw -12603542.229813 + Penalty 5535.988180 = -12598006.241633 nChanged 1880 SP:Iteration 9Q (68713.160000 sec): 3 clusters Score: Raw -12605261.007750 + Penalty 5535.988180 = -12599725.019571 nChanged 1069 SP:Iteration 10Q (68713.720000 sec): 3 clusters Score: Raw -12606218.147852 + Penalty 5535.988180 = -12600682.159672 nChanged 580 SP:Iteration 11Q (68714.190000 sec): 3 clusters Score: Raw -12606708.906226 + Penalty 5535.988180 = -12601172.918046 nChanged 325 SP:Iteration 12Q (68714.570000 sec): 3 clusters Score: Raw -12606959.066167 + Penalty 5535.988180 = -12601423.077987 nChanged 188 SP:Iteration 13Q (68715.030000 sec): 3 clusters Score: Raw -12607086.609972 + Penalty 5535.988180 = -12601550.621793 nChanged 92 SP:Iteration 14Q (68715.510000 sec): 3 clusters Score: Raw -12607155.515593 + Penalty 5535.988180 = -12601619.527413 nChanged 69 SP:Iteration 15Q (68716.000000 sec): 3 clusters Score: Raw -12607204.656236 + Penalty 5535.988180 = -12601668.668056 nChanged 46 SP:Iteration 16Q (68716.580000 sec): 3 clusters Score: Raw -12607232.608257 + Penalty 5535.988180 = -12601696.620077 nChanged 37 SP:Iteration 17Q (68717.130000 sec): 3 clusters Score: Raw -12607255.306366 + Penalty 5535.988180 = -12601719.318186 nChanged 31 SP:Iteration 18Q (68717.660000 sec): 3 clusters Score: Raw -12607273.544932 + Penalty 5535.988180 = -12601737.556753 nChanged 16 SP:Iteration 19Q (68718.130000 sec): 3 clusters Score: Raw -12607283.462834 + Penalty 5535.988180 = -12601747.474654 nChanged 14 SP:Iteration 20F (68718.700000 sec): 3 clusters Score: Raw -12607293.216697 + Penalty 5535.988180 = -12601757.228517 nChanged 16 SP:Iteration 21Q (68719.230000 sec): 3 clusters Score: Raw -12607300.471436 + Penalty 5535.988180 = -12601764.483256 nChanged 10 SP:Iteration 22Q (68719.710000 sec): 3 clusters Score: Raw -12607307.652024 + Penalty 5535.988180 = -12601771.663844 nChanged 10 SP:Iteration 23Q (68720.260000 sec): 3 clusters Score: Raw -12607311.845884 + Penalty 5535.988180 = -12601775.857705 nChanged 9 SP:Iteration 24Q (68720.730000 sec): 3 clusters Score: Raw -12607318.315260 + Penalty 5535.988180 = -12601782.327080 nChanged 10 SP:Iteration 25Q (68721.250000 sec): 3 clusters Score: Raw -12607324.462998 + Penalty 5535.988180 = -12601788.474819 nChanged 7 SP:Iteration 26Q (68721.710000 sec): 3 clusters Score: Raw -12607328.796132 + Penalty 5535.988180 = -12601792.807952 nChanged 8 SP:Iteration 27Q (68722.150000 sec): 3 clusters Score: Raw -12607332.225398 + Penalty 5535.988180 = -12601796.237219 nChanged 6 SP:Iteration 28Q (68722.580000 sec): 3 clusters Score: Raw -12607335.780694 + Penalty 5535.988180 = -12601799.792514 nChanged 4 SP:Iteration 29Q (68723.040000 sec): 3 clusters Score: Raw -12607338.743918 + Penalty 5535.988180 = -12601802.755738 nChanged 4 SP:Iteration 30Q (68723.500000 sec): 3 clusters Score: Raw -12607340.881393 + Penalty 5535.988180 = -12601804.893213 nChanged 3 SP:Iteration 31Q (68724.010000 sec): 3 clusters Score: Raw -12607342.133539 + Penalty 5535.988180 = -12601806.145359 nChanged 2 SP:Iteration 32Q (68724.450000 sec): 3 clusters Score: Raw -12607342.824141 + Penalty 5535.988180 = -12601806.835961 nChanged 0 SP:Iteration 33F (68725.010000 sec): 3 clusters Score: Raw -12607342.824141 + Penalty 5535.988180 = -12601806.835961 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68725.130000 sec): 2 clusters Score: Raw -1110288.620580 + Penalty 2166.051144 = -1108122.569437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68725.350000 sec): 3 clusters Score: Raw -1107139.630076 + Penalty 4332.102288 = -1102807.527789 nChanged 2482 SP:Iteration 1F (68725.570000 sec): 3 clusters Score: Raw -1108512.008226 + Penalty 4332.102288 = -1104179.905939 nChanged 471 SP:Iteration 2F (68725.790000 sec): 3 clusters Score: Raw -1108794.229473 + Penalty 4332.102288 = -1104462.127186 nChanged 342 SP:Iteration 3F (68725.990000 sec): 3 clusters Score: Raw -1108976.723441 + Penalty 4332.102288 = -1104644.621154 nChanged 251 SP:Iteration 4Q (68726.200000 sec): 3 clusters Score: Raw -1109088.048446 + Penalty 4332.102288 = -1104755.946159 nChanged 190 SP:Iteration 5Q (68726.410000 sec): 3 clusters Score: Raw -1109180.790502 + Penalty 4332.102288 = -1104848.688214 nChanged 178 SP:Iteration 6Q (68726.650000 sec): 3 clusters Score: Raw -1109260.330773 + Penalty 4332.102288 = -1104928.228485 nChanged 157 SP:Iteration 7Q (68726.830000 sec): 3 clusters Score: Raw -1109334.129227 + Penalty 4332.102288 = -1105002.026939 nChanged 150 SP:Iteration 8Q (68727.070000 sec): 3 clusters Score: Raw -1109396.024732 + Penalty 4332.102288 = -1105063.922444 nChanged 139 SP:Iteration 9Q (68727.260000 sec): 3 clusters Score: Raw -1109451.026290 + Penalty 4332.102288 = -1105118.924002 nChanged 114 SP:Iteration 10Q (68727.500000 sec): 3 clusters Score: Raw -1109494.834427 + Penalty 4332.102288 = -1105162.732139 nChanged 107 SP:Iteration 11Q (68727.710000 sec): 3 clusters Score: Raw -1109539.383024 + Penalty 4332.102288 = -1105207.280737 nChanged 101 SP:Iteration 12Q (68727.920000 sec): 3 clusters Score: Raw -1109576.928432 + Penalty 4332.102288 = -1105244.826144 nChanged 100 SP:Iteration 13Q (68728.170000 sec): 3 clusters Score: Raw -1109619.887401 + Penalty 4332.102288 = -1105287.785113 nChanged 110 SP:Iteration 14Q (68728.360000 sec): 3 clusters Score: Raw -1109676.481474 + Penalty 4332.102288 = -1105344.379187 nChanged 142 SP:Iteration 15Q (68728.540000 sec): 3 clusters Score: Raw -1109747.252804 + Penalty 4332.102288 = -1105415.150517 nChanged 138 SP:Iteration 16Q (68728.690000 sec): 3 clusters Score: Raw -1109812.210714 + Penalty 4332.102288 = -1105480.108427 nChanged 126 SP:Iteration 17Q (68728.950000 sec): 3 clusters Score: Raw -1109870.180048 + Penalty 4332.102288 = -1105538.077760 nChanged 137 SP:Iteration 18Q (68729.180000 sec): 3 clusters Score: Raw -1109946.347906 + Penalty 4332.102288 = -1105614.245619 nChanged 146 SP:Iteration 19Q (68729.400000 sec): 3 clusters Score: Raw -1110016.685781 + Penalty 4332.102288 = -1105684.583494 nChanged 121 SP:Iteration 20F (68729.620000 sec): 3 clusters Score: Raw -1110076.470420 + Penalty 4332.102288 = -1105744.368133 nChanged 114 SP:Iteration 21Q (68729.820000 sec): 3 clusters Score: Raw -1110126.004601 + Penalty 4332.102288 = -1105793.902314 nChanged 103 SP:Iteration 22Q (68730.050000 sec): 3 clusters Score: Raw -1110169.624630 + Penalty 4332.102288 = -1105837.522343 nChanged 89 SP:Iteration 23Q (68730.280000 sec): 3 clusters Score: Raw -1110209.807725 + Penalty 4332.102288 = -1105877.705437 nChanged 91 SP:Iteration 24Q (68730.490000 sec): 3 clusters Score: Raw -1110251.368053 + Penalty 4332.102288 = -1105919.265766 nChanged 78 SP:Iteration 25Q (68730.710000 sec): 3 clusters Score: Raw -1110291.142328 + Penalty 4332.102288 = -1105959.040040 nChanged 74 SP:Iteration 26Q (68730.900000 sec): 3 clusters Score: Raw -1110318.129628 + Penalty 4332.102288 = -1105986.027340 nChanged 59 SP:Iteration 27Q (68731.100000 sec): 3 clusters Score: Raw -1110340.599985 + Penalty 4332.102288 = -1106008.497698 nChanged 64 SP:Iteration 28Q (68731.330000 sec): 3 clusters Score: Raw -1110362.488611 + Penalty 4332.102288 = -1106030.386324 nChanged 57 SP:Iteration 29Q (68731.550000 sec): 3 clusters Score: Raw -1110388.432274 + Penalty 4332.102288 = -1106056.329987 nChanged 78 SP:Iteration 30Q (68731.820000 sec): 3 clusters Score: Raw -1110415.383506 + Penalty 4332.102288 = -1106083.281218 nChanged 68 SP:Iteration 31Q (68732.040000 sec): 3 clusters Score: Raw -1110439.023289 + Penalty 4332.102288 = -1106106.921002 nChanged 61 SP:Iteration 32Q (68732.240000 sec): 3 clusters Score: Raw -1110460.117179 + Penalty 4332.102288 = -1106128.014892 nChanged 48 SP:Iteration 33Q (68732.440000 sec): 3 clusters Score: Raw -1110477.958851 + Penalty 4332.102288 = -1106145.856563 nChanged 60 SP:Iteration 34Q (68732.630000 sec): 3 clusters Score: Raw -1110501.933644 + Penalty 4332.102288 = -1106169.831357 nChanged 62 SP:Iteration 35Q (68732.830000 sec): 3 clusters Score: Raw -1110529.190305 + Penalty 4332.102288 = -1106197.088018 nChanged 59 SP:Iteration 36Q (68733.060000 sec): 3 clusters Score: Raw -1110555.652974 + Penalty 4332.102288 = -1106223.550686 nChanged 55 SP:Iteration 37Q (68733.240000 sec): 3 clusters Score: Raw -1110576.327127 + Penalty 4332.102288 = -1106244.224839 nChanged 59 SP:Iteration 38Q (68733.430000 sec): 3 clusters Score: Raw -1110600.252187 + Penalty 4332.102288 = -1106268.149899 nChanged 60 SP:Iteration 39Q (68733.650000 sec): 3 clusters Score: Raw -1110620.813705 + Penalty 4332.102288 = -1106288.711418 nChanged 54 SP:Iteration 40F (68733.850000 sec): 3 clusters Score: Raw -1110641.392654 + Penalty 4332.102288 = -1106309.290366 nChanged 46 SP:Iteration 41Q (68734.040000 sec): 3 clusters Score: Raw -1110659.383874 + Penalty 4332.102288 = -1106327.281586 nChanged 49 SP:Iteration 42Q (68734.250000 sec): 3 clusters Score: Raw -1110679.465472 + Penalty 4332.102288 = -1106347.363184 nChanged 49 SP:Iteration 43Q (68734.430000 sec): 3 clusters Score: Raw -1110701.373660 + Penalty 4332.102288 = -1106369.271372 nChanged 49 SP:Iteration 44Q (68734.610000 sec): 3 clusters Score: Raw -1110722.286240 + Penalty 4332.102288 = -1106390.183953 nChanged 61 SP:Iteration 45Q (68734.800000 sec): 3 clusters Score: Raw -1110749.327108 + Penalty 4332.102288 = -1106417.224820 nChanged 62 SP:Iteration 46Q (68735.010000 sec): 3 clusters Score: Raw -1110776.394409 + Penalty 4332.102288 = -1106444.292121 nChanged 56 SP:Iteration 47Q (68735.190000 sec): 3 clusters Score: Raw -1110797.879909 + Penalty 4332.102288 = -1106465.777621 nChanged 44 SP:Iteration 48Q (68735.390000 sec): 3 clusters Score: Raw -1110818.332982 + Penalty 4332.102288 = -1106486.230694 nChanged 56 SP:Iteration 49Q (68735.580000 sec): 3 clusters Score: Raw -1110841.188129 + Penalty 4332.102288 = -1106509.085841 nChanged 59 SP:Iteration 50Q (68735.820000 sec): 3 clusters Score: Raw -1110866.588950 + Penalty 4332.102288 = -1106534.486663 nChanged 50 SP:Iteration 51Q (68736.010000 sec): 3 clusters Score: Raw -1110887.501758 + Penalty 4332.102288 = -1106555.399470 nChanged 45 SP:Iteration 52Q (68736.200000 sec): 3 clusters Score: Raw -1110905.066721 + Penalty 4332.102288 = -1106572.964433 nChanged 40 SP:Iteration 53Q (68736.410000 sec): 3 clusters Score: Raw -1110921.622801 + Penalty 4332.102288 = -1106589.520513 nChanged 42 SP:Iteration 54Q (68736.590000 sec): 3 clusters Score: Raw -1110937.989855 + Penalty 4332.102288 = -1106605.887568 nChanged 28 SP:Iteration 55Q (68736.810000 sec): 3 clusters Score: Raw -1110948.157763 + Penalty 4332.102288 = -1106616.055475 nChanged 26 SP:Iteration 56Q (68737.030000 sec): 3 clusters Score: Raw -1110957.008941 + Penalty 4332.102288 = -1106624.906654 nChanged 27 SP:Iteration 57Q (68737.210000 sec): 3 clusters Score: Raw -1110969.791977 + Penalty 4332.102288 = -1106637.689690 nChanged 22 SP:Iteration 58Q (68737.400000 sec): 3 clusters Score: Raw -1110978.992483 + Penalty 4332.102288 = -1106646.890195 nChanged 18 SP:Iteration 59Q (68737.620000 sec): 3 clusters Score: Raw -1110987.770248 + Penalty 4332.102288 = -1106655.667961 nChanged 19 SP:Iteration 60F (68737.820000 sec): 3 clusters Score: Raw -1110995.052880 + Penalty 4332.102288 = -1106662.950592 nChanged 18 SP:Iteration 61Q (68738.040000 sec): 3 clusters Score: Raw -1111001.342311 + Penalty 4332.102288 = -1106669.240023 nChanged 21 SP:Iteration 62Q (68738.220000 sec): 3 clusters Score: Raw -1111009.948895 + Penalty 4332.102288 = -1106677.846607 nChanged 17 SP:Iteration 63Q (68738.430000 sec): 3 clusters Score: Raw -1111016.714628 + Penalty 4332.102288 = -1106684.612340 nChanged 16 SP:Iteration 64Q (68738.650000 sec): 3 clusters Score: Raw -1111022.899141 + Penalty 4332.102288 = -1106690.796853 nChanged 17 SP:Iteration 65Q (68738.850000 sec): 3 clusters Score: Raw -1111028.714859 + Penalty 4332.102288 = -1106696.612572 nChanged 18 SP:Iteration 66Q (68739.050000 sec): 3 clusters Score: Raw -1111035.513675 + Penalty 4332.102288 = -1106703.411387 nChanged 16 SP:Iteration 67Q (68739.250000 sec): 3 clusters Score: Raw -1111041.741021 + Penalty 4332.102288 = -1106709.638734 nChanged 10 SP:Iteration 68Q (68739.500000 sec): 3 clusters Score: Raw -1111046.000746 + Penalty 4332.102288 = -1106713.898458 nChanged 12 SP:Iteration 69Q (68739.720000 sec): 3 clusters Score: Raw -1111050.214895 + Penalty 4332.102288 = -1106718.112608 nChanged 4 SP:Iteration 70Q (68739.890000 sec): 3 clusters Score: Raw -1111051.648677 + Penalty 4332.102288 = -1106719.546390 nChanged 5 SP:Iteration 71Q (68740.120000 sec): 3 clusters Score: Raw -1111052.935394 + Penalty 4332.102288 = -1106720.833107 nChanged 2 SP:Iteration 72Q (68740.320000 sec): 3 clusters Score: Raw -1111053.599193 + Penalty 4332.102288 = -1106721.496905 nChanged 3 SP:Iteration 73Q (68740.530000 sec): 3 clusters Score: Raw -1111055.304447 + Penalty 4332.102288 = -1106723.202159 nChanged 3 SP:Iteration 74Q (68740.690000 sec): 3 clusters Score: Raw -1111056.220998 + Penalty 4332.102288 = -1106724.118710 nChanged 3 SP:Iteration 75Q (68740.900000 sec): 3 clusters Score: Raw -1111057.472412 + Penalty 4332.102288 = -1106725.370125 nChanged 3 SP:Iteration 76Q (68741.110000 sec): 3 clusters Score: Raw -1111058.702268 + Penalty 4332.102288 = -1106726.599980 nChanged 2 SP:Iteration 77Q (68741.320000 sec): 3 clusters Score: Raw -1111059.192258 + Penalty 4332.102288 = -1106727.089970 nChanged 5 SP:Iteration 78Q (68741.510000 sec): 3 clusters Score: Raw -1111060.341993 + Penalty 4332.102288 = -1106728.239706 nChanged 4 SP:Iteration 79Q (68741.710000 sec): 3 clusters Score: Raw -1111061.215497 + Penalty 4332.102288 = -1106729.113210 nChanged 3 SP:Iteration 80F (68741.930000 sec): 3 clusters Score: Raw -1111061.857348 + Penalty 4332.102288 = -1106729.755061 nChanged 3 SP:Iteration 81Q (68742.110000 sec): 3 clusters Score: Raw -1111062.301572 + Penalty 4332.102288 = -1106730.199285 nChanged 1 SP:Iteration 82Q (68742.330000 sec): 3 clusters Score: Raw -1111062.438212 + Penalty 4332.102288 = -1106730.335925 nChanged 2 SP:Iteration 83Q (68742.580000 sec): 3 clusters Score: Raw -1111062.971039 + Penalty 4332.102288 = -1106730.868752 nChanged 1 SP:Iteration 84Q (68742.750000 sec): 3 clusters Score: Raw -1111063.897701 + Penalty 4332.102288 = -1106731.795413 nChanged 2 SP:Iteration 85Q (68742.950000 sec): 3 clusters Score: Raw -1111064.735105 + Penalty 4332.102288 = -1106732.632818 nChanged 4 SP:Iteration 86Q (68743.150000 sec): 3 clusters Score: Raw -1111066.733733 + Penalty 4332.102288 = -1106734.631445 nChanged 4 SP:Iteration 87Q (68743.330000 sec): 3 clusters Score: Raw -1111068.393450 + Penalty 4332.102288 = -1106736.291162 nChanged 5 SP:Iteration 88Q (68743.520000 sec): 3 clusters Score: Raw -1111071.124683 + Penalty 4332.102288 = -1106739.022396 nChanged 3 SP:Iteration 89Q (68743.690000 sec): 3 clusters Score: Raw -1111072.225405 + Penalty 4332.102288 = -1106740.123118 nChanged 4 SP:Iteration 90Q (68743.890000 sec): 3 clusters Score: Raw -1111073.977505 + Penalty 4332.102288 = -1106741.875217 nChanged 6 SP:Iteration 91Q (68744.070000 sec): 3 clusters Score: Raw -1111077.995442 + Penalty 4332.102288 = -1106745.893154 nChanged 8 SP:Iteration 92Q (68744.330000 sec): 3 clusters Score: Raw -1111080.643162 + Penalty 4332.102288 = -1106748.540874 nChanged 5 SP:Iteration 93Q (68744.550000 sec): 3 clusters Score: Raw -1111081.913851 + Penalty 4332.102288 = -1106749.811563 nChanged 2 SP:Iteration 94Q (68744.720000 sec): 3 clusters Score: Raw -1111082.515500 + Penalty 4332.102288 = -1106750.413212 nChanged 3 SP:Iteration 95Q (68744.910000 sec): 3 clusters Score: Raw -1111083.809990 + Penalty 4332.102288 = -1106751.707702 nChanged 5 SP:Iteration 96Q (68745.130000 sec): 3 clusters Score: Raw -1111085.565853 + Penalty 4332.102288 = -1106753.463565 nChanged 4 SP:Iteration 97Q (68745.350000 sec): 3 clusters Score: Raw -1111086.965317 + Penalty 4332.102288 = -1106754.863030 nChanged 3 SP:Iteration 98Q (68745.530000 sec): 3 clusters Score: Raw -1111088.068064 + Penalty 4332.102288 = -1106755.965777 nChanged 2 SP:Iteration 99Q (68745.730000 sec): 3 clusters Score: Raw -1111088.449489 + Penalty 4332.102288 = -1106756.347201 nChanged 0 SP:Iteration 100F (68745.930000 sec): 3 clusters Score: Raw -1111088.449489 + Penalty 4332.102288 = -1106756.347201 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (158275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68746.810000 sec): 2 clusters Score: Raw -28939374.632290 + Penalty 2969.078148 = -28936405.554142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68747.810000 sec): 3 clusters Score: Raw -28836128.330416 + Penalty 5938.156295 = -28830190.174121 nChanged 76042 SP:Iteration 1F (68748.790000 sec): 3 clusters Score: Raw -28880583.382159 + Penalty 5938.156295 = -28874645.225864 nChanged 5092 SP:Iteration 2Q (68749.920000 sec): 3 clusters Score: Raw -28881841.437001 + Penalty 5938.156295 = -28875903.280705 nChanged 5345 SP:Iteration 3Q (68751.080000 sec): 3 clusters Score: Raw -28883444.307966 + Penalty 5938.156295 = -28877506.151671 nChanged 6212 SP:Iteration 4Q (68752.170000 sec): 3 clusters Score: Raw -28885763.883832 + Penalty 5938.156295 = -28879825.727537 nChanged 7525 SP:Iteration 5Q (68753.330000 sec): 3 clusters Score: Raw -28889435.546069 + Penalty 5938.156295 = -28883497.389774 nChanged 9639 SP:Iteration 6F (68754.510000 sec): 3 clusters Score: Raw -28895610.090852 + Penalty 5938.156295 = -28889671.934557 nChanged 11703 SP:Iteration 7F (68755.610000 sec): 3 clusters Score: Raw -28904812.611596 + Penalty 5938.156295 = -28898874.455301 nChanged 12508 SP:Iteration 8F (68756.690000 sec): 3 clusters Score: Raw -28916087.636205 + Penalty 5938.156295 = -28910149.479910 nChanged 11104 SP:Iteration 9F (68757.700000 sec): 3 clusters Score: Raw -28926715.810582 + Penalty 5938.156295 = -28920777.654286 nChanged 7445 SP:Iteration 10Q (68758.720000 sec): 3 clusters Score: Raw -28933741.864089 + Penalty 5938.156295 = -28927803.707794 nChanged 3846 SP:Iteration 11Q (68759.620000 sec): 3 clusters Score: Raw -28937196.128220 + Penalty 5938.156295 = -28931257.971925 nChanged 1665 SP:Iteration 12Q (68760.580000 sec): 3 clusters Score: Raw -28938617.224077 + Penalty 5938.156295 = -28932679.067782 nChanged 640 SP:Iteration 13Q (68761.500000 sec): 3 clusters Score: Raw -28939164.104769 + Penalty 5938.156295 = -28933225.948474 nChanged 250 SP:Iteration 14Q (68762.340000 sec): 3 clusters Score: Raw -28939383.484573 + Penalty 5938.156295 = -28933445.328278 nChanged 127 SP:Iteration 15Q (68763.200000 sec): 3 clusters Score: Raw -28939508.327628 + Penalty 5938.156295 = -28933570.171333 nChanged 72 SP:Iteration 16Q (68764.210000 sec): 3 clusters Score: Raw -28939579.447129 + Penalty 5938.156295 = -28933641.290834 nChanged 42 SP:Iteration 17Q (68765.180000 sec): 3 clusters Score: Raw -28939627.594120 + Penalty 5938.156295 = -28933689.437825 nChanged 35 SP:Iteration 18Q (68765.980000 sec): 3 clusters Score: Raw -28939663.899011 + Penalty 5938.156295 = -28933725.742715 nChanged 23 SP:Iteration 19Q (68766.850000 sec): 3 clusters Score: Raw -28939689.660918 + Penalty 5938.156295 = -28933751.504623 nChanged 22 SP:Iteration 20F (68767.870000 sec): 3 clusters Score: Raw -28939712.504466 + Penalty 5938.156295 = -28933774.348170 nChanged 11 SP:Iteration 21Q (68768.850000 sec): 3 clusters Score: Raw -28939726.313133 + Penalty 5938.156295 = -28933788.156837 nChanged 12 SP:Iteration 22Q (68769.730000 sec): 3 clusters Score: Raw -28939737.592244 + Penalty 5938.156295 = -28933799.435948 nChanged 8 SP:Iteration 23Q (68770.680000 sec): 3 clusters Score: Raw -28939745.935569 + Penalty 5938.156295 = -28933807.779273 nChanged 10 SP:Iteration 24Q (68771.540000 sec): 3 clusters Score: Raw -28939763.279002 + Penalty 5938.156295 = -28933825.122706 nChanged 7 SP:Iteration 25Q (68772.400000 sec): 3 clusters Score: Raw -28939772.150580 + Penalty 5938.156295 = -28933833.994285 nChanged 5 SP:Iteration 26Q (68773.320000 sec): 3 clusters Score: Raw -28939776.150672 + Penalty 5938.156295 = -28933837.994377 nChanged 3 SP:Iteration 27Q (68774.140000 sec): 3 clusters Score: Raw -28939781.048803 + Penalty 5938.156295 = -28933842.892507 nChanged 4 SP:Iteration 28Q (68774.930000 sec): 3 clusters Score: Raw -28939786.525703 + Penalty 5938.156295 = -28933848.369408 nChanged 0 SP:Iteration 29F (68775.930000 sec): 3 clusters Score: Raw -28939786.525703 + Penalty 5938.156295 = -28933848.369408 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68776.100000 sec): 2 clusters Score: Raw -212193.545794 + Penalty 1747.136469 = -210446.409325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68776.290000 sec): 3 clusters Score: Raw -211890.519970 + Penalty 3494.272938 = -208396.247032 nChanged 319 SP:Iteration 1F (68776.500000 sec): 3 clusters Score: Raw -212209.722706 + Penalty 3494.272938 = -208715.449767 nChanged 74 SP:Iteration 2F (68776.690000 sec): 3 clusters Score: Raw -212302.638494 + Penalty 3494.272938 = -208808.365556 nChanged 43 SP:Iteration 3Q (68776.910000 sec): 3 clusters Score: Raw -212358.064189 + Penalty 3494.272938 = -208863.791251 nChanged 26 SP:Iteration 4Q (68777.100000 sec): 3 clusters Score: Raw -212389.727952 + Penalty 3494.272938 = -208895.455014 nChanged 23 SP:Iteration 5Q (68777.280000 sec): 3 clusters Score: Raw -212425.955930 + Penalty 3494.272938 = -208931.682992 nChanged 22 SP:Iteration 6Q (68777.470000 sec): 3 clusters Score: Raw -212459.146733 + Penalty 3494.272938 = -208964.873795 nChanged 17 SP:Iteration 7Q (68777.690000 sec): 3 clusters Score: Raw -212488.851432 + Penalty 3494.272938 = -208994.578494 nChanged 17 SP:Iteration 8Q (68777.940000 sec): 3 clusters Score: Raw -212513.150577 + Penalty 3494.272938 = -209018.877639 nChanged 17 SP:Iteration 9Q (68778.100000 sec): 3 clusters Score: Raw -212540.202717 + Penalty 3494.272938 = -209045.929779 nChanged 13 SP:Iteration 10Q (68778.300000 sec): 3 clusters Score: Raw -212559.810337 + Penalty 3494.272938 = -209065.537399 nChanged 6 SP:Iteration 11Q (68778.520000 sec): 3 clusters Score: Raw -212564.574859 + Penalty 3494.272938 = -209070.301921 nChanged 4 SP:Iteration 12Q (68778.700000 sec): 3 clusters Score: Raw -212569.907059 + Penalty 3494.272938 = -209075.634120 nChanged 4 SP:Iteration 13Q (68778.910000 sec): 3 clusters Score: Raw -212573.108421 + Penalty 3494.272938 = -209078.835483 nChanged 3 SP:Iteration 14Q (68779.090000 sec): 3 clusters Score: Raw -212578.769559 + Penalty 3494.272938 = -209084.496621 nChanged 4 SP:Iteration 15Q (68779.300000 sec): 3 clusters Score: Raw -212585.601628 + Penalty 3494.272938 = -209091.328690 nChanged 4 SP:Iteration 16Q (68779.500000 sec): 3 clusters Score: Raw -212590.109378 + Penalty 3494.272938 = -209095.836440 nChanged 4 SP:Iteration 17Q (68779.700000 sec): 3 clusters Score: Raw -212596.424276 + Penalty 3494.272938 = -209102.151338 nChanged 7 SP:Iteration 18Q (68779.900000 sec): 3 clusters Score: Raw -212602.826071 + Penalty 3494.272938 = -209108.553133 nChanged 6 SP:Iteration 19Q (68780.080000 sec): 3 clusters Score: Raw -212611.323348 + Penalty 3494.272938 = -209117.050410 nChanged 5 SP:Iteration 20F (68780.240000 sec): 3 clusters Score: Raw -212617.724334 + Penalty 3494.272938 = -209123.451395 nChanged 3 SP:Iteration 21Q (68780.390000 sec): 3 clusters Score: Raw -212622.944638 + Penalty 3494.272938 = -209128.671700 nChanged 5 SP:Iteration 22Q (68780.530000 sec): 3 clusters Score: Raw -212627.616661 + Penalty 3494.272938 = -209133.343723 nChanged 2 SP:Iteration 23Q (68780.690000 sec): 3 clusters Score: Raw -212629.590290 + Penalty 3494.272938 = -209135.317352 nChanged 0 SP:Iteration 24F (68780.900000 sec): 3 clusters Score: Raw -212629.590290 + Penalty 3494.272938 = -209135.317352 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68780.990000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68781.190000 sec): 3 clusters Score: Raw -111723.471601 + Penalty 3234.958028 = -108488.513573 nChanged 162 SP:Iteration 1F (68781.320000 sec): 3 clusters Score: Raw -111977.916136 + Penalty 3234.958028 = -108742.958108 nChanged 50 SP:Iteration 2F (68781.520000 sec): 3 clusters Score: Raw -112111.987675 + Penalty 3234.958028 = -108877.029647 nChanged 36 SP:Iteration 3F (68781.670000 sec): 3 clusters Score: Raw -112206.281612 + Penalty 3234.958028 = -108971.323584 nChanged 30 SP:Iteration 4Q (68781.860000 sec): 3 clusters Score: Raw -112272.810659 + Penalty 3234.958028 = -109037.852631 nChanged 16 SP:Iteration 5Q (68782.080000 sec): 3 clusters Score: Raw -112307.170771 + Penalty 3234.958028 = -109072.212743 nChanged 18 SP:Iteration 6Q (68782.250000 sec): 3 clusters Score: Raw -112339.714048 + Penalty 3234.958028 = -109104.756020 nChanged 9 SP:Iteration 7Q (68782.440000 sec): 3 clusters Score: Raw -112360.193243 + Penalty 3234.958028 = -109125.235215 nChanged 6 SP:Iteration 8Q (68782.620000 sec): 3 clusters Score: Raw -112372.631935 + Penalty 3234.958028 = -109137.673907 nChanged 2 SP:Iteration 9Q (68782.760000 sec): 3 clusters Score: Raw -112375.395025 + Penalty 3234.958028 = -109140.436998 nChanged 0 SP:Iteration 10F (68782.910000 sec): 3 clusters Score: Raw -112375.395025 + Penalty 3234.958028 = -109140.436998 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68783.070000 sec): 2 clusters Score: Raw -2305631.022992 + Penalty 2348.179293 = -2303282.843699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68783.360000 sec): 3 clusters Score: Raw -2298421.045687 + Penalty 4696.358587 = -2293724.687100 nChanged 5489 SP:Iteration 1F (68783.580000 sec): 3 clusters Score: Raw -2301332.424307 + Penalty 4696.358587 = -2296636.065720 nChanged 807 SP:Iteration 2F (68783.880000 sec): 3 clusters Score: Raw -2301708.441391 + Penalty 4696.358587 = -2297012.082805 nChanged 660 SP:Iteration 3F (68784.130000 sec): 3 clusters Score: Raw -2302024.381719 + Penalty 4696.358587 = -2297328.023133 nChanged 621 SP:Iteration 4Q (68784.370000 sec): 3 clusters Score: Raw -2302291.069935 + Penalty 4696.358587 = -2297594.711349 nChanged 491 SP:Iteration 5Q (68784.570000 sec): 3 clusters Score: Raw -2302507.496462 + Penalty 4696.358587 = -2297811.137876 nChanged 484 SP:Iteration 6Q (68784.840000 sec): 3 clusters Score: Raw -2302735.648621 + Penalty 4696.358587 = -2298039.290035 nChanged 456 SP:Iteration 7Q (68785.110000 sec): 3 clusters Score: Raw -2302949.362073 + Penalty 4696.358587 = -2298253.003486 nChanged 488 SP:Iteration 8Q (68785.380000 sec): 3 clusters Score: Raw -2303212.218372 + Penalty 4696.358587 = -2298515.859786 nChanged 522 SP:Iteration 9Q (68785.620000 sec): 3 clusters Score: Raw -2303510.006170 + Penalty 4696.358587 = -2298813.647584 nChanged 530 SP:Iteration 10Q (68785.920000 sec): 3 clusters Score: Raw -2303812.245700 + Penalty 4696.358587 = -2299115.887113 nChanged 513 SP:Iteration 11Q (68786.170000 sec): 3 clusters Score: Raw -2304124.142537 + Penalty 4696.358587 = -2299427.783950 nChanged 534 SP:Iteration 12Q (68786.400000 sec): 3 clusters Score: Raw -2304493.638760 + Penalty 4696.358587 = -2299797.280174 nChanged 484 SP:Iteration 13Q (68786.630000 sec): 3 clusters Score: Raw -2304822.541273 + Penalty 4696.358587 = -2300126.182686 nChanged 408 SP:Iteration 14Q (68786.880000 sec): 3 clusters Score: Raw -2305122.703464 + Penalty 4696.358587 = -2300426.344877 nChanged 337 SP:Iteration 15Q (68787.190000 sec): 3 clusters Score: Raw -2305355.598239 + Penalty 4696.358587 = -2300659.239653 nChanged 247 SP:Iteration 16Q (68787.460000 sec): 3 clusters Score: Raw -2305514.406906 + Penalty 4696.358587 = -2300818.048319 nChanged 188 SP:Iteration 17Q (68787.750000 sec): 3 clusters Score: Raw -2305638.299222 + Penalty 4696.358587 = -2300941.940636 nChanged 131 SP:Iteration 18Q (68787.990000 sec): 3 clusters Score: Raw -2305720.954124 + Penalty 4696.358587 = -2301024.595537 nChanged 91 SP:Iteration 19Q (68788.240000 sec): 3 clusters Score: Raw -2305775.415967 + Penalty 4696.358587 = -2301079.057380 nChanged 66 SP:Iteration 20F (68788.540000 sec): 3 clusters Score: Raw -2305817.489683 + Penalty 4696.358587 = -2301121.131097 nChanged 56 SP:Iteration 21Q (68788.790000 sec): 3 clusters Score: Raw -2305852.559187 + Penalty 4696.358587 = -2301156.200601 nChanged 54 SP:Iteration 22Q (68789.060000 sec): 3 clusters Score: Raw -2305888.864180 + Penalty 4696.358587 = -2301192.505593 nChanged 40 SP:Iteration 23Q (68789.290000 sec): 3 clusters Score: Raw -2305918.213759 + Penalty 4696.358587 = -2301221.855173 nChanged 29 SP:Iteration 24Q (68789.580000 sec): 3 clusters Score: Raw -2305937.091862 + Penalty 4696.358587 = -2301240.733276 nChanged 33 SP:Iteration 25Q (68789.850000 sec): 3 clusters Score: Raw -2305959.818915 + Penalty 4696.358587 = -2301263.460329 nChanged 21 SP:Iteration 26Q (68790.100000 sec): 3 clusters Score: Raw -2305973.640284 + Penalty 4696.358587 = -2301277.281697 nChanged 26 SP:Iteration 27Q (68790.390000 sec): 3 clusters Score: Raw -2305990.568650 + Penalty 4696.358587 = -2301294.210063 nChanged 17 SP:Iteration 28Q (68790.600000 sec): 3 clusters Score: Raw -2306000.720607 + Penalty 4696.358587 = -2301304.362020 nChanged 17 SP:Iteration 29Q (68790.870000 sec): 3 clusters Score: Raw -2306011.972679 + Penalty 4696.358587 = -2301315.614092 nChanged 7 SP:Iteration 30Q (68791.110000 sec): 3 clusters Score: Raw -2306015.741300 + Penalty 4696.358587 = -2301319.382713 nChanged 3 SP:Iteration 31Q (68791.350000 sec): 3 clusters Score: Raw -2306017.157762 + Penalty 4696.358587 = -2301320.799176 nChanged 3 SP:Iteration 32Q (68791.600000 sec): 3 clusters Score: Raw -2306019.617035 + Penalty 4696.358587 = -2301323.258448 nChanged 3 SP:Iteration 33Q (68791.820000 sec): 3 clusters Score: Raw -2306021.635501 + Penalty 4696.358587 = -2301325.276915 nChanged 5 SP:Iteration 34Q (68792.050000 sec): 3 clusters Score: Raw -2306023.622140 + Penalty 4696.358587 = -2301327.263553 nChanged 2 SP:Iteration 35Q (68792.310000 sec): 3 clusters Score: Raw -2306025.250059 + Penalty 4696.358587 = -2301328.891473 nChanged 2 SP:Iteration 36Q (68792.520000 sec): 3 clusters Score: Raw -2306026.264792 + Penalty 4696.358587 = -2301329.906205 nChanged 0 SP:Iteration 37F (68792.820000 sec): 3 clusters Score: Raw -2306026.264792 + Penalty 4696.358587 = -2301329.906205 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68792.920000 sec): 2 clusters Score: Raw -36522.109471 + Penalty 1353.977208 = -35168.132263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68793.100000 sec): 3 clusters Score: Raw -36729.612430 + Penalty 2707.954415 = -34021.658015 nChanged 30 SP:Iteration 1F (68793.280000 sec): 3 clusters Score: Raw -36838.440177 + Penalty 2707.954415 = -34130.485762 nChanged 4 SP:Iteration 2Q (68793.470000 sec): 3 clusters Score: Raw -36845.858407 + Penalty 2707.954415 = -34137.903992 nChanged 0 SP:Iteration 3F (68793.640000 sec): 3 clusters Score: Raw -36845.858407 + Penalty 2707.954415 = -34137.903992 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68793.750000 sec): 2 clusters Score: Raw -63432.949083 + Penalty 1469.215438 = -61963.733646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68793.940000 sec): 3 clusters Score: Raw -63484.544192 + Penalty 2938.430876 = -60546.113317 nChanged 49 SP:Iteration 1F (68794.080000 sec): 3 clusters Score: Raw -63624.358074 + Penalty 2938.430876 = -60685.927198 nChanged 12 SP:Iteration 2Q (68794.240000 sec): 3 clusters Score: Raw -63658.181293 + Penalty 2938.430876 = -60719.750417 nChanged 9 SP:Iteration 3Q (68794.400000 sec): 3 clusters Score: Raw -63690.473909 + Penalty 2938.430876 = -60752.043034 nChanged 3 SP:Iteration 4Q (68794.610000 sec): 3 clusters Score: Raw -63697.204371 + Penalty 2938.430876 = -60758.773495 nChanged 2 SP:Iteration 5Q (68794.830000 sec): 3 clusters Score: Raw -63701.271109 + Penalty 2938.430876 = -60762.840234 nChanged 2 SP:Iteration 6Q (68795.010000 sec): 3 clusters Score: Raw -63704.712622 + Penalty 2938.430876 = -60766.281746 nChanged 0 SP:Iteration 7F (68795.150000 sec): 3 clusters Score: Raw -63704.712622 + Penalty 2938.430876 = -60766.281746 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68795.480000 sec): 2 clusters Score: Raw -5412185.266351 + Penalty 2540.923137 = -5409644.343214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68795.830000 sec): 3 clusters Score: Raw -5395200.643133 + Penalty 5081.846274 = -5390118.796859 nChanged 12707 SP:Iteration 1F (68796.210000 sec): 3 clusters Score: Raw -5402238.193997 + Penalty 5081.846274 = -5397156.347724 nChanged 1323 SP:Iteration 2Q (68796.550000 sec): 3 clusters Score: Raw -5402652.206482 + Penalty 5081.846274 = -5397570.360208 nChanged 1148 SP:Iteration 3Q (68796.910000 sec): 3 clusters Score: Raw -5403020.407973 + Penalty 5081.846274 = -5397938.561699 nChanged 1072 SP:Iteration 4Q (68797.260000 sec): 3 clusters Score: Raw -5403424.551188 + Penalty 5081.846274 = -5398342.704914 nChanged 1224 SP:Iteration 5Q (68797.600000 sec): 3 clusters Score: Raw -5403955.503476 + Penalty 5081.846274 = -5398873.657202 nChanged 1322 SP:Iteration 6Q (68797.930000 sec): 3 clusters Score: Raw -5404622.233959 + Penalty 5081.846274 = -5399540.387685 nChanged 1604 SP:Iteration 7F (68798.240000 sec): 3 clusters Score: Raw -5405604.926877 + Penalty 5081.846274 = -5400523.080603 nChanged 1918 SP:Iteration 8F (68798.580000 sec): 3 clusters Score: Raw -5407026.405622 + Penalty 5081.846274 = -5401944.559348 nChanged 2041 SP:Iteration 9F (68798.890000 sec): 3 clusters Score: Raw -5408797.432888 + Penalty 5081.846274 = -5403715.586614 nChanged 1773 SP:Iteration 10F (68799.290000 sec): 3 clusters Score: Raw -5410445.168718 + Penalty 5081.846274 = -5405363.322444 nChanged 1067 SP:Iteration 11Q (68799.610000 sec): 3 clusters Score: Raw -5411480.205621 + Penalty 5081.846274 = -5406398.359347 nChanged 520 SP:Iteration 12Q (68799.920000 sec): 3 clusters Score: Raw -5411992.636478 + Penalty 5081.846274 = -5406910.790204 nChanged 207 SP:Iteration 13Q (68800.220000 sec): 3 clusters Score: Raw -5412238.755331 + Penalty 5081.846274 = -5407156.909058 nChanged 88 SP:Iteration 14Q (68800.530000 sec): 3 clusters Score: Raw -5412355.450218 + Penalty 5081.846274 = -5407273.603944 nChanged 39 SP:Iteration 15Q (68800.810000 sec): 3 clusters Score: Raw -5412412.901087 + Penalty 5081.846274 = -5407331.054813 nChanged 26 SP:Iteration 16Q (68801.180000 sec): 3 clusters Score: Raw -5412450.882630 + Penalty 5081.846274 = -5407369.036356 nChanged 13 SP:Iteration 17Q (68801.530000 sec): 3 clusters Score: Raw -5412471.514688 + Penalty 5081.846274 = -5407389.668414 nChanged 6 SP:Iteration 18Q (68801.860000 sec): 3 clusters Score: Raw -5412479.517503 + Penalty 5081.846274 = -5407397.671229 nChanged 4 SP:Iteration 19Q (68802.160000 sec): 3 clusters Score: Raw -5412484.229509 + Penalty 5081.846274 = -5407402.383235 nChanged 2 SP:Iteration 20F (68802.580000 sec): 3 clusters Score: Raw -5412485.603259 + Penalty 5081.846274 = -5407403.756985 nChanged 1 SP:Iteration 21Q (68802.890000 sec): 3 clusters Score: Raw -5412485.952749 + Penalty 5081.846274 = -5407404.106475 nChanged 0 SP:Iteration 22F (68803.280000 sec): 3 clusters Score: Raw -5412485.952749 + Penalty 5081.846274 = -5407404.106475 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68803.430000 sec): 2 clusters Score: Raw -196159.305875 + Penalty 1729.438669 = -194429.867206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68803.610000 sec): 3 clusters Score: Raw -195920.377641 + Penalty 3458.877338 = -192461.500303 nChanged 274 SP:Iteration 1F (68803.830000 sec): 3 clusters Score: Raw -196226.060416 + Penalty 3458.877338 = -192767.183079 nChanged 65 SP:Iteration 2F (68804.020000 sec): 3 clusters Score: Raw -196303.552863 + Penalty 3458.877338 = -192844.675526 nChanged 39 SP:Iteration 3Q (68804.240000 sec): 3 clusters Score: Raw -196356.568985 + Penalty 3458.877338 = -192897.691647 nChanged 21 SP:Iteration 4Q (68804.410000 sec): 3 clusters Score: Raw -196374.987454 + Penalty 3458.877338 = -192916.110116 nChanged 8 SP:Iteration 5Q (68804.600000 sec): 3 clusters Score: Raw -196384.522458 + Penalty 3458.877338 = -192925.645121 nChanged 9 SP:Iteration 6Q (68804.760000 sec): 3 clusters Score: Raw -196397.697569 + Penalty 3458.877338 = -192938.820231 nChanged 6 SP:Iteration 7Q (68804.980000 sec): 3 clusters Score: Raw -196407.745700 + Penalty 3458.877338 = -192948.868363 nChanged 5 SP:Iteration 8Q (68805.130000 sec): 3 clusters Score: Raw -196412.968388 + Penalty 3458.877338 = -192954.091051 nChanged 5 SP:Iteration 9Q (68805.320000 sec): 3 clusters Score: Raw -196421.518733 + Penalty 3458.877338 = -192962.641396 nChanged 5 SP:Iteration 10Q (68805.480000 sec): 3 clusters Score: Raw -196429.419345 + Penalty 3458.877338 = -192970.542007 nChanged 9 SP:Iteration 11Q (68805.670000 sec): 3 clusters Score: Raw -196441.697434 + Penalty 3458.877338 = -192982.820096 nChanged 9 SP:Iteration 12Q (68805.820000 sec): 3 clusters Score: Raw -196450.871792 + Penalty 3458.877338 = -192991.994454 nChanged 4 SP:Iteration 13Q (68806.050000 sec): 3 clusters Score: Raw -196459.161654 + Penalty 3458.877338 = -193000.284316 nChanged 10 SP:Iteration 14Q (68806.240000 sec): 3 clusters Score: Raw -196473.057120 + Penalty 3458.877338 = -193014.179782 nChanged 4 SP:Iteration 15Q (68806.430000 sec): 3 clusters Score: Raw -196479.438177 + Penalty 3458.877338 = -193020.560839 nChanged 3 SP:Iteration 16Q (68806.600000 sec): 3 clusters Score: Raw -196487.940849 + Penalty 3458.877338 = -193029.063511 nChanged 8 SP:Iteration 17Q (68806.740000 sec): 3 clusters Score: Raw -196504.364605 + Penalty 3458.877338 = -193045.487268 nChanged 17 SP:Iteration 18Q (68806.900000 sec): 3 clusters Score: Raw -196576.239221 + Penalty 3458.877338 = -193117.361884 nChanged 24 SP:Iteration 19Q (68807.090000 sec): 3 clusters Score: Raw -196635.925654 + Penalty 3458.877338 = -193177.048316 nChanged 25 SP:Iteration 20F (68807.260000 sec): 3 clusters Score: Raw -196709.203003 + Penalty 3458.877338 = -193250.325665 nChanged 33 SP:Iteration 21Q (68807.420000 sec): 3 clusters Score: Raw -196821.727682 + Penalty 3458.877338 = -193362.850344 nChanged 40 SP:Iteration 22Q (68807.600000 sec): 3 clusters Score: Raw -196987.670613 + Penalty 3458.877338 = -193528.793275 nChanged 41 SP:Iteration 23Q (68807.780000 sec): 3 clusters Score: Raw -197128.806988 + Penalty 3458.877338 = -193669.929650 nChanged 40 SP:Iteration 24Q (68807.970000 sec): 3 clusters Score: Raw -197243.215701 + Penalty 3458.877338 = -193784.338364 nChanged 35 SP:Iteration 25Q (68808.230000 sec): 3 clusters Score: Raw -197324.466879 + Penalty 3458.877338 = -193865.589542 nChanged 14 SP:Iteration 26Q (68808.390000 sec): 3 clusters Score: Raw -197347.083960 + Penalty 3458.877338 = -193888.206623 nChanged 10 SP:Iteration 27Q (68808.620000 sec): 3 clusters Score: Raw -197367.267390 + Penalty 3458.877338 = -193908.390053 nChanged 10 SP:Iteration 28Q (68808.800000 sec): 3 clusters Score: Raw -197393.520045 + Penalty 3458.877338 = -193934.642707 nChanged 2 SP:Iteration 29Q (68809.000000 sec): 3 clusters Score: Raw -197395.653906 + Penalty 3458.877338 = -193936.776568 nChanged 2 SP:Iteration 30Q (68809.180000 sec): 3 clusters Score: Raw -197400.000983 + Penalty 3458.877338 = -193941.123646 nChanged 2 SP:Iteration 31Q (68809.380000 sec): 3 clusters Score: Raw -197402.917289 + Penalty 3458.877338 = -193944.039951 nChanged 0 SP:Iteration 32F (68809.560000 sec): 3 clusters Score: Raw -197402.917289 + Penalty 3458.877338 = -193944.039951 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68809.650000 sec): 2 clusters Score: Raw -22147.723635 + Penalty 1352.919637 = -20794.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68809.840000 sec): 3 clusters Score: Raw -22509.523626 + Penalty 2705.839273 = -19803.684353 nChanged 44 SP:Iteration 1F (68810.010000 sec): 3 clusters Score: Raw -22708.022683 + Penalty 2705.839273 = -20002.183410 nChanged 13 SP:Iteration 2F (68810.190000 sec): 3 clusters Score: Raw -22765.261409 + Penalty 2705.839273 = -20059.422136 nChanged 2 SP:Iteration 3Q (68810.380000 sec): 3 clusters Score: Raw -22783.050650 + Penalty 2705.839273 = -20077.211376 nChanged 0 SP:Iteration 4F (68810.590000 sec): 3 clusters Score: Raw -22783.050650 + Penalty 2705.839273 = -20077.211376 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68810.670000 sec): 2 clusters Score: Raw -424048.016299 + Penalty 1938.471412 = -422109.544887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68810.870000 sec): 3 clusters Score: Raw -423039.006884 + Penalty 3876.942824 = -419162.064061 nChanged 848 SP:Iteration 1F (68811.050000 sec): 3 clusters Score: Raw -423588.013107 + Penalty 3876.942824 = -419711.070283 nChanged 198 SP:Iteration 2F (68811.230000 sec): 3 clusters Score: Raw -423766.391722 + Penalty 3876.942824 = -419889.448898 nChanged 138 SP:Iteration 3F (68811.450000 sec): 3 clusters Score: Raw -423908.133362 + Penalty 3876.942824 = -420031.190538 nChanged 102 SP:Iteration 4Q (68811.630000 sec): 3 clusters Score: Raw -424023.274630 + Penalty 3876.942824 = -420146.331806 nChanged 98 SP:Iteration 5Q (68811.800000 sec): 3 clusters Score: Raw -424160.156738 + Penalty 3876.942824 = -420283.213914 nChanged 120 SP:Iteration 6Q (68811.970000 sec): 3 clusters Score: Raw -424325.782701 + Penalty 3876.942824 = -420448.839877 nChanged 112 SP:Iteration 7Q (68812.170000 sec): 3 clusters Score: Raw -424495.325211 + Penalty 3876.942824 = -420618.382387 nChanged 125 SP:Iteration 8F (68812.370000 sec): 3 clusters Score: Raw -424668.724402 + Penalty 3876.942824 = -420791.781578 nChanged 121 SP:Iteration 9Q (68812.610000 sec): 3 clusters Score: Raw -424808.106361 + Penalty 3876.942824 = -420931.163537 nChanged 90 SP:Iteration 10Q (68812.810000 sec): 3 clusters Score: Raw -424919.772402 + Penalty 3876.942824 = -421042.829578 nChanged 88 SP:Iteration 11Q (68813.060000 sec): 3 clusters Score: Raw -425002.374048 + Penalty 3876.942824 = -421125.431224 nChanged 67 SP:Iteration 12Q (68813.210000 sec): 3 clusters Score: Raw -425053.466800 + Penalty 3876.942824 = -421176.523976 nChanged 45 SP:Iteration 13Q (68813.410000 sec): 3 clusters Score: Raw -425097.943002 + Penalty 3876.942824 = -421221.000178 nChanged 40 SP:Iteration 14Q (68813.590000 sec): 3 clusters Score: Raw -425122.404547 + Penalty 3876.942824 = -421245.461723 nChanged 23 SP:Iteration 15Q (68813.800000 sec): 3 clusters Score: Raw -425137.576212 + Penalty 3876.942824 = -421260.633388 nChanged 14 SP:Iteration 16Q (68813.970000 sec): 3 clusters Score: Raw -425146.904565 + Penalty 3876.942824 = -421269.961741 nChanged 9 SP:Iteration 17Q (68814.150000 sec): 3 clusters Score: Raw -425151.647709 + Penalty 3876.942824 = -421274.704885 nChanged 6 SP:Iteration 18Q (68814.330000 sec): 3 clusters Score: Raw -425153.641963 + Penalty 3876.942824 = -421276.699139 nChanged 0 SP:Iteration 19F (68814.490000 sec): 3 clusters Score: Raw -425153.641963 + Penalty 3876.942824 = -421276.699139 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68814.610000 sec): 2 clusters Score: Raw -210918.311795 + Penalty 1743.652654 = -209174.659141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68814.830000 sec): 3 clusters Score: Raw -210631.193854 + Penalty 3487.305308 = -207143.888546 nChanged 314 SP:Iteration 1F (68815.000000 sec): 3 clusters Score: Raw -210960.621774 + Penalty 3487.305308 = -207473.316466 nChanged 83 SP:Iteration 2F (68815.230000 sec): 3 clusters Score: Raw -211066.510671 + Penalty 3487.305308 = -207579.205363 nChanged 42 SP:Iteration 3Q (68815.470000 sec): 3 clusters Score: Raw -211114.674869 + Penalty 3487.305308 = -207627.369561 nChanged 23 SP:Iteration 4Q (68815.670000 sec): 3 clusters Score: Raw -211139.826683 + Penalty 3487.305308 = -207652.521375 nChanged 21 SP:Iteration 5Q (68815.810000 sec): 3 clusters Score: Raw -211157.614648 + Penalty 3487.305308 = -207670.309340 nChanged 12 SP:Iteration 6Q (68816.080000 sec): 3 clusters Score: Raw -211170.720583 + Penalty 3487.305308 = -207683.415275 nChanged 12 SP:Iteration 7Q (68816.270000 sec): 3 clusters Score: Raw -211180.404869 + Penalty 3487.305308 = -207693.099561 nChanged 7 SP:Iteration 8Q (68816.430000 sec): 3 clusters Score: Raw -211187.204054 + Penalty 3487.305308 = -207699.898746 nChanged 6 SP:Iteration 9Q (68816.660000 sec): 3 clusters Score: Raw -211194.328992 + Penalty 3487.305308 = -207707.023683 nChanged 7 SP:Iteration 10Q (68816.870000 sec): 3 clusters Score: Raw -211200.626815 + Penalty 3487.305308 = -207713.321507 nChanged 6 SP:Iteration 11Q (68817.030000 sec): 3 clusters Score: Raw -211204.438952 + Penalty 3487.305308 = -207717.133644 nChanged 6 SP:Iteration 12Q (68817.230000 sec): 3 clusters Score: Raw -211209.161463 + Penalty 3487.305308 = -207721.856155 nChanged 3 SP:Iteration 13Q (68817.390000 sec): 3 clusters Score: Raw -211211.390788 + Penalty 3487.305308 = -207724.085480 nChanged 2 SP:Iteration 14Q (68817.580000 sec): 3 clusters Score: Raw -211213.783757 + Penalty 3487.305308 = -207726.478449 nChanged 2 SP:Iteration 15Q (68817.770000 sec): 3 clusters Score: Raw -211215.381005 + Penalty 3487.305308 = -207728.075697 nChanged 1 SP:Iteration 16Q (68817.990000 sec): 3 clusters Score: Raw -211216.608215 + Penalty 3487.305308 = -207729.302907 nChanged 1 SP:Iteration 17Q (68818.150000 sec): 3 clusters Score: Raw -211217.130204 + Penalty 3487.305308 = -207729.824896 nChanged 0 SP:Iteration 18F (68818.330000 sec): 3 clusters Score: Raw -211217.130204 + Penalty 3487.305308 = -207729.824896 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68818.470000 sec): 2 clusters Score: Raw -26174.275430 + Penalty 1340.978599 = -24833.296831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68818.610000 sec): 3 clusters Score: Raw -26587.054496 + Penalty 2681.957199 = -23905.097298 nChanged 61 SP:Iteration 1F (68818.770000 sec): 3 clusters Score: Raw -27031.675928 + Penalty 2681.957199 = -24349.718729 nChanged 10 SP:Iteration 2Q (68818.990000 sec): 3 clusters Score: Raw -27136.633248 + Penalty 2681.957199 = -24454.676050 nChanged 3 SP:Iteration 3Q (68819.150000 sec): 3 clusters Score: Raw -27158.750736 + Penalty 2681.957199 = -24476.793538 nChanged 2 SP:Iteration 4Q (68819.300000 sec): 3 clusters Score: Raw -27165.204542 + Penalty 2681.957199 = -24483.247344 nChanged 0 SP:Iteration 5F (68819.500000 sec): 3 clusters Score: Raw -27165.204542 + Penalty 2681.957199 = -24483.247344 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3700 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68819.630000 sec): 2 clusters Score: Raw -643551.980133 + Penalty 2037.589848 = -641514.390285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68819.790000 sec): 3 clusters Score: Raw -641901.824314 + Penalty 4075.179697 = -637826.644617 nChanged 1363 SP:Iteration 1F (68819.960000 sec): 3 clusters Score: Raw -642755.340530 + Penalty 4075.179697 = -638680.160834 nChanged 311 SP:Iteration 2F (68820.160000 sec): 3 clusters Score: Raw -642977.456534 + Penalty 4075.179697 = -638902.276837 nChanged 178 SP:Iteration 3Q (68820.340000 sec): 3 clusters Score: Raw -643090.693722 + Penalty 4075.179697 = -639015.514025 nChanged 139 SP:Iteration 4Q (68820.550000 sec): 3 clusters Score: Raw -643195.331973 + Penalty 4075.179697 = -639120.152276 nChanged 131 SP:Iteration 5Q (68820.710000 sec): 3 clusters Score: Raw -643277.557100 + Penalty 4075.179697 = -639202.377403 nChanged 99 SP:Iteration 6Q (68820.900000 sec): 3 clusters Score: Raw -643334.276576 + Penalty 4075.179697 = -639259.096879 nChanged 85 SP:Iteration 7Q (68821.070000 sec): 3 clusters Score: Raw -643387.929019 + Penalty 4075.179697 = -639312.749322 nChanged 81 SP:Iteration 8Q (68821.290000 sec): 3 clusters Score: Raw -643439.780140 + Penalty 4075.179697 = -639364.600443 nChanged 62 SP:Iteration 9Q (68821.490000 sec): 3 clusters Score: Raw -643481.094798 + Penalty 4075.179697 = -639405.915101 nChanged 68 SP:Iteration 10Q (68821.640000 sec): 3 clusters Score: Raw -643518.608906 + Penalty 4075.179697 = -639443.429209 nChanged 67 SP:Iteration 11Q (68821.820000 sec): 3 clusters Score: Raw -643559.764613 + Penalty 4075.179697 = -639484.584916 nChanged 57 SP:Iteration 12Q (68822.000000 sec): 3 clusters Score: Raw -643601.065242 + Penalty 4075.179697 = -639525.885545 nChanged 65 SP:Iteration 13Q (68822.190000 sec): 3 clusters Score: Raw -643644.255060 + Penalty 4075.179697 = -639569.075364 nChanged 70 SP:Iteration 14Q (68822.370000 sec): 3 clusters Score: Raw -643684.672908 + Penalty 4075.179697 = -639609.493211 nChanged 67 SP:Iteration 15Q (68822.580000 sec): 3 clusters Score: Raw -643726.070982 + Penalty 4075.179697 = -639650.891285 nChanged 58 SP:Iteration 16Q (68822.780000 sec): 3 clusters Score: Raw -643767.316578 + Penalty 4075.179697 = -639692.136882 nChanged 62 SP:Iteration 17Q (68822.930000 sec): 3 clusters Score: Raw -643805.976344 + Penalty 4075.179697 = -639730.796647 nChanged 73 SP:Iteration 18Q (68823.130000 sec): 3 clusters Score: Raw -643849.585690 + Penalty 4075.179697 = -639774.405994 nChanged 55 SP:Iteration 19Q (68823.350000 sec): 3 clusters Score: Raw -643882.139053 + Penalty 4075.179697 = -639806.959357 nChanged 47 SP:Iteration 20F (68823.530000 sec): 3 clusters Score: Raw -643903.639776 + Penalty 4075.179697 = -639828.460079 nChanged 44 SP:Iteration 21Q (68823.740000 sec): 3 clusters Score: Raw -643929.145464 + Penalty 4075.179697 = -639853.965767 nChanged 47 SP:Iteration 22Q (68823.910000 sec): 3 clusters Score: Raw -643956.966133 + Penalty 4075.179697 = -639881.786436 nChanged 41 SP:Iteration 23Q (68824.130000 sec): 3 clusters Score: Raw -643977.395959 + Penalty 4075.179697 = -639902.216262 nChanged 33 SP:Iteration 24Q (68824.350000 sec): 3 clusters Score: Raw -643995.878753 + Penalty 4075.179697 = -639920.699056 nChanged 30 SP:Iteration 25Q (68824.550000 sec): 3 clusters Score: Raw -644016.801948 + Penalty 4075.179697 = -639941.622251 nChanged 33 SP:Iteration 26Q (68824.750000 sec): 3 clusters Score: Raw -644036.434564 + Penalty 4075.179697 = -639961.254867 nChanged 39 SP:Iteration 27Q (68824.930000 sec): 3 clusters Score: Raw -644052.087441 + Penalty 4075.179697 = -639976.907744 nChanged 33 SP:Iteration 28Q (68825.110000 sec): 3 clusters Score: Raw -644065.512367 + Penalty 4075.179697 = -639990.332670 nChanged 32 SP:Iteration 29Q (68825.320000 sec): 3 clusters Score: Raw -644081.134654 + Penalty 4075.179697 = -640005.954958 nChanged 29 SP:Iteration 30Q (68825.510000 sec): 3 clusters Score: Raw -644096.434498 + Penalty 4075.179697 = -640021.254801 nChanged 25 SP:Iteration 31Q (68825.730000 sec): 3 clusters Score: Raw -644107.483493 + Penalty 4075.179697 = -640032.303797 nChanged 21 SP:Iteration 32Q (68825.920000 sec): 3 clusters Score: Raw -644114.842489 + Penalty 4075.179697 = -640039.662792 nChanged 14 SP:Iteration 33Q (68826.090000 sec): 3 clusters Score: Raw -644119.799119 + Penalty 4075.179697 = -640044.619423 nChanged 16 SP:Iteration 34Q (68826.280000 sec): 3 clusters Score: Raw -644125.900131 + Penalty 4075.179697 = -640050.720434 nChanged 22 SP:Iteration 35Q (68826.440000 sec): 3 clusters Score: Raw -644136.079829 + Penalty 4075.179697 = -640060.900132 nChanged 20 SP:Iteration 36Q (68826.630000 sec): 3 clusters Score: Raw -644144.415840 + Penalty 4075.179697 = -640069.236143 nChanged 16 SP:Iteration 37Q (68826.850000 sec): 3 clusters Score: Raw -644153.562294 + Penalty 4075.179697 = -640078.382597 nChanged 19 SP:Iteration 38Q (68827.040000 sec): 3 clusters Score: Raw -644163.986803 + Penalty 4075.179697 = -640088.807106 nChanged 18 SP:Iteration 39Q (68827.230000 sec): 3 clusters Score: Raw -644171.132879 + Penalty 4075.179697 = -640095.953182 nChanged 14 SP:Iteration 40F (68827.410000 sec): 3 clusters Score: Raw -644176.346431 + Penalty 4075.179697 = -640101.166734 nChanged 16 SP:Iteration 41Q (68827.620000 sec): 3 clusters Score: Raw -644183.627477 + Penalty 4075.179697 = -640108.447780 nChanged 20 SP:Iteration 42Q (68827.780000 sec): 3 clusters Score: Raw -644191.706951 + Penalty 4075.179697 = -640116.527254 nChanged 12 SP:Iteration 43Q (68827.950000 sec): 3 clusters Score: Raw -644195.533216 + Penalty 4075.179697 = -640120.353519 nChanged 9 SP:Iteration 44Q (68828.130000 sec): 3 clusters Score: Raw -644199.798247 + Penalty 4075.179697 = -640124.618550 nChanged 5 SP:Iteration 45Q (68828.300000 sec): 3 clusters Score: Raw -644201.424993 + Penalty 4075.179697 = -640126.245296 nChanged 8 SP:Iteration 46Q (68828.520000 sec): 3 clusters Score: Raw -644205.311805 + Penalty 4075.179697 = -640130.132108 nChanged 5 SP:Iteration 47Q (68828.710000 sec): 3 clusters Score: Raw -644206.878317 + Penalty 4075.179697 = -640131.698620 nChanged 5 SP:Iteration 48Q (68828.930000 sec): 3 clusters Score: Raw -644209.177362 + Penalty 4075.179697 = -640133.997665 nChanged 3 SP:Iteration 49Q (68829.150000 sec): 3 clusters Score: Raw -644210.338112 + Penalty 4075.179697 = -640135.158415 nChanged 5 SP:Iteration 50Q (68829.330000 sec): 3 clusters Score: Raw -644211.975793 + Penalty 4075.179697 = -640136.796096 nChanged 7 SP:Iteration 51Q (68829.570000 sec): 3 clusters Score: Raw -644214.364517 + Penalty 4075.179697 = -640139.184820 nChanged 6 SP:Iteration 52Q (68829.770000 sec): 3 clusters Score: Raw -644216.623372 + Penalty 4075.179697 = -640141.443675 nChanged 6 SP:Iteration 53Q (68829.960000 sec): 3 clusters Score: Raw -644219.591671 + Penalty 4075.179697 = -640144.411975 nChanged 5 SP:Iteration 54Q (68830.130000 sec): 3 clusters Score: Raw -644221.557174 + Penalty 4075.179697 = -640146.377477 nChanged 1 SP:Iteration 55Q (68830.350000 sec): 3 clusters Score: Raw -644222.161937 + Penalty 4075.179697 = -640146.982240 nChanged 0 SP:Iteration 56F (68830.550000 sec): 3 clusters Score: Raw -644222.161937 + Penalty 4075.179697 = -640146.982240 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68830.700000 sec): 2 clusters Score: Raw -75769.128701 + Penalty 1533.157057 = -74235.971644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68830.850000 sec): 3 clusters Score: Raw -75977.902195 + Penalty 3066.314114 = -72911.588082 nChanged 113 SP:Iteration 1F (68831.030000 sec): 3 clusters Score: Raw -76485.543786 + Penalty 3066.314114 = -73419.229673 nChanged 52 SP:Iteration 2F (68831.230000 sec): 3 clusters Score: Raw -76784.158748 + Penalty 3066.314114 = -73717.844634 nChanged 25 SP:Iteration 3F (68831.390000 sec): 3 clusters Score: Raw -76914.054003 + Penalty 3066.314114 = -73847.739889 nChanged 14 SP:Iteration 4Q (68831.550000 sec): 3 clusters Score: Raw -76992.370557 + Penalty 3066.314114 = -73926.056443 nChanged 10 SP:Iteration 5Q (68831.730000 sec): 3 clusters Score: Raw -77034.002891 + Penalty 3066.314114 = -73967.688777 nChanged 3 SP:Iteration 6Q (68831.910000 sec): 3 clusters Score: Raw -77072.391287 + Penalty 3066.314114 = -74006.077174 nChanged 2 SP:Iteration 7Q (68832.110000 sec): 3 clusters Score: Raw -77093.625208 + Penalty 3066.314114 = -74027.311094 nChanged 1 SP:Iteration 8Q (68832.330000 sec): 3 clusters Score: Raw -77097.003304 + Penalty 3066.314114 = -74030.689191 nChanged 1 SP:Iteration 9Q (68832.530000 sec): 3 clusters Score: Raw -77109.900692 + Penalty 3066.314114 = -74043.586578 nChanged 0 SP:Iteration 10F (68832.690000 sec): 3 clusters Score: Raw -77109.900692 + Penalty 3066.314114 = -74043.586578 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68832.840000 sec): 2 clusters Score: Raw -836793.759974 + Penalty 2093.732472 = -834700.027502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68833.110000 sec): 3 clusters Score: Raw -834593.726433 + Penalty 4187.464944 = -830406.261489 nChanged 1798 SP:Iteration 1F (68833.350000 sec): 3 clusters Score: Raw -835573.765931 + Penalty 4187.464944 = -831386.300986 nChanged 308 SP:Iteration 2F (68833.530000 sec): 3 clusters Score: Raw -835733.401362 + Penalty 4187.464944 = -831545.936418 nChanged 195 SP:Iteration 3Q (68833.710000 sec): 3 clusters Score: Raw -835836.089679 + Penalty 4187.464944 = -831648.624735 nChanged 147 SP:Iteration 4Q (68833.910000 sec): 3 clusters Score: Raw -835908.615155 + Penalty 4187.464944 = -831721.150211 nChanged 120 SP:Iteration 5Q (68834.100000 sec): 3 clusters Score: Raw -835971.132307 + Penalty 4187.464944 = -831783.667363 nChanged 128 SP:Iteration 6Q (68834.340000 sec): 3 clusters Score: Raw -836030.368197 + Penalty 4187.464944 = -831842.903253 nChanged 96 SP:Iteration 7Q (68834.590000 sec): 3 clusters Score: Raw -836076.130702 + Penalty 4187.464944 = -831888.665758 nChanged 92 SP:Iteration 8Q (68834.790000 sec): 3 clusters Score: Raw -836116.279187 + Penalty 4187.464944 = -831928.814243 nChanged 72 SP:Iteration 9Q (68835.010000 sec): 3 clusters Score: Raw -836157.534589 + Penalty 4187.464944 = -831970.069645 nChanged 83 SP:Iteration 10Q (68835.230000 sec): 3 clusters Score: Raw -836197.834959 + Penalty 4187.464944 = -832010.370015 nChanged 70 SP:Iteration 11Q (68835.460000 sec): 3 clusters Score: Raw -836229.801938 + Penalty 4187.464944 = -832042.336994 nChanged 66 SP:Iteration 12Q (68835.670000 sec): 3 clusters Score: Raw -836261.773610 + Penalty 4187.464944 = -832074.308666 nChanged 67 SP:Iteration 13Q (68835.860000 sec): 3 clusters Score: Raw -836294.728581 + Penalty 4187.464944 = -832107.263637 nChanged 59 SP:Iteration 14Q (68836.060000 sec): 3 clusters Score: Raw -836324.795872 + Penalty 4187.464944 = -832137.330928 nChanged 58 SP:Iteration 15Q (68836.250000 sec): 3 clusters Score: Raw -836353.544394 + Penalty 4187.464944 = -832166.079450 nChanged 54 SP:Iteration 16Q (68836.460000 sec): 3 clusters Score: Raw -836379.880544 + Penalty 4187.464944 = -832192.415600 nChanged 54 SP:Iteration 17Q (68836.660000 sec): 3 clusters Score: Raw -836404.521990 + Penalty 4187.464944 = -832217.057045 nChanged 54 SP:Iteration 18Q (68836.860000 sec): 3 clusters Score: Raw -836426.385910 + Penalty 4187.464944 = -832238.920966 nChanged 48 SP:Iteration 19Q (68837.070000 sec): 3 clusters Score: Raw -836442.289638 + Penalty 4187.464944 = -832254.824694 nChanged 36 SP:Iteration 20F (68837.290000 sec): 3 clusters Score: Raw -836458.688189 + Penalty 4187.464944 = -832271.223245 nChanged 40 SP:Iteration 21Q (68837.530000 sec): 3 clusters Score: Raw -836473.598101 + Penalty 4187.464944 = -832286.133157 nChanged 33 SP:Iteration 22Q (68837.730000 sec): 3 clusters Score: Raw -836485.349343 + Penalty 4187.464944 = -832297.884399 nChanged 24 SP:Iteration 23Q (68837.960000 sec): 3 clusters Score: Raw -836492.178606 + Penalty 4187.464944 = -832304.713662 nChanged 24 SP:Iteration 24Q (68838.150000 sec): 3 clusters Score: Raw -836500.103600 + Penalty 4187.464944 = -832312.638656 nChanged 17 SP:Iteration 25Q (68838.370000 sec): 3 clusters Score: Raw -836504.373918 + Penalty 4187.464944 = -832316.908974 nChanged 16 SP:Iteration 26Q (68838.590000 sec): 3 clusters Score: Raw -836509.210657 + Penalty 4187.464944 = -832321.745713 nChanged 9 SP:Iteration 27Q (68838.820000 sec): 3 clusters Score: Raw -836511.833107 + Penalty 4187.464944 = -832324.368163 nChanged 8 SP:Iteration 28Q (68839.040000 sec): 3 clusters Score: Raw -836513.054520 + Penalty 4187.464944 = -832325.589576 nChanged 5 SP:Iteration 29Q (68839.230000 sec): 3 clusters Score: Raw -836514.058093 + Penalty 4187.464944 = -832326.593149 nChanged 2 SP:Iteration 30Q (68839.420000 sec): 3 clusters Score: Raw -836514.440596 + Penalty 4187.464944 = -832326.975652 nChanged 3 SP:Iteration 31Q (68839.630000 sec): 3 clusters Score: Raw -836515.311205 + Penalty 4187.464944 = -832327.846261 nChanged 4 SP:Iteration 32Q (68839.860000 sec): 3 clusters Score: Raw -836517.008101 + Penalty 4187.464944 = -832329.543157 nChanged 7 SP:Iteration 33Q (68840.060000 sec): 3 clusters Score: Raw -836519.606803 + Penalty 4187.464944 = -832332.141859 nChanged 7 SP:Iteration 34Q (68840.320000 sec): 3 clusters Score: Raw -836521.503507 + Penalty 4187.464944 = -832334.038563 nChanged 8 SP:Iteration 35Q (68840.600000 sec): 3 clusters Score: Raw -836524.031493 + Penalty 4187.464944 = -832336.566548 nChanged 5 SP:Iteration 36Q (68840.780000 sec): 3 clusters Score: Raw -836525.920279 + Penalty 4187.464944 = -832338.455335 nChanged 10 SP:Iteration 37Q (68840.990000 sec): 3 clusters Score: Raw -836529.382140 + Penalty 4187.464944 = -832341.917196 nChanged 11 SP:Iteration 38Q (68841.220000 sec): 3 clusters Score: Raw -836534.119384 + Penalty 4187.464944 = -832346.654440 nChanged 13 SP:Iteration 39Q (68841.460000 sec): 3 clusters Score: Raw -836538.124433 + Penalty 4187.464944 = -832350.659489 nChanged 8 SP:Iteration 40F (68841.700000 sec): 3 clusters Score: Raw -836539.957264 + Penalty 4187.464944 = -832352.492320 nChanged 6 SP:Iteration 41Q (68841.860000 sec): 3 clusters Score: Raw -836541.403793 + Penalty 4187.464944 = -832353.938849 nChanged 7 SP:Iteration 42Q (68842.100000 sec): 3 clusters Score: Raw -836542.879923 + Penalty 4187.464944 = -832355.414979 nChanged 5 SP:Iteration 43Q (68842.330000 sec): 3 clusters Score: Raw -836544.062614 + Penalty 4187.464944 = -832356.597670 nChanged 2 SP:Iteration 44Q (68842.520000 sec): 3 clusters Score: Raw -836545.007107 + Penalty 4187.464944 = -832357.542163 nChanged 4 SP:Iteration 45Q (68842.770000 sec): 3 clusters Score: Raw -836545.842313 + Penalty 4187.464944 = -832358.377369 nChanged 3 SP:Iteration 46Q (68842.950000 sec): 3 clusters Score: Raw -836546.401785 + Penalty 4187.464944 = -832358.936841 nChanged 0 SP:Iteration 47F (68843.170000 sec): 3 clusters Score: Raw -836546.401785 + Penalty 4187.464944 = -832358.936841 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68843.310000 sec): 2 clusters Score: Raw -274004.721219 + Penalty 1833.070978 = -272171.650240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68843.520000 sec): 3 clusters Score: Raw -273462.574880 + Penalty 3666.141956 = -269796.432923 nChanged 502 SP:Iteration 1F (68843.720000 sec): 3 clusters Score: Raw -273935.584163 + Penalty 3666.141956 = -270269.442207 nChanged 146 SP:Iteration 2F (68843.920000 sec): 3 clusters Score: Raw -274150.724362 + Penalty 3666.141956 = -270484.582405 nChanged 94 SP:Iteration 3F (68844.140000 sec): 3 clusters Score: Raw -274309.388338 + Penalty 3666.141956 = -270643.246381 nChanged 88 SP:Iteration 4F (68844.350000 sec): 3 clusters Score: Raw -274487.515475 + Penalty 3666.141956 = -270821.373519 nChanged 81 SP:Iteration 5Q (68844.570000 sec): 3 clusters Score: Raw -274643.824279 + Penalty 3666.141956 = -270977.682323 nChanged 72 SP:Iteration 6Q (68844.770000 sec): 3 clusters Score: Raw -274776.152658 + Penalty 3666.141956 = -271110.010701 nChanged 59 SP:Iteration 7Q (68845.000000 sec): 3 clusters Score: Raw -274879.239248 + Penalty 3666.141956 = -271213.097292 nChanged 51 SP:Iteration 8Q (68845.180000 sec): 3 clusters Score: Raw -274946.954878 + Penalty 3666.141956 = -271280.812922 nChanged 31 SP:Iteration 9Q (68845.410000 sec): 3 clusters Score: Raw -274980.677140 + Penalty 3666.141956 = -271314.535184 nChanged 16 SP:Iteration 10Q (68845.590000 sec): 3 clusters Score: Raw -274999.821148 + Penalty 3666.141956 = -271333.679191 nChanged 9 SP:Iteration 11Q (68845.780000 sec): 3 clusters Score: Raw -275007.702340 + Penalty 3666.141956 = -271341.560383 nChanged 12 SP:Iteration 12Q (68845.950000 sec): 3 clusters Score: Raw -275015.467953 + Penalty 3666.141956 = -271349.325997 nChanged 8 SP:Iteration 13Q (68846.170000 sec): 3 clusters Score: Raw -275022.263652 + Penalty 3666.141956 = -271356.121696 nChanged 8 SP:Iteration 14Q (68846.340000 sec): 3 clusters Score: Raw -275027.942881 + Penalty 3666.141956 = -271361.800924 nChanged 3 SP:Iteration 15Q (68846.530000 sec): 3 clusters Score: Raw -275030.677432 + Penalty 3666.141956 = -271364.535476 nChanged 4 SP:Iteration 16Q (68846.720000 sec): 3 clusters Score: Raw -275032.693975 + Penalty 3666.141956 = -271366.552018 nChanged 3 SP:Iteration 17Q (68846.930000 sec): 3 clusters Score: Raw -275035.523250 + Penalty 3666.141956 = -271369.381294 nChanged 1 SP:Iteration 18Q (68847.130000 sec): 3 clusters Score: Raw -275036.015413 + Penalty 3666.141956 = -271369.873457 nChanged 0 SP:Iteration 19F (68847.300000 sec): 3 clusters Score: Raw -275036.015413 + Penalty 3666.141956 = -271369.873457 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68847.670000 sec): 2 clusters Score: Raw -7798638.346570 + Penalty 2639.278795 = -7795999.067775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68848.150000 sec): 3 clusters Score: Raw -7772928.081546 + Penalty 5278.557590 = -7767649.523955 nChanged 19314 SP:Iteration 1F (68848.530000 sec): 3 clusters Score: Raw -7783972.030848 + Penalty 5278.557590 = -7778693.473258 nChanged 2423 SP:Iteration 2F (68848.930000 sec): 3 clusters Score: Raw -7785140.855816 + Penalty 5278.557590 = -7779862.298226 nChanged 2639 SP:Iteration 3F (68849.300000 sec): 3 clusters Score: Raw -7786625.826011 + Penalty 5278.557590 = -7781347.268421 nChanged 2863 SP:Iteration 4F (68849.710000 sec): 3 clusters Score: Raw -7788390.570697 + Penalty 5278.557590 = -7783112.013107 nChanged 2858 SP:Iteration 5F (68850.100000 sec): 3 clusters Score: Raw -7790202.253479 + Penalty 5278.557590 = -7784923.695889 nChanged 2650 SP:Iteration 6F (68850.510000 sec): 3 clusters Score: Raw -7791897.953566 + Penalty 5278.557590 = -7786619.395976 nChanged 2246 SP:Iteration 7F (68850.940000 sec): 3 clusters Score: Raw -7793319.071143 + Penalty 5278.557590 = -7788040.513553 nChanged 1874 SP:Iteration 8Q (68851.350000 sec): 3 clusters Score: Raw -7794548.045811 + Penalty 5278.557590 = -7789269.488221 nChanged 1566 SP:Iteration 9Q (68851.740000 sec): 3 clusters Score: Raw -7795662.500986 + Penalty 5278.557590 = -7790383.943396 nChanged 1276 SP:Iteration 10Q (68852.200000 sec): 3 clusters Score: Raw -7796626.501768 + Penalty 5278.557590 = -7791347.944178 nChanged 971 SP:Iteration 11Q (68852.630000 sec): 3 clusters Score: Raw -7797326.683503 + Penalty 5278.557590 = -7792048.125912 nChanged 676 SP:Iteration 12Q (68853.060000 sec): 3 clusters Score: Raw -7797768.544016 + Penalty 5278.557590 = -7792489.986426 nChanged 539 SP:Iteration 13Q (68853.530000 sec): 3 clusters Score: Raw -7798074.382527 + Penalty 5278.557590 = -7792795.824936 nChanged 412 SP:Iteration 14Q (68853.920000 sec): 3 clusters Score: Raw -7798271.729960 + Penalty 5278.557590 = -7792993.172370 nChanged 334 SP:Iteration 15Q (68854.350000 sec): 3 clusters Score: Raw -7798433.669256 + Penalty 5278.557590 = -7793155.111665 nChanged 260 SP:Iteration 16Q (68854.730000 sec): 3 clusters Score: Raw -7798539.409766 + Penalty 5278.557590 = -7793260.852176 nChanged 224 SP:Iteration 17Q (68855.090000 sec): 3 clusters Score: Raw -7798622.930096 + Penalty 5278.557590 = -7793344.372505 nChanged 200 SP:Iteration 18Q (68855.480000 sec): 3 clusters Score: Raw -7798691.985550 + Penalty 5278.557590 = -7793413.427960 nChanged 171 SP:Iteration 19Q (68855.850000 sec): 3 clusters Score: Raw -7798749.771657 + Penalty 5278.557590 = -7793471.214067 nChanged 129 SP:Iteration 20F (68856.300000 sec): 3 clusters Score: Raw -7798787.868874 + Penalty 5278.557590 = -7793509.311284 nChanged 99 SP:Iteration 21Q (68856.660000 sec): 3 clusters Score: Raw -7798815.351446 + Penalty 5278.557590 = -7793536.793856 nChanged 97 SP:Iteration 22Q (68857.010000 sec): 3 clusters Score: Raw -7798843.247275 + Penalty 5278.557590 = -7793564.689685 nChanged 89 SP:Iteration 23Q (68857.430000 sec): 3 clusters Score: Raw -7798865.307027 + Penalty 5278.557590 = -7793586.749437 nChanged 79 SP:Iteration 24Q (68857.800000 sec): 3 clusters Score: Raw -7798884.565380 + Penalty 5278.557590 = -7793606.007790 nChanged 64 SP:Iteration 25Q (68858.160000 sec): 3 clusters Score: Raw -7798900.788947 + Penalty 5278.557590 = -7793622.231357 nChanged 58 SP:Iteration 26Q (68858.560000 sec): 3 clusters Score: Raw -7798916.141965 + Penalty 5278.557590 = -7793637.584375 nChanged 70 SP:Iteration 27Q (68858.920000 sec): 3 clusters Score: Raw -7798937.210176 + Penalty 5278.557590 = -7793658.652586 nChanged 66 SP:Iteration 28Q (68859.320000 sec): 3 clusters Score: Raw -7798956.675692 + Penalty 5278.557590 = -7793678.118102 nChanged 61 SP:Iteration 29Q (68859.760000 sec): 3 clusters Score: Raw -7798972.196018 + Penalty 5278.557590 = -7793693.638428 nChanged 48 SP:Iteration 30Q (68860.150000 sec): 3 clusters Score: Raw -7798984.778399 + Penalty 5278.557590 = -7793706.220809 nChanged 49 SP:Iteration 31Q (68860.540000 sec): 3 clusters Score: Raw -7798996.039277 + Penalty 5278.557590 = -7793717.481687 nChanged 44 SP:Iteration 32Q (68860.920000 sec): 3 clusters Score: Raw -7799007.575891 + Penalty 5278.557590 = -7793729.018301 nChanged 40 SP:Iteration 33Q (68861.250000 sec): 3 clusters Score: Raw -7799018.251120 + Penalty 5278.557590 = -7793739.693530 nChanged 42 SP:Iteration 34Q (68861.580000 sec): 3 clusters Score: Raw -7799029.749800 + Penalty 5278.557590 = -7793751.192210 nChanged 47 SP:Iteration 35Q (68861.940000 sec): 3 clusters Score: Raw -7799042.673907 + Penalty 5278.557590 = -7793764.116316 nChanged 47 SP:Iteration 36Q (68862.310000 sec): 3 clusters Score: Raw -7799055.974389 + Penalty 5278.557590 = -7793777.416799 nChanged 47 SP:Iteration 37Q (68862.690000 sec): 3 clusters Score: Raw -7799070.198056 + Penalty 5278.557590 = -7793791.640465 nChanged 39 SP:Iteration 38Q (68863.110000 sec): 3 clusters Score: Raw -7799083.152980 + Penalty 5278.557590 = -7793804.595390 nChanged 47 SP:Iteration 39Q (68863.540000 sec): 3 clusters Score: Raw -7799099.941621 + Penalty 5278.557590 = -7793821.384031 nChanged 43 SP:Iteration 40F (68863.970000 sec): 3 clusters Score: Raw -7799115.383869 + Penalty 5278.557590 = -7793836.826279 nChanged 41 SP:Iteration 41Q (68864.330000 sec): 3 clusters Score: Raw -7799127.354670 + Penalty 5278.557590 = -7793848.797079 nChanged 28 SP:Iteration 42Q (68864.770000 sec): 3 clusters Score: Raw -7799137.271372 + Penalty 5278.557590 = -7793858.713781 nChanged 30 SP:Iteration 43Q (68865.160000 sec): 3 clusters Score: Raw -7799147.770038 + Penalty 5278.557590 = -7793869.212448 nChanged 26 SP:Iteration 44Q (68865.550000 sec): 3 clusters Score: Raw -7799154.558364 + Penalty 5278.557590 = -7793876.000774 nChanged 15 SP:Iteration 45Q (68865.950000 sec): 3 clusters Score: Raw -7799157.900791 + Penalty 5278.557590 = -7793879.343200 nChanged 9 SP:Iteration 46Q (68866.370000 sec): 3 clusters Score: Raw -7799160.145560 + Penalty 5278.557590 = -7793881.587970 nChanged 8 SP:Iteration 47Q (68866.690000 sec): 3 clusters Score: Raw -7799161.696528 + Penalty 5278.557590 = -7793883.138938 nChanged 5 SP:Iteration 48Q (68867.090000 sec): 3 clusters Score: Raw -7799162.815962 + Penalty 5278.557590 = -7793884.258372 nChanged 4 SP:Iteration 49Q (68867.500000 sec): 3 clusters Score: Raw -7799163.611590 + Penalty 5278.557590 = -7793885.054000 nChanged 2 SP:Iteration 50Q (68867.900000 sec): 3 clusters Score: Raw -7799164.010094 + Penalty 5278.557590 = -7793885.452504 nChanged 3 SP:Iteration 51Q (68868.320000 sec): 3 clusters Score: Raw -7799165.151291 + Penalty 5278.557590 = -7793886.593701 nChanged 4 SP:Iteration 52Q (68868.660000 sec): 3 clusters Score: Raw -7799166.392759 + Penalty 5278.557590 = -7793887.835169 nChanged 6 SP:Iteration 53Q (68869.100000 sec): 3 clusters Score: Raw -7799167.500957 + Penalty 5278.557590 = -7793888.943367 nChanged 2 SP:Iteration 54Q (68869.520000 sec): 3 clusters Score: Raw -7799167.887604 + Penalty 5278.557590 = -7793889.330014 nChanged 0 SP:Iteration 55F (68869.940000 sec): 3 clusters Score: Raw -7799167.887604 + Penalty 5278.557590 = -7793889.330014 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68870.060000 sec): 2 clusters Score: Raw -233139.646921 + Penalty 1784.220339 = -231355.426581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68870.260000 sec): 3 clusters Score: Raw -232773.029419 + Penalty 3568.440678 = -229204.588741 nChanged 388 SP:Iteration 1F (68870.430000 sec): 3 clusters Score: Raw -233133.928177 + Penalty 3568.440678 = -229565.487499 nChanged 109 SP:Iteration 2F (68870.600000 sec): 3 clusters Score: Raw -233267.947316 + Penalty 3568.440678 = -229699.506638 nChanged 66 SP:Iteration 3Q (68870.810000 sec): 3 clusters Score: Raw -233359.055138 + Penalty 3568.440678 = -229790.614459 nChanged 45 SP:Iteration 4Q (68871.010000 sec): 3 clusters Score: Raw -233401.040371 + Penalty 3568.440678 = -229832.599693 nChanged 33 SP:Iteration 5Q (68871.240000 sec): 3 clusters Score: Raw -233456.847628 + Penalty 3568.440678 = -229888.406950 nChanged 44 SP:Iteration 6Q (68871.490000 sec): 3 clusters Score: Raw -233524.106765 + Penalty 3568.440678 = -229955.666087 nChanged 38 SP:Iteration 7Q (68871.680000 sec): 3 clusters Score: Raw -233581.371501 + Penalty 3568.440678 = -230012.930823 nChanged 42 SP:Iteration 8Q (68871.860000 sec): 3 clusters Score: Raw -233639.604544 + Penalty 3568.440678 = -230071.163866 nChanged 31 SP:Iteration 9Q (68872.020000 sec): 3 clusters Score: Raw -233691.591279 + Penalty 3568.440678 = -230123.150601 nChanged 37 SP:Iteration 10Q (68872.210000 sec): 3 clusters Score: Raw -233746.920529 + Penalty 3568.440678 = -230178.479851 nChanged 30 SP:Iteration 11Q (68872.410000 sec): 3 clusters Score: Raw -233805.247626 + Penalty 3568.440678 = -230236.806948 nChanged 32 SP:Iteration 12Q (68872.570000 sec): 3 clusters Score: Raw -233863.372756 + Penalty 3568.440678 = -230294.932077 nChanged 36 SP:Iteration 13Q (68872.780000 sec): 3 clusters Score: Raw -233914.642454 + Penalty 3568.440678 = -230346.201776 nChanged 23 SP:Iteration 14Q (68872.970000 sec): 3 clusters Score: Raw -233938.623304 + Penalty 3568.440678 = -230370.182626 nChanged 16 SP:Iteration 15Q (68873.140000 sec): 3 clusters Score: Raw -233963.912821 + Penalty 3568.440678 = -230395.472143 nChanged 13 SP:Iteration 16Q (68873.340000 sec): 3 clusters Score: Raw -233981.180404 + Penalty 3568.440678 = -230412.739726 nChanged 9 SP:Iteration 17Q (68873.550000 sec): 3 clusters Score: Raw -233994.608487 + Penalty 3568.440678 = -230426.167809 nChanged 8 SP:Iteration 18Q (68873.710000 sec): 3 clusters Score: Raw -234003.456548 + Penalty 3568.440678 = -230435.015870 nChanged 5 SP:Iteration 19Q (68873.900000 sec): 3 clusters Score: Raw -234010.886827 + Penalty 3568.440678 = -230442.446149 nChanged 5 SP:Iteration 20F (68874.060000 sec): 3 clusters Score: Raw -234018.543609 + Penalty 3568.440678 = -230450.102930 nChanged 3 SP:Iteration 21Q (68874.240000 sec): 3 clusters Score: Raw -234025.991632 + Penalty 3568.440678 = -230457.550954 nChanged 5 SP:Iteration 22Q (68874.450000 sec): 3 clusters Score: Raw -234030.625580 + Penalty 3568.440678 = -230462.184902 nChanged 3 SP:Iteration 23Q (68874.670000 sec): 3 clusters Score: Raw -234034.127459 + Penalty 3568.440678 = -230465.686781 nChanged 4 SP:Iteration 24Q (68874.830000 sec): 3 clusters Score: Raw -234036.790968 + Penalty 3568.440678 = -230468.350290 nChanged 4 SP:Iteration 25Q (68874.990000 sec): 3 clusters Score: Raw -234040.355995 + Penalty 3568.440678 = -230471.915317 nChanged 2 SP:Iteration 26Q (68875.170000 sec): 3 clusters Score: Raw -234042.012255 + Penalty 3568.440678 = -230473.571577 nChanged 2 SP:Iteration 27Q (68875.320000 sec): 3 clusters Score: Raw -234045.203589 + Penalty 3568.440678 = -230476.762910 nChanged 3 SP:Iteration 28Q (68875.490000 sec): 3 clusters Score: Raw -234048.245627 + Penalty 3568.440678 = -230479.804949 nChanged 2 SP:Iteration 29Q (68875.680000 sec): 3 clusters Score: Raw -234049.262970 + Penalty 3568.440678 = -230480.822292 nChanged 1 SP:Iteration 30Q (68875.890000 sec): 3 clusters Score: Raw -234049.926347 + Penalty 3568.440678 = -230481.485669 nChanged 0 SP:Iteration 31F (68876.080000 sec): 3 clusters Score: Raw -234049.926347 + Penalty 3568.440678 = -230481.485669 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68876.300000 sec): 2 clusters Score: Raw -2631445.579365 + Penalty 2377.029481 = -2629068.549884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68876.530000 sec): 3 clusters Score: Raw -2623277.545365 + Penalty 4754.058961 = -2618523.486403 nChanged 6208 SP:Iteration 1F (68876.870000 sec): 3 clusters Score: Raw -2626721.789293 + Penalty 4754.058961 = -2621967.730331 nChanged 962 SP:Iteration 2F (68877.140000 sec): 3 clusters Score: Raw -2627253.027456 + Penalty 4754.058961 = -2622498.968495 nChanged 967 SP:Iteration 3F (68877.470000 sec): 3 clusters Score: Raw -2627806.192511 + Penalty 4754.058961 = -2623052.133550 nChanged 908 SP:Iteration 4F (68877.740000 sec): 3 clusters Score: Raw -2628430.794936 + Penalty 4754.058961 = -2623676.735974 nChanged 957 SP:Iteration 5F (68878.030000 sec): 3 clusters Score: Raw -2629185.801884 + Penalty 4754.058961 = -2624431.742922 nChanged 1010 SP:Iteration 6F (68878.320000 sec): 3 clusters Score: Raw -2630015.393186 + Penalty 4754.058961 = -2625261.334225 nChanged 881 SP:Iteration 7F (68878.560000 sec): 3 clusters Score: Raw -2630735.745670 + Penalty 4754.058961 = -2625981.686708 nChanged 717 SP:Iteration 8Q (68878.890000 sec): 3 clusters Score: Raw -2631232.657824 + Penalty 4754.058961 = -2626478.598863 nChanged 532 SP:Iteration 9Q (68879.160000 sec): 3 clusters Score: Raw -2631601.092445 + Penalty 4754.058961 = -2626847.033484 nChanged 424 SP:Iteration 10Q (68879.430000 sec): 3 clusters Score: Raw -2631875.528029 + Penalty 4754.058961 = -2627121.469068 nChanged 318 SP:Iteration 11Q (68879.740000 sec): 3 clusters Score: Raw -2632072.518331 + Penalty 4754.058961 = -2627318.459370 nChanged 264 SP:Iteration 12Q (68880.010000 sec): 3 clusters Score: Raw -2632242.276585 + Penalty 4754.058961 = -2627488.217623 nChanged 199 SP:Iteration 13Q (68880.330000 sec): 3 clusters Score: Raw -2632370.339897 + Penalty 4754.058961 = -2627616.280935 nChanged 129 SP:Iteration 14Q (68880.560000 sec): 3 clusters Score: Raw -2632446.326965 + Penalty 4754.058961 = -2627692.268003 nChanged 94 SP:Iteration 15Q (68880.870000 sec): 3 clusters Score: Raw -2632497.742361 + Penalty 4754.058961 = -2627743.683399 nChanged 84 SP:Iteration 16Q (68881.150000 sec): 3 clusters Score: Raw -2632532.135098 + Penalty 4754.058961 = -2627778.076137 nChanged 73 SP:Iteration 17Q (68881.440000 sec): 3 clusters Score: Raw -2632555.205743 + Penalty 4754.058961 = -2627801.146782 nChanged 49 SP:Iteration 18Q (68881.760000 sec): 3 clusters Score: Raw -2632566.271992 + Penalty 4754.058961 = -2627812.213031 nChanged 30 SP:Iteration 19Q (68881.970000 sec): 3 clusters Score: Raw -2632571.377538 + Penalty 4754.058961 = -2627817.318576 nChanged 13 SP:Iteration 20F (68882.270000 sec): 3 clusters Score: Raw -2632573.912470 + Penalty 4754.058961 = -2627819.853509 nChanged 12 SP:Iteration 21Q (68882.530000 sec): 3 clusters Score: Raw -2632576.663605 + Penalty 4754.058961 = -2627822.604644 nChanged 17 SP:Iteration 22Q (68882.780000 sec): 3 clusters Score: Raw -2632580.706601 + Penalty 4754.058961 = -2627826.647640 nChanged 18 SP:Iteration 23Q (68883.040000 sec): 3 clusters Score: Raw -2632585.705327 + Penalty 4754.058961 = -2627831.646366 nChanged 15 SP:Iteration 24Q (68883.320000 sec): 3 clusters Score: Raw -2632589.520330 + Penalty 4754.058961 = -2627835.461368 nChanged 21 SP:Iteration 25Q (68883.600000 sec): 3 clusters Score: Raw -2632594.593246 + Penalty 4754.058961 = -2627840.534285 nChanged 17 SP:Iteration 26Q (68883.870000 sec): 3 clusters Score: Raw -2632598.516764 + Penalty 4754.058961 = -2627844.457803 nChanged 19 SP:Iteration 27Q (68884.150000 sec): 3 clusters Score: Raw -2632601.796736 + Penalty 4754.058961 = -2627847.737774 nChanged 15 SP:Iteration 28Q (68884.400000 sec): 3 clusters Score: Raw -2632605.837679 + Penalty 4754.058961 = -2627851.778717 nChanged 16 SP:Iteration 29Q (68884.690000 sec): 3 clusters Score: Raw -2632609.749471 + Penalty 4754.058961 = -2627855.690509 nChanged 16 SP:Iteration 30Q (68884.950000 sec): 3 clusters Score: Raw -2632613.224537 + Penalty 4754.058961 = -2627859.165575 nChanged 11 SP:Iteration 31Q (68885.240000 sec): 3 clusters Score: Raw -2632616.338103 + Penalty 4754.058961 = -2627862.279141 nChanged 17 SP:Iteration 32Q (68885.520000 sec): 3 clusters Score: Raw -2632620.727429 + Penalty 4754.058961 = -2627866.668467 nChanged 26 SP:Iteration 33Q (68885.770000 sec): 3 clusters Score: Raw -2632628.115018 + Penalty 4754.058961 = -2627874.056057 nChanged 20 SP:Iteration 34Q (68886.040000 sec): 3 clusters Score: Raw -2632632.937221 + Penalty 4754.058961 = -2627878.878260 nChanged 17 SP:Iteration 35Q (68886.270000 sec): 3 clusters Score: Raw -2632636.169409 + Penalty 4754.058961 = -2627882.110448 nChanged 12 SP:Iteration 36Q (68886.530000 sec): 3 clusters Score: Raw -2632639.357030 + Penalty 4754.058961 = -2627885.298068 nChanged 10 SP:Iteration 37Q (68886.820000 sec): 3 clusters Score: Raw -2632641.143787 + Penalty 4754.058961 = -2627887.084826 nChanged 6 SP:Iteration 38Q (68887.030000 sec): 3 clusters Score: Raw -2632642.025987 + Penalty 4754.058961 = -2627887.967025 nChanged 6 SP:Iteration 39Q (68887.310000 sec): 3 clusters Score: Raw -2632642.892439 + Penalty 4754.058961 = -2627888.833478 nChanged 6 SP:Iteration 40F (68887.550000 sec): 3 clusters Score: Raw -2632644.147751 + Penalty 4754.058961 = -2627890.088790 nChanged 6 SP:Iteration 41Q (68887.850000 sec): 3 clusters Score: Raw -2632645.557705 + Penalty 4754.058961 = -2627891.498744 nChanged 8 SP:Iteration 42Q (68888.090000 sec): 3 clusters Score: Raw -2632646.959132 + Penalty 4754.058961 = -2627892.900170 nChanged 9 SP:Iteration 43Q (68888.320000 sec): 3 clusters Score: Raw -2632648.381184 + Penalty 4754.058961 = -2627894.322223 nChanged 5 SP:Iteration 44Q (68888.620000 sec): 3 clusters Score: Raw -2632649.225095 + Penalty 4754.058961 = -2627895.166133 nChanged 4 SP:Iteration 45Q (68888.860000 sec): 3 clusters Score: Raw -2632649.916931 + Penalty 4754.058961 = -2627895.857970 nChanged 5 SP:Iteration 46Q (68889.160000 sec): 3 clusters Score: Raw -2632650.685202 + Penalty 4754.058961 = -2627896.626240 nChanged 4 SP:Iteration 47Q (68889.410000 sec): 3 clusters Score: Raw -2632651.613061 + Penalty 4754.058961 = -2627897.554099 nChanged 3 SP:Iteration 48Q (68889.670000 sec): 3 clusters Score: Raw -2632652.248924 + Penalty 4754.058961 = -2627898.189962 nChanged 2 SP:Iteration 49Q (68889.950000 sec): 3 clusters Score: Raw -2632652.613736 + Penalty 4754.058961 = -2627898.554775 nChanged 2 SP:Iteration 50Q (68890.220000 sec): 3 clusters Score: Raw -2632652.801729 + Penalty 4754.058961 = -2627898.742768 nChanged 0 SP:Iteration 51F (68890.510000 sec): 3 clusters Score: Raw -2632652.801729 + Penalty 4754.058961 = -2627898.742768 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68890.630000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68890.810000 sec): 3 clusters Score: Raw -70073.192384 + Penalty 3075.452550 = -66997.739833 nChanged 114 SP:Iteration 1F (68890.980000 sec): 3 clusters Score: Raw -70269.113549 + Penalty 3075.452550 = -67193.660999 nChanged 21 SP:Iteration 2Q (68891.170000 sec): 3 clusters Score: Raw -70328.894143 + Penalty 3075.452550 = -67253.441592 nChanged 13 SP:Iteration 3Q (68891.350000 sec): 3 clusters Score: Raw -70385.790241 + Penalty 3075.452550 = -67310.337690 nChanged 15 SP:Iteration 4Q (68891.580000 sec): 3 clusters Score: Raw -70473.570210 + Penalty 3075.452550 = -67398.117659 nChanged 18 SP:Iteration 5Q (68891.780000 sec): 3 clusters Score: Raw -70531.870897 + Penalty 3075.452550 = -67456.418347 nChanged 11 SP:Iteration 6Q (68891.940000 sec): 3 clusters Score: Raw -70565.784906 + Penalty 3075.452550 = -67490.332355 nChanged 3 SP:Iteration 7Q (68892.150000 sec): 3 clusters Score: Raw -70580.814144 + Penalty 3075.452550 = -67505.361593 nChanged 5 SP:Iteration 8Q (68892.300000 sec): 3 clusters Score: Raw -70589.213354 + Penalty 3075.452550 = -67513.760803 nChanged 3 SP:Iteration 9Q (68892.480000 sec): 3 clusters Score: Raw -70593.751836 + Penalty 3075.452550 = -67518.299286 nChanged 1 SP:Iteration 10Q (68892.650000 sec): 3 clusters Score: Raw -70594.640082 + Penalty 3075.452550 = -67519.187532 nChanged 1 SP:Iteration 11Q (68892.900000 sec): 3 clusters Score: Raw -70594.952463 + Penalty 3075.452550 = -67519.499912 nChanged 0 SP:Iteration 12F (68893.160000 sec): 3 clusters Score: Raw -70594.952463 + Penalty 3075.452550 = -67519.499912 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68893.290000 sec): 2 clusters Score: Raw -130188.982345 + Penalty 1649.910031 = -128539.072313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68893.470000 sec): 3 clusters Score: Raw -130042.707437 + Penalty 3299.820063 = -126742.887374 nChanged 159 SP:Iteration 1F (68893.680000 sec): 3 clusters Score: Raw -130258.278217 + Penalty 3299.820063 = -126958.458155 nChanged 46 SP:Iteration 2F (68893.850000 sec): 3 clusters Score: Raw -130335.010017 + Penalty 3299.820063 = -127035.189954 nChanged 27 SP:Iteration 3Q (68894.000000 sec): 3 clusters Score: Raw -130376.196854 + Penalty 3299.820063 = -127076.376792 nChanged 11 SP:Iteration 4Q (68894.200000 sec): 3 clusters Score: Raw -130388.000788 + Penalty 3299.820063 = -127088.180726 nChanged 5 SP:Iteration 5Q (68894.390000 sec): 3 clusters Score: Raw -130398.531809 + Penalty 3299.820063 = -127098.711746 nChanged 9 SP:Iteration 6Q (68894.620000 sec): 3 clusters Score: Raw -130416.524833 + Penalty 3299.820063 = -127116.704771 nChanged 10 SP:Iteration 7Q (68894.800000 sec): 3 clusters Score: Raw -130430.627966 + Penalty 3299.820063 = -127130.807904 nChanged 9 SP:Iteration 8Q (68894.990000 sec): 3 clusters Score: Raw -130444.243747 + Penalty 3299.820063 = -127144.423684 nChanged 5 SP:Iteration 9Q (68895.180000 sec): 3 clusters Score: Raw -130449.303443 + Penalty 3299.820063 = -127149.483381 nChanged 2 SP:Iteration 10Q (68895.380000 sec): 3 clusters Score: Raw -130455.158409 + Penalty 3299.820063 = -127155.338346 nChanged 4 SP:Iteration 11Q (68895.590000 sec): 3 clusters Score: Raw -130461.977201 + Penalty 3299.820063 = -127162.157139 nChanged 4 SP:Iteration 12Q (68895.760000 sec): 3 clusters Score: Raw -130466.449715 + Penalty 3299.820063 = -127166.629653 nChanged 5 SP:Iteration 13Q (68895.950000 sec): 3 clusters Score: Raw -130475.551285 + Penalty 3299.820063 = -127175.731222 nChanged 2 SP:Iteration 14Q (68896.110000 sec): 3 clusters Score: Raw -130478.737991 + Penalty 3299.820063 = -127178.917929 nChanged 2 SP:Iteration 15Q (68896.300000 sec): 3 clusters Score: Raw -130480.803540 + Penalty 3299.820063 = -127180.983478 nChanged 0 SP:Iteration 16F (68896.510000 sec): 3 clusters Score: Raw -130480.803540 + Penalty 3299.820063 = -127180.983478 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (95043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68897.070000 sec): 2 clusters Score: Raw -17429644.225310 + Penalty 2842.597006 = -17426801.628305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68897.790000 sec): 3 clusters Score: Raw -17368608.274449 + Penalty 5685.194011 = -17362923.080438 nChanged 44893 SP:Iteration 1F (68898.450000 sec): 3 clusters Score: Raw -17394978.779047 + Penalty 5685.194011 = -17389293.585035 nChanged 3894 SP:Iteration 2Q (68899.310000 sec): 3 clusters Score: Raw -17396377.509119 + Penalty 5685.194011 = -17390692.315108 nChanged 4109 SP:Iteration 3Q (68900.080000 sec): 3 clusters Score: Raw -17398090.917780 + Penalty 5685.194011 = -17392405.723768 nChanged 4464 SP:Iteration 4Q (68900.860000 sec): 3 clusters Score: Raw -17400197.058910 + Penalty 5685.194011 = -17394511.864899 nChanged 4840 SP:Iteration 5F (68901.540000 sec): 3 clusters Score: Raw -17402634.536451 + Penalty 5685.194011 = -17396949.342439 nChanged 5115 SP:Iteration 6F (68902.260000 sec): 3 clusters Score: Raw -17405408.615822 + Penalty 5685.194011 = -17399723.421811 nChanged 5330 SP:Iteration 7F (68902.910000 sec): 3 clusters Score: Raw -17408755.344817 + Penalty 5685.194011 = -17403070.150806 nChanged 5271 SP:Iteration 8F (68903.640000 sec): 3 clusters Score: Raw -17412887.799526 + Penalty 5685.194011 = -17407202.605515 nChanged 5007 SP:Iteration 9F (68904.390000 sec): 3 clusters Score: Raw -17417176.037053 + Penalty 5685.194011 = -17411490.843042 nChanged 3958 SP:Iteration 10Q (68905.130000 sec): 3 clusters Score: Raw -17419881.204210 + Penalty 5685.194011 = -17414196.010199 nChanged 2993 SP:Iteration 11Q (68905.930000 sec): 3 clusters Score: Raw -17421332.897768 + Penalty 5685.194011 = -17415647.703757 nChanged 2324 SP:Iteration 12Q (68906.610000 sec): 3 clusters Score: Raw -17422359.636323 + Penalty 5685.194011 = -17416674.442311 nChanged 2170 SP:Iteration 13Q (68907.320000 sec): 3 clusters Score: Raw -17423335.064960 + Penalty 5685.194011 = -17417649.870949 nChanged 2037 SP:Iteration 14Q (68908.040000 sec): 3 clusters Score: Raw -17424266.177743 + Penalty 5685.194011 = -17418580.983732 nChanged 1931 SP:Iteration 15Q (68908.790000 sec): 3 clusters Score: Raw -17425148.838748 + Penalty 5685.194011 = -17419463.644737 nChanged 1710 SP:Iteration 16Q (68909.430000 sec): 3 clusters Score: Raw -17425929.421709 + Penalty 5685.194011 = -17420244.227698 nChanged 1547 SP:Iteration 17Q (68910.130000 sec): 3 clusters Score: Raw -17426654.601825 + Penalty 5685.194011 = -17420969.407814 nChanged 1392 SP:Iteration 18Q (68910.770000 sec): 3 clusters Score: Raw -17427305.433141 + Penalty 5685.194011 = -17421620.239130 nChanged 1225 SP:Iteration 19Q (68911.360000 sec): 3 clusters Score: Raw -17427887.242615 + Penalty 5685.194011 = -17422202.048604 nChanged 1014 SP:Iteration 20F (68912.010000 sec): 3 clusters Score: Raw -17428362.215065 + Penalty 5685.194011 = -17422677.021053 nChanged 814 SP:Iteration 21Q (68912.630000 sec): 3 clusters Score: Raw -17428725.064140 + Penalty 5685.194011 = -17423039.870129 nChanged 704 SP:Iteration 22Q (68913.280000 sec): 3 clusters Score: Raw -17429018.679054 + Penalty 5685.194011 = -17423333.485043 nChanged 569 SP:Iteration 23Q (68913.930000 sec): 3 clusters Score: Raw -17429265.783437 + Penalty 5685.194011 = -17423580.589426 nChanged 470 SP:Iteration 24Q (68914.640000 sec): 3 clusters Score: Raw -17429462.685833 + Penalty 5685.194011 = -17423777.491822 nChanged 377 SP:Iteration 25Q (68915.250000 sec): 3 clusters Score: Raw -17429602.153931 + Penalty 5685.194011 = -17423916.959920 nChanged 289 SP:Iteration 26Q (68915.950000 sec): 3 clusters Score: Raw -17429711.715980 + Penalty 5685.194011 = -17424026.521969 nChanged 252 SP:Iteration 27Q (68916.590000 sec): 3 clusters Score: Raw -17429810.394812 + Penalty 5685.194011 = -17424125.200801 nChanged 210 SP:Iteration 28Q (68917.210000 sec): 3 clusters Score: Raw -17429891.621583 + Penalty 5685.194011 = -17424206.427572 nChanged 178 SP:Iteration 29Q (68917.790000 sec): 3 clusters Score: Raw -17429961.360813 + Penalty 5685.194011 = -17424276.166802 nChanged 155 SP:Iteration 30Q (68918.410000 sec): 3 clusters Score: Raw -17430019.710310 + Penalty 5685.194011 = -17424334.516299 nChanged 135 SP:Iteration 31Q (68919.010000 sec): 3 clusters Score: Raw -17430076.468986 + Penalty 5685.194011 = -17424391.274975 nChanged 119 SP:Iteration 32Q (68919.640000 sec): 3 clusters Score: Raw -17430128.842645 + Penalty 5685.194011 = -17424443.648634 nChanged 95 SP:Iteration 33Q (68920.250000 sec): 3 clusters Score: Raw -17430164.751935 + Penalty 5685.194011 = -17424479.557924 nChanged 80 SP:Iteration 34Q (68920.830000 sec): 3 clusters Score: Raw -17430192.381525 + Penalty 5685.194011 = -17424507.187514 nChanged 50 SP:Iteration 35Q (68921.470000 sec): 3 clusters Score: Raw -17430208.960399 + Penalty 5685.194011 = -17424523.766387 nChanged 46 SP:Iteration 36Q (68922.100000 sec): 3 clusters Score: Raw -17430223.550440 + Penalty 5685.194011 = -17424538.356429 nChanged 42 SP:Iteration 37Q (68922.710000 sec): 3 clusters Score: Raw -17430235.528128 + Penalty 5685.194011 = -17424550.334117 nChanged 26 SP:Iteration 38Q (68923.410000 sec): 3 clusters Score: Raw -17430243.512521 + Penalty 5685.194011 = -17424558.318510 nChanged 25 SP:Iteration 39Q (68924.000000 sec): 3 clusters Score: Raw -17430250.614541 + Penalty 5685.194011 = -17424565.420530 nChanged 22 SP:Iteration 40F (68924.630000 sec): 3 clusters Score: Raw -17430256.220231 + Penalty 5685.194011 = -17424571.026220 nChanged 12 SP:Iteration 41Q (68925.250000 sec): 3 clusters Score: Raw -17430260.542322 + Penalty 5685.194011 = -17424575.348311 nChanged 16 SP:Iteration 42Q (68925.850000 sec): 3 clusters Score: Raw -17430267.151188 + Penalty 5685.194011 = -17424581.957177 nChanged 20 SP:Iteration 43Q (68926.400000 sec): 3 clusters Score: Raw -17430273.893056 + Penalty 5685.194011 = -17424588.699045 nChanged 14 SP:Iteration 44Q (68927.020000 sec): 3 clusters Score: Raw -17430279.725271 + Penalty 5685.194011 = -17424594.531260 nChanged 12 SP:Iteration 45Q (68927.580000 sec): 3 clusters Score: Raw -17430283.067541 + Penalty 5685.194011 = -17424597.873530 nChanged 5 SP:Iteration 46Q (68928.170000 sec): 3 clusters Score: Raw -17430284.514096 + Penalty 5685.194011 = -17424599.320085 nChanged 3 SP:Iteration 47Q (68928.700000 sec): 3 clusters Score: Raw -17430285.351506 + Penalty 5685.194011 = -17424600.157495 nChanged 4 SP:Iteration 48Q (68929.220000 sec): 3 clusters Score: Raw -17430286.799294 + Penalty 5685.194011 = -17424601.605283 nChanged 8 SP:Iteration 49Q (68929.740000 sec): 3 clusters Score: Raw -17430289.001706 + Penalty 5685.194011 = -17424603.807695 nChanged 8 SP:Iteration 50Q (68930.260000 sec): 3 clusters Score: Raw -17430292.838950 + Penalty 5685.194011 = -17424607.644939 nChanged 7 SP:Iteration 51Q (68930.800000 sec): 3 clusters Score: Raw -17430294.621351 + Penalty 5685.194011 = -17424609.427340 nChanged 1 SP:Iteration 52Q (68931.370000 sec): 3 clusters Score: Raw -17430294.882676 + Penalty 5685.194011 = -17424609.688665 nChanged 2 SP:Iteration 53Q (68931.940000 sec): 3 clusters Score: Raw -17430295.572895 + Penalty 5685.194011 = -17424610.378884 nChanged 1 SP:Iteration 54Q (68932.480000 sec): 3 clusters Score: Raw -17430295.842747 + Penalty 5685.194011 = -17424610.648736 nChanged 3 SP:Iteration 55Q (68933.040000 sec): 3 clusters Score: Raw -17430297.172611 + Penalty 5685.194011 = -17424611.978600 nChanged 5 SP:Iteration 56Q (68933.570000 sec): 3 clusters Score: Raw -17430298.248958 + Penalty 5685.194011 = -17424613.054947 nChanged 4 SP:Iteration 57Q (68934.150000 sec): 3 clusters Score: Raw -17430299.263556 + Penalty 5685.194011 = -17424614.069545 nChanged 2 SP:Iteration 58Q (68934.700000 sec): 3 clusters Score: Raw -17430299.744708 + Penalty 5685.194011 = -17424614.550697 nChanged 1 SP:Iteration 59Q (68935.270000 sec): 3 clusters Score: Raw -17430300.631216 + Penalty 5685.194011 = -17424615.437205 nChanged 4 SP:Iteration 60F (68935.910000 sec): 3 clusters Score: Raw -17430301.916263 + Penalty 5685.194011 = -17424616.722252 nChanged 5 SP:Iteration 61Q (68936.490000 sec): 3 clusters Score: Raw -17430303.051030 + Penalty 5685.194011 = -17424617.857019 nChanged 3 SP:Iteration 62Q (68937.070000 sec): 3 clusters Score: Raw -17430303.806764 + Penalty 5685.194011 = -17424618.612753 nChanged 2 SP:Iteration 63Q (68937.590000 sec): 3 clusters Score: Raw -17430303.990330 + Penalty 5685.194011 = -17424618.796319 nChanged 1 SP:Iteration 64Q (68938.160000 sec): 3 clusters Score: Raw -17430304.155323 + Penalty 5685.194011 = -17424618.961312 nChanged 0 SP:Iteration 65F (68938.830000 sec): 3 clusters Score: Raw -17430304.155323 + Penalty 5685.194011 = -17424618.961312 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68939.000000 sec): 2 clusters Score: Raw -1559550.277993 + Penalty 2235.492373 = -1557314.785620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68939.250000 sec): 3 clusters Score: Raw -1555238.089082 + Penalty 4470.984746 = -1550767.104335 nChanged 3397 SP:Iteration 1F (68939.430000 sec): 3 clusters Score: Raw -1557022.972874 + Penalty 4470.984746 = -1552551.988128 nChanged 541 SP:Iteration 2F (68939.680000 sec): 3 clusters Score: Raw -1557301.530505 + Penalty 4470.984746 = -1552830.545759 nChanged 417 SP:Iteration 3F (68939.910000 sec): 3 clusters Score: Raw -1557542.725967 + Penalty 4470.984746 = -1553071.741221 nChanged 361 SP:Iteration 4Q (68940.130000 sec): 3 clusters Score: Raw -1557812.841917 + Penalty 4470.984746 = -1553341.857171 nChanged 385 SP:Iteration 5Q (68940.370000 sec): 3 clusters Score: Raw -1558159.057533 + Penalty 4470.984746 = -1553688.072787 nChanged 393 SP:Iteration 6Q (68940.600000 sec): 3 clusters Score: Raw -1558511.724320 + Penalty 4470.984746 = -1554040.739574 nChanged 403 SP:Iteration 7Q (68940.810000 sec): 3 clusters Score: Raw -1558859.397637 + Penalty 4470.984746 = -1554388.412891 nChanged 438 SP:Iteration 8F (68941.080000 sec): 3 clusters Score: Raw -1559177.457719 + Penalty 4470.984746 = -1554706.472973 nChanged 427 SP:Iteration 9F (68941.290000 sec): 3 clusters Score: Raw -1559425.856431 + Penalty 4470.984746 = -1554954.871685 nChanged 360 SP:Iteration 10Q (68941.550000 sec): 3 clusters Score: Raw -1559648.881379 + Penalty 4470.984746 = -1555177.896633 nChanged 339 SP:Iteration 11Q (68941.740000 sec): 3 clusters Score: Raw -1559870.005571 + Penalty 4470.984746 = -1555399.020825 nChanged 346 SP:Iteration 12Q (68941.980000 sec): 3 clusters Score: Raw -1560070.664623 + Penalty 4470.984746 = -1555599.679877 nChanged 291 SP:Iteration 13Q (68942.230000 sec): 3 clusters Score: Raw -1560241.136896 + Penalty 4470.984746 = -1555770.152150 nChanged 281 SP:Iteration 14Q (68942.450000 sec): 3 clusters Score: Raw -1560374.793323 + Penalty 4470.984746 = -1555903.808577 nChanged 225 SP:Iteration 15Q (68942.660000 sec): 3 clusters Score: Raw -1560479.140323 + Penalty 4470.984746 = -1556008.155577 nChanged 167 SP:Iteration 16Q (68942.850000 sec): 3 clusters Score: Raw -1560554.580989 + Penalty 4470.984746 = -1556083.596243 nChanged 141 SP:Iteration 17Q (68943.050000 sec): 3 clusters Score: Raw -1560613.036347 + Penalty 4470.984746 = -1556142.051601 nChanged 105 SP:Iteration 18Q (68943.290000 sec): 3 clusters Score: Raw -1560654.062313 + Penalty 4470.984746 = -1556183.077566 nChanged 81 SP:Iteration 19Q (68943.480000 sec): 3 clusters Score: Raw -1560679.414607 + Penalty 4470.984746 = -1556208.429861 nChanged 52 SP:Iteration 20F (68943.670000 sec): 3 clusters Score: Raw -1560693.780629 + Penalty 4470.984746 = -1556222.795883 nChanged 33 SP:Iteration 21Q (68943.890000 sec): 3 clusters Score: Raw -1560703.322008 + Penalty 4470.984746 = -1556232.337262 nChanged 22 SP:Iteration 22Q (68944.060000 sec): 3 clusters Score: Raw -1560708.211246 + Penalty 4470.984746 = -1556237.226500 nChanged 19 SP:Iteration 23Q (68944.280000 sec): 3 clusters Score: Raw -1560712.575078 + Penalty 4470.984746 = -1556241.590331 nChanged 16 SP:Iteration 24Q (68944.510000 sec): 3 clusters Score: Raw -1560716.273698 + Penalty 4470.984746 = -1556245.288951 nChanged 10 SP:Iteration 25Q (68944.720000 sec): 3 clusters Score: Raw -1560719.265526 + Penalty 4470.984746 = -1556248.280780 nChanged 7 SP:Iteration 26Q (68944.910000 sec): 3 clusters Score: Raw -1560720.304951 + Penalty 4470.984746 = -1556249.320205 nChanged 1 SP:Iteration 27Q (68945.110000 sec): 3 clusters Score: Raw -1560720.413489 + Penalty 4470.984746 = -1556249.428743 nChanged 2 SP:Iteration 28Q (68945.360000 sec): 3 clusters Score: Raw -1560720.733842 + Penalty 4470.984746 = -1556249.749096 nChanged 1 SP:Iteration 29Q (68945.560000 sec): 3 clusters Score: Raw -1560720.818404 + Penalty 4470.984746 = -1556249.833658 nChanged 0 SP:Iteration 30F (68945.830000 sec): 3 clusters Score: Raw -1560720.818404 + Penalty 4470.984746 = -1556249.833658 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68945.940000 sec): 2 clusters Score: Raw -111570.593607 + Penalty 1597.749961 = -109972.843646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68946.110000 sec): 3 clusters Score: Raw -111567.916639 + Penalty 3195.499923 = -108372.416716 nChanged 137 SP:Iteration 1F (68946.300000 sec): 3 clusters Score: Raw -111759.136712 + Penalty 3195.499923 = -108563.636789 nChanged 31 SP:Iteration 2Q (68946.480000 sec): 3 clusters Score: Raw -111806.405708 + Penalty 3195.499923 = -108610.905785 nChanged 17 SP:Iteration 3Q (68946.640000 sec): 3 clusters Score: Raw -111841.242673 + Penalty 3195.499923 = -108645.742750 nChanged 3 SP:Iteration 4Q (68946.830000 sec): 3 clusters Score: Raw -111842.881629 + Penalty 3195.499923 = -108647.381706 nChanged 0 SP:Iteration 5F (68947.040000 sec): 3 clusters Score: Raw -111842.881629 + Penalty 3195.499923 = -108647.381706 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68947.150000 sec): 2 clusters Score: Raw -67852.485954 + Penalty 1551.426010 = -66301.059943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68947.320000 sec): 3 clusters Score: Raw -67894.131692 + Penalty 3102.852021 = -64791.279671 nChanged 112 SP:Iteration 1F (68947.470000 sec): 3 clusters Score: Raw -68117.127861 + Penalty 3102.852021 = -65014.275840 nChanged 36 SP:Iteration 2F (68947.650000 sec): 3 clusters Score: Raw -68231.249104 + Penalty 3102.852021 = -65128.397084 nChanged 25 SP:Iteration 3Q (68947.850000 sec): 3 clusters Score: Raw -68364.975869 + Penalty 3102.852021 = -65262.123848 nChanged 26 SP:Iteration 4Q (68948.020000 sec): 3 clusters Score: Raw -68497.684620 + Penalty 3102.852021 = -65394.832599 nChanged 25 SP:Iteration 5Q (68948.170000 sec): 3 clusters Score: Raw -68590.025799 + Penalty 3102.852021 = -65487.173778 nChanged 14 SP:Iteration 6Q (68948.360000 sec): 3 clusters Score: Raw -68689.929765 + Penalty 3102.852021 = -65587.077744 nChanged 17 SP:Iteration 7Q (68948.530000 sec): 3 clusters Score: Raw -68816.475442 + Penalty 3102.852021 = -65713.623421 nChanged 20 SP:Iteration 8Q (68948.700000 sec): 3 clusters Score: Raw -68907.759412 + Penalty 3102.852021 = -65804.907391 nChanged 8 SP:Iteration 9Q (68948.930000 sec): 3 clusters Score: Raw -68950.835749 + Penalty 3102.852021 = -65847.983729 nChanged 9 SP:Iteration 10Q (68949.120000 sec): 3 clusters Score: Raw -69000.198790 + Penalty 3102.852021 = -65897.346769 nChanged 8 SP:Iteration 11Q (68949.310000 sec): 3 clusters Score: Raw -69036.013815 + Penalty 3102.852021 = -65933.161794 nChanged 3 SP:Iteration 12Q (68949.530000 sec): 3 clusters Score: Raw -69066.292159 + Penalty 3102.852021 = -65963.440138 nChanged 3 SP:Iteration 13Q (68949.730000 sec): 3 clusters Score: Raw -69084.309454 + Penalty 3102.852021 = -65981.457433 nChanged 2 SP:Iteration 14Q (68949.890000 sec): 3 clusters Score: Raw -69103.244758 + Penalty 3102.852021 = -66000.392737 nChanged 4 SP:Iteration 15Q (68950.110000 sec): 3 clusters Score: Raw -69138.045104 + Penalty 3102.852021 = -66035.193083 nChanged 4 SP:Iteration 16Q (68950.270000 sec): 3 clusters Score: Raw -69149.146715 + Penalty 3102.852021 = -66046.294694 nChanged 4 SP:Iteration 17Q (68950.490000 sec): 3 clusters Score: Raw -69160.128767 + Penalty 3102.852021 = -66057.276747 nChanged 4 SP:Iteration 18Q (68950.720000 sec): 3 clusters Score: Raw -69178.070516 + Penalty 3102.852021 = -66075.218495 nChanged 5 SP:Iteration 19Q (68950.900000 sec): 3 clusters Score: Raw -69202.349825 + Penalty 3102.852021 = -66099.497805 nChanged 4 SP:Iteration 20F (68951.070000 sec): 3 clusters Score: Raw -69225.223480 + Penalty 3102.852021 = -66122.371459 nChanged 1 SP:Iteration 21Q (68951.260000 sec): 3 clusters Score: Raw -69231.135306 + Penalty 3102.852021 = -66128.283285 nChanged 1 SP:Iteration 22Q (68951.440000 sec): 3 clusters Score: Raw -69232.901488 + Penalty 3102.852021 = -66130.049467 nChanged 1 SP:Iteration 23Q (68951.650000 sec): 3 clusters Score: Raw -69234.899362 + Penalty 3102.852021 = -66132.047341 nChanged 0 SP:Iteration 24F (68951.780000 sec): 3 clusters Score: Raw -69234.899362 + Penalty 3102.852021 = -66132.047341 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68951.930000 sec): 2 clusters Score: Raw -3045884.921449 + Penalty 2408.161213 = -3043476.760236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68952.270000 sec): 3 clusters Score: Raw -3036499.553144 + Penalty 4816.322425 = -3031683.230718 nChanged 7188 SP:Iteration 1F (68952.590000 sec): 3 clusters Score: Raw -3040479.406578 + Penalty 4816.322425 = -3035663.084152 nChanged 1052 SP:Iteration 2F (68952.910000 sec): 3 clusters Score: Raw -3041111.644458 + Penalty 4816.322425 = -3036295.322033 nChanged 1046 SP:Iteration 3F (68953.200000 sec): 3 clusters Score: Raw -3041799.915384 + Penalty 4816.322425 = -3036983.592959 nChanged 997 SP:Iteration 4F (68953.480000 sec): 3 clusters Score: Raw -3042490.381413 + Penalty 4816.322425 = -3037674.058988 nChanged 949 SP:Iteration 5F (68953.840000 sec): 3 clusters Score: Raw -3043093.535123 + Penalty 4816.322425 = -3038277.212698 nChanged 880 SP:Iteration 6F (68954.120000 sec): 3 clusters Score: Raw -3043579.605735 + Penalty 4816.322425 = -3038763.283310 nChanged 801 SP:Iteration 7Q (68954.340000 sec): 3 clusters Score: Raw -3043982.938866 + Penalty 4816.322425 = -3039166.616441 nChanged 706 SP:Iteration 8Q (68954.630000 sec): 3 clusters Score: Raw -3044272.218925 + Penalty 4816.322425 = -3039455.896500 nChanged 515 SP:Iteration 9Q (68954.870000 sec): 3 clusters Score: Raw -3044455.328676 + Penalty 4816.322425 = -3039639.006251 nChanged 393 SP:Iteration 10Q (68955.160000 sec): 3 clusters Score: Raw -3044582.409996 + Penalty 4816.322425 = -3039766.087571 nChanged 324 SP:Iteration 11Q (68955.410000 sec): 3 clusters Score: Raw -3044675.443522 + Penalty 4816.322425 = -3039859.121096 nChanged 294 SP:Iteration 12Q (68955.660000 sec): 3 clusters Score: Raw -3044744.925953 + Penalty 4816.322425 = -3039928.603528 nChanged 241 SP:Iteration 13Q (68955.960000 sec): 3 clusters Score: Raw -3044801.632096 + Penalty 4816.322425 = -3039985.309671 nChanged 189 SP:Iteration 14Q (68956.200000 sec): 3 clusters Score: Raw -3044843.012664 + Penalty 4816.322425 = -3040026.690238 nChanged 162 SP:Iteration 15Q (68956.500000 sec): 3 clusters Score: Raw -3044871.375211 + Penalty 4816.322425 = -3040055.052785 nChanged 133 SP:Iteration 16Q (68956.840000 sec): 3 clusters Score: Raw -3044891.398824 + Penalty 4816.322425 = -3040075.076398 nChanged 102 SP:Iteration 17Q (68957.120000 sec): 3 clusters Score: Raw -3044904.398963 + Penalty 4816.322425 = -3040088.076537 nChanged 77 SP:Iteration 18Q (68957.460000 sec): 3 clusters Score: Raw -3044915.745217 + Penalty 4816.322425 = -3040099.422791 nChanged 71 SP:Iteration 19Q (68957.720000 sec): 3 clusters Score: Raw -3044929.273407 + Penalty 4816.322425 = -3040112.950982 nChanged 80 SP:Iteration 20F (68958.000000 sec): 3 clusters Score: Raw -3044941.271801 + Penalty 4816.322425 = -3040124.949376 nChanged 63 SP:Iteration 21Q (68958.260000 sec): 3 clusters Score: Raw -3044950.020084 + Penalty 4816.322425 = -3040133.697658 nChanged 62 SP:Iteration 22Q (68958.520000 sec): 3 clusters Score: Raw -3044960.317781 + Penalty 4816.322425 = -3040143.995355 nChanged 59 SP:Iteration 23Q (68958.840000 sec): 3 clusters Score: Raw -3044969.785612 + Penalty 4816.322425 = -3040153.463186 nChanged 59 SP:Iteration 24Q (68959.110000 sec): 3 clusters Score: Raw -3044979.359788 + Penalty 4816.322425 = -3040163.037362 nChanged 65 SP:Iteration 25Q (68959.390000 sec): 3 clusters Score: Raw -3044988.883695 + Penalty 4816.322425 = -3040172.561269 nChanged 59 SP:Iteration 26Q (68959.640000 sec): 3 clusters Score: Raw -3044996.814398 + Penalty 4816.322425 = -3040180.491973 nChanged 42 SP:Iteration 27Q (68959.970000 sec): 3 clusters Score: Raw -3045002.003161 + Penalty 4816.322425 = -3040185.680735 nChanged 36 SP:Iteration 28Q (68960.240000 sec): 3 clusters Score: Raw -3045007.703145 + Penalty 4816.322425 = -3040191.380719 nChanged 43 SP:Iteration 29Q (68960.530000 sec): 3 clusters Score: Raw -3045014.913881 + Penalty 4816.322425 = -3040198.591456 nChanged 43 SP:Iteration 30Q (68960.810000 sec): 3 clusters Score: Raw -3045020.047718 + Penalty 4816.322425 = -3040203.725292 nChanged 37 SP:Iteration 31Q (68961.030000 sec): 3 clusters Score: Raw -3045023.836236 + Penalty 4816.322425 = -3040207.513811 nChanged 29 SP:Iteration 32Q (68961.310000 sec): 3 clusters Score: Raw -3045026.641442 + Penalty 4816.322425 = -3040210.319017 nChanged 30 SP:Iteration 33Q (68961.560000 sec): 3 clusters Score: Raw -3045030.057850 + Penalty 4816.322425 = -3040213.735424 nChanged 27 SP:Iteration 34Q (68961.850000 sec): 3 clusters Score: Raw -3045034.060389 + Penalty 4816.322425 = -3040217.737964 nChanged 36 SP:Iteration 35Q (68962.120000 sec): 3 clusters Score: Raw -3045038.807863 + Penalty 4816.322425 = -3040222.485438 nChanged 44 SP:Iteration 36Q (68962.400000 sec): 3 clusters Score: Raw -3045046.367271 + Penalty 4816.322425 = -3040230.044845 nChanged 58 SP:Iteration 37Q (68962.650000 sec): 3 clusters Score: Raw -3045055.438726 + Penalty 4816.322425 = -3040239.116300 nChanged 57 SP:Iteration 38Q (68962.960000 sec): 3 clusters Score: Raw -3045063.649940 + Penalty 4816.322425 = -3040247.327515 nChanged 53 SP:Iteration 39Q (68963.240000 sec): 3 clusters Score: Raw -3045071.439707 + Penalty 4816.322425 = -3040255.117282 nChanged 48 SP:Iteration 40F (68963.490000 sec): 3 clusters Score: Raw -3045079.979538 + Penalty 4816.322425 = -3040263.657113 nChanged 52 SP:Iteration 41Q (68963.790000 sec): 3 clusters Score: Raw -3045089.759255 + Penalty 4816.322425 = -3040273.436830 nChanged 60 SP:Iteration 42Q (68964.100000 sec): 3 clusters Score: Raw -3045103.112558 + Penalty 4816.322425 = -3040286.790132 nChanged 66 SP:Iteration 43Q (68964.370000 sec): 3 clusters Score: Raw -3045110.636491 + Penalty 4816.322425 = -3040294.314065 nChanged 41 SP:Iteration 44Q (68964.640000 sec): 3 clusters Score: Raw -3045115.362567 + Penalty 4816.322425 = -3040299.040142 nChanged 39 SP:Iteration 45Q (68964.940000 sec): 3 clusters Score: Raw -3045120.545738 + Penalty 4816.322425 = -3040304.223312 nChanged 40 SP:Iteration 46Q (68965.230000 sec): 3 clusters Score: Raw -3045126.644420 + Penalty 4816.322425 = -3040310.321994 nChanged 50 SP:Iteration 47Q (68965.500000 sec): 3 clusters Score: Raw -3045134.924891 + Penalty 4816.322425 = -3040318.602466 nChanged 55 SP:Iteration 48Q (68965.780000 sec): 3 clusters Score: Raw -3045142.654270 + Penalty 4816.322425 = -3040326.331844 nChanged 56 SP:Iteration 49Q (68966.070000 sec): 3 clusters Score: Raw -3045151.612871 + Penalty 4816.322425 = -3040335.290446 nChanged 61 SP:Iteration 50Q (68966.360000 sec): 3 clusters Score: Raw -3045162.287373 + Penalty 4816.322425 = -3040345.964947 nChanged 56 SP:Iteration 51Q (68966.640000 sec): 3 clusters Score: Raw -3045171.592913 + Penalty 4816.322425 = -3040355.270488 nChanged 65 SP:Iteration 52Q (68966.960000 sec): 3 clusters Score: Raw -3045183.002173 + Penalty 4816.322425 = -3040366.679748 nChanged 51 SP:Iteration 53Q (68967.190000 sec): 3 clusters Score: Raw -3045190.805833 + Penalty 4816.322425 = -3040374.483408 nChanged 41 SP:Iteration 54Q (68967.500000 sec): 3 clusters Score: Raw -3045198.868206 + Penalty 4816.322425 = -3040382.545780 nChanged 56 SP:Iteration 55Q (68967.760000 sec): 3 clusters Score: Raw -3045210.064714 + Penalty 4816.322425 = -3040393.742289 nChanged 58 SP:Iteration 56Q (68968.020000 sec): 3 clusters Score: Raw -3045220.644328 + Penalty 4816.322425 = -3040404.321903 nChanged 67 SP:Iteration 57Q (68968.320000 sec): 3 clusters Score: Raw -3045232.615843 + Penalty 4816.322425 = -3040416.293418 nChanged 58 SP:Iteration 58Q (68968.610000 sec): 3 clusters Score: Raw -3045244.126551 + Penalty 4816.322425 = -3040427.804126 nChanged 59 SP:Iteration 59Q (68968.880000 sec): 3 clusters Score: Raw -3045256.341915 + Penalty 4816.322425 = -3040440.019489 nChanged 70 SP:Iteration 60F (68969.140000 sec): 3 clusters Score: Raw -3045268.466066 + Penalty 4816.322425 = -3040452.143641 nChanged 82 SP:Iteration 61Q (68969.420000 sec): 3 clusters Score: Raw -3045284.516242 + Penalty 4816.322425 = -3040468.193817 nChanged 88 SP:Iteration 62Q (68969.690000 sec): 3 clusters Score: Raw -3045301.761697 + Penalty 4816.322425 = -3040485.439272 nChanged 99 SP:Iteration 63Q (68970.000000 sec): 3 clusters Score: Raw -3045322.407397 + Penalty 4816.322425 = -3040506.084971 nChanged 101 SP:Iteration 64Q (68970.280000 sec): 3 clusters Score: Raw -3045341.964324 + Penalty 4816.322425 = -3040525.641899 nChanged 86 SP:Iteration 65Q (68970.580000 sec): 3 clusters Score: Raw -3045358.714510 + Penalty 4816.322425 = -3040542.392085 nChanged 85 SP:Iteration 66Q (68970.870000 sec): 3 clusters Score: Raw -3045372.792280 + Penalty 4816.322425 = -3040556.469854 nChanged 85 SP:Iteration 67Q (68971.150000 sec): 3 clusters Score: Raw -3045386.837863 + Penalty 4816.322425 = -3040570.515437 nChanged 87 SP:Iteration 68Q (68971.470000 sec): 3 clusters Score: Raw -3045406.863337 + Penalty 4816.322425 = -3040590.540911 nChanged 113 SP:Iteration 69Q (68971.750000 sec): 3 clusters Score: Raw -3045431.379253 + Penalty 4816.322425 = -3040615.056828 nChanged 111 SP:Iteration 70Q (68972.000000 sec): 3 clusters Score: Raw -3045451.931224 + Penalty 4816.322425 = -3040635.608799 nChanged 101 SP:Iteration 71Q (68972.320000 sec): 3 clusters Score: Raw -3045473.467301 + Penalty 4816.322425 = -3040657.144876 nChanged 106 SP:Iteration 72Q (68972.560000 sec): 3 clusters Score: Raw -3045495.052381 + Penalty 4816.322425 = -3040678.729955 nChanged 94 SP:Iteration 73Q (68972.860000 sec): 3 clusters Score: Raw -3045516.824688 + Penalty 4816.322425 = -3040700.502263 nChanged 99 SP:Iteration 74Q (68973.230000 sec): 3 clusters Score: Raw -3045538.740863 + Penalty 4816.322425 = -3040722.418438 nChanged 97 SP:Iteration 75Q (68973.540000 sec): 3 clusters Score: Raw -3045562.255392 + Penalty 4816.322425 = -3040745.932967 nChanged 114 SP:Iteration 76Q (68973.810000 sec): 3 clusters Score: Raw -3045592.394917 + Penalty 4816.322425 = -3040776.072491 nChanged 128 SP:Iteration 77Q (68974.170000 sec): 3 clusters Score: Raw -3045624.886613 + Penalty 4816.322425 = -3040808.564188 nChanged 123 SP:Iteration 78Q (68974.430000 sec): 3 clusters Score: Raw -3045654.667177 + Penalty 4816.322425 = -3040838.344752 nChanged 128 SP:Iteration 79Q (68974.750000 sec): 3 clusters Score: Raw -3045684.078744 + Penalty 4816.322425 = -3040867.756318 nChanged 130 SP:Iteration 80F (68975.010000 sec): 3 clusters Score: Raw -3045716.612327 + Penalty 4816.322425 = -3040900.289902 nChanged 160 SP:Iteration 81Q (68975.330000 sec): 3 clusters Score: Raw -3045761.873662 + Penalty 4816.322425 = -3040945.551237 nChanged 146 SP:Iteration 82Q (68975.590000 sec): 3 clusters Score: Raw -3045800.472489 + Penalty 4816.322425 = -3040984.150064 nChanged 171 SP:Iteration 83Q (68975.900000 sec): 3 clusters Score: Raw -3045849.536886 + Penalty 4816.322425 = -3041033.214461 nChanged 167 SP:Iteration 84Q (68976.170000 sec): 3 clusters Score: Raw -3045897.829601 + Penalty 4816.322425 = -3041081.507176 nChanged 175 SP:Iteration 85Q (68976.460000 sec): 3 clusters Score: Raw -3045953.665486 + Penalty 4816.322425 = -3041137.343061 nChanged 158 SP:Iteration 86Q (68976.750000 sec): 3 clusters Score: Raw -3046003.266102 + Penalty 4816.322425 = -3041186.943677 nChanged 166 SP:Iteration 87Q (68977.010000 sec): 3 clusters Score: Raw -3046061.815216 + Penalty 4816.322425 = -3041245.492791 nChanged 151 SP:Iteration 88Q (68977.340000 sec): 3 clusters Score: Raw -3046117.822868 + Penalty 4816.322425 = -3041301.500442 nChanged 148 SP:Iteration 89Q (68977.580000 sec): 3 clusters Score: Raw -3046169.532393 + Penalty 4816.322425 = -3041353.209967 nChanged 128 SP:Iteration 90Q (68977.870000 sec): 3 clusters Score: Raw -3046210.118436 + Penalty 4816.322425 = -3041393.796010 nChanged 123 SP:Iteration 91Q (68978.150000 sec): 3 clusters Score: Raw -3046249.490919 + Penalty 4816.322425 = -3041433.168494 nChanged 119 SP:Iteration 92Q (68978.510000 sec): 3 clusters Score: Raw -3046289.107587 + Penalty 4816.322425 = -3041472.785162 nChanged 122 SP:Iteration 93Q (68978.770000 sec): 3 clusters Score: Raw -3046336.350682 + Penalty 4816.322425 = -3041520.028257 nChanged 120 SP:Iteration 94Q (68979.030000 sec): 3 clusters Score: Raw -3046383.276992 + Penalty 4816.322425 = -3041566.954566 nChanged 125 SP:Iteration 95Q (68979.290000 sec): 3 clusters Score: Raw -3046432.991743 + Penalty 4816.322425 = -3041616.669318 nChanged 120 SP:Iteration 96Q (68979.580000 sec): 3 clusters Score: Raw -3046482.971610 + Penalty 4816.322425 = -3041666.649184 nChanged 106 SP:Iteration 97Q (68979.830000 sec): 3 clusters Score: Raw -3046528.518742 + Penalty 4816.322425 = -3041712.196316 nChanged 112 SP:Iteration 98Q (68980.030000 sec): 3 clusters Score: Raw -3046579.214547 + Penalty 4816.322425 = -3041762.892122 nChanged 94 SP:Iteration 99Q (68980.310000 sec): 3 clusters Score: Raw -3046623.954358 + Penalty 4816.322425 = -3041807.631933 nChanged 91 SP:Iteration 100F (68980.590000 sec): 3 clusters Score: Raw -3046667.396186 + Penalty 4816.322425 = -3041851.073760 nChanged 70 SP:Iteration 101Q (68980.830000 sec): 3 clusters Score: Raw -3046692.475938 + Penalty 4816.322425 = -3041876.153512 nChanged 46 SP:Iteration 102Q (68981.090000 sec): 3 clusters Score: Raw -3046708.463763 + Penalty 4816.322425 = -3041892.141338 nChanged 45 SP:Iteration 103Q (68981.340000 sec): 3 clusters Score: Raw -3046723.359149 + Penalty 4816.322425 = -3041907.036723 nChanged 48 SP:Iteration 104Q (68981.590000 sec): 3 clusters Score: Raw -3046738.244339 + Penalty 4816.322425 = -3041921.921914 nChanged 44 SP:Iteration 105Q (68981.910000 sec): 3 clusters Score: Raw -3046751.589889 + Penalty 4816.322425 = -3041935.267464 nChanged 30 SP:Iteration 106Q (68982.180000 sec): 3 clusters Score: Raw -3046758.841093 + Penalty 4816.322425 = -3041942.518667 nChanged 20 SP:Iteration 107Q (68982.420000 sec): 3 clusters Score: Raw -3046764.610884 + Penalty 4816.322425 = -3041948.288458 nChanged 18 SP:Iteration 108Q (68982.710000 sec): 3 clusters Score: Raw -3046768.878081 + Penalty 4816.322425 = -3041952.555656 nChanged 15 SP:Iteration 109Q (68983.040000 sec): 3 clusters Score: Raw -3046773.025254 + Penalty 4816.322425 = -3041956.702828 nChanged 18 SP:Iteration 110Q (68983.350000 sec): 3 clusters Score: Raw -3046778.380617 + Penalty 4816.322425 = -3041962.058192 nChanged 25 SP:Iteration 111Q (68983.640000 sec): 3 clusters Score: Raw -3046783.951893 + Penalty 4816.322425 = -3041967.629467 nChanged 13 SP:Iteration 112Q (68983.860000 sec): 3 clusters Score: Raw -3046786.677730 + Penalty 4816.322425 = -3041970.355304 nChanged 12 SP:Iteration 113Q (68984.170000 sec): 3 clusters Score: Raw -3046790.051897 + Penalty 4816.322425 = -3041973.729472 nChanged 13 SP:Iteration 114Q (68984.440000 sec): 3 clusters Score: Raw -3046794.059370 + Penalty 4816.322425 = -3041977.736944 nChanged 18 SP:Iteration 115Q (68984.770000 sec): 3 clusters Score: Raw -3046801.417313 + Penalty 4816.322425 = -3041985.094887 nChanged 21 SP:Iteration 116Q (68985.010000 sec): 3 clusters Score: Raw -3046808.246280 + Penalty 4816.322425 = -3041991.923854 nChanged 19 SP:Iteration 117Q (68985.280000 sec): 3 clusters Score: Raw -3046815.060088 + Penalty 4816.322425 = -3041998.737663 nChanged 21 SP:Iteration 118Q (68985.540000 sec): 3 clusters Score: Raw -3046822.653407 + Penalty 4816.322425 = -3042006.330982 nChanged 20 SP:Iteration 119Q (68985.810000 sec): 3 clusters Score: Raw -3046828.642962 + Penalty 4816.322425 = -3042012.320537 nChanged 15 SP:Iteration 120F (68986.130000 sec): 3 clusters Score: Raw -3046832.697667 + Penalty 4816.322425 = -3042016.375241 nChanged 14 SP:Iteration 121Q (68986.350000 sec): 3 clusters Score: Raw -3046836.660897 + Penalty 4816.322425 = -3042020.338472 nChanged 17 SP:Iteration 122Q (68986.610000 sec): 3 clusters Score: Raw -3046843.483823 + Penalty 4816.322425 = -3042027.161398 nChanged 18 SP:Iteration 123Q (68986.880000 sec): 3 clusters Score: Raw -3046849.162281 + Penalty 4816.322425 = -3042032.839856 nChanged 16 SP:Iteration 124Q (68987.170000 sec): 3 clusters Score: Raw -3046853.691632 + Penalty 4816.322425 = -3042037.369207 nChanged 10 SP:Iteration 125Q (68987.420000 sec): 3 clusters Score: Raw -3046856.034603 + Penalty 4816.322425 = -3042039.712178 nChanged 8 SP:Iteration 126Q (68987.660000 sec): 3 clusters Score: Raw -3046857.162471 + Penalty 4816.322425 = -3042040.840046 nChanged 2 SP:Iteration 127Q (68987.960000 sec): 3 clusters Score: Raw -3046857.321175 + Penalty 4816.322425 = -3042040.998749 nChanged 1 SP:Iteration 128Q (68988.220000 sec): 3 clusters Score: Raw -3046857.418004 + Penalty 4816.322425 = -3042041.095579 nChanged 0 SP:Iteration 129F (68988.450000 sec): 3 clusters Score: Raw -3046857.418004 + Penalty 4816.322425 = -3042041.095579 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68988.610000 sec): 2 clusters Score: Raw -40159.591397 + Penalty 1371.298414 = -38788.292984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68988.800000 sec): 3 clusters Score: Raw -40416.077519 + Penalty 2742.596827 = -37673.480692 nChanged 41 SP:Iteration 1F (68989.000000 sec): 3 clusters Score: Raw -40732.141066 + Penalty 2742.596827 = -37989.544238 nChanged 19 SP:Iteration 2F (68989.180000 sec): 3 clusters Score: Raw -40914.200554 + Penalty 2742.596827 = -38171.603726 nChanged 6 SP:Iteration 3Q (68989.380000 sec): 3 clusters Score: Raw -40972.957509 + Penalty 2742.596827 = -38230.360682 nChanged 4 SP:Iteration 4Q (68989.570000 sec): 3 clusters Score: Raw -40991.625044 + Penalty 2742.596827 = -38249.028217 nChanged 1 SP:Iteration 5Q (68989.760000 sec): 3 clusters Score: Raw -40993.687145 + Penalty 2742.596827 = -38251.090318 nChanged 0 SP:Iteration 6F (68989.970000 sec): 3 clusters Score: Raw -40993.687145 + Penalty 2742.596827 = -38251.090318 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68990.070000 sec): 2 clusters Score: Raw -171285.749666 + Penalty 1702.740987 = -169583.008680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68990.210000 sec): 3 clusters Score: Raw -171122.475851 + Penalty 3405.481973 = -167716.993878 nChanged 250 SP:Iteration 1F (68990.360000 sec): 3 clusters Score: Raw -171472.127164 + Penalty 3405.481973 = -168066.645191 nChanged 79 SP:Iteration 2F (68990.540000 sec): 3 clusters Score: Raw -171587.531217 + Penalty 3405.481973 = -168182.049244 nChanged 35 SP:Iteration 3Q (68990.740000 sec): 3 clusters Score: Raw -171636.401467 + Penalty 3405.481973 = -168230.919494 nChanged 20 SP:Iteration 4Q (68990.880000 sec): 3 clusters Score: Raw -171674.951472 + Penalty 3405.481973 = -168269.469499 nChanged 14 SP:Iteration 5Q (68991.100000 sec): 3 clusters Score: Raw -171694.042333 + Penalty 3405.481973 = -168288.560360 nChanged 16 SP:Iteration 6Q (68991.270000 sec): 3 clusters Score: Raw -171714.015496 + Penalty 3405.481973 = -168308.533523 nChanged 12 SP:Iteration 7Q (68991.400000 sec): 3 clusters Score: Raw -171728.209858 + Penalty 3405.481973 = -168322.727884 nChanged 9 SP:Iteration 8Q (68991.520000 sec): 3 clusters Score: Raw -171741.371110 + Penalty 3405.481973 = -168335.889137 nChanged 9 SP:Iteration 9Q (68991.720000 sec): 3 clusters Score: Raw -171753.605825 + Penalty 3405.481973 = -168348.123852 nChanged 6 SP:Iteration 10Q (68991.860000 sec): 3 clusters Score: Raw -171762.150171 + Penalty 3405.481973 = -168356.668198 nChanged 5 SP:Iteration 11Q (68992.040000 sec): 3 clusters Score: Raw -171770.500096 + Penalty 3405.481973 = -168365.018123 nChanged 6 SP:Iteration 12Q (68992.210000 sec): 3 clusters Score: Raw -171779.431063 + Penalty 3405.481973 = -168373.949089 nChanged 5 SP:Iteration 13Q (68992.430000 sec): 3 clusters Score: Raw -171784.098294 + Penalty 3405.481973 = -168378.616321 nChanged 1 SP:Iteration 14Q (68992.560000 sec): 3 clusters Score: Raw -171784.593951 + Penalty 3405.481973 = -168379.111978 nChanged 1 SP:Iteration 15Q (68992.700000 sec): 3 clusters Score: Raw -171784.937759 + Penalty 3405.481973 = -168379.455786 nChanged 0 SP:Iteration 16F (68992.820000 sec): 3 clusters Score: Raw -171784.937759 + Penalty 3405.481973 = -168379.455786 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68992.880000 sec): 2 clusters Score: Raw -93869.204931 + Penalty 1572.409107 = -92296.795824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68993.070000 sec): 3 clusters Score: Raw -93859.956701 + Penalty 3144.818215 = -90715.138487 nChanged 101 SP:Iteration 1F (68993.210000 sec): 3 clusters Score: Raw -94076.089352 + Penalty 3144.818215 = -90931.271137 nChanged 37 SP:Iteration 2F (68993.390000 sec): 3 clusters Score: Raw -94177.478542 + Penalty 3144.818215 = -91032.660328 nChanged 25 SP:Iteration 3Q (68993.620000 sec): 3 clusters Score: Raw -94258.341528 + Penalty 3144.818215 = -91113.523314 nChanged 20 SP:Iteration 4Q (68993.800000 sec): 3 clusters Score: Raw -94350.094857 + Penalty 3144.818215 = -91205.276642 nChanged 22 SP:Iteration 5Q (68994.010000 sec): 3 clusters Score: Raw -94436.229502 + Penalty 3144.818215 = -91291.411287 nChanged 19 SP:Iteration 6Q (68994.180000 sec): 3 clusters Score: Raw -94501.301975 + Penalty 3144.818215 = -91356.483761 nChanged 16 SP:Iteration 7Q (68994.360000 sec): 3 clusters Score: Raw -94546.472705 + Penalty 3144.818215 = -91401.654491 nChanged 10 SP:Iteration 8Q (68994.580000 sec): 3 clusters Score: Raw -94575.589456 + Penalty 3144.818215 = -91430.771241 nChanged 4 SP:Iteration 9Q (68994.800000 sec): 3 clusters Score: Raw -94594.804805 + Penalty 3144.818215 = -91449.986591 nChanged 4 SP:Iteration 10Q (68994.980000 sec): 3 clusters Score: Raw -94602.678192 + Penalty 3144.818215 = -91457.859978 nChanged 5 SP:Iteration 11Q (68995.140000 sec): 3 clusters Score: Raw -94616.569503 + Penalty 3144.818215 = -91471.751289 nChanged 4 SP:Iteration 12Q (68995.290000 sec): 3 clusters Score: Raw -94633.500211 + Penalty 3144.818215 = -91488.681997 nChanged 7 SP:Iteration 13Q (68995.520000 sec): 3 clusters Score: Raw -94653.936939 + Penalty 3144.818215 = -91509.118724 nChanged 2 SP:Iteration 14Q (68995.680000 sec): 3 clusters Score: Raw -94664.582359 + Penalty 3144.818215 = -91519.764145 nChanged 4 SP:Iteration 15Q (68995.900000 sec): 3 clusters Score: Raw -94680.629396 + Penalty 3144.818215 = -91535.811182 nChanged 6 SP:Iteration 16Q (68996.080000 sec): 3 clusters Score: Raw -94694.487243 + Penalty 3144.818215 = -91549.669029 nChanged 4 SP:Iteration 17Q (68996.290000 sec): 3 clusters Score: Raw -94715.140285 + Penalty 3144.818215 = -91570.322070 nChanged 6 SP:Iteration 18Q (68996.470000 sec): 3 clusters Score: Raw -94734.257674 + Penalty 3144.818215 = -91589.439460 nChanged 7 SP:Iteration 19Q (68996.650000 sec): 3 clusters Score: Raw -94754.073335 + Penalty 3144.818215 = -91609.255120 nChanged 4 SP:Iteration 20F (68996.780000 sec): 3 clusters Score: Raw -94763.695476 + Penalty 3144.818215 = -91618.877261 nChanged 2 SP:Iteration 21Q (68996.990000 sec): 3 clusters Score: Raw -94768.839227 + Penalty 3144.818215 = -91624.021012 nChanged 3 SP:Iteration 22Q (68997.170000 sec): 3 clusters Score: Raw -94775.471313 + Penalty 3144.818215 = -91630.653098 nChanged 1 SP:Iteration 23Q (68997.360000 sec): 3 clusters Score: Raw -94776.976149 + Penalty 3144.818215 = -91632.157934 nChanged 1 SP:Iteration 24Q (68997.560000 sec): 3 clusters Score: Raw -94782.239412 + Penalty 3144.818215 = -91637.421197 nChanged 1 SP:Iteration 25Q (68997.730000 sec): 3 clusters Score: Raw -94786.172768 + Penalty 3144.818215 = -91641.354553 nChanged 1 SP:Iteration 26Q (68997.930000 sec): 3 clusters Score: Raw -94791.279639 + Penalty 3144.818215 = -91646.461425 nChanged 1 SP:Iteration 27Q (68998.090000 sec): 3 clusters Score: Raw -94796.433731 + Penalty 3144.818215 = -91651.615516 nChanged 2 SP:Iteration 28Q (68998.250000 sec): 3 clusters Score: Raw -94800.829777 + Penalty 3144.818215 = -91656.011562 nChanged 0 SP:Iteration 29F (68998.460000 sec): 3 clusters Score: Raw -94800.829777 + Penalty 3144.818215 = -91656.011562 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (4050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68998.530000 sec): 2 clusters Score: Raw -720908.139427 + Penalty 2060.005096 = -718848.134332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68998.720000 sec): 3 clusters Score: Raw -719080.889165 + Penalty 4120.010191 = -714960.878974 nChanged 1473 SP:Iteration 1F (68998.900000 sec): 3 clusters Score: Raw -720055.473952 + Penalty 4120.010191 = -715935.463761 nChanged 351 SP:Iteration 2F (68999.100000 sec): 3 clusters Score: Raw -720396.778094 + Penalty 4120.010191 = -716276.767903 nChanged 270 SP:Iteration 3F (68999.290000 sec): 3 clusters Score: Raw -720702.072633 + Penalty 4120.010191 = -716582.062441 nChanged 233 SP:Iteration 4F (68999.510000 sec): 3 clusters Score: Raw -720883.364824 + Penalty 4120.010191 = -716763.354632 nChanged 170 SP:Iteration 5Q (68999.710000 sec): 3 clusters Score: Raw -720990.529558 + Penalty 4120.010191 = -716870.519366 nChanged 123 SP:Iteration 6Q (68999.920000 sec): 3 clusters Score: Raw -721070.108484 + Penalty 4120.010191 = -716950.098293 nChanged 104 SP:Iteration 7Q (69000.170000 sec): 3 clusters Score: Raw -721136.882154 + Penalty 4120.010191 = -717016.871963 nChanged 81 SP:Iteration 8Q (69000.340000 sec): 3 clusters Score: Raw -721186.203298 + Penalty 4120.010191 = -717066.193106 nChanged 69 SP:Iteration 9Q (69000.550000 sec): 3 clusters Score: Raw -721234.295707 + Penalty 4120.010191 = -717114.285515 nChanged 55 SP:Iteration 10Q (69000.740000 sec): 3 clusters Score: Raw -721263.580336 + Penalty 4120.010191 = -717143.570144 nChanged 46 SP:Iteration 11Q (69000.930000 sec): 3 clusters Score: Raw -721291.304991 + Penalty 4120.010191 = -717171.294800 nChanged 48 SP:Iteration 12Q (69001.160000 sec): 3 clusters Score: Raw -721316.074046 + Penalty 4120.010191 = -717196.063855 nChanged 38 SP:Iteration 13Q (69001.330000 sec): 3 clusters Score: Raw -721337.695741 + Penalty 4120.010191 = -717217.685549 nChanged 41 SP:Iteration 14Q (69001.530000 sec): 3 clusters Score: Raw -721363.945133 + Penalty 4120.010191 = -717243.934942 nChanged 41 SP:Iteration 15Q (69001.730000 sec): 3 clusters Score: Raw -721392.583583 + Penalty 4120.010191 = -717272.573391 nChanged 42 SP:Iteration 16Q (69001.950000 sec): 3 clusters Score: Raw -721422.764830 + Penalty 4120.010191 = -717302.754639 nChanged 44 SP:Iteration 17Q (69002.160000 sec): 3 clusters Score: Raw -721449.177860 + Penalty 4120.010191 = -717329.167669 nChanged 42 SP:Iteration 18Q (69002.380000 sec): 3 clusters Score: Raw -721477.549594 + Penalty 4120.010191 = -717357.539402 nChanged 38 SP:Iteration 19Q (69002.610000 sec): 3 clusters Score: Raw -721502.315017 + Penalty 4120.010191 = -717382.304826 nChanged 35 SP:Iteration 20F (69002.860000 sec): 3 clusters Score: Raw -721521.536672 + Penalty 4120.010191 = -717401.526480 nChanged 21 SP:Iteration 21Q (69003.080000 sec): 3 clusters Score: Raw -721534.637005 + Penalty 4120.010191 = -717414.626814 nChanged 25 SP:Iteration 22Q (69003.280000 sec): 3 clusters Score: Raw -721549.684567 + Penalty 4120.010191 = -717429.674376 nChanged 29 SP:Iteration 23Q (69003.530000 sec): 3 clusters Score: Raw -721568.879892 + Penalty 4120.010191 = -717448.869701 nChanged 28 SP:Iteration 24Q (69003.710000 sec): 3 clusters Score: Raw -721585.479523 + Penalty 4120.010191 = -717465.469332 nChanged 29 SP:Iteration 25Q (69003.920000 sec): 3 clusters Score: Raw -721607.799462 + Penalty 4120.010191 = -717487.789271 nChanged 35 SP:Iteration 26Q (69004.130000 sec): 3 clusters Score: Raw -721626.430429 + Penalty 4120.010191 = -717506.420237 nChanged 20 SP:Iteration 27Q (69004.310000 sec): 3 clusters Score: Raw -721636.774147 + Penalty 4120.010191 = -717516.763956 nChanged 14 SP:Iteration 28Q (69004.490000 sec): 3 clusters Score: Raw -721642.263649 + Penalty 4120.010191 = -717522.253458 nChanged 14 SP:Iteration 29Q (69004.700000 sec): 3 clusters Score: Raw -721649.332488 + Penalty 4120.010191 = -717529.322297 nChanged 9 SP:Iteration 30Q (69004.900000 sec): 3 clusters Score: Raw -721653.415569 + Penalty 4120.010191 = -717533.405377 nChanged 7 SP:Iteration 31Q (69005.080000 sec): 3 clusters Score: Raw -721659.836555 + Penalty 4120.010191 = -717539.826363 nChanged 4 SP:Iteration 32Q (69005.260000 sec): 3 clusters Score: Raw -721661.690209 + Penalty 4120.010191 = -717541.680018 nChanged 6 SP:Iteration 33Q (69005.460000 sec): 3 clusters Score: Raw -721665.732785 + Penalty 4120.010191 = -717545.722594 nChanged 8 SP:Iteration 34Q (69005.670000 sec): 3 clusters Score: Raw -721669.380407 + Penalty 4120.010191 = -717549.370216 nChanged 6 SP:Iteration 35Q (69005.860000 sec): 3 clusters Score: Raw -721671.986619 + Penalty 4120.010191 = -717551.976428 nChanged 3 SP:Iteration 36Q (69006.060000 sec): 3 clusters Score: Raw -721672.832252 + Penalty 4120.010191 = -717552.822061 nChanged 1 SP:Iteration 37Q (69006.290000 sec): 3 clusters Score: Raw -721673.108014 + Penalty 4120.010191 = -717553.097823 nChanged 0 SP:Iteration 38F (69006.510000 sec): 3 clusters Score: Raw -721673.108014 + Penalty 4120.010191 = -717553.097823 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69006.580000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69006.760000 sec): 3 clusters Score: Raw -107558.227293 + Penalty 3190.738286 = -104367.489007 nChanged 153 SP:Iteration 1F (69006.950000 sec): 3 clusters Score: Raw -107869.996509 + Penalty 3190.738286 = -104679.258223 nChanged 47 SP:Iteration 2F (69007.150000 sec): 3 clusters Score: Raw -108102.719396 + Penalty 3190.738286 = -104911.981110 nChanged 41 SP:Iteration 3F (69007.300000 sec): 3 clusters Score: Raw -108383.524066 + Penalty 3190.738286 = -105192.785780 nChanged 45 SP:Iteration 4F (69007.480000 sec): 3 clusters Score: Raw -108575.726780 + Penalty 3190.738286 = -105384.988494 nChanged 33 SP:Iteration 5F (69007.640000 sec): 3 clusters Score: Raw -108678.339767 + Penalty 3190.738286 = -105487.601481 nChanged 16 SP:Iteration 6Q (69007.800000 sec): 3 clusters Score: Raw -108726.042276 + Penalty 3190.738286 = -105535.303990 nChanged 7 SP:Iteration 7Q (69008.000000 sec): 3 clusters Score: Raw -108747.187851 + Penalty 3190.738286 = -105556.449565 nChanged 5 SP:Iteration 8Q (69008.180000 sec): 3 clusters Score: Raw -108762.288208 + Penalty 3190.738286 = -105571.549922 nChanged 3 SP:Iteration 9Q (69008.360000 sec): 3 clusters Score: Raw -108771.569265 + Penalty 3190.738286 = -105580.830979 nChanged 3 SP:Iteration 10Q (69008.530000 sec): 3 clusters Score: Raw -108780.942334 + Penalty 3190.738286 = -105590.204048 nChanged 1 SP:Iteration 11Q (69008.700000 sec): 3 clusters Score: Raw -108787.648703 + Penalty 3190.738286 = -105596.910417 nChanged 1 SP:Iteration 12Q (69008.900000 sec): 3 clusters Score: Raw -108788.705974 + Penalty 3190.738286 = -105597.967688 nChanged 0 SP:Iteration 13F (69009.100000 sec): 3 clusters Score: Raw -108788.705974 + Penalty 3190.738286 = -105597.967688 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69009.190000 sec): 2 clusters Score: Raw -59956.885327 + Penalty 1459.753800 = -58497.131527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69009.420000 sec): 3 clusters Score: Raw -60057.264254 + Penalty 2919.507600 = -57137.756654 nChanged 51 SP:Iteration 1F (69009.590000 sec): 3 clusters Score: Raw -60194.011922 + Penalty 2919.507600 = -57274.504323 nChanged 13 SP:Iteration 2Q (69009.780000 sec): 3 clusters Score: Raw -60231.888511 + Penalty 2919.507600 = -57312.380911 nChanged 9 SP:Iteration 3Q (69009.970000 sec): 3 clusters Score: Raw -60259.034805 + Penalty 2919.507600 = -57339.527205 nChanged 6 SP:Iteration 4Q (69010.120000 sec): 3 clusters Score: Raw -60279.434607 + Penalty 2919.507600 = -57359.927007 nChanged 2 SP:Iteration 5Q (69010.280000 sec): 3 clusters Score: Raw -60282.796638 + Penalty 2919.507600 = -57363.289038 nChanged 2 SP:Iteration 6Q (69010.480000 sec): 3 clusters Score: Raw -60290.089647 + Penalty 2919.507600 = -57370.582047 nChanged 0 SP:Iteration 7F (69010.630000 sec): 3 clusters Score: Raw -60290.089647 + Penalty 2919.507600 = -57370.582047 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69010.740000 sec): 2 clusters Score: Raw -22303.424427 + Penalty 1362.279238 = -20941.145189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69010.880000 sec): 3 clusters Score: Raw -22609.844028 + Penalty 2724.558476 = -19885.285552 nChanged 39 SP:Iteration 1F (69011.040000 sec): 3 clusters Score: Raw -22813.631488 + Penalty 2724.558476 = -20089.073013 nChanged 19 SP:Iteration 2F (69011.220000 sec): 3 clusters Score: Raw -22923.041181 + Penalty 2724.558476 = -20198.482705 nChanged 4 SP:Iteration 3Q (69011.400000 sec): 3 clusters Score: Raw -22937.935577 + Penalty 2724.558476 = -20213.377101 nChanged 1 SP:Iteration 4Q (69011.560000 sec): 3 clusters Score: Raw -22943.215626 + Penalty 2724.558476 = -20218.657150 nChanged 2 SP:Iteration 5Q (69011.740000 sec): 3 clusters Score: Raw -22952.253604 + Penalty 2724.558476 = -20227.695128 nChanged 2 SP:Iteration 6Q (69011.950000 sec): 3 clusters Score: Raw -22960.013965 + Penalty 2724.558476 = -20235.455489 nChanged 0 SP:Iteration 7F (69012.140000 sec): 3 clusters Score: Raw -22960.013965 + Penalty 2724.558476 = -20235.455489 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69012.240000 sec): 2 clusters Score: Raw -356242.518029 + Penalty 1892.715295 = -354349.802734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69012.430000 sec): 3 clusters Score: Raw -355455.584890 + Penalty 3785.430590 = -351670.154299 nChanged 666 SP:Iteration 1F (69012.640000 sec): 3 clusters Score: Raw -355944.538101 + Penalty 3785.430590 = -352159.107510 nChanged 179 SP:Iteration 2F (69012.790000 sec): 3 clusters Score: Raw -356135.467838 + Penalty 3785.430590 = -352350.037247 nChanged 127 SP:Iteration 3F (69013.010000 sec): 3 clusters Score: Raw -356316.610234 + Penalty 3785.430590 = -352531.179643 nChanged 106 SP:Iteration 4F (69013.160000 sec): 3 clusters Score: Raw -356462.339913 + Penalty 3785.430590 = -352676.909322 nChanged 104 SP:Iteration 5F (69013.340000 sec): 3 clusters Score: Raw -356606.202761 + Penalty 3785.430590 = -352820.772171 nChanged 91 SP:Iteration 6Q (69013.530000 sec): 3 clusters Score: Raw -356707.075255 + Penalty 3785.430590 = -352921.644665 nChanged 77 SP:Iteration 7Q (69013.700000 sec): 3 clusters Score: Raw -356794.588592 + Penalty 3785.430590 = -353009.158002 nChanged 65 SP:Iteration 8Q (69013.890000 sec): 3 clusters Score: Raw -356859.762500 + Penalty 3785.430590 = -353074.331909 nChanged 40 SP:Iteration 9Q (69014.070000 sec): 3 clusters Score: Raw -356892.851020 + Penalty 3785.430590 = -353107.420429 nChanged 26 SP:Iteration 10Q (69014.240000 sec): 3 clusters Score: Raw -356919.913132 + Penalty 3785.430590 = -353134.482542 nChanged 26 SP:Iteration 11Q (69014.480000 sec): 3 clusters Score: Raw -356951.313845 + Penalty 3785.430590 = -353165.883254 nChanged 21 SP:Iteration 12Q (69014.690000 sec): 3 clusters Score: Raw -356972.584885 + Penalty 3785.430590 = -353187.154295 nChanged 14 SP:Iteration 13Q (69014.840000 sec): 3 clusters Score: Raw -356998.078191 + Penalty 3785.430590 = -353212.647601 nChanged 17 SP:Iteration 14Q (69015.030000 sec): 3 clusters Score: Raw -357021.958599 + Penalty 3785.430590 = -353236.528009 nChanged 15 SP:Iteration 15Q (69015.180000 sec): 3 clusters Score: Raw -357035.534621 + Penalty 3785.430590 = -353250.104031 nChanged 14 SP:Iteration 16Q (69015.340000 sec): 3 clusters Score: Raw -357045.146349 + Penalty 3785.430590 = -353259.715759 nChanged 11 SP:Iteration 17Q (69015.560000 sec): 3 clusters Score: Raw -357052.899730 + Penalty 3785.430590 = -353267.469140 nChanged 7 SP:Iteration 18Q (69015.720000 sec): 3 clusters Score: Raw -357057.934362 + Penalty 3785.430590 = -353272.503771 nChanged 11 SP:Iteration 19Q (69015.920000 sec): 3 clusters Score: Raw -357067.356086 + Penalty 3785.430590 = -353281.925495 nChanged 12 SP:Iteration 20F (69016.070000 sec): 3 clusters Score: Raw -357081.276385 + Penalty 3785.430590 = -353295.845794 nChanged 12 SP:Iteration 21Q (69016.280000 sec): 3 clusters Score: Raw -357092.781330 + Penalty 3785.430590 = -353307.350739 nChanged 5 SP:Iteration 22Q (69016.420000 sec): 3 clusters Score: Raw -357095.803779 + Penalty 3785.430590 = -353310.373189 nChanged 3 SP:Iteration 23Q (69016.620000 sec): 3 clusters Score: Raw -357097.700906 + Penalty 3785.430590 = -353312.270315 nChanged 2 SP:Iteration 24Q (69016.750000 sec): 3 clusters Score: Raw -357098.551425 + Penalty 3785.430590 = -353313.120834 nChanged 0 SP:Iteration 25F (69016.940000 sec): 3 clusters Score: Raw -357098.551425 + Penalty 3785.430590 = -353313.120834 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69017.070000 sec): 2 clusters Score: Raw -13397.864467 + Penalty 1156.532895 = -12241.331572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69017.210000 sec): 3 clusters Score: Raw -14480.047944 + Penalty 2313.065791 = -12166.982153 nChanged 4 SP:Iteration 1Q (69017.410000 sec): 3 clusters Score: Raw -14529.712919 + Penalty 2313.065791 = -12216.647128 nChanged 1 SP:Iteration 2Q (69017.610000 sec): 3 clusters Score: Raw -14540.965411 + Penalty 2313.065791 = -12227.899620 nChanged 0 SP:Iteration 3F (69017.800000 sec): 3 clusters Score: Raw -14540.965411 + Penalty 2313.065791 = -12227.899620 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69017.920000 sec): 2 clusters Score: Raw -101194.532448 + Penalty 1611.947186 = -99582.585262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69018.090000 sec): 3 clusters Score: Raw -101227.055985 + Penalty 3223.894372 = -98003.161612 nChanged 160 SP:Iteration 1F (69018.220000 sec): 3 clusters Score: Raw -101559.314180 + Penalty 3223.894372 = -98335.419808 nChanged 51 SP:Iteration 2F (69018.420000 sec): 3 clusters Score: Raw -101734.018445 + Penalty 3223.894372 = -98510.124073 nChanged 46 SP:Iteration 3F (69018.570000 sec): 3 clusters Score: Raw -101893.096170 + Penalty 3223.894372 = -98669.201798 nChanged 34 SP:Iteration 4F (69018.760000 sec): 3 clusters Score: Raw -101977.325881 + Penalty 3223.894372 = -98753.431509 nChanged 22 SP:Iteration 5Q (69018.950000 sec): 3 clusters Score: Raw -102041.275504 + Penalty 3223.894372 = -98817.381131 nChanged 17 SP:Iteration 6Q (69019.130000 sec): 3 clusters Score: Raw -102098.242224 + Penalty 3223.894372 = -98874.347852 nChanged 6 SP:Iteration 7Q (69019.280000 sec): 3 clusters Score: Raw -102111.777522 + Penalty 3223.894372 = -98887.883150 nChanged 2 SP:Iteration 8Q (69019.460000 sec): 3 clusters Score: Raw -102121.058040 + Penalty 3223.894372 = -98897.163668 nChanged 6 SP:Iteration 9Q (69019.630000 sec): 3 clusters Score: Raw -102148.323931 + Penalty 3223.894372 = -98924.429559 nChanged 10 SP:Iteration 10Q (69019.810000 sec): 3 clusters Score: Raw -102181.884101 + Penalty 3223.894372 = -98957.989728 nChanged 8 SP:Iteration 11Q (69019.990000 sec): 3 clusters Score: Raw -102196.075766 + Penalty 3223.894372 = -98972.181394 nChanged 6 SP:Iteration 12Q (69020.150000 sec): 3 clusters Score: Raw -102210.658349 + Penalty 3223.894372 = -98986.763977 nChanged 7 SP:Iteration 13Q (69020.300000 sec): 3 clusters Score: Raw -102234.724519 + Penalty 3223.894372 = -99010.830147 nChanged 7 SP:Iteration 14Q (69020.480000 sec): 3 clusters Score: Raw -102253.356052 + Penalty 3223.894372 = -99029.461680 nChanged 5 SP:Iteration 15Q (69020.640000 sec): 3 clusters Score: Raw -102269.103666 + Penalty 3223.894372 = -99045.209294 nChanged 7 SP:Iteration 16Q (69020.810000 sec): 3 clusters Score: Raw -102302.385945 + Penalty 3223.894372 = -99078.491573 nChanged 5 SP:Iteration 17Q (69020.980000 sec): 3 clusters Score: Raw -102325.382295 + Penalty 3223.894372 = -99101.487923 nChanged 4 SP:Iteration 18Q (69021.160000 sec): 3 clusters Score: Raw -102336.897781 + Penalty 3223.894372 = -99113.003408 nChanged 0 SP:Iteration 19F (69021.360000 sec): 3 clusters Score: Raw -102336.897781 + Penalty 3223.894372 = -99113.003408 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (22075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69021.600000 sec): 2 clusters Score: Raw -3831464.803410 + Penalty 2480.545854 = -3828984.257556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69021.880000 sec): 3 clusters Score: Raw -3818500.576111 + Penalty 4961.091709 = -3813539.484403 nChanged 9810 SP:Iteration 1F (69022.240000 sec): 3 clusters Score: Raw -3823906.373069 + Penalty 4961.091709 = -3818945.281360 nChanged 1206 SP:Iteration 2F (69022.510000 sec): 3 clusters Score: Raw -3824354.784935 + Penalty 4961.091709 = -3819393.693227 nChanged 1015 SP:Iteration 3Q (69022.910000 sec): 3 clusters Score: Raw -3824699.601917 + Penalty 4961.091709 = -3819738.510208 nChanged 868 SP:Iteration 4Q (69023.190000 sec): 3 clusters Score: Raw -3825022.223947 + Penalty 4961.091709 = -3820061.132238 nChanged 795 SP:Iteration 5Q (69023.520000 sec): 3 clusters Score: Raw -3825370.057004 + Penalty 4961.091709 = -3820408.965295 nChanged 843 SP:Iteration 6Q (69023.870000 sec): 3 clusters Score: Raw -3825787.829929 + Penalty 4961.091709 = -3820826.738220 nChanged 900 SP:Iteration 7Q (69024.190000 sec): 3 clusters Score: Raw -3826242.676750 + Penalty 4961.091709 = -3821281.585042 nChanged 952 SP:Iteration 8Q (69024.480000 sec): 3 clusters Score: Raw -3826703.390746 + Penalty 4961.091709 = -3821742.299038 nChanged 917 SP:Iteration 9Q (69024.820000 sec): 3 clusters Score: Raw -3827158.871277 + Penalty 4961.091709 = -3822197.779568 nChanged 950 SP:Iteration 10Q (69025.140000 sec): 3 clusters Score: Raw -3827626.084105 + Penalty 4961.091709 = -3822664.992396 nChanged 875 SP:Iteration 11Q (69025.490000 sec): 3 clusters Score: Raw -3828024.923882 + Penalty 4961.091709 = -3823063.832173 nChanged 751 SP:Iteration 12Q (69025.740000 sec): 3 clusters Score: Raw -3828372.910240 + Penalty 4961.091709 = -3823411.818532 nChanged 701 SP:Iteration 13Q (69026.080000 sec): 3 clusters Score: Raw -3828696.662046 + Penalty 4961.091709 = -3823735.570337 nChanged 631 SP:Iteration 14Q (69026.400000 sec): 3 clusters Score: Raw -3828968.114622 + Penalty 4961.091709 = -3824007.022913 nChanged 558 SP:Iteration 15Q (69026.720000 sec): 3 clusters Score: Raw -3829160.605110 + Penalty 4961.091709 = -3824199.513401 nChanged 445 SP:Iteration 16Q (69027.050000 sec): 3 clusters Score: Raw -3829295.651630 + Penalty 4961.091709 = -3824334.559921 nChanged 343 SP:Iteration 17Q (69027.410000 sec): 3 clusters Score: Raw -3829393.683807 + Penalty 4961.091709 = -3824432.592099 nChanged 304 SP:Iteration 18Q (69027.690000 sec): 3 clusters Score: Raw -3829474.070669 + Penalty 4961.091709 = -3824512.978961 nChanged 257 SP:Iteration 19Q (69027.970000 sec): 3 clusters Score: Raw -3829541.308963 + Penalty 4961.091709 = -3824580.217254 nChanged 255 SP:Iteration 20F (69028.300000 sec): 3 clusters Score: Raw -3829607.141486 + Penalty 4961.091709 = -3824646.049778 nChanged 250 SP:Iteration 21Q (69028.620000 sec): 3 clusters Score: Raw -3829666.481436 + Penalty 4961.091709 = -3824705.389727 nChanged 226 SP:Iteration 22Q (69028.930000 sec): 3 clusters Score: Raw -3829715.141765 + Penalty 4961.091709 = -3824754.050056 nChanged 198 SP:Iteration 23Q (69029.230000 sec): 3 clusters Score: Raw -3829761.584576 + Penalty 4961.091709 = -3824800.492867 nChanged 221 SP:Iteration 24Q (69029.580000 sec): 3 clusters Score: Raw -3829815.013623 + Penalty 4961.091709 = -3824853.921914 nChanged 244 SP:Iteration 25Q (69029.890000 sec): 3 clusters Score: Raw -3829878.258953 + Penalty 4961.091709 = -3824917.167245 nChanged 265 SP:Iteration 26Q (69030.160000 sec): 3 clusters Score: Raw -3829950.208812 + Penalty 4961.091709 = -3824989.117104 nChanged 258 SP:Iteration 27Q (69030.500000 sec): 3 clusters Score: Raw -3830020.068334 + Penalty 4961.091709 = -3825058.976625 nChanged 251 SP:Iteration 28Q (69030.820000 sec): 3 clusters Score: Raw -3830083.493029 + Penalty 4961.091709 = -3825122.401320 nChanged 249 SP:Iteration 29Q (69031.090000 sec): 3 clusters Score: Raw -3830155.413571 + Penalty 4961.091709 = -3825194.321863 nChanged 273 SP:Iteration 30Q (69031.390000 sec): 3 clusters Score: Raw -3830236.069396 + Penalty 4961.091709 = -3825274.977687 nChanged 251 SP:Iteration 31Q (69031.680000 sec): 3 clusters Score: Raw -3830307.181276 + Penalty 4961.091709 = -3825346.089568 nChanged 256 SP:Iteration 32Q (69031.960000 sec): 3 clusters Score: Raw -3830382.261846 + Penalty 4961.091709 = -3825421.170137 nChanged 260 SP:Iteration 33Q (69032.250000 sec): 3 clusters Score: Raw -3830463.405761 + Penalty 4961.091709 = -3825502.314052 nChanged 279 SP:Iteration 34Q (69032.580000 sec): 3 clusters Score: Raw -3830555.380122 + Penalty 4961.091709 = -3825594.288413 nChanged 274 SP:Iteration 35Q (69032.850000 sec): 3 clusters Score: Raw -3830638.075879 + Penalty 4961.091709 = -3825676.984170 nChanged 242 SP:Iteration 36Q (69033.100000 sec): 3 clusters Score: Raw -3830711.200755 + Penalty 4961.091709 = -3825750.109047 nChanged 233 SP:Iteration 37Q (69033.380000 sec): 3 clusters Score: Raw -3830784.989951 + Penalty 4961.091709 = -3825823.898243 nChanged 234 SP:Iteration 38Q (69033.670000 sec): 3 clusters Score: Raw -3830862.161689 + Penalty 4961.091709 = -3825901.069980 nChanged 225 SP:Iteration 39Q (69033.940000 sec): 3 clusters Score: Raw -3830932.084391 + Penalty 4961.091709 = -3825970.992682 nChanged 236 SP:Iteration 40F (69034.240000 sec): 3 clusters Score: Raw -3831014.043451 + Penalty 4961.091709 = -3826052.951743 nChanged 241 SP:Iteration 41Q (69034.490000 sec): 3 clusters Score: Raw -3831104.874341 + Penalty 4961.091709 = -3826143.782633 nChanged 250 SP:Iteration 42Q (69034.800000 sec): 3 clusters Score: Raw -3831213.643339 + Penalty 4961.091709 = -3826252.551631 nChanged 253 SP:Iteration 43Q (69035.050000 sec): 3 clusters Score: Raw -3831329.592035 + Penalty 4961.091709 = -3826368.500326 nChanged 247 SP:Iteration 44Q (69035.360000 sec): 3 clusters Score: Raw -3831465.332876 + Penalty 4961.091709 = -3826504.241167 nChanged 231 SP:Iteration 45Q (69035.570000 sec): 3 clusters Score: Raw -3831620.502586 + Penalty 4961.091709 = -3826659.410878 nChanged 213 SP:Iteration 46Q (69035.840000 sec): 3 clusters Score: Raw -3831809.436426 + Penalty 4961.091709 = -3826848.344717 nChanged 212 SP:Iteration 47Q (69036.150000 sec): 3 clusters Score: Raw -3832028.542773 + Penalty 4961.091709 = -3827067.451065 nChanged 166 SP:Iteration 48Q (69036.380000 sec): 3 clusters Score: Raw -3832199.749309 + Penalty 4961.091709 = -3827238.657601 nChanged 158 SP:Iteration 49Q (69036.660000 sec): 3 clusters Score: Raw -3832360.659148 + Penalty 4961.091709 = -3827399.567440 nChanged 144 SP:Iteration 50Q (69036.960000 sec): 3 clusters Score: Raw -3832445.387058 + Penalty 4961.091709 = -3827484.295349 nChanged 107 SP:Iteration 51Q (69037.220000 sec): 3 clusters Score: Raw -3832487.432088 + Penalty 4961.091709 = -3827526.340379 nChanged 72 SP:Iteration 52Q (69037.520000 sec): 3 clusters Score: Raw -3832510.724283 + Penalty 4961.091709 = -3827549.632574 nChanged 46 SP:Iteration 53Q (69037.760000 sec): 3 clusters Score: Raw -3832522.495346 + Penalty 4961.091709 = -3827561.403637 nChanged 35 SP:Iteration 54Q (69038.010000 sec): 3 clusters Score: Raw -3832531.153602 + Penalty 4961.091709 = -3827570.061894 nChanged 35 SP:Iteration 55Q (69038.270000 sec): 3 clusters Score: Raw -3832539.989396 + Penalty 4961.091709 = -3827578.897688 nChanged 25 SP:Iteration 56Q (69038.530000 sec): 3 clusters Score: Raw -3832545.679090 + Penalty 4961.091709 = -3827584.587381 nChanged 15 SP:Iteration 57Q (69038.810000 sec): 3 clusters Score: Raw -3832548.805504 + Penalty 4961.091709 = -3827587.713796 nChanged 7 SP:Iteration 58Q (69039.050000 sec): 3 clusters Score: Raw -3832550.105860 + Penalty 4961.091709 = -3827589.014151 nChanged 6 SP:Iteration 59Q (69039.390000 sec): 3 clusters Score: Raw -3832551.119897 + Penalty 4961.091709 = -3827590.028188 nChanged 5 SP:Iteration 60F (69039.670000 sec): 3 clusters Score: Raw -3832551.834814 + Penalty 4961.091709 = -3827590.743105 nChanged 2 SP:Iteration 61Q (69039.950000 sec): 3 clusters Score: Raw -3832552.168796 + Penalty 4961.091709 = -3827591.077087 nChanged 2 SP:Iteration 62Q (69040.280000 sec): 3 clusters Score: Raw -3832552.887956 + Penalty 4961.091709 = -3827591.796247 nChanged 7 SP:Iteration 63Q (69040.620000 sec): 3 clusters Score: Raw -3832554.757843 + Penalty 4961.091709 = -3827593.666134 nChanged 3 SP:Iteration 64Q (69040.940000 sec): 3 clusters Score: Raw -3832555.150391 + Penalty 4961.091709 = -3827594.058683 nChanged 5 SP:Iteration 65Q (69041.270000 sec): 3 clusters Score: Raw -3832556.060768 + Penalty 4961.091709 = -3827594.969059 nChanged 7 SP:Iteration 66Q (69041.570000 sec): 3 clusters Score: Raw -3832557.461693 + Penalty 4961.091709 = -3827596.369984 nChanged 5 SP:Iteration 67Q (69041.810000 sec): 3 clusters Score: Raw -3832558.673791 + Penalty 4961.091709 = -3827597.582083 nChanged 8 SP:Iteration 68Q (69042.140000 sec): 3 clusters Score: Raw -3832560.060342 + Penalty 4961.091709 = -3827598.968633 nChanged 6 SP:Iteration 69Q (69042.400000 sec): 3 clusters Score: Raw -3832561.166183 + Penalty 4961.091709 = -3827600.074474 nChanged 1 SP:Iteration 70Q (69042.680000 sec): 3 clusters Score: Raw -3832561.214122 + Penalty 4961.091709 = -3827600.122413 nChanged 0 SP:Iteration 71F (69042.980000 sec): 3 clusters Score: Raw -3832561.214122 + Penalty 4961.091709 = -3827600.122413 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69043.090000 sec): 2 clusters Score: Raw -95853.207359 + Penalty 1627.135605 = -94226.071753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69043.260000 sec): 3 clusters Score: Raw -95892.153078 + Penalty 3254.271210 = -92637.881868 nChanged 190 SP:Iteration 1F (69043.450000 sec): 3 clusters Score: Raw -96334.363724 + Penalty 3254.271210 = -93080.092514 nChanged 72 SP:Iteration 2F (69043.590000 sec): 3 clusters Score: Raw -96556.684482 + Penalty 3254.271210 = -93302.413272 nChanged 32 SP:Iteration 3Q (69043.800000 sec): 3 clusters Score: Raw -96673.194209 + Penalty 3254.271210 = -93418.922999 nChanged 17 SP:Iteration 4Q (69043.990000 sec): 3 clusters Score: Raw -96731.805040 + Penalty 3254.271210 = -93477.533830 nChanged 15 SP:Iteration 5Q (69044.130000 sec): 3 clusters Score: Raw -96780.706653 + Penalty 3254.271210 = -93526.435443 nChanged 13 SP:Iteration 6Q (69044.270000 sec): 3 clusters Score: Raw -96833.612690 + Penalty 3254.271210 = -93579.341480 nChanged 11 SP:Iteration 7Q (69044.470000 sec): 3 clusters Score: Raw -96872.441364 + Penalty 3254.271210 = -93618.170154 nChanged 7 SP:Iteration 8Q (69044.680000 sec): 3 clusters Score: Raw -96921.536566 + Penalty 3254.271210 = -93667.265356 nChanged 6 SP:Iteration 9Q (69044.850000 sec): 3 clusters Score: Raw -96947.924960 + Penalty 3254.271210 = -93693.653749 nChanged 4 SP:Iteration 10Q (69045.030000 sec): 3 clusters Score: Raw -96963.892932 + Penalty 3254.271210 = -93709.621722 nChanged 2 SP:Iteration 11Q (69045.200000 sec): 3 clusters Score: Raw -96977.415985 + Penalty 3254.271210 = -93723.144775 nChanged 6 SP:Iteration 12Q (69045.370000 sec): 3 clusters Score: Raw -97010.230645 + Penalty 3254.271210 = -93755.959435 nChanged 5 SP:Iteration 13Q (69045.580000 sec): 3 clusters Score: Raw -97029.362056 + Penalty 3254.271210 = -93775.090846 nChanged 3 SP:Iteration 14Q (69045.750000 sec): 3 clusters Score: Raw -97040.273561 + Penalty 3254.271210 = -93786.002351 nChanged 5 SP:Iteration 15Q (69045.960000 sec): 3 clusters Score: Raw -97064.416815 + Penalty 3254.271210 = -93810.145605 nChanged 7 SP:Iteration 16Q (69046.160000 sec): 3 clusters Score: Raw -97096.682898 + Penalty 3254.271210 = -93842.411687 nChanged 6 SP:Iteration 17Q (69046.310000 sec): 3 clusters Score: Raw -97121.817738 + Penalty 3254.271210 = -93867.546528 nChanged 6 SP:Iteration 18Q (69046.520000 sec): 3 clusters Score: Raw -97156.184739 + Penalty 3254.271210 = -93901.913529 nChanged 8 SP:Iteration 19Q (69046.670000 sec): 3 clusters Score: Raw -97191.520327 + Penalty 3254.271210 = -93937.249117 nChanged 4 SP:Iteration 20F (69046.850000 sec): 3 clusters Score: Raw -97200.333763 + Penalty 3254.271210 = -93946.062553 nChanged 4 SP:Iteration 21Q (69047.010000 sec): 3 clusters Score: Raw -97229.651541 + Penalty 3254.271210 = -93975.380330 nChanged 7 SP:Iteration 22Q (69047.180000 sec): 3 clusters Score: Raw -97267.903540 + Penalty 3254.271210 = -94013.632330 nChanged 7 SP:Iteration 23Q (69047.390000 sec): 3 clusters Score: Raw -97305.312208 + Penalty 3254.271210 = -94051.040998 nChanged 5 SP:Iteration 24Q (69047.550000 sec): 3 clusters Score: Raw -97320.156114 + Penalty 3254.271210 = -94065.884904 nChanged 2 SP:Iteration 25Q (69047.710000 sec): 3 clusters Score: Raw -97324.313984 + Penalty 3254.271210 = -94070.042774 nChanged 0 SP:Iteration 26F (69047.910000 sec): 3 clusters Score: Raw -97324.313984 + Penalty 3254.271210 = -94070.042774 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69047.990000 sec): 2 clusters Score: Raw -246301.300944 + Penalty 1806.124773 = -244495.176171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69048.170000 sec): 3 clusters Score: Raw -245854.847393 + Penalty 3612.249545 = -242242.597848 nChanged 437 SP:Iteration 1F (69048.360000 sec): 3 clusters Score: Raw -246312.771262 + Penalty 3612.249545 = -242700.521716 nChanged 125 SP:Iteration 2F (69048.530000 sec): 3 clusters Score: Raw -246488.496317 + Penalty 3612.249545 = -242876.246772 nChanged 62 SP:Iteration 3Q (69048.710000 sec): 3 clusters Score: Raw -246574.199187 + Penalty 3612.249545 = -242961.949642 nChanged 47 SP:Iteration 4Q (69048.910000 sec): 3 clusters Score: Raw -246624.135287 + Penalty 3612.249545 = -243011.885742 nChanged 29 SP:Iteration 5Q (69049.110000 sec): 3 clusters Score: Raw -246655.758938 + Penalty 3612.249545 = -243043.509393 nChanged 29 SP:Iteration 6Q (69049.300000 sec): 3 clusters Score: Raw -246687.870906 + Penalty 3612.249545 = -243075.621361 nChanged 28 SP:Iteration 7Q (69049.500000 sec): 3 clusters Score: Raw -246721.058791 + Penalty 3612.249545 = -243108.809246 nChanged 19 SP:Iteration 8Q (69049.690000 sec): 3 clusters Score: Raw -246739.605119 + Penalty 3612.249545 = -243127.355574 nChanged 13 SP:Iteration 9Q (69049.890000 sec): 3 clusters Score: Raw -246753.275540 + Penalty 3612.249545 = -243141.025995 nChanged 10 SP:Iteration 10Q (69050.070000 sec): 3 clusters Score: Raw -246770.760683 + Penalty 3612.249545 = -243158.511138 nChanged 21 SP:Iteration 11Q (69050.270000 sec): 3 clusters Score: Raw -246796.993339 + Penalty 3612.249545 = -243184.743794 nChanged 24 SP:Iteration 12Q (69050.460000 sec): 3 clusters Score: Raw -246827.470092 + Penalty 3612.249545 = -243215.220547 nChanged 31 SP:Iteration 13Q (69050.640000 sec): 3 clusters Score: Raw -246884.028704 + Penalty 3612.249545 = -243271.779159 nChanged 34 SP:Iteration 14Q (69050.840000 sec): 3 clusters Score: Raw -246937.703801 + Penalty 3612.249545 = -243325.454256 nChanged 36 SP:Iteration 15Q (69051.020000 sec): 3 clusters Score: Raw -247015.924992 + Penalty 3612.249545 = -243403.675447 nChanged 38 SP:Iteration 16Q (69051.210000 sec): 3 clusters Score: Raw -247152.285444 + Penalty 3612.249545 = -243540.035899 nChanged 49 SP:Iteration 17Q (69051.430000 sec): 3 clusters Score: Raw -247302.683779 + Penalty 3612.249545 = -243690.434234 nChanged 44 SP:Iteration 18Q (69051.650000 sec): 3 clusters Score: Raw -247384.094495 + Penalty 3612.249545 = -243771.844950 nChanged 36 SP:Iteration 19Q (69051.840000 sec): 3 clusters Score: Raw -247438.749706 + Penalty 3612.249545 = -243826.500161 nChanged 29 SP:Iteration 20F (69051.970000 sec): 3 clusters Score: Raw -247472.423364 + Penalty 3612.249545 = -243860.173819 nChanged 25 SP:Iteration 21Q (69052.170000 sec): 3 clusters Score: Raw -247506.511780 + Penalty 3612.249545 = -243894.262235 nChanged 21 SP:Iteration 22Q (69052.370000 sec): 3 clusters Score: Raw -247546.246709 + Penalty 3612.249545 = -243933.997164 nChanged 30 SP:Iteration 23Q (69052.560000 sec): 3 clusters Score: Raw -247631.660405 + Penalty 3612.249545 = -244019.410860 nChanged 33 SP:Iteration 24Q (69052.750000 sec): 3 clusters Score: Raw -247722.743486 + Penalty 3612.249545 = -244110.493941 nChanged 43 SP:Iteration 25Q (69052.940000 sec): 3 clusters Score: Raw -247825.042415 + Penalty 3612.249545 = -244212.792870 nChanged 38 SP:Iteration 26Q (69053.130000 sec): 3 clusters Score: Raw -247905.243712 + Penalty 3612.249545 = -244292.994167 nChanged 31 SP:Iteration 27Q (69053.330000 sec): 3 clusters Score: Raw -247955.890699 + Penalty 3612.249545 = -244343.641154 nChanged 26 SP:Iteration 28Q (69053.490000 sec): 3 clusters Score: Raw -248014.543834 + Penalty 3612.249545 = -244402.294289 nChanged 16 SP:Iteration 29Q (69053.690000 sec): 3 clusters Score: Raw -248052.233900 + Penalty 3612.249545 = -244439.984355 nChanged 8 SP:Iteration 30Q (69053.890000 sec): 3 clusters Score: Raw -248104.306463 + Penalty 3612.249545 = -244492.056918 nChanged 10 SP:Iteration 31Q (69054.040000 sec): 3 clusters Score: Raw -248143.075006 + Penalty 3612.249545 = -244530.825461 nChanged 9 SP:Iteration 32Q (69054.230000 sec): 3 clusters Score: Raw -248193.811438 + Penalty 3612.249545 = -244581.561893 nChanged 17 SP:Iteration 33Q (69054.410000 sec): 3 clusters Score: Raw -248250.595805 + Penalty 3612.249545 = -244638.346260 nChanged 14 SP:Iteration 34Q (69054.610000 sec): 3 clusters Score: Raw -248292.431598 + Penalty 3612.249545 = -244680.182053 nChanged 9 SP:Iteration 35Q (69054.820000 sec): 3 clusters Score: Raw -248315.030311 + Penalty 3612.249545 = -244702.780766 nChanged 8 SP:Iteration 36Q (69055.010000 sec): 3 clusters Score: Raw -248331.362405 + Penalty 3612.249545 = -244719.112860 nChanged 7 SP:Iteration 37Q (69055.220000 sec): 3 clusters Score: Raw -248347.768859 + Penalty 3612.249545 = -244735.519314 nChanged 7 SP:Iteration 38Q (69055.410000 sec): 3 clusters Score: Raw -248363.670722 + Penalty 3612.249545 = -244751.421177 nChanged 8 SP:Iteration 39Q (69055.590000 sec): 3 clusters Score: Raw -248380.385107 + Penalty 3612.249545 = -244768.135562 nChanged 7 SP:Iteration 40F (69055.760000 sec): 3 clusters Score: Raw -248403.123354 + Penalty 3612.249545 = -244790.873809 nChanged 6 SP:Iteration 41Q (69056.000000 sec): 3 clusters Score: Raw -248415.570488 + Penalty 3612.249545 = -244803.320943 nChanged 3 SP:Iteration 42Q (69056.160000 sec): 3 clusters Score: Raw -248422.711748 + Penalty 3612.249545 = -244810.462203 nChanged 4 SP:Iteration 43Q (69056.320000 sec): 3 clusters Score: Raw -248433.566048 + Penalty 3612.249545 = -244821.316503 nChanged 1 SP:Iteration 44Q (69056.550000 sec): 3 clusters Score: Raw -248433.853695 + Penalty 3612.249545 = -244821.604150 nChanged 0 SP:Iteration 45F (69056.750000 sec): 3 clusters Score: Raw -248433.853695 + Penalty 3612.249545 = -244821.604150 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69056.830000 sec): 2 clusters Score: Raw -60012.534643 + Penalty 1471.853761 = -58540.680882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69056.980000 sec): 3 clusters Score: Raw -60106.882084 + Penalty 2943.707521 = -57163.174563 nChanged 58 SP:Iteration 1F (69057.170000 sec): 3 clusters Score: Raw -60233.724598 + Penalty 2943.707521 = -57290.017077 nChanged 13 SP:Iteration 2Q (69057.360000 sec): 3 clusters Score: Raw -60273.230980 + Penalty 2943.707521 = -57329.523459 nChanged 5 SP:Iteration 3Q (69057.580000 sec): 3 clusters Score: Raw -60294.474515 + Penalty 2943.707521 = -57350.766994 nChanged 3 SP:Iteration 4Q (69057.720000 sec): 3 clusters Score: Raw -60302.945837 + Penalty 2943.707521 = -57359.238316 nChanged 4 SP:Iteration 5Q (69057.920000 sec): 3 clusters Score: Raw -60320.591478 + Penalty 2943.707521 = -57376.883957 nChanged 2 SP:Iteration 6Q (69058.120000 sec): 3 clusters Score: Raw -60326.450198 + Penalty 2943.707521 = -57382.742677 nChanged 0 SP:Iteration 7F (69058.300000 sec): 3 clusters Score: Raw -60326.450198 + Penalty 2943.707521 = -57382.742677 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69058.410000 sec): 2 clusters Score: Raw -285998.260439 + Penalty 1812.684667 = -284185.575772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69058.620000 sec): 3 clusters Score: Raw -285565.069995 + Penalty 3625.369333 = -281939.700661 nChanged 419 SP:Iteration 1F (69058.800000 sec): 3 clusters Score: Raw -285912.264074 + Penalty 3625.369333 = -282286.894741 nChanged 88 SP:Iteration 2F (69059.010000 sec): 3 clusters Score: Raw -285986.457353 + Penalty 3625.369333 = -282361.088019 nChanged 43 SP:Iteration 3Q (69059.230000 sec): 3 clusters Score: Raw -286034.571417 + Penalty 3625.369333 = -282409.202083 nChanged 27 SP:Iteration 4Q (69059.400000 sec): 3 clusters Score: Raw -286054.924700 + Penalty 3625.369333 = -282429.555366 nChanged 22 SP:Iteration 5Q (69059.570000 sec): 3 clusters Score: Raw -286070.937391 + Penalty 3625.369333 = -282445.568057 nChanged 14 SP:Iteration 6Q (69059.760000 sec): 3 clusters Score: Raw -286081.087171 + Penalty 3625.369333 = -282455.717838 nChanged 11 SP:Iteration 7Q (69059.930000 sec): 3 clusters Score: Raw -286088.433121 + Penalty 3625.369333 = -282463.063787 nChanged 6 SP:Iteration 8Q (69060.120000 sec): 3 clusters Score: Raw -286094.542431 + Penalty 3625.369333 = -282469.173097 nChanged 10 SP:Iteration 9Q (69060.260000 sec): 3 clusters Score: Raw -286104.221798 + Penalty 3625.369333 = -282478.852465 nChanged 9 SP:Iteration 10Q (69060.470000 sec): 3 clusters Score: Raw -286112.959607 + Penalty 3625.369333 = -282487.590273 nChanged 9 SP:Iteration 11Q (69060.650000 sec): 3 clusters Score: Raw -286118.707028 + Penalty 3625.369333 = -282493.337695 nChanged 8 SP:Iteration 12Q (69060.850000 sec): 3 clusters Score: Raw -286127.645820 + Penalty 3625.369333 = -282502.276486 nChanged 9 SP:Iteration 13Q (69061.030000 sec): 3 clusters Score: Raw -286133.901024 + Penalty 3625.369333 = -282508.531691 nChanged 4 SP:Iteration 14Q (69061.210000 sec): 3 clusters Score: Raw -286136.423633 + Penalty 3625.369333 = -282511.054300 nChanged 5 SP:Iteration 15Q (69061.440000 sec): 3 clusters Score: Raw -286138.685696 + Penalty 3625.369333 = -282513.316363 nChanged 5 SP:Iteration 16Q (69061.610000 sec): 3 clusters Score: Raw -286141.359355 + Penalty 3625.369333 = -282515.990022 nChanged 3 SP:Iteration 17Q (69061.780000 sec): 3 clusters Score: Raw -286145.052507 + Penalty 3625.369333 = -282519.683174 nChanged 6 SP:Iteration 18Q (69061.950000 sec): 3 clusters Score: Raw -286148.687387 + Penalty 3625.369333 = -282523.318054 nChanged 2 SP:Iteration 19Q (69062.130000 sec): 3 clusters Score: Raw -286149.898339 + Penalty 3625.369333 = -282524.529005 nChanged 1 SP:Iteration 20F (69062.260000 sec): 3 clusters Score: Raw -286150.497397 + Penalty 3625.369333 = -282525.128063 nChanged 2 SP:Iteration 21Q (69062.490000 sec): 3 clusters Score: Raw -286151.852028 + Penalty 3625.369333 = -282526.482694 nChanged 4 SP:Iteration 22Q (69062.640000 sec): 3 clusters Score: Raw -286154.394274 + Penalty 3625.369333 = -282529.024941 nChanged 6 SP:Iteration 23Q (69062.820000 sec): 3 clusters Score: Raw -286157.815426 + Penalty 3625.369333 = -282532.446093 nChanged 6 SP:Iteration 24Q (69062.990000 sec): 3 clusters Score: Raw -286164.745507 + Penalty 3625.369333 = -282539.376174 nChanged 7 SP:Iteration 25Q (69063.150000 sec): 3 clusters Score: Raw -286175.215658 + Penalty 3625.369333 = -282549.846324 nChanged 9 SP:Iteration 26Q (69063.320000 sec): 3 clusters Score: Raw -286184.244700 + Penalty 3625.369333 = -282558.875366 nChanged 10 SP:Iteration 27Q (69063.500000 sec): 3 clusters Score: Raw -286194.966051 + Penalty 3625.369333 = -282569.596717 nChanged 10 SP:Iteration 28Q (69063.680000 sec): 3 clusters Score: Raw -286202.267717 + Penalty 3625.369333 = -282576.898384 nChanged 5 SP:Iteration 29Q (69063.900000 sec): 3 clusters Score: Raw -286205.292356 + Penalty 3625.369333 = -282579.923023 nChanged 2 SP:Iteration 30Q (69064.070000 sec): 3 clusters Score: Raw -286207.609673 + Penalty 3625.369333 = -282582.240340 nChanged 4 SP:Iteration 31Q (69064.290000 sec): 3 clusters Score: Raw -286211.382621 + Penalty 3625.369333 = -282586.013287 nChanged 3 SP:Iteration 32Q (69064.430000 sec): 3 clusters Score: Raw -286214.419255 + Penalty 3625.369333 = -282589.049922 nChanged 5 SP:Iteration 33Q (69064.620000 sec): 3 clusters Score: Raw -286218.699840 + Penalty 3625.369333 = -282593.330507 nChanged 5 SP:Iteration 34Q (69064.840000 sec): 3 clusters Score: Raw -286224.233416 + Penalty 3625.369333 = -282598.864082 nChanged 3 SP:Iteration 35Q (69065.000000 sec): 3 clusters Score: Raw -286228.224180 + Penalty 3625.369333 = -282602.854847 nChanged 4 SP:Iteration 36Q (69065.200000 sec): 3 clusters Score: Raw -286230.958328 + Penalty 3625.369333 = -282605.588994 nChanged 7 SP:Iteration 37Q (69065.390000 sec): 3 clusters Score: Raw -286239.918800 + Penalty 3625.369333 = -282614.549467 nChanged 6 SP:Iteration 38Q (69065.590000 sec): 3 clusters Score: Raw -286243.938215 + Penalty 3625.369333 = -282618.568882 nChanged 6 SP:Iteration 39Q (69065.800000 sec): 3 clusters Score: Raw -286251.299166 + Penalty 3625.369333 = -282625.929832 nChanged 9 SP:Iteration 40F (69065.970000 sec): 3 clusters Score: Raw -286259.921435 + Penalty 3625.369333 = -282634.552101 nChanged 7 SP:Iteration 41Q (69066.170000 sec): 3 clusters Score: Raw -286267.143828 + Penalty 3625.369333 = -282641.774495 nChanged 5 SP:Iteration 42Q (69066.380000 sec): 3 clusters Score: Raw -286274.173472 + Penalty 3625.369333 = -282648.804139 nChanged 8 SP:Iteration 43Q (69066.570000 sec): 3 clusters Score: Raw -286279.359275 + Penalty 3625.369333 = -282653.989942 nChanged 7 SP:Iteration 44Q (69066.770000 sec): 3 clusters Score: Raw -286284.813958 + Penalty 3625.369333 = -282659.444624 nChanged 5 SP:Iteration 45Q (69066.960000 sec): 3 clusters Score: Raw -286287.926135 + Penalty 3625.369333 = -282662.556802 nChanged 4 SP:Iteration 46Q (69067.170000 sec): 3 clusters Score: Raw -286291.262914 + Penalty 3625.369333 = -282665.893581 nChanged 4 SP:Iteration 47Q (69067.340000 sec): 3 clusters Score: Raw -286294.899247 + Penalty 3625.369333 = -282669.529914 nChanged 4 SP:Iteration 48Q (69067.560000 sec): 3 clusters Score: Raw -286297.983821 + Penalty 3625.369333 = -282672.614488 nChanged 2 SP:Iteration 49Q (69067.750000 sec): 3 clusters Score: Raw -286299.286146 + Penalty 3625.369333 = -282673.916812 nChanged 2 SP:Iteration 50Q (69067.870000 sec): 3 clusters Score: Raw -286302.057150 + Penalty 3625.369333 = -282676.687816 nChanged 2 SP:Iteration 51Q (69068.080000 sec): 3 clusters Score: Raw -286302.971143 + Penalty 3625.369333 = -282677.601809 nChanged 1 SP:Iteration 52Q (69068.240000 sec): 3 clusters Score: Raw -286305.428946 + Penalty 3625.369333 = -282680.059613 nChanged 2 SP:Iteration 53Q (69068.390000 sec): 3 clusters Score: Raw -286307.192346 + Penalty 3625.369333 = -282681.823012 nChanged 3 SP:Iteration 54Q (69068.600000 sec): 3 clusters Score: Raw -286310.972146 + Penalty 3625.369333 = -282685.602813 nChanged 6 SP:Iteration 55Q (69068.740000 sec): 3 clusters Score: Raw -286316.307861 + Penalty 3625.369333 = -282690.938528 nChanged 4 SP:Iteration 56Q (69068.900000 sec): 3 clusters Score: Raw -286320.930842 + Penalty 3625.369333 = -282695.561508 nChanged 5 SP:Iteration 57Q (69069.090000 sec): 3 clusters Score: Raw -286326.247597 + Penalty 3625.369333 = -282700.878263 nChanged 6 SP:Iteration 58Q (69069.270000 sec): 3 clusters Score: Raw -286332.703889 + Penalty 3625.369333 = -282707.334556 nChanged 4 SP:Iteration 59Q (69069.440000 sec): 3 clusters Score: Raw -286338.454640 + Penalty 3625.369333 = -282713.085307 nChanged 5 SP:Iteration 60F (69069.610000 sec): 3 clusters Score: Raw -286343.071065 + Penalty 3625.369333 = -282717.701732 nChanged 4 SP:Iteration 61Q (69069.780000 sec): 3 clusters Score: Raw -286347.025923 + Penalty 3625.369333 = -282721.656589 nChanged 2 SP:Iteration 62Q (69070.020000 sec): 3 clusters Score: Raw -286349.124740 + Penalty 3625.369333 = -282723.755406 nChanged 1 SP:Iteration 63Q (69070.180000 sec): 3 clusters Score: Raw -286350.943424 + Penalty 3625.369333 = -282725.574091 nChanged 1 SP:Iteration 64Q (69070.350000 sec): 3 clusters Score: Raw -286352.049267 + Penalty 3625.369333 = -282726.679934 nChanged 1 SP:Iteration 65Q (69070.540000 sec): 3 clusters Score: Raw -286353.207681 + Penalty 3625.369333 = -282727.838348 nChanged 1 SP:Iteration 66Q (69070.710000 sec): 3 clusters Score: Raw -286353.594112 + Penalty 3625.369333 = -282728.224779 nChanged 0 SP:Iteration 67F (69070.890000 sec): 3 clusters Score: Raw -286353.594112 + Penalty 3625.369333 = -282728.224779 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69071.000000 sec): 2 clusters Score: Raw -79235.677424 + Penalty 1540.228819 = -77695.448605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69071.230000 sec): 3 clusters Score: Raw -79284.967757 + Penalty 3080.457638 = -76204.510119 nChanged 85 SP:Iteration 1F (69071.420000 sec): 3 clusters Score: Raw -79544.249191 + Penalty 3080.457638 = -76463.791553 nChanged 30 SP:Iteration 2F (69071.600000 sec): 3 clusters Score: Raw -79699.270623 + Penalty 3080.457638 = -76618.812985 nChanged 31 SP:Iteration 3F (69071.780000 sec): 3 clusters Score: Raw -79838.782500 + Penalty 3080.457638 = -76758.324862 nChanged 21 SP:Iteration 4Q (69072.000000 sec): 3 clusters Score: Raw -80046.793478 + Penalty 3080.457638 = -76966.335840 nChanged 23 SP:Iteration 5Q (69072.160000 sec): 3 clusters Score: Raw -80224.835098 + Penalty 3080.457638 = -77144.377460 nChanged 18 SP:Iteration 6Q (69072.350000 sec): 3 clusters Score: Raw -80295.017325 + Penalty 3080.457638 = -77214.559687 nChanged 12 SP:Iteration 7Q (69072.530000 sec): 3 clusters Score: Raw -80337.679984 + Penalty 3080.457638 = -77257.222346 nChanged 10 SP:Iteration 8Q (69072.760000 sec): 3 clusters Score: Raw -80385.481222 + Penalty 3080.457638 = -77305.023584 nChanged 8 SP:Iteration 9Q (69072.880000 sec): 3 clusters Score: Raw -80425.160411 + Penalty 3080.457638 = -77344.702773 nChanged 5 SP:Iteration 10Q (69073.100000 sec): 3 clusters Score: Raw -80445.136033 + Penalty 3080.457638 = -77364.678395 nChanged 4 SP:Iteration 11Q (69073.260000 sec): 3 clusters Score: Raw -80463.134985 + Penalty 3080.457638 = -77382.677347 nChanged 3 SP:Iteration 12Q (69073.460000 sec): 3 clusters Score: Raw -80481.402283 + Penalty 3080.457638 = -77400.944645 nChanged 3 SP:Iteration 13Q (69073.680000 sec): 3 clusters Score: Raw -80499.466993 + Penalty 3080.457638 = -77419.009355 nChanged 1 SP:Iteration 14Q (69073.860000 sec): 3 clusters Score: Raw -80510.234965 + Penalty 3080.457638 = -77429.777326 nChanged 1 SP:Iteration 15Q (69074.050000 sec): 3 clusters Score: Raw -80515.605909 + Penalty 3080.457638 = -77435.148271 nChanged 2 SP:Iteration 16Q (69074.230000 sec): 3 clusters Score: Raw -80526.527553 + Penalty 3080.457638 = -77446.069915 nChanged 0 SP:Iteration 17F (69074.380000 sec): 3 clusters Score: Raw -80526.527553 + Penalty 3080.457638 = -77446.069915 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69074.510000 sec): 2 clusters Score: Raw -55332.770861 + Penalty 1544.670729 = -53788.100133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69074.720000 sec): 3 clusters Score: Raw -55478.491242 + Penalty 3089.341458 = -52389.149784 nChanged 100 SP:Iteration 1F (69074.870000 sec): 3 clusters Score: Raw -55817.202623 + Penalty 3089.341458 = -52727.861165 nChanged 50 SP:Iteration 2F (69075.100000 sec): 3 clusters Score: Raw -56021.913478 + Penalty 3089.341458 = -52932.572020 nChanged 39 SP:Iteration 3F (69075.320000 sec): 3 clusters Score: Raw -56192.722347 + Penalty 3089.341458 = -53103.380889 nChanged 27 SP:Iteration 4F (69075.510000 sec): 3 clusters Score: Raw -56327.666944 + Penalty 3089.341458 = -53238.325486 nChanged 17 SP:Iteration 5Q (69075.700000 sec): 3 clusters Score: Raw -56433.843650 + Penalty 3089.341458 = -53344.502192 nChanged 26 SP:Iteration 6F (69075.840000 sec): 3 clusters Score: Raw -56551.177682 + Penalty 3089.341458 = -53461.836224 nChanged 14 SP:Iteration 7Q (69076.050000 sec): 3 clusters Score: Raw -56617.234459 + Penalty 3089.341458 = -53527.893002 nChanged 6 SP:Iteration 8Q (69076.250000 sec): 3 clusters Score: Raw -56644.413928 + Penalty 3089.341458 = -53555.072471 nChanged 7 SP:Iteration 9Q (69076.460000 sec): 3 clusters Score: Raw -56667.703811 + Penalty 3089.341458 = -53578.362353 nChanged 4 SP:Iteration 10Q (69076.650000 sec): 3 clusters Score: Raw -56675.573685 + Penalty 3089.341458 = -53586.232227 nChanged 1 SP:Iteration 11Q (69076.830000 sec): 3 clusters Score: Raw -56676.532334 + Penalty 3089.341458 = -53587.190876 nChanged 0 SP:Iteration 12F (69077.020000 sec): 3 clusters Score: Raw -56676.532334 + Penalty 3089.341458 = -53587.190876 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69077.130000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69077.330000 sec): 3 clusters Score: Raw -70275.631577 + Penalty 3011.085913 = -67264.545664 nChanged 61 SP:Iteration 1F (69077.520000 sec): 3 clusters Score: Raw -70386.969822 + Penalty 3011.085913 = -67375.883909 nChanged 14 SP:Iteration 2Q (69077.670000 sec): 3 clusters Score: Raw -70424.012641 + Penalty 3011.085913 = -67412.926728 nChanged 10 SP:Iteration 3Q (69077.900000 sec): 3 clusters Score: Raw -70442.880974 + Penalty 3011.085913 = -67431.795061 nChanged 2 SP:Iteration 4Q (69078.060000 sec): 3 clusters Score: Raw -70445.054270 + Penalty 3011.085913 = -67433.968357 nChanged 0 SP:Iteration 5F (69078.280000 sec): 3 clusters Score: Raw -70445.054270 + Penalty 3011.085913 = -67433.968357 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69078.370000 sec): 2 clusters Score: Raw -61946.120126 + Penalty 1467.218112 = -60478.902014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69078.610000 sec): 3 clusters Score: Raw -62163.749691 + Penalty 2934.436223 = -59229.313468 nChanged 73 SP:Iteration 1F (69078.760000 sec): 3 clusters Score: Raw -62356.681169 + Penalty 2934.436223 = -59422.244946 nChanged 21 SP:Iteration 2F (69078.950000 sec): 3 clusters Score: Raw -62450.472250 + Penalty 2934.436223 = -59516.036027 nChanged 19 SP:Iteration 3F (69079.140000 sec): 3 clusters Score: Raw -62582.509695 + Penalty 2934.436223 = -59648.073472 nChanged 14 SP:Iteration 4Q (69079.330000 sec): 3 clusters Score: Raw -62648.457220 + Penalty 2934.436223 = -59714.020997 nChanged 7 SP:Iteration 5Q (69079.500000 sec): 3 clusters Score: Raw -62664.726447 + Penalty 2934.436223 = -59730.290224 nChanged 5 SP:Iteration 6Q (69079.660000 sec): 3 clusters Score: Raw -62685.095712 + Penalty 2934.436223 = -59750.659489 nChanged 2 SP:Iteration 7Q (69079.890000 sec): 3 clusters Score: Raw -62687.757473 + Penalty 2934.436223 = -59753.321250 nChanged 1 SP:Iteration 8Q (69080.070000 sec): 3 clusters Score: Raw -62697.758086 + Penalty 2934.436223 = -59763.321863 nChanged 1 SP:Iteration 9Q (69080.230000 sec): 3 clusters Score: Raw -62700.202295 + Penalty 2934.436223 = -59765.766072 nChanged 0 SP:Iteration 10F (69080.440000 sec): 3 clusters Score: Raw -62700.202295 + Penalty 2934.436223 = -59765.766072 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69080.590000 sec): 2 clusters Score: Raw -3241286.813962 + Penalty 2422.410028 = -3238864.403934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69080.910000 sec): 3 clusters Score: Raw -3231173.729412 + Penalty 4844.820056 = -3226328.909356 nChanged 7747 SP:Iteration 1F (69081.210000 sec): 3 clusters Score: Raw -3235332.856599 + Penalty 4844.820056 = -3230488.036543 nChanged 1005 SP:Iteration 2F (69081.480000 sec): 3 clusters Score: Raw -3235739.134143 + Penalty 4844.820056 = -3230894.314087 nChanged 852 SP:Iteration 3Q (69081.780000 sec): 3 clusters Score: Raw -3236100.479809 + Penalty 4844.820056 = -3231255.659753 nChanged 832 SP:Iteration 4Q (69082.070000 sec): 3 clusters Score: Raw -3236491.270787 + Penalty 4844.820056 = -3231646.450732 nChanged 918 SP:Iteration 5F (69082.350000 sec): 3 clusters Score: Raw -3236993.127337 + Penalty 4844.820056 = -3232148.307281 nChanged 986 SP:Iteration 6F (69082.640000 sec): 3 clusters Score: Raw -3237615.592691 + Penalty 4844.820056 = -3232770.772635 nChanged 1051 SP:Iteration 7F (69082.910000 sec): 3 clusters Score: Raw -3238373.503365 + Penalty 4844.820056 = -3233528.683309 nChanged 1080 SP:Iteration 8F (69083.230000 sec): 3 clusters Score: Raw -3239205.627138 + Penalty 4844.820056 = -3234360.807082 nChanged 943 SP:Iteration 9F (69083.490000 sec): 3 clusters Score: Raw -3239937.812106 + Penalty 4844.820056 = -3235092.992050 nChanged 777 SP:Iteration 10Q (69083.720000 sec): 3 clusters Score: Raw -3240525.662679 + Penalty 4844.820056 = -3235680.842624 nChanged 571 SP:Iteration 11Q (69084.030000 sec): 3 clusters Score: Raw -3241012.140375 + Penalty 4844.820056 = -3236167.320320 nChanged 388 SP:Iteration 12Q (69084.300000 sec): 3 clusters Score: Raw -3241328.280316 + Penalty 4844.820056 = -3236483.460261 nChanged 250 SP:Iteration 13Q (69084.570000 sec): 3 clusters Score: Raw -3241523.270252 + Penalty 4844.820056 = -3236678.450196 nChanged 186 SP:Iteration 14Q (69084.810000 sec): 3 clusters Score: Raw -3241647.447562 + Penalty 4844.820056 = -3236802.627506 nChanged 135 SP:Iteration 15Q (69085.070000 sec): 3 clusters Score: Raw -3241725.363179 + Penalty 4844.820056 = -3236880.543123 nChanged 103 SP:Iteration 16Q (69085.320000 sec): 3 clusters Score: Raw -3241779.620324 + Penalty 4844.820056 = -3236934.800269 nChanged 69 SP:Iteration 17Q (69085.610000 sec): 3 clusters Score: Raw -3241818.386929 + Penalty 4844.820056 = -3236973.566873 nChanged 46 SP:Iteration 18Q (69085.840000 sec): 3 clusters Score: Raw -3241838.012674 + Penalty 4844.820056 = -3236993.192618 nChanged 25 SP:Iteration 19Q (69086.090000 sec): 3 clusters Score: Raw -3241845.502112 + Penalty 4844.820056 = -3237000.682056 nChanged 23 SP:Iteration 20F (69086.400000 sec): 3 clusters Score: Raw -3241853.772038 + Penalty 4844.820056 = -3237008.951983 nChanged 18 SP:Iteration 21Q (69086.670000 sec): 3 clusters Score: Raw -3241860.035896 + Penalty 4844.820056 = -3237015.215840 nChanged 11 SP:Iteration 22Q (69086.930000 sec): 3 clusters Score: Raw -3241863.976568 + Penalty 4844.820056 = -3237019.156512 nChanged 19 SP:Iteration 23Q (69087.130000 sec): 3 clusters Score: Raw -3241870.401200 + Penalty 4844.820056 = -3237025.581145 nChanged 14 SP:Iteration 24Q (69087.390000 sec): 3 clusters Score: Raw -3241874.221147 + Penalty 4844.820056 = -3237029.401092 nChanged 13 SP:Iteration 25Q (69087.630000 sec): 3 clusters Score: Raw -3241877.146774 + Penalty 4844.820056 = -3237032.326718 nChanged 7 SP:Iteration 26Q (69087.940000 sec): 3 clusters Score: Raw -3241879.740442 + Penalty 4844.820056 = -3237034.920386 nChanged 4 SP:Iteration 27Q (69088.170000 sec): 3 clusters Score: Raw -3241881.506064 + Penalty 4844.820056 = -3237036.686008 nChanged 6 SP:Iteration 28Q (69088.460000 sec): 3 clusters Score: Raw -3241883.115310 + Penalty 4844.820056 = -3237038.295255 nChanged 4 SP:Iteration 29Q (69088.710000 sec): 3 clusters Score: Raw -3241884.678974 + Penalty 4844.820056 = -3237039.858919 nChanged 6 SP:Iteration 30Q (69088.930000 sec): 3 clusters Score: Raw -3241886.035959 + Penalty 4844.820056 = -3237041.215903 nChanged 6 SP:Iteration 31Q (69089.240000 sec): 3 clusters Score: Raw -3241887.745781 + Penalty 4844.820056 = -3237042.925726 nChanged 4 SP:Iteration 32Q (69089.480000 sec): 3 clusters Score: Raw -3241889.651929 + Penalty 4844.820056 = -3237044.831874 nChanged 3 SP:Iteration 33Q (69089.730000 sec): 3 clusters Score: Raw -3241890.825678 + Penalty 4844.820056 = -3237046.005623 nChanged 2 SP:Iteration 34Q (69089.960000 sec): 3 clusters Score: Raw -3241891.765539 + Penalty 4844.820056 = -3237046.945483 nChanged 2 SP:Iteration 35Q (69090.210000 sec): 3 clusters Score: Raw -3241892.250870 + Penalty 4844.820056 = -3237047.430815 nChanged 1 SP:Iteration 36Q (69090.460000 sec): 3 clusters Score: Raw -3241892.330049 + Penalty 4844.820056 = -3237047.509994 nChanged 1 SP:Iteration 37Q (69090.680000 sec): 3 clusters Score: Raw -3241892.650754 + Penalty 4844.820056 = -3237047.830699 nChanged 0 SP:Iteration 38F (69090.970000 sec): 3 clusters Score: Raw -3241892.650754 + Penalty 4844.820056 = -3237047.830699 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69091.040000 sec): 2 clusters Score: Raw -120420.339205 + Penalty 1619.657652 = -118800.681554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69091.270000 sec): 3 clusters Score: Raw -120311.861844 + Penalty 3239.315303 = -117072.546540 nChanged 142 SP:Iteration 1F (69091.450000 sec): 3 clusters Score: Raw -120521.405850 + Penalty 3239.315303 = -117282.090547 nChanged 46 SP:Iteration 2F (69091.620000 sec): 3 clusters Score: Raw -120608.403617 + Penalty 3239.315303 = -117369.088313 nChanged 27 SP:Iteration 3Q (69091.760000 sec): 3 clusters Score: Raw -120661.777577 + Penalty 3239.315303 = -117422.462274 nChanged 11 SP:Iteration 4Q (69091.900000 sec): 3 clusters Score: Raw -120682.667181 + Penalty 3239.315303 = -117443.351878 nChanged 3 SP:Iteration 5Q (69092.080000 sec): 3 clusters Score: Raw -120684.922001 + Penalty 3239.315303 = -117445.606698 nChanged 1 SP:Iteration 6Q (69092.260000 sec): 3 clusters Score: Raw -120686.316029 + Penalty 3239.315303 = -117447.000726 nChanged 3 SP:Iteration 7Q (69092.430000 sec): 3 clusters Score: Raw -120690.359411 + Penalty 3239.315303 = -117451.044107 nChanged 2 SP:Iteration 8Q (69092.600000 sec): 3 clusters Score: Raw -120692.876665 + Penalty 3239.315303 = -117453.561362 nChanged 2 SP:Iteration 9Q (69092.760000 sec): 3 clusters Score: Raw -120697.719999 + Penalty 3239.315303 = -117458.404696 nChanged 1 SP:Iteration 10Q (69092.900000 sec): 3 clusters Score: Raw -120700.675232 + Penalty 3239.315303 = -117461.359929 nChanged 1 SP:Iteration 11Q (69093.080000 sec): 3 clusters Score: Raw -120701.420907 + Penalty 3239.315303 = -117462.105604 nChanged 0 SP:Iteration 12F (69093.250000 sec): 3 clusters Score: Raw -120701.420907 + Penalty 3239.315303 = -117462.105604 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69093.350000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69093.560000 sec): 3 clusters Score: Raw -41263.365917 + Penalty 2769.414169 = -38493.951748 nChanged 42 SP:Iteration 1F (69093.700000 sec): 3 clusters Score: Raw -41522.407778 + Penalty 2769.414169 = -38752.993609 nChanged 21 SP:Iteration 2F (69093.890000 sec): 3 clusters Score: Raw -41708.975552 + Penalty 2769.414169 = -38939.561383 nChanged 17 SP:Iteration 3F (69094.040000 sec): 3 clusters Score: Raw -41836.695639 + Penalty 2769.414169 = -39067.281470 nChanged 5 SP:Iteration 4Q (69094.220000 sec): 3 clusters Score: Raw -41863.907519 + Penalty 2769.414169 = -39094.493349 nChanged 1 SP:Iteration 5Q (69094.380000 sec): 3 clusters Score: Raw -41870.669019 + Penalty 2769.414169 = -39101.254849 nChanged 2 SP:Iteration 6Q (69094.530000 sec): 3 clusters Score: Raw -41885.218106 + Penalty 2769.414169 = -39115.803936 nChanged 0 SP:Iteration 7F (69094.730000 sec): 3 clusters Score: Raw -41885.218106 + Penalty 2769.414169 = -39115.803936 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69094.840000 sec): 2 clusters Score: Raw -110861.454816 + Penalty 1618.207355 = -109243.247461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69095.000000 sec): 3 clusters Score: Raw -110800.206523 + Penalty 3236.414710 = -107563.791812 nChanged 155 SP:Iteration 1F (69095.200000 sec): 3 clusters Score: Raw -111037.671207 + Penalty 3236.414710 = -107801.256496 nChanged 40 SP:Iteration 2F (69095.410000 sec): 3 clusters Score: Raw -111115.069908 + Penalty 3236.414710 = -107878.655198 nChanged 18 SP:Iteration 3Q (69095.610000 sec): 3 clusters Score: Raw -111164.702217 + Penalty 3236.414710 = -107928.287507 nChanged 11 SP:Iteration 4Q (69095.790000 sec): 3 clusters Score: Raw -111212.914138 + Penalty 3236.414710 = -107976.499428 nChanged 17 SP:Iteration 5Q (69095.980000 sec): 3 clusters Score: Raw -111254.556808 + Penalty 3236.414710 = -108018.142098 nChanged 10 SP:Iteration 6Q (69096.170000 sec): 3 clusters Score: Raw -111273.690785 + Penalty 3236.414710 = -108037.276074 nChanged 10 SP:Iteration 7Q (69096.350000 sec): 3 clusters Score: Raw -111307.390422 + Penalty 3236.414710 = -108070.975711 nChanged 12 SP:Iteration 8Q (69096.530000 sec): 3 clusters Score: Raw -111325.407530 + Penalty 3236.414710 = -108088.992820 nChanged 5 SP:Iteration 9Q (69096.710000 sec): 3 clusters Score: Raw -111332.152762 + Penalty 3236.414710 = -108095.738051 nChanged 5 SP:Iteration 10Q (69096.880000 sec): 3 clusters Score: Raw -111341.116516 + Penalty 3236.414710 = -108104.701806 nChanged 6 SP:Iteration 11Q (69097.060000 sec): 3 clusters Score: Raw -111351.670591 + Penalty 3236.414710 = -108115.255881 nChanged 2 SP:Iteration 12Q (69097.240000 sec): 3 clusters Score: Raw -111359.056098 + Penalty 3236.414710 = -108122.641388 nChanged 7 SP:Iteration 13Q (69097.430000 sec): 3 clusters Score: Raw -111386.123393 + Penalty 3236.414710 = -108149.708683 nChanged 6 SP:Iteration 14Q (69097.630000 sec): 3 clusters Score: Raw -111399.151360 + Penalty 3236.414710 = -108162.736650 nChanged 5 SP:Iteration 15Q (69097.760000 sec): 3 clusters Score: Raw -111405.678153 + Penalty 3236.414710 = -108169.263443 nChanged 4 SP:Iteration 16Q (69097.940000 sec): 3 clusters Score: Raw -111419.798626 + Penalty 3236.414710 = -108183.383916 nChanged 4 SP:Iteration 17Q (69098.140000 sec): 3 clusters Score: Raw -111436.078742 + Penalty 3236.414710 = -108199.664031 nChanged 2 SP:Iteration 18Q (69098.280000 sec): 3 clusters Score: Raw -111440.211280 + Penalty 3236.414710 = -108203.796570 nChanged 4 SP:Iteration 19Q (69098.470000 sec): 3 clusters Score: Raw -111450.053826 + Penalty 3236.414710 = -108213.639116 nChanged 3 SP:Iteration 20F (69098.610000 sec): 3 clusters Score: Raw -111457.211772 + Penalty 3236.414710 = -108220.797061 nChanged 4 SP:Iteration 21Q (69098.810000 sec): 3 clusters Score: Raw -111467.906532 + Penalty 3236.414710 = -108231.491822 nChanged 4 SP:Iteration 22Q (69098.970000 sec): 3 clusters Score: Raw -111476.973355 + Penalty 3236.414710 = -108240.558645 nChanged 3 SP:Iteration 23Q (69099.170000 sec): 3 clusters Score: Raw -111483.859281 + Penalty 3236.414710 = -108247.444570 nChanged 2 SP:Iteration 24Q (69099.320000 sec): 3 clusters Score: Raw -111486.724837 + Penalty 3236.414710 = -108250.310127 nChanged 1 SP:Iteration 25Q (69099.510000 sec): 3 clusters Score: Raw -111490.199469 + Penalty 3236.414710 = -108253.784758 nChanged 1 SP:Iteration 26Q (69099.650000 sec): 3 clusters Score: Raw -111492.303867 + Penalty 3236.414710 = -108255.889156 nChanged 1 SP:Iteration 27Q (69099.800000 sec): 3 clusters Score: Raw -111493.008739 + Penalty 3236.414710 = -108256.594029 nChanged 1 SP:Iteration 28Q (69099.980000 sec): 3 clusters Score: Raw -111493.801864 + Penalty 3236.414710 = -108257.387154 nChanged 1 SP:Iteration 29Q (69100.170000 sec): 3 clusters Score: Raw -111495.183715 + Penalty 3236.414710 = -108258.769005 nChanged 0 SP:Iteration 30F (69100.350000 sec): 3 clusters Score: Raw -111495.183715 + Penalty 3236.414710 = -108258.769005 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69100.470000 sec): 2 clusters Score: Raw -25664.860713 + Penalty 1321.313290 = -24343.547423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69100.650000 sec): 3 clusters Score: Raw -26263.112631 + Penalty 2642.626580 = -23620.486051 nChanged 48 SP:Iteration 1F (69100.830000 sec): 3 clusters Score: Raw -26518.737830 + Penalty 2642.626580 = -23876.111250 nChanged 12 SP:Iteration 2F (69101.020000 sec): 3 clusters Score: Raw -26598.692995 + Penalty 2642.626580 = -23956.066416 nChanged 6 SP:Iteration 3Q (69101.250000 sec): 3 clusters Score: Raw -26648.378802 + Penalty 2642.626580 = -24005.752222 nChanged 4 SP:Iteration 4Q (69101.420000 sec): 3 clusters Score: Raw -26667.260753 + Penalty 2642.626580 = -24024.634173 nChanged 0 SP:Iteration 5F (69101.590000 sec): 3 clusters Score: Raw -26667.260753 + Penalty 2642.626580 = -24024.634173 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69101.700000 sec): 2 clusters Score: Raw -147032.663357 + Penalty 1687.269304 = -145345.394053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69101.890000 sec): 3 clusters Score: Raw -146926.278258 + Penalty 3374.538608 = -143551.739650 nChanged 244 SP:Iteration 1F (69102.060000 sec): 3 clusters Score: Raw -147343.816438 + Penalty 3374.538608 = -143969.277830 nChanged 87 SP:Iteration 2F (69102.250000 sec): 3 clusters Score: Raw -147493.079752 + Penalty 3374.538608 = -144118.541144 nChanged 52 SP:Iteration 3F (69102.430000 sec): 3 clusters Score: Raw -147575.401676 + Penalty 3374.538608 = -144200.863068 nChanged 36 SP:Iteration 4Q (69102.610000 sec): 3 clusters Score: Raw -147648.625687 + Penalty 3374.538608 = -144274.087080 nChanged 31 SP:Iteration 5Q (69102.840000 sec): 3 clusters Score: Raw -147703.436382 + Penalty 3374.538608 = -144328.897774 nChanged 28 SP:Iteration 6Q (69103.030000 sec): 3 clusters Score: Raw -147782.565321 + Penalty 3374.538608 = -144408.026713 nChanged 34 SP:Iteration 7Q (69103.230000 sec): 3 clusters Score: Raw -147857.115630 + Penalty 3374.538608 = -144482.577022 nChanged 18 SP:Iteration 8Q (69103.390000 sec): 3 clusters Score: Raw -147894.594950 + Penalty 3374.538608 = -144520.056342 nChanged 10 SP:Iteration 9Q (69103.550000 sec): 3 clusters Score: Raw -147912.724459 + Penalty 3374.538608 = -144538.185851 nChanged 10 SP:Iteration 10Q (69103.730000 sec): 3 clusters Score: Raw -147939.696962 + Penalty 3374.538608 = -144565.158354 nChanged 12 SP:Iteration 11Q (69103.920000 sec): 3 clusters Score: Raw -147962.929744 + Penalty 3374.538608 = -144588.391137 nChanged 3 SP:Iteration 12Q (69104.070000 sec): 3 clusters Score: Raw -147969.643916 + Penalty 3374.538608 = -144595.105308 nChanged 3 SP:Iteration 13Q (69104.270000 sec): 3 clusters Score: Raw -147983.895254 + Penalty 3374.538608 = -144609.356646 nChanged 5 SP:Iteration 14Q (69104.430000 sec): 3 clusters Score: Raw -147990.291683 + Penalty 3374.538608 = -144615.753075 nChanged 5 SP:Iteration 15Q (69104.630000 sec): 3 clusters Score: Raw -147999.207697 + Penalty 3374.538608 = -144624.669089 nChanged 7 SP:Iteration 16Q (69104.830000 sec): 3 clusters Score: Raw -148013.462007 + Penalty 3374.538608 = -144638.923400 nChanged 2 SP:Iteration 17Q (69104.990000 sec): 3 clusters Score: Raw -148015.323623 + Penalty 3374.538608 = -144640.785015 nChanged 1 SP:Iteration 18Q (69105.150000 sec): 3 clusters Score: Raw -148017.515636 + Penalty 3374.538608 = -144642.977028 nChanged 0 SP:Iteration 19F (69105.350000 sec): 3 clusters Score: Raw -148017.515636 + Penalty 3374.538608 = -144642.977028 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69105.490000 sec): 2 clusters Score: Raw -155524.647298 + Penalty 1683.385556 = -153841.261742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69105.640000 sec): 3 clusters Score: Raw -155378.373097 + Penalty 3366.771111 = -152011.601986 nChanged 219 SP:Iteration 1F (69105.830000 sec): 3 clusters Score: Raw -155690.395216 + Penalty 3366.771111 = -152323.624105 nChanged 67 SP:Iteration 2F (69106.010000 sec): 3 clusters Score: Raw -155839.315231 + Penalty 3366.771111 = -152472.544120 nChanged 51 SP:Iteration 3F (69106.230000 sec): 3 clusters Score: Raw -155948.945574 + Penalty 3366.771111 = -152582.174463 nChanged 56 SP:Iteration 4F (69106.420000 sec): 3 clusters Score: Raw -156075.454493 + Penalty 3366.771111 = -152708.683382 nChanged 44 SP:Iteration 5Q (69106.630000 sec): 3 clusters Score: Raw -156202.449339 + Penalty 3366.771111 = -152835.678228 nChanged 43 SP:Iteration 6Q (69106.810000 sec): 3 clusters Score: Raw -156328.634274 + Penalty 3366.771111 = -152961.863163 nChanged 32 SP:Iteration 7Q (69106.990000 sec): 3 clusters Score: Raw -156412.129611 + Penalty 3366.771111 = -153045.358500 nChanged 24 SP:Iteration 8Q (69107.150000 sec): 3 clusters Score: Raw -156483.761527 + Penalty 3366.771111 = -153116.990416 nChanged 22 SP:Iteration 9Q (69107.330000 sec): 3 clusters Score: Raw -156535.794403 + Penalty 3366.771111 = -153169.023291 nChanged 18 SP:Iteration 10Q (69107.480000 sec): 3 clusters Score: Raw -156583.749529 + Penalty 3366.771111 = -153216.978418 nChanged 7 SP:Iteration 11Q (69107.680000 sec): 3 clusters Score: Raw -156607.936078 + Penalty 3366.771111 = -153241.164967 nChanged 3 SP:Iteration 12Q (69107.880000 sec): 3 clusters Score: Raw -156613.554130 + Penalty 3366.771111 = -153246.783018 nChanged 3 SP:Iteration 13Q (69108.000000 sec): 3 clusters Score: Raw -156619.188897 + Penalty 3366.771111 = -153252.417786 nChanged 0 SP:Iteration 14F (69108.180000 sec): 3 clusters Score: Raw -156619.188897 + Penalty 3366.771111 = -153252.417786 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69108.290000 sec): 2 clusters Score: Raw -61457.968107 + Penalty 1453.474983 = -60004.493124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69108.520000 sec): 3 clusters Score: Raw -61545.509660 + Penalty 2906.949967 = -58638.559693 nChanged 38 SP:Iteration 1F (69108.810000 sec): 3 clusters Score: Raw -61643.830643 + Penalty 2906.949967 = -58736.880676 nChanged 18 SP:Iteration 2F (69108.960000 sec): 3 clusters Score: Raw -61706.447974 + Penalty 2906.949967 = -58799.498007 nChanged 13 SP:Iteration 3Q (69109.130000 sec): 3 clusters Score: Raw -61741.111194 + Penalty 2906.949967 = -58834.161227 nChanged 4 SP:Iteration 4Q (69109.280000 sec): 3 clusters Score: Raw -61757.525997 + Penalty 2906.949967 = -58850.576030 nChanged 3 SP:Iteration 5Q (69109.440000 sec): 3 clusters Score: Raw -61766.633279 + Penalty 2906.949967 = -58859.683312 nChanged 4 SP:Iteration 6Q (69109.600000 sec): 3 clusters Score: Raw -61778.701138 + Penalty 2906.949967 = -58871.751171 nChanged 2 SP:Iteration 7Q (69109.760000 sec): 3 clusters Score: Raw -61784.147978 + Penalty 2906.949967 = -58877.198011 nChanged 1 SP:Iteration 8Q (69109.920000 sec): 3 clusters Score: Raw -61786.248087 + Penalty 2906.949967 = -58879.298120 nChanged 1 SP:Iteration 9Q (69110.070000 sec): 3 clusters Score: Raw -61788.577183 + Penalty 2906.949967 = -58881.627217 nChanged 0 SP:Iteration 10F (69110.220000 sec): 3 clusters Score: Raw -61788.577183 + Penalty 2906.949967 = -58881.627217 nChanged 0 Deleting Class 66 (193 points): Lose 2823.052047 but Gain 3578.798581 Iteration 179Q (69263.560000 sec): 67 clusters Score: Raw -340477660.519291 + Penalty 236200.706332 = -340241459.812958 nChanged 575 Deleting Class 9 (237 points): Lose 3151.027777 but Gain 3578.798581 Iteration 180F (69508.000000 sec): 66 clusters Score: Raw -340476391.793978 + Penalty 232621.907752 = -340243769.886227 nChanged 602 Iteration 181Q (69656.060000 sec): 66 clusters Score: Raw -340477923.557747 + Penalty 232621.907752 = -340245301.649995 nChanged 467 Iteration 182Q (69805.700000 sec): 66 clusters Score: Raw -340478248.462277 + Penalty 232621.907752 = -340245626.554525 nChanged 378 Iteration 183Q (69929.020000 sec): 66 clusters Score: Raw -340478394.832932 + Penalty 232621.907752 = -340245772.925180 nChanged 364 Iteration 184Q (70047.570000 sec): 66 clusters Score: Raw -340478466.562290 + Penalty 232621.907752 = -340245844.654539 nChanged 314 Iteration 185Q (70169.420000 sec): 66 clusters Score: Raw -340478521.964633 + Penalty 232621.907752 = -340245900.056881 nChanged 281 Iteration 186Q (70287.850000 sec): 66 clusters Score: Raw -340478559.150648 + Penalty 232621.907752 = -340245937.242897 nChanged 232 Iteration 187Q (70400.400000 sec): 66 clusters Score: Raw -340478592.968891 + Penalty 232621.907752 = -340245971.061140 nChanged 212 Iteration 188Q (70521.740000 sec): 66 clusters Score: Raw -340478623.459445 + Penalty 232621.907752 = -340246001.551694 nChanged 230 Iteration 189Q (70635.800000 sec): 66 clusters Score: Raw -340478647.741602 + Penalty 232621.907752 = -340246025.833850 nChanged 193 Iteration 190Q (70752.420000 sec): 66 clusters Score: Raw -340478664.217699 + Penalty 232621.907752 = -340246042.309948 nChanged 170 Iteration 191Q (70872.050000 sec): 66 clusters Score: Raw -340478676.697018 + Penalty 232621.907752 = -340246054.789267 nChanged 147 Iteration 192Q (70994.790000 sec): 66 clusters Score: Raw -340478689.480238 + Penalty 232621.907752 = -340246067.572487 nChanged 145 Iteration 193Q (71112.390000 sec): 66 clusters Score: Raw -340478699.073007 + Penalty 232621.907752 = -340246077.165255 nChanged 111 Iteration 194Q (71228.150000 sec): 66 clusters Score: Raw -340478706.895924 + Penalty 232621.907752 = -340246084.988172 nChanged 106 Iteration 195Q (71352.600000 sec): 66 clusters Score: Raw -340478716.369154 + Penalty 232621.907752 = -340246094.461402 nChanged 113 Iteration 196Q (71469.400000 sec): 66 clusters Score: Raw -340478722.771421 + Penalty 232621.907752 = -340246100.863669 nChanged 99 Iteration 197Q (71592.880000 sec): 66 clusters Score: Raw -340478727.433411 + Penalty 232621.907752 = -340246105.525660 nChanged 114 Iteration 198Q (71724.080000 sec): 66 clusters Score: Raw -340478729.679942 + Penalty 232621.907752 = -340246107.772190 nChanged 115 Iteration 199Q (71850.670000 sec): 66 clusters Score: Raw -340478731.570170 + Penalty 232621.907752 = -340246109.662419 nChanged 108 Iteration 200F (72081.930000 sec): 66 clusters Score: Raw -340478792.729307 + Penalty 232621.907752 = -340246170.821555 nChanged 93 Iteration 201Q (72201.690000 sec): 66 clusters Score: Raw -340478846.098792 + Penalty 232621.907752 = -340246224.191040 nChanged 86 Iteration 202Q (72322.100000 sec): 66 clusters Score: Raw -340478852.932432 + Penalty 232621.907752 = -340246231.024680 nChanged 78 Iteration 203Q (72452.720000 sec): 66 clusters Score: Raw -340478855.183007 + Penalty 232621.907752 = -340246233.275256 nChanged 83 Iteration 204Q (72580.120000 sec): 66 clusters Score: Raw -340478857.869910 + Penalty 232621.907752 = -340246235.962159 nChanged 72 Iteration 205Q (72708.370000 sec): 66 clusters Score: Raw -340478859.671071 + Penalty 232621.907752 = -340246237.763320 nChanged 64 Iteration 206Q (72831.890000 sec): 66 clusters Score: Raw -340478861.416387 + Penalty 232621.907752 = -340246239.508636 nChanged 66 Iteration 207Q (72954.730000 sec): 66 clusters Score: Raw -340478863.234028 + Penalty 232621.907752 = -340246241.326276 nChanged 72 Iteration 208Q (73072.920000 sec): 66 clusters Score: Raw -340478865.059712 + Penalty 232621.907752 = -340246243.151961 nChanged 66 Iteration 209Q (73188.650000 sec): 66 clusters Score: Raw -340478868.063631 + Penalty 232621.907752 = -340246246.155880 nChanged 67 Iteration 210Q (73298.470000 sec): 66 clusters Score: Raw -340478870.422097 + Penalty 232621.907752 = -340246248.514345 nChanged 60 Iteration 211Q (73413.320000 sec): 66 clusters Score: Raw -340478873.681264 + Penalty 232621.907752 = -340246251.773512 nChanged 64 Iteration 212Q (73524.700000 sec): 66 clusters Score: Raw -340478875.605045 + Penalty 232621.907752 = -340246253.697293 nChanged 61 Iteration 213Q (73636.560000 sec): 66 clusters Score: Raw -340478877.108274 + Penalty 232621.907752 = -340246255.200523 nChanged 56 Iteration 214Q (73754.100000 sec): 66 clusters Score: Raw -340478879.082513 + Penalty 232621.907752 = -340246257.174762 nChanged 59 Iteration 215Q (73866.680000 sec): 66 clusters Score: Raw -340478881.356492 + Penalty 232621.907752 = -340246259.448740 nChanged 55 Iteration 216Q (73990.090000 sec): 66 clusters Score: Raw -340478883.367590 + Penalty 232621.907752 = -340246261.459838 nChanged 54 Iteration 217Q (74115.240000 sec): 66 clusters Score: Raw -340478884.707438 + Penalty 232621.907752 = -340246262.799686 nChanged 55 Iteration 218Q (74233.670000 sec): 66 clusters Score: Raw -340478885.990331 + Penalty 232621.907752 = -340246264.082579 nChanged 52 Writing temp clu file Because OldScore, -340246262.799686, is greater than current (better) Score,-340246264.082579 Compute initial score before splitting: Score: Raw -340478885.990331 + Penalty 232621.907752 = -340246264.082579 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (465010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74237.730000 sec): 2 clusters Score: Raw -90262634.535114 + Penalty 3236.353919 = -90259398.181195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74240.300000 sec): 3 clusters Score: Raw -89951494.130838 + Penalty 6472.707838 = -89945021.423000 nChanged 226817 SP:Iteration 1F (74242.910000 sec): 3 clusters Score: Raw -90087413.798385 + Penalty 6472.707838 = -90080941.090547 nChanged 9486 SP:Iteration 2Q (74245.590000 sec): 3 clusters Score: Raw -90088861.991267 + Penalty 6472.707838 = -90082389.283429 nChanged 9969 SP:Iteration 3Q (74248.200000 sec): 3 clusters Score: Raw -90090592.453770 + Penalty 6472.707838 = -90084119.745932 nChanged 11254 SP:Iteration 4Q (74250.970000 sec): 3 clusters Score: Raw -90092939.415265 + Penalty 6472.707838 = -90086466.707427 nChanged 13274 SP:Iteration 5Q (74253.660000 sec): 3 clusters Score: Raw -90096383.944391 + Penalty 6472.707838 = -90089911.236553 nChanged 16509 SP:Iteration 6Q (74256.410000 sec): 3 clusters Score: Raw -90102131.772016 + Penalty 6472.707838 = -90095659.064178 nChanged 21455 SP:Iteration 7Q (74259.330000 sec): 3 clusters Score: Raw -90112137.035598 + Penalty 6472.707838 = -90105664.327760 nChanged 27951 SP:Iteration 8F (74262.170000 sec): 3 clusters Score: Raw -90129442.787076 + Penalty 6472.707838 = -90122970.079237 nChanged 34150 SP:Iteration 9F (74265.140000 sec): 3 clusters Score: Raw -90155561.459577 + Penalty 6472.707838 = -90149088.751739 nChanged 35807 SP:Iteration 10F (74267.710000 sec): 3 clusters Score: Raw -90186623.721398 + Penalty 6472.707838 = -90180151.013560 nChanged 30796 SP:Iteration 11F (74270.320000 sec): 3 clusters Score: Raw -90214841.376141 + Penalty 6472.707838 = -90208368.668303 nChanged 21978 SP:Iteration 12Q (74272.760000 sec): 3 clusters Score: Raw -90235062.229329 + Penalty 6472.707838 = -90228589.521491 nChanged 13787 SP:Iteration 13Q (74275.100000 sec): 3 clusters Score: Raw -90247377.686530 + Penalty 6472.707838 = -90240904.978692 nChanged 8304 SP:Iteration 14Q (74277.420000 sec): 3 clusters Score: Raw -90254537.402490 + Penalty 6472.707838 = -90248064.694652 nChanged 4746 SP:Iteration 15Q (74279.580000 sec): 3 clusters Score: Raw -90258326.254869 + Penalty 6472.707838 = -90251853.547030 nChanged 2782 SP:Iteration 16Q (74281.640000 sec): 3 clusters Score: Raw -90260420.377496 + Penalty 6472.707838 = -90253947.669657 nChanged 1678 SP:Iteration 17Q (74283.750000 sec): 3 clusters Score: Raw -90261601.999051 + Penalty 6472.707838 = -90255129.291213 nChanged 1002 SP:Iteration 18Q (74285.800000 sec): 3 clusters Score: Raw -90262274.377847 + Penalty 6472.707838 = -90255801.670009 nChanged 650 SP:Iteration 19Q (74288.190000 sec): 3 clusters Score: Raw -90262652.775120 + Penalty 6472.707838 = -90256180.067282 nChanged 449 SP:Iteration 20F (74290.820000 sec): 3 clusters Score: Raw -90262882.618275 + Penalty 6472.707838 = -90256409.910437 nChanged 305 SP:Iteration 21Q (74293.250000 sec): 3 clusters Score: Raw -90263027.913463 + Penalty 6472.707838 = -90256555.205625 nChanged 213 SP:Iteration 22Q (74295.410000 sec): 3 clusters Score: Raw -90263109.360912 + Penalty 6472.707838 = -90256636.653073 nChanged 150 SP:Iteration 23Q (74297.460000 sec): 3 clusters Score: Raw -90263163.038154 + Penalty 6472.707838 = -90256690.330316 nChanged 128 SP:Iteration 24Q (74299.500000 sec): 3 clusters Score: Raw -90263208.539495 + Penalty 6472.707838 = -90256735.831657 nChanged 88 SP:Iteration 25Q (74301.640000 sec): 3 clusters Score: Raw -90263234.916287 + Penalty 6472.707838 = -90256762.208449 nChanged 64 SP:Iteration 26Q (74303.720000 sec): 3 clusters Score: Raw -90263258.552924 + Penalty 6472.707838 = -90256785.845086 nChanged 64 SP:Iteration 27Q (74305.790000 sec): 3 clusters Score: Raw -90263278.592073 + Penalty 6472.707838 = -90256805.884235 nChanged 48 SP:Iteration 28Q (74307.800000 sec): 3 clusters Score: Raw -90263295.065602 + Penalty 6472.707838 = -90256822.357764 nChanged 53 SP:Iteration 29Q (74309.720000 sec): 3 clusters Score: Raw -90263314.978280 + Penalty 6472.707838 = -90256842.270442 nChanged 62 SP:Iteration 30Q (74311.680000 sec): 3 clusters Score: Raw -90263334.881132 + Penalty 6472.707838 = -90256862.173294 nChanged 43 SP:Iteration 31Q (74314.030000 sec): 3 clusters Score: Raw -90263347.082548 + Penalty 6472.707838 = -90256874.374710 nChanged 29 SP:Iteration 32Q (74316.390000 sec): 3 clusters Score: Raw -90263355.230773 + Penalty 6472.707838 = -90256882.522935 nChanged 30 SP:Iteration 33Q (74318.660000 sec): 3 clusters Score: Raw -90263364.751623 + Penalty 6472.707838 = -90256892.043785 nChanged 27 SP:Iteration 34Q (74320.910000 sec): 3 clusters Score: Raw -90263374.264649 + Penalty 6472.707838 = -90256901.556811 nChanged 26 SP:Iteration 35Q (74322.950000 sec): 3 clusters Score: Raw -90263381.416114 + Penalty 6472.707838 = -90256908.708275 nChanged 15 SP:Iteration 36Q (74325.000000 sec): 3 clusters Score: Raw -90263385.609428 + Penalty 6472.707838 = -90256912.901589 nChanged 12 SP:Iteration 37Q (74326.890000 sec): 3 clusters Score: Raw -90263389.155128 + Penalty 6472.707838 = -90256916.447290 nChanged 12 SP:Iteration 38Q (74328.950000 sec): 3 clusters Score: Raw -90263393.605535 + Penalty 6472.707838 = -90256920.897697 nChanged 18 SP:Iteration 39Q (74331.030000 sec): 3 clusters Score: Raw -90263398.334994 + Penalty 6472.707838 = -90256925.627156 nChanged 17 SP:Iteration 40F (74333.470000 sec): 3 clusters Score: Raw -90263403.079428 + Penalty 6472.707838 = -90256930.371590 nChanged 18 SP:Iteration 41Q (74335.570000 sec): 3 clusters Score: Raw -90263408.049660 + Penalty 6472.707838 = -90256935.341821 nChanged 13 SP:Iteration 42Q (74337.670000 sec): 3 clusters Score: Raw -90263411.596382 + Penalty 6472.707838 = -90256938.888544 nChanged 11 SP:Iteration 43Q (74339.890000 sec): 3 clusters Score: Raw -90263414.183715 + Penalty 6472.707838 = -90256941.475877 nChanged 6 SP:Iteration 44Q (74342.300000 sec): 3 clusters Score: Raw -90263416.355719 + Penalty 6472.707838 = -90256943.647881 nChanged 8 SP:Iteration 45Q (74345.140000 sec): 3 clusters Score: Raw -90263418.109232 + Penalty 6472.707838 = -90256945.401394 nChanged 6 SP:Iteration 46Q (74347.200000 sec): 3 clusters Score: Raw -90263419.890326 + Penalty 6472.707838 = -90256947.182488 nChanged 5 SP:Iteration 47Q (74349.280000 sec): 3 clusters Score: Raw -90263421.254208 + Penalty 6472.707838 = -90256948.546370 nChanged 6 SP:Iteration 48Q (74351.510000 sec): 3 clusters Score: Raw -90263422.800694 + Penalty 6472.707838 = -90256950.092856 nChanged 7 SP:Iteration 49Q (74353.470000 sec): 3 clusters Score: Raw -90263424.784191 + Penalty 6472.707838 = -90256952.076352 nChanged 11 SP:Iteration 50Q (74355.690000 sec): 3 clusters Score: Raw -90263427.969913 + Penalty 6472.707838 = -90256955.262075 nChanged 9 SP:Iteration 51Q (74357.780000 sec): 3 clusters Score: Raw -90263430.656242 + Penalty 6472.707838 = -90256957.948404 nChanged 8 SP:Iteration 52Q (74360.000000 sec): 3 clusters Score: Raw -90263432.551287 + Penalty 6472.707838 = -90256959.843448 nChanged 4 SP:Iteration 53Q (74362.200000 sec): 3 clusters Score: Raw -90263433.314672 + Penalty 6472.707838 = -90256960.606834 nChanged 3 SP:Iteration 54Q (74364.380000 sec): 3 clusters Score: Raw -90263433.979895 + Penalty 6472.707838 = -90256961.272057 nChanged 3 SP:Iteration 55Q (74366.620000 sec): 3 clusters Score: Raw -90263434.730489 + Penalty 6472.707838 = -90256962.022651 nChanged 4 SP:Iteration 56Q (74369.120000 sec): 3 clusters Score: Raw -90263435.523985 + Penalty 6472.707838 = -90256962.816147 nChanged 3 SP:Iteration 57Q (74371.240000 sec): 3 clusters Score: Raw -90263436.309257 + Penalty 6472.707838 = -90256963.601418 nChanged 3 SP:Iteration 58Q (74373.400000 sec): 3 clusters Score: Raw -90263436.940626 + Penalty 6472.707838 = -90256964.232788 nChanged 1 SP:Iteration 59Q (74375.430000 sec): 3 clusters Score: Raw -90263437.253650 + Penalty 6472.707838 = -90256964.545812 nChanged 2 SP:Iteration 60F (74377.830000 sec): 3 clusters Score: Raw -90263437.663797 + Penalty 6472.707838 = -90256964.955959 nChanged 3 SP:Iteration 61Q (74379.830000 sec): 3 clusters Score: Raw -90263438.492101 + Penalty 6472.707838 = -90256965.784263 nChanged 3 SP:Iteration 62Q (74381.920000 sec): 3 clusters Score: Raw -90263439.334338 + Penalty 6472.707838 = -90256966.626500 nChanged 4 SP:Iteration 63Q (74383.990000 sec): 3 clusters Score: Raw -90263440.024546 + Penalty 6472.707838 = -90256967.316708 nChanged 1 SP:Iteration 64Q (74386.120000 sec): 3 clusters Score: Raw -90263440.226311 + Penalty 6472.707838 = -90256967.518473 nChanged 0 SP:Iteration 65F (74388.650000 sec): 3 clusters Score: Raw -90263440.226311 + Penalty 6472.707838 = -90256967.518473 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74389.010000 sec): 2 clusters Score: Raw -81456.356234 + Penalty 1523.225277 = -79933.130957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74389.260000 sec): 3 clusters Score: Raw -81564.375816 + Penalty 3046.450553 = -78517.925263 nChanged 101 SP:Iteration 1F (74389.440000 sec): 3 clusters Score: Raw -81790.209638 + Penalty 3046.450553 = -78743.759085 nChanged 41 SP:Iteration 2F (74389.620000 sec): 3 clusters Score: Raw -81897.954843 + Penalty 3046.450553 = -78851.504290 nChanged 18 SP:Iteration 3Q (74389.780000 sec): 3 clusters Score: Raw -81992.889016 + Penalty 3046.450553 = -78946.438463 nChanged 24 SP:Iteration 4F (74389.980000 sec): 3 clusters Score: Raw -82101.095736 + Penalty 3046.450553 = -79054.645183 nChanged 12 SP:Iteration 5Q (74390.180000 sec): 3 clusters Score: Raw -82143.567374 + Penalty 3046.450553 = -79097.116821 nChanged 3 SP:Iteration 6Q (74390.350000 sec): 3 clusters Score: Raw -82149.637416 + Penalty 3046.450553 = -79103.186862 nChanged 1 SP:Iteration 7Q (74390.550000 sec): 3 clusters Score: Raw -82151.136099 + Penalty 3046.450553 = -79104.685546 nChanged 0 SP:Iteration 8F (74390.760000 sec): 3 clusters Score: Raw -82151.136099 + Penalty 3046.450553 = -79104.685546 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74390.870000 sec): 2 clusters Score: Raw -45293.271541 + Penalty 1493.213791 = -43800.057750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74391.080000 sec): 3 clusters Score: Raw -45467.546014 + Penalty 2986.427581 = -42481.118433 nChanged 89 SP:Iteration 1F (74391.200000 sec): 3 clusters Score: Raw -45808.227055 + Penalty 2986.427581 = -42821.799474 nChanged 39 SP:Iteration 2F (74391.330000 sec): 3 clusters Score: Raw -46027.091491 + Penalty 2986.427581 = -43040.663910 nChanged 22 SP:Iteration 3F (74391.490000 sec): 3 clusters Score: Raw -46200.720298 + Penalty 2986.427581 = -43214.292717 nChanged 20 SP:Iteration 4Q (74391.690000 sec): 3 clusters Score: Raw -46267.253517 + Penalty 2986.427581 = -43280.825936 nChanged 7 SP:Iteration 5Q (74391.920000 sec): 3 clusters Score: Raw -46324.822571 + Penalty 2986.427581 = -43338.394990 nChanged 9 SP:Iteration 6Q (74392.080000 sec): 3 clusters Score: Raw -46344.667130 + Penalty 2986.427581 = -43358.239549 nChanged 6 SP:Iteration 7Q (74392.270000 sec): 3 clusters Score: Raw -46402.715849 + Penalty 2986.427581 = -43416.288268 nChanged 10 SP:Iteration 8Q (74392.440000 sec): 3 clusters Score: Raw -46439.938677 + Penalty 2986.427581 = -43453.511095 nChanged 4 SP:Iteration 9Q (74392.660000 sec): 3 clusters Score: Raw -46453.744175 + Penalty 2986.427581 = -43467.316593 nChanged 3 SP:Iteration 10Q (74392.840000 sec): 3 clusters Score: Raw -46482.812411 + Penalty 2986.427581 = -43496.384829 nChanged 4 SP:Iteration 11Q (74393.020000 sec): 3 clusters Score: Raw -46504.460274 + Penalty 2986.427581 = -43518.032693 nChanged 1 SP:Iteration 12Q (74393.140000 sec): 3 clusters Score: Raw -46506.696150 + Penalty 2986.427581 = -43520.268569 nChanged 0 SP:Iteration 13F (74393.310000 sec): 3 clusters Score: Raw -46506.696150 + Penalty 2986.427581 = -43520.268569 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (708867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74397.300000 sec): 2 clusters Score: Raw -131691302.906447 + Penalty 3340.912954 = -131687961.993494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74401.130000 sec): 3 clusters Score: Raw -131214016.654610 + Penalty 6681.825907 = -131207334.828703 nChanged 346778 SP:Iteration 1F (74404.870000 sec): 3 clusters Score: Raw -131427165.942594 + Penalty 6681.825907 = -131420484.116687 nChanged 28809 SP:Iteration 2Q (74408.900000 sec): 3 clusters Score: Raw -131438016.672148 + Penalty 6681.825907 = -131431334.846241 nChanged 43394 SP:Iteration 3F (74412.620000 sec): 3 clusters Score: Raw -131462017.799107 + Penalty 6681.825907 = -131455335.973200 nChanged 60721 SP:Iteration 4F (74416.640000 sec): 3 clusters Score: Raw -131508635.064989 + Penalty 6681.825907 = -131501953.239082 nChanged 71728 SP:Iteration 5F (74420.490000 sec): 3 clusters Score: Raw -131577536.146681 + Penalty 6681.825907 = -131570854.320774 nChanged 62267 SP:Iteration 6F (74424.230000 sec): 3 clusters Score: Raw -131643178.225654 + Penalty 6681.825907 = -131636496.399747 nChanged 33959 SP:Iteration 7Q (74427.900000 sec): 3 clusters Score: Raw -131678101.761467 + Penalty 6681.825907 = -131671419.935560 nChanged 11105 SP:Iteration 8Q (74431.330000 sec): 3 clusters Score: Raw -131688647.029223 + Penalty 6681.825907 = -131681965.203316 nChanged 2449 SP:Iteration 9Q (74434.530000 sec): 3 clusters Score: Raw -131690922.093844 + Penalty 6681.825907 = -131684240.267936 nChanged 399 SP:Iteration 10Q (74437.530000 sec): 3 clusters Score: Raw -131691361.042071 + Penalty 6681.825907 = -131684679.216164 nChanged 82 SP:Iteration 11Q (74440.660000 sec): 3 clusters Score: Raw -131691473.007588 + Penalty 6681.825907 = -131684791.181681 nChanged 21 SP:Iteration 12Q (74443.500000 sec): 3 clusters Score: Raw -131691514.518585 + Penalty 6681.825907 = -131684832.692678 nChanged 11 SP:Iteration 13Q (74446.460000 sec): 3 clusters Score: Raw -131691539.206734 + Penalty 6681.825907 = -131684857.380827 nChanged 12 SP:Iteration 14Q (74449.340000 sec): 3 clusters Score: Raw -131691563.500969 + Penalty 6681.825907 = -131684881.675062 nChanged 9 SP:Iteration 15Q (74452.360000 sec): 3 clusters Score: Raw -131691580.767055 + Penalty 6681.825907 = -131684898.941148 nChanged 1 SP:Iteration 16Q (74455.350000 sec): 3 clusters Score: Raw -131691581.265338 + Penalty 6681.825907 = -131684899.439431 nChanged 0 SP:Iteration 17F (74458.900000 sec): 3 clusters Score: Raw -131691581.265338 + Penalty 6681.825907 = -131684899.439431 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74459.320000 sec): 2 clusters Score: Raw -740188.968771 + Penalty 2061.713764 = -738127.255007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74459.560000 sec): 3 clusters Score: Raw -738301.734801 + Penalty 4123.427528 = -734178.307273 nChanged 1526 SP:Iteration 1F (74459.760000 sec): 3 clusters Score: Raw -739308.246892 + Penalty 4123.427528 = -735184.819364 nChanged 359 SP:Iteration 2F (74459.940000 sec): 3 clusters Score: Raw -739623.633954 + Penalty 4123.427528 = -735500.206426 nChanged 266 SP:Iteration 3F (74460.180000 sec): 3 clusters Score: Raw -739883.630049 + Penalty 4123.427528 = -735760.202521 nChanged 261 SP:Iteration 4F (74460.340000 sec): 3 clusters Score: Raw -740143.684775 + Penalty 4123.427528 = -736020.257248 nChanged 242 SP:Iteration 5F (74460.560000 sec): 3 clusters Score: Raw -740401.429660 + Penalty 4123.427528 = -736278.002132 nChanged 224 SP:Iteration 6F (74460.730000 sec): 3 clusters Score: Raw -740637.294906 + Penalty 4123.427528 = -736513.867379 nChanged 183 SP:Iteration 7Q (74460.940000 sec): 3 clusters Score: Raw -740804.625869 + Penalty 4123.427528 = -736681.198342 nChanged 146 SP:Iteration 8Q (74461.120000 sec): 3 clusters Score: Raw -740922.280813 + Penalty 4123.427528 = -736798.853286 nChanged 77 SP:Iteration 9Q (74461.280000 sec): 3 clusters Score: Raw -740967.340054 + Penalty 4123.427528 = -736843.912526 nChanged 43 SP:Iteration 10Q (74461.470000 sec): 3 clusters Score: Raw -740987.055722 + Penalty 4123.427528 = -736863.628195 nChanged 27 SP:Iteration 11Q (74461.690000 sec): 3 clusters Score: Raw -740998.252193 + Penalty 4123.427528 = -736874.824665 nChanged 19 SP:Iteration 12Q (74461.870000 sec): 3 clusters Score: Raw -741006.262953 + Penalty 4123.427528 = -736882.835425 nChanged 18 SP:Iteration 13Q (74462.050000 sec): 3 clusters Score: Raw -741014.170512 + Penalty 4123.427528 = -736890.742984 nChanged 11 SP:Iteration 14Q (74462.230000 sec): 3 clusters Score: Raw -741019.553657 + Penalty 4123.427528 = -736896.126129 nChanged 5 SP:Iteration 15Q (74462.410000 sec): 3 clusters Score: Raw -741021.273915 + Penalty 4123.427528 = -736897.846387 nChanged 1 SP:Iteration 16Q (74462.590000 sec): 3 clusters Score: Raw -741021.576446 + Penalty 4123.427528 = -736898.148919 nChanged 2 SP:Iteration 17Q (74462.830000 sec): 3 clusters Score: Raw -741022.349600 + Penalty 4123.427528 = -736898.922072 nChanged 3 SP:Iteration 18Q (74462.990000 sec): 3 clusters Score: Raw -741024.485420 + Penalty 4123.427528 = -736901.057892 nChanged 6 SP:Iteration 19Q (74463.220000 sec): 3 clusters Score: Raw -741027.109567 + Penalty 4123.427528 = -736903.682040 nChanged 6 SP:Iteration 20F (74463.390000 sec): 3 clusters Score: Raw -741029.448716 + Penalty 4123.427528 = -736906.021189 nChanged 2 SP:Iteration 21Q (74463.600000 sec): 3 clusters Score: Raw -741029.945093 + Penalty 4123.427528 = -736906.517565 nChanged 3 SP:Iteration 22Q (74463.800000 sec): 3 clusters Score: Raw -741030.953703 + Penalty 4123.427528 = -736907.526176 nChanged 0 SP:Iteration 23F (74463.950000 sec): 3 clusters Score: Raw -741030.953703 + Penalty 4123.427528 = -736907.526176 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74464.070000 sec): 2 clusters Score: Raw -228812.323531 + Penalty 1781.411702 = -227030.911829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74464.230000 sec): 3 clusters Score: Raw -228392.302740 + Penalty 3562.823404 = -224829.479336 nChanged 386 SP:Iteration 1F (74464.330000 sec): 3 clusters Score: Raw -228733.120205 + Penalty 3562.823404 = -225170.296801 nChanged 90 SP:Iteration 2F (74464.490000 sec): 3 clusters Score: Raw -228849.313044 + Penalty 3562.823404 = -225286.489640 nChanged 57 SP:Iteration 3Q (74464.620000 sec): 3 clusters Score: Raw -228908.592497 + Penalty 3562.823404 = -225345.769093 nChanged 35 SP:Iteration 4Q (74464.790000 sec): 3 clusters Score: Raw -228951.833836 + Penalty 3562.823404 = -225389.010432 nChanged 27 SP:Iteration 5Q (74464.960000 sec): 3 clusters Score: Raw -228984.972569 + Penalty 3562.823404 = -225422.149165 nChanged 24 SP:Iteration 6Q (74465.140000 sec): 3 clusters Score: Raw -229006.701844 + Penalty 3562.823404 = -225443.878440 nChanged 17 SP:Iteration 7Q (74465.330000 sec): 3 clusters Score: Raw -229023.613365 + Penalty 3562.823404 = -225460.789961 nChanged 11 SP:Iteration 8Q (74465.510000 sec): 3 clusters Score: Raw -229038.431649 + Penalty 3562.823404 = -225475.608245 nChanged 16 SP:Iteration 9Q (74465.720000 sec): 3 clusters Score: Raw -229054.167459 + Penalty 3562.823404 = -225491.344055 nChanged 11 SP:Iteration 10Q (74465.860000 sec): 3 clusters Score: Raw -229071.317753 + Penalty 3562.823404 = -225508.494349 nChanged 15 SP:Iteration 11Q (74466.000000 sec): 3 clusters Score: Raw -229086.618415 + Penalty 3562.823404 = -225523.795011 nChanged 13 SP:Iteration 12Q (74466.220000 sec): 3 clusters Score: Raw -229094.895025 + Penalty 3562.823404 = -225532.071621 nChanged 10 SP:Iteration 13Q (74466.370000 sec): 3 clusters Score: Raw -229103.787545 + Penalty 3562.823404 = -225540.964141 nChanged 7 SP:Iteration 14Q (74466.550000 sec): 3 clusters Score: Raw -229111.239704 + Penalty 3562.823404 = -225548.416300 nChanged 12 SP:Iteration 15Q (74466.720000 sec): 3 clusters Score: Raw -229125.584813 + Penalty 3562.823404 = -225562.761409 nChanged 13 SP:Iteration 16Q (74466.930000 sec): 3 clusters Score: Raw -229142.861063 + Penalty 3562.823404 = -225580.037659 nChanged 18 SP:Iteration 17Q (74467.100000 sec): 3 clusters Score: Raw -229164.699478 + Penalty 3562.823404 = -225601.876074 nChanged 16 SP:Iteration 18Q (74467.260000 sec): 3 clusters Score: Raw -229185.247947 + Penalty 3562.823404 = -225622.424543 nChanged 11 SP:Iteration 19Q (74467.430000 sec): 3 clusters Score: Raw -229193.363965 + Penalty 3562.823404 = -225630.540561 nChanged 9 SP:Iteration 20F (74467.640000 sec): 3 clusters Score: Raw -229203.679779 + Penalty 3562.823404 = -225640.856375 nChanged 9 SP:Iteration 21Q (74467.820000 sec): 3 clusters Score: Raw -229211.078500 + Penalty 3562.823404 = -225648.255096 nChanged 11 SP:Iteration 22Q (74467.950000 sec): 3 clusters Score: Raw -229220.288543 + Penalty 3562.823404 = -225657.465139 nChanged 10 SP:Iteration 23Q (74468.160000 sec): 3 clusters Score: Raw -229233.263638 + Penalty 3562.823404 = -225670.440234 nChanged 6 SP:Iteration 24Q (74468.320000 sec): 3 clusters Score: Raw -229243.773778 + Penalty 3562.823404 = -225680.950374 nChanged 7 SP:Iteration 25Q (74468.480000 sec): 3 clusters Score: Raw -229250.224188 + Penalty 3562.823404 = -225687.400784 nChanged 8 SP:Iteration 26Q (74468.680000 sec): 3 clusters Score: Raw -229254.131784 + Penalty 3562.823404 = -225691.308380 nChanged 2 SP:Iteration 27Q (74468.880000 sec): 3 clusters Score: Raw -229255.802294 + Penalty 3562.823404 = -225692.978890 nChanged 4 SP:Iteration 28Q (74469.010000 sec): 3 clusters Score: Raw -229258.498259 + Penalty 3562.823404 = -225695.674855 nChanged 5 SP:Iteration 29Q (74469.200000 sec): 3 clusters Score: Raw -229262.476547 + Penalty 3562.823404 = -225699.653143 nChanged 5 SP:Iteration 30Q (74469.350000 sec): 3 clusters Score: Raw -229266.697262 + Penalty 3562.823404 = -225703.873858 nChanged 4 SP:Iteration 31Q (74469.490000 sec): 3 clusters Score: Raw -229268.943702 + Penalty 3562.823404 = -225706.120298 nChanged 2 SP:Iteration 32Q (74469.680000 sec): 3 clusters Score: Raw -229271.262230 + Penalty 3562.823404 = -225708.438826 nChanged 2 SP:Iteration 33Q (74469.820000 sec): 3 clusters Score: Raw -229272.323964 + Penalty 3562.823404 = -225709.500560 nChanged 1 SP:Iteration 34Q (74470.010000 sec): 3 clusters Score: Raw -229272.783611 + Penalty 3562.823404 = -225709.960207 nChanged 1 SP:Iteration 35Q (74470.140000 sec): 3 clusters Score: Raw -229273.669896 + Penalty 3562.823404 = -225710.846492 nChanged 1 SP:Iteration 36Q (74470.340000 sec): 3 clusters Score: Raw -229274.309956 + Penalty 3562.823404 = -225711.486552 nChanged 2 SP:Iteration 37Q (74470.530000 sec): 3 clusters Score: Raw -229275.728272 + Penalty 3562.823404 = -225712.904868 nChanged 1 SP:Iteration 38Q (74470.670000 sec): 3 clusters Score: Raw -229276.752837 + Penalty 3562.823404 = -225713.929433 nChanged 2 SP:Iteration 39Q (74470.860000 sec): 3 clusters Score: Raw -229279.495200 + Penalty 3562.823404 = -225716.671796 nChanged 3 SP:Iteration 40F (74471.010000 sec): 3 clusters Score: Raw -229281.249241 + Penalty 3562.823404 = -225718.425837 nChanged 1 SP:Iteration 41Q (74471.170000 sec): 3 clusters Score: Raw -229281.917946 + Penalty 3562.823404 = -225719.094542 nChanged 2 SP:Iteration 42Q (74471.320000 sec): 3 clusters Score: Raw -229283.564850 + Penalty 3562.823404 = -225720.741446 nChanged 2 SP:Iteration 43Q (74471.490000 sec): 3 clusters Score: Raw -229284.394255 + Penalty 3562.823404 = -225721.570851 nChanged 1 SP:Iteration 44Q (74471.680000 sec): 3 clusters Score: Raw -229284.682840 + Penalty 3562.823404 = -225721.859436 nChanged 1 SP:Iteration 45Q (74471.840000 sec): 3 clusters Score: Raw -229285.532249 + Penalty 3562.823404 = -225722.708845 nChanged 0 SP:Iteration 46F (74472.020000 sec): 3 clusters Score: Raw -229285.532249 + Penalty 3562.823404 = -225722.708845 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74472.150000 sec): 2 clusters Score: Raw -37778.472566 + Penalty 1363.297720 = -36415.174846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74472.350000 sec): 3 clusters Score: Raw -37965.678169 + Penalty 2726.595440 = -35239.082729 nChanged 29 SP:Iteration 1F (74472.520000 sec): 3 clusters Score: Raw -38083.982294 + Penalty 2726.595440 = -35357.386854 nChanged 3 SP:Iteration 2Q (74472.670000 sec): 3 clusters Score: Raw -38095.892387 + Penalty 2726.595440 = -35369.296947 nChanged 3 SP:Iteration 3Q (74472.850000 sec): 3 clusters Score: Raw -38114.152463 + Penalty 2726.595440 = -35387.557023 nChanged 1 SP:Iteration 4Q (74473.010000 sec): 3 clusters Score: Raw -38115.334213 + Penalty 2726.595440 = -35388.738773 nChanged 0 SP:Iteration 5F (74473.150000 sec): 3 clusters Score: Raw -38115.334213 + Penalty 2726.595440 = -35388.738773 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74473.300000 sec): 2 clusters Score: Raw -1394726.619023 + Penalty 2233.644670 = -1392492.974353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74473.510000 sec): 3 clusters Score: Raw -1390409.701187 + Penalty 4467.289340 = -1385942.411847 nChanged 3365 SP:Iteration 1F (74473.750000 sec): 3 clusters Score: Raw -1392331.120475 + Penalty 4467.289340 = -1387863.831135 nChanged 627 SP:Iteration 2F (74473.920000 sec): 3 clusters Score: Raw -1392770.864327 + Penalty 4467.289340 = -1388303.574987 nChanged 542 SP:Iteration 3F (74474.150000 sec): 3 clusters Score: Raw -1393188.806960 + Penalty 4467.289340 = -1388721.517620 nChanged 498 SP:Iteration 4F (74474.350000 sec): 3 clusters Score: Raw -1393575.358559 + Penalty 4467.289340 = -1389108.069219 nChanged 458 SP:Iteration 5F (74474.540000 sec): 3 clusters Score: Raw -1393920.678306 + Penalty 4467.289340 = -1389453.388966 nChanged 424 SP:Iteration 6F (74474.700000 sec): 3 clusters Score: Raw -1394207.613434 + Penalty 4467.289340 = -1389740.324094 nChanged 360 SP:Iteration 7Q (74474.910000 sec): 3 clusters Score: Raw -1394430.699959 + Penalty 4467.289340 = -1389963.410620 nChanged 283 SP:Iteration 8Q (74475.100000 sec): 3 clusters Score: Raw -1394600.443867 + Penalty 4467.289340 = -1390133.154527 nChanged 234 SP:Iteration 9Q (74475.330000 sec): 3 clusters Score: Raw -1394753.849449 + Penalty 4467.289340 = -1390286.560110 nChanged 219 SP:Iteration 10Q (74475.510000 sec): 3 clusters Score: Raw -1394883.885150 + Penalty 4467.289340 = -1390416.595810 nChanged 163 SP:Iteration 11Q (74475.770000 sec): 3 clusters Score: Raw -1394972.085426 + Penalty 4467.289340 = -1390504.796086 nChanged 136 SP:Iteration 12Q (74475.960000 sec): 3 clusters Score: Raw -1395046.935209 + Penalty 4467.289340 = -1390579.645869 nChanged 117 SP:Iteration 13Q (74476.130000 sec): 3 clusters Score: Raw -1395109.946431 + Penalty 4467.289340 = -1390642.657091 nChanged 89 SP:Iteration 14Q (74476.390000 sec): 3 clusters Score: Raw -1395155.479235 + Penalty 4467.289340 = -1390688.189895 nChanged 75 SP:Iteration 15Q (74476.570000 sec): 3 clusters Score: Raw -1395192.941795 + Penalty 4467.289340 = -1390725.652456 nChanged 62 SP:Iteration 16Q (74476.770000 sec): 3 clusters Score: Raw -1395222.718221 + Penalty 4467.289340 = -1390755.428881 nChanged 46 SP:Iteration 17Q (74476.990000 sec): 3 clusters Score: Raw -1395242.470704 + Penalty 4467.289340 = -1390775.181365 nChanged 38 SP:Iteration 18Q (74477.170000 sec): 3 clusters Score: Raw -1395258.930957 + Penalty 4467.289340 = -1390791.641618 nChanged 38 SP:Iteration 19Q (74477.390000 sec): 3 clusters Score: Raw -1395277.043206 + Penalty 4467.289340 = -1390809.753866 nChanged 31 SP:Iteration 20F (74477.600000 sec): 3 clusters Score: Raw -1395291.332877 + Penalty 4467.289340 = -1390824.043538 nChanged 20 SP:Iteration 21Q (74477.800000 sec): 3 clusters Score: Raw -1395299.739883 + Penalty 4467.289340 = -1390832.450544 nChanged 14 SP:Iteration 22Q (74478.040000 sec): 3 clusters Score: Raw -1395304.682582 + Penalty 4467.289340 = -1390837.393242 nChanged 13 SP:Iteration 23Q (74478.210000 sec): 3 clusters Score: Raw -1395309.511686 + Penalty 4467.289340 = -1390842.222346 nChanged 7 SP:Iteration 24Q (74478.440000 sec): 3 clusters Score: Raw -1395311.990753 + Penalty 4467.289340 = -1390844.701414 nChanged 7 SP:Iteration 25Q (74478.670000 sec): 3 clusters Score: Raw -1395314.144544 + Penalty 4467.289340 = -1390846.855205 nChanged 3 SP:Iteration 26Q (74478.850000 sec): 3 clusters Score: Raw -1395315.576804 + Penalty 4467.289340 = -1390848.287465 nChanged 4 SP:Iteration 27Q (74479.070000 sec): 3 clusters Score: Raw -1395316.702347 + Penalty 4467.289340 = -1390849.413007 nChanged 3 SP:Iteration 28Q (74479.260000 sec): 3 clusters Score: Raw -1395317.875743 + Penalty 4467.289340 = -1390850.586403 nChanged 2 SP:Iteration 29Q (74479.430000 sec): 3 clusters Score: Raw -1395319.211932 + Penalty 4467.289340 = -1390851.922592 nChanged 6 SP:Iteration 30Q (74479.620000 sec): 3 clusters Score: Raw -1395321.860877 + Penalty 4467.289340 = -1390854.571537 nChanged 3 SP:Iteration 31Q (74479.800000 sec): 3 clusters Score: Raw -1395322.649925 + Penalty 4467.289340 = -1390855.360585 nChanged 2 SP:Iteration 32Q (74480.000000 sec): 3 clusters Score: Raw -1395323.172486 + Penalty 4467.289340 = -1390855.883146 nChanged 1 SP:Iteration 33Q (74480.220000 sec): 3 clusters Score: Raw -1395323.360476 + Penalty 4467.289340 = -1390856.071136 nChanged 0 SP:Iteration 34F (74480.420000 sec): 3 clusters Score: Raw -1395323.360476 + Penalty 4467.289340 = -1390856.071136 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (123114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74481.020000 sec): 2 clusters Score: Raw -22603764.538377 + Penalty 2906.774777 = -22600857.763601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74481.820000 sec): 3 clusters Score: Raw -22524240.393256 + Penalty 5813.549553 = -22518426.843703 nChanged 58629 SP:Iteration 1F (74482.720000 sec): 3 clusters Score: Raw -22558452.776302 + Penalty 5813.549553 = -22552639.226749 nChanged 4568 SP:Iteration 2Q (74483.580000 sec): 3 clusters Score: Raw -22559853.617278 + Penalty 5813.549553 = -22554040.067725 nChanged 5447 SP:Iteration 3Q (74484.380000 sec): 3 clusters Score: Raw -22561959.813800 + Penalty 5813.549553 = -22556146.264247 nChanged 6551 SP:Iteration 4F (74485.210000 sec): 3 clusters Score: Raw -22565205.902814 + Penalty 5813.549553 = -22559392.353261 nChanged 8002 SP:Iteration 5F (74486.080000 sec): 3 clusters Score: Raw -22570168.388285 + Penalty 5813.549553 = -22564354.838732 nChanged 9120 SP:Iteration 6F (74486.980000 sec): 3 clusters Score: Raw -22576878.689096 + Penalty 5813.549553 = -22571065.139543 nChanged 9361 SP:Iteration 7F (74488.070000 sec): 3 clusters Score: Raw -22584718.240416 + Penalty 5813.549553 = -22578904.690863 nChanged 8511 SP:Iteration 8F (74488.870000 sec): 3 clusters Score: Raw -22592585.202434 + Penalty 5813.549553 = -22586771.652881 nChanged 6359 SP:Iteration 9F (74489.760000 sec): 3 clusters Score: Raw -22598753.348529 + Penalty 5813.549553 = -22592939.798976 nChanged 3477 SP:Iteration 10Q (74490.720000 sec): 3 clusters Score: Raw -22602065.836295 + Penalty 5813.549553 = -22596252.286742 nChanged 1409 SP:Iteration 11Q (74491.470000 sec): 3 clusters Score: Raw -22603361.038808 + Penalty 5813.549553 = -22597547.489255 nChanged 395 SP:Iteration 12Q (74492.240000 sec): 3 clusters Score: Raw -22603776.133042 + Penalty 5813.549553 = -22597962.583489 nChanged 102 SP:Iteration 13Q (74492.940000 sec): 3 clusters Score: Raw -22603905.628013 + Penalty 5813.549553 = -22598092.078460 nChanged 39 SP:Iteration 14Q (74493.900000 sec): 3 clusters Score: Raw -22603966.016130 + Penalty 5813.549553 = -22598152.466577 nChanged 20 SP:Iteration 15Q (74494.620000 sec): 3 clusters Score: Raw -22603999.889340 + Penalty 5813.549553 = -22598186.339787 nChanged 20 SP:Iteration 16Q (74495.370000 sec): 3 clusters Score: Raw -22604032.448528 + Penalty 5813.549553 = -22598218.898975 nChanged 9 SP:Iteration 17Q (74495.990000 sec): 3 clusters Score: Raw -22604049.299062 + Penalty 5813.549553 = -22598235.749509 nChanged 7 SP:Iteration 18Q (74496.770000 sec): 3 clusters Score: Raw -22604063.276002 + Penalty 5813.549553 = -22598249.726448 nChanged 4 SP:Iteration 19Q (74497.430000 sec): 3 clusters Score: Raw -22604068.511961 + Penalty 5813.549553 = -22598254.962408 nChanged 1 SP:Iteration 20F (74498.250000 sec): 3 clusters Score: Raw -22604069.924691 + Penalty 5813.549553 = -22598256.375138 nChanged 1 SP:Iteration 21Q (74499.090000 sec): 3 clusters Score: Raw -22604071.920240 + Penalty 5813.549553 = -22598258.370687 nChanged 1 SP:Iteration 22Q (74499.760000 sec): 3 clusters Score: Raw -22604072.432752 + Penalty 5813.549553 = -22598258.883199 nChanged 1 SP:Iteration 23Q (74500.520000 sec): 3 clusters Score: Raw -22604074.909186 + Penalty 5813.549553 = -22598261.359633 nChanged 2 SP:Iteration 24Q (74501.120000 sec): 3 clusters Score: Raw -22604079.134935 + Penalty 5813.549553 = -22598265.585382 nChanged 3 SP:Iteration 25Q (74501.880000 sec): 3 clusters Score: Raw -22604084.601680 + Penalty 5813.549553 = -22598271.052127 nChanged 2 SP:Iteration 26Q (74502.510000 sec): 3 clusters Score: Raw -22604086.849640 + Penalty 5813.549553 = -22598273.300087 nChanged 1 SP:Iteration 27Q (74503.220000 sec): 3 clusters Score: Raw -22604088.226542 + Penalty 5813.549553 = -22598274.676988 nChanged 0 SP:Iteration 28F (74504.070000 sec): 3 clusters Score: Raw -22604088.226542 + Penalty 5813.549553 = -22598274.676988 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74504.490000 sec): 2 clusters Score: Raw -12601111.194904 + Penalty 2767.870680 = -12598343.324224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74505.050000 sec): 3 clusters Score: Raw -12556586.437777 + Penalty 5535.741359 = -12551050.696417 nChanged 33001 SP:Iteration 1F (74505.530000 sec): 3 clusters Score: Raw -12575007.310642 + Penalty 5535.741359 = -12569471.569283 nChanged 2455 SP:Iteration 2Q (74506.100000 sec): 3 clusters Score: Raw -12575608.955976 + Penalty 5535.741359 = -12570073.214616 nChanged 2356 SP:Iteration 3Q (74506.650000 sec): 3 clusters Score: Raw -12576225.656740 + Penalty 5535.741359 = -12570689.915381 nChanged 2403 SP:Iteration 4Q (74507.210000 sec): 3 clusters Score: Raw -12576862.388929 + Penalty 5535.741359 = -12571326.647570 nChanged 2360 SP:Iteration 5Q (74507.830000 sec): 3 clusters Score: Raw -12577541.198403 + Penalty 5535.741359 = -12572005.457044 nChanged 2532 SP:Iteration 6Q (74508.370000 sec): 3 clusters Score: Raw -12578320.054529 + Penalty 5535.741359 = -12572784.313170 nChanged 2746 SP:Iteration 7Q (74509.050000 sec): 3 clusters Score: Raw -12579284.999781 + Penalty 5535.741359 = -12573749.258422 nChanged 3069 SP:Iteration 8Q (74509.620000 sec): 3 clusters Score: Raw -12580603.444428 + Penalty 5535.741359 = -12575067.703069 nChanged 3535 SP:Iteration 9F (74510.140000 sec): 3 clusters Score: Raw -12582408.101827 + Penalty 5535.741359 = -12576872.360468 nChanged 4015 SP:Iteration 10F (74510.770000 sec): 3 clusters Score: Raw -12584901.243726 + Penalty 5535.741359 = -12579365.502367 nChanged 4447 SP:Iteration 11F (74511.330000 sec): 3 clusters Score: Raw -12588101.775459 + Penalty 5535.741359 = -12582566.034100 nChanged 4346 SP:Iteration 12F (74511.920000 sec): 3 clusters Score: Raw -12591574.232252 + Penalty 5535.741359 = -12586038.490892 nChanged 3854 SP:Iteration 13F (74512.420000 sec): 3 clusters Score: Raw -12594827.283621 + Penalty 5535.741359 = -12589291.542262 nChanged 2993 SP:Iteration 14Q (74512.950000 sec): 3 clusters Score: Raw -12597365.002850 + Penalty 5535.741359 = -12591829.261490 nChanged 2035 SP:Iteration 15Q (74513.520000 sec): 3 clusters Score: Raw -12599077.063064 + Penalty 5535.741359 = -12593541.321705 nChanged 1289 SP:Iteration 16Q (74514.130000 sec): 3 clusters Score: Raw -12600102.450764 + Penalty 5535.741359 = -12594566.709405 nChanged 702 SP:Iteration 17Q (74514.640000 sec): 3 clusters Score: Raw -12600658.272956 + Penalty 5535.741359 = -12595122.531596 nChanged 407 SP:Iteration 18Q (74515.110000 sec): 3 clusters Score: Raw -12600985.245342 + Penalty 5535.741359 = -12595449.503983 nChanged 220 SP:Iteration 19Q (74515.590000 sec): 3 clusters Score: Raw -12601165.017052 + Penalty 5535.741359 = -12595629.275692 nChanged 146 SP:Iteration 20F (74516.100000 sec): 3 clusters Score: Raw -12601267.654648 + Penalty 5535.741359 = -12595731.913289 nChanged 77 SP:Iteration 21Q (74516.560000 sec): 3 clusters Score: Raw -12601322.343269 + Penalty 5535.741359 = -12595786.601909 nChanged 59 SP:Iteration 22Q (74517.060000 sec): 3 clusters Score: Raw -12601364.469309 + Penalty 5535.741359 = -12595828.727950 nChanged 42 SP:Iteration 23Q (74517.590000 sec): 3 clusters Score: Raw -12601393.440961 + Penalty 5535.741359 = -12595857.699602 nChanged 27 SP:Iteration 24Q (74518.050000 sec): 3 clusters Score: Raw -12601409.718683 + Penalty 5535.741359 = -12595873.977324 nChanged 13 SP:Iteration 25Q (74518.510000 sec): 3 clusters Score: Raw -12601419.929426 + Penalty 5535.741359 = -12595884.188067 nChanged 13 SP:Iteration 26Q (74519.000000 sec): 3 clusters Score: Raw -12601428.932606 + Penalty 5535.741359 = -12595893.191247 nChanged 9 SP:Iteration 27Q (74519.460000 sec): 3 clusters Score: Raw -12601434.031376 + Penalty 5535.741359 = -12595898.290017 nChanged 11 SP:Iteration 28Q (74519.980000 sec): 3 clusters Score: Raw -12601442.395030 + Penalty 5535.741359 = -12595906.653670 nChanged 11 SP:Iteration 29Q (74520.590000 sec): 3 clusters Score: Raw -12601448.280235 + Penalty 5535.741359 = -12595912.538875 nChanged 9 SP:Iteration 30Q (74521.070000 sec): 3 clusters Score: Raw -12601454.451390 + Penalty 5535.741359 = -12595918.710030 nChanged 6 SP:Iteration 31Q (74521.590000 sec): 3 clusters Score: Raw -12601459.910619 + Penalty 5535.741359 = -12595924.169260 nChanged 4 SP:Iteration 32Q (74522.100000 sec): 3 clusters Score: Raw -12601462.702153 + Penalty 5535.741359 = -12595926.960794 nChanged 4 SP:Iteration 33Q (74522.550000 sec): 3 clusters Score: Raw -12601465.570610 + Penalty 5535.741359 = -12595929.829250 nChanged 4 SP:Iteration 34Q (74523.060000 sec): 3 clusters Score: Raw -12601468.361930 + Penalty 5535.741359 = -12595932.620571 nChanged 3 SP:Iteration 35Q (74523.560000 sec): 3 clusters Score: Raw -12601471.715841 + Penalty 5535.741359 = -12595935.974482 nChanged 4 SP:Iteration 36Q (74524.130000 sec): 3 clusters Score: Raw -12601474.895787 + Penalty 5535.741359 = -12595939.154427 nChanged 6 SP:Iteration 37Q (74524.660000 sec): 3 clusters Score: Raw -12601478.352507 + Penalty 5535.741359 = -12595942.611148 nChanged 3 SP:Iteration 38Q (74525.150000 sec): 3 clusters Score: Raw -12601480.899593 + Penalty 5535.741359 = -12595945.158234 nChanged 3 SP:Iteration 39Q (74525.680000 sec): 3 clusters Score: Raw -12601482.761706 + Penalty 5535.741359 = -12595947.020347 nChanged 1 SP:Iteration 40F (74526.230000 sec): 3 clusters Score: Raw -12601483.624227 + Penalty 5535.741359 = -12595947.882868 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74526.340000 sec): 2 clusters Score: Raw -1079581.158286 + Penalty 2158.552002 = -1077422.606283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74526.570000 sec): 3 clusters Score: Raw -1076535.328056 + Penalty 4317.104005 = -1072218.224051 nChanged 2343 SP:Iteration 1F (74526.740000 sec): 3 clusters Score: Raw -1077908.995123 + Penalty 4317.104005 = -1073591.891118 nChanged 443 SP:Iteration 2F (74526.920000 sec): 3 clusters Score: Raw -1078180.617557 + Penalty 4317.104005 = -1073863.513552 nChanged 321 SP:Iteration 3F (74527.110000 sec): 3 clusters Score: Raw -1078356.565100 + Penalty 4317.104005 = -1074039.461095 nChanged 238 SP:Iteration 4Q (74527.320000 sec): 3 clusters Score: Raw -1078472.108737 + Penalty 4317.104005 = -1074155.004732 nChanged 173 SP:Iteration 5Q (74527.530000 sec): 3 clusters Score: Raw -1078548.190464 + Penalty 4317.104005 = -1074231.086459 nChanged 158 SP:Iteration 6Q (74527.740000 sec): 3 clusters Score: Raw -1078618.214235 + Penalty 4317.104005 = -1074301.110230 nChanged 143 SP:Iteration 7Q (74527.980000 sec): 3 clusters Score: Raw -1078687.861955 + Penalty 4317.104005 = -1074370.757950 nChanged 135 SP:Iteration 8Q (74528.150000 sec): 3 clusters Score: Raw -1078746.624636 + Penalty 4317.104005 = -1074429.520631 nChanged 132 SP:Iteration 9Q (74528.350000 sec): 3 clusters Score: Raw -1078805.255467 + Penalty 4317.104005 = -1074488.151462 nChanged 121 SP:Iteration 10Q (74528.550000 sec): 3 clusters Score: Raw -1078856.839172 + Penalty 4317.104005 = -1074539.735167 nChanged 114 SP:Iteration 11Q (74528.760000 sec): 3 clusters Score: Raw -1078902.433269 + Penalty 4317.104005 = -1074585.329264 nChanged 104 SP:Iteration 12Q (74529.000000 sec): 3 clusters Score: Raw -1078948.614686 + Penalty 4317.104005 = -1074631.510681 nChanged 104 SP:Iteration 13Q (74529.220000 sec): 3 clusters Score: Raw -1078987.817211 + Penalty 4317.104005 = -1074670.713206 nChanged 83 SP:Iteration 14Q (74529.410000 sec): 3 clusters Score: Raw -1079019.354303 + Penalty 4317.104005 = -1074702.250299 nChanged 82 SP:Iteration 15Q (74529.560000 sec): 3 clusters Score: Raw -1079054.593757 + Penalty 4317.104005 = -1074737.489752 nChanged 76 SP:Iteration 16Q (74529.750000 sec): 3 clusters Score: Raw -1079083.630481 + Penalty 4317.104005 = -1074766.526476 nChanged 84 SP:Iteration 17Q (74529.950000 sec): 3 clusters Score: Raw -1079113.548093 + Penalty 4317.104005 = -1074796.444088 nChanged 85 SP:Iteration 18Q (74530.160000 sec): 3 clusters Score: Raw -1079141.065882 + Penalty 4317.104005 = -1074823.961877 nChanged 73 SP:Iteration 19Q (74530.360000 sec): 3 clusters Score: Raw -1079169.970996 + Penalty 4317.104005 = -1074852.866991 nChanged 71 SP:Iteration 20F (74530.580000 sec): 3 clusters Score: Raw -1079197.718629 + Penalty 4317.104005 = -1074880.614624 nChanged 60 SP:Iteration 21Q (74530.770000 sec): 3 clusters Score: Raw -1079219.554988 + Penalty 4317.104005 = -1074902.450983 nChanged 68 SP:Iteration 22Q (74531.010000 sec): 3 clusters Score: Raw -1079246.834250 + Penalty 4317.104005 = -1074929.730245 nChanged 74 SP:Iteration 23Q (74531.240000 sec): 3 clusters Score: Raw -1079274.023726 + Penalty 4317.104005 = -1074956.919721 nChanged 76 SP:Iteration 24Q (74531.410000 sec): 3 clusters Score: Raw -1079303.203046 + Penalty 4317.104005 = -1074986.099041 nChanged 54 SP:Iteration 25Q (74531.590000 sec): 3 clusters Score: Raw -1079323.961925 + Penalty 4317.104005 = -1075006.857920 nChanged 76 SP:Iteration 26Q (74531.800000 sec): 3 clusters Score: Raw -1079352.404923 + Penalty 4317.104005 = -1075035.300918 nChanged 72 SP:Iteration 27Q (74532.020000 sec): 3 clusters Score: Raw -1079383.531208 + Penalty 4317.104005 = -1075066.427203 nChanged 70 SP:Iteration 28Q (74532.220000 sec): 3 clusters Score: Raw -1079413.994123 + Penalty 4317.104005 = -1075096.890119 nChanged 73 SP:Iteration 29Q (74532.460000 sec): 3 clusters Score: Raw -1079448.679555 + Penalty 4317.104005 = -1075131.575550 nChanged 73 SP:Iteration 30Q (74532.650000 sec): 3 clusters Score: Raw -1079484.293588 + Penalty 4317.104005 = -1075167.189583 nChanged 67 SP:Iteration 31Q (74532.780000 sec): 3 clusters Score: Raw -1079516.336542 + Penalty 4317.104005 = -1075199.232537 nChanged 68 SP:Iteration 32Q (74533.000000 sec): 3 clusters Score: Raw -1079547.860756 + Penalty 4317.104005 = -1075230.756751 nChanged 55 SP:Iteration 33Q (74533.190000 sec): 3 clusters Score: Raw -1079570.095129 + Penalty 4317.104005 = -1075252.991124 nChanged 44 SP:Iteration 34Q (74533.410000 sec): 3 clusters Score: Raw -1079589.872774 + Penalty 4317.104005 = -1075272.768769 nChanged 47 SP:Iteration 35Q (74533.590000 sec): 3 clusters Score: Raw -1079610.765977 + Penalty 4317.104005 = -1075293.661972 nChanged 46 SP:Iteration 36Q (74533.780000 sec): 3 clusters Score: Raw -1079628.653639 + Penalty 4317.104005 = -1075311.549634 nChanged 40 SP:Iteration 37Q (74533.970000 sec): 3 clusters Score: Raw -1079643.734619 + Penalty 4317.104005 = -1075326.630614 nChanged 29 SP:Iteration 38Q (74534.210000 sec): 3 clusters Score: Raw -1079657.221530 + Penalty 4317.104005 = -1075340.117525 nChanged 29 SP:Iteration 39Q (74534.360000 sec): 3 clusters Score: Raw -1079671.034414 + Penalty 4317.104005 = -1075353.930409 nChanged 25 SP:Iteration 40F (74534.580000 sec): 3 clusters Score: Raw -1079684.091126 + Penalty 4317.104005 = -1075366.987121 nChanged 29 SP:Iteration 41Q (74534.790000 sec): 3 clusters Score: Raw -1079695.828315 + Penalty 4317.104005 = -1075378.724310 nChanged 29 SP:Iteration 42Q (74535.020000 sec): 3 clusters Score: Raw -1079709.929768 + Penalty 4317.104005 = -1075392.825763 nChanged 30 SP:Iteration 43Q (74535.220000 sec): 3 clusters Score: Raw -1079725.608210 + Penalty 4317.104005 = -1075408.504205 nChanged 35 SP:Iteration 44Q (74535.440000 sec): 3 clusters Score: Raw -1079743.748454 + Penalty 4317.104005 = -1075426.644449 nChanged 34 SP:Iteration 45Q (74535.650000 sec): 3 clusters Score: Raw -1079762.651192 + Penalty 4317.104005 = -1075445.547187 nChanged 37 SP:Iteration 46Q (74535.850000 sec): 3 clusters Score: Raw -1079783.622103 + Penalty 4317.104005 = -1075466.518098 nChanged 26 SP:Iteration 47Q (74536.070000 sec): 3 clusters Score: Raw -1079799.112935 + Penalty 4317.104005 = -1075482.008930 nChanged 33 SP:Iteration 48Q (74536.210000 sec): 3 clusters Score: Raw -1079818.491020 + Penalty 4317.104005 = -1075501.387015 nChanged 38 SP:Iteration 49Q (74536.350000 sec): 3 clusters Score: Raw -1079847.864669 + Penalty 4317.104005 = -1075530.760664 nChanged 39 SP:Iteration 50Q (74536.540000 sec): 3 clusters Score: Raw -1079872.153060 + Penalty 4317.104005 = -1075555.049055 nChanged 40 SP:Iteration 51Q (74536.740000 sec): 3 clusters Score: Raw -1079904.612087 + Penalty 4317.104005 = -1075587.508082 nChanged 39 SP:Iteration 52Q (74536.950000 sec): 3 clusters Score: Raw -1079943.607880 + Penalty 4317.104005 = -1075626.503875 nChanged 47 SP:Iteration 53Q (74537.150000 sec): 3 clusters Score: Raw -1079980.796814 + Penalty 4317.104005 = -1075663.692809 nChanged 38 SP:Iteration 54Q (74537.400000 sec): 3 clusters Score: Raw -1080020.586452 + Penalty 4317.104005 = -1075703.482447 nChanged 40 SP:Iteration 55Q (74537.570000 sec): 3 clusters Score: Raw -1080060.689770 + Penalty 4317.104005 = -1075743.585765 nChanged 38 SP:Iteration 56Q (74537.790000 sec): 3 clusters Score: Raw -1080107.537908 + Penalty 4317.104005 = -1075790.433903 nChanged 49 SP:Iteration 57Q (74537.960000 sec): 3 clusters Score: Raw -1080169.683861 + Penalty 4317.104005 = -1075852.579856 nChanged 50 SP:Iteration 58Q (74538.190000 sec): 3 clusters Score: Raw -1080232.279115 + Penalty 4317.104005 = -1075915.175110 nChanged 42 SP:Iteration 59Q (74538.360000 sec): 3 clusters Score: Raw -1080275.422285 + Penalty 4317.104005 = -1075958.318280 nChanged 35 SP:Iteration 60F (74538.560000 sec): 3 clusters Score: Raw -1080302.726770 + Penalty 4317.104005 = -1075985.622765 nChanged 28 SP:Iteration 61Q (74538.760000 sec): 3 clusters Score: Raw -1080321.391373 + Penalty 4317.104005 = -1076004.287368 nChanged 18 SP:Iteration 62Q (74539.000000 sec): 3 clusters Score: Raw -1080341.804553 + Penalty 4317.104005 = -1076024.700548 nChanged 13 SP:Iteration 63Q (74539.210000 sec): 3 clusters Score: Raw -1080360.115178 + Penalty 4317.104005 = -1076043.011173 nChanged 15 SP:Iteration 64Q (74539.370000 sec): 3 clusters Score: Raw -1080372.128929 + Penalty 4317.104005 = -1076055.024924 nChanged 14 SP:Iteration 65Q (74539.530000 sec): 3 clusters Score: Raw -1080388.652849 + Penalty 4317.104005 = -1076071.548844 nChanged 19 SP:Iteration 66Q (74539.700000 sec): 3 clusters Score: Raw -1080408.790578 + Penalty 4317.104005 = -1076091.686573 nChanged 13 SP:Iteration 67Q (74539.890000 sec): 3 clusters Score: Raw -1080422.753024 + Penalty 4317.104005 = -1076105.649019 nChanged 21 SP:Iteration 68Q (74540.150000 sec): 3 clusters Score: Raw -1080449.044122 + Penalty 4317.104005 = -1076131.940117 nChanged 16 SP:Iteration 69Q (74540.320000 sec): 3 clusters Score: Raw -1080465.334439 + Penalty 4317.104005 = -1076148.230434 nChanged 15 SP:Iteration 70Q (74540.540000 sec): 3 clusters Score: Raw -1080487.217237 + Penalty 4317.104005 = -1076170.113232 nChanged 13 SP:Iteration 71Q (74540.780000 sec): 3 clusters Score: Raw -1080510.204388 + Penalty 4317.104005 = -1076193.100383 nChanged 17 SP:Iteration 72Q (74540.960000 sec): 3 clusters Score: Raw -1080530.238504 + Penalty 4317.104005 = -1076213.134499 nChanged 4 SP:Iteration 73Q (74541.160000 sec): 3 clusters Score: Raw -1080532.219675 + Penalty 4317.104005 = -1076215.115670 nChanged 3 SP:Iteration 74Q (74541.340000 sec): 3 clusters Score: Raw -1080534.262666 + Penalty 4317.104005 = -1076217.158661 nChanged 2 SP:Iteration 75Q (74541.570000 sec): 3 clusters Score: Raw -1080535.351589 + Penalty 4317.104005 = -1076218.247584 nChanged 3 SP:Iteration 76Q (74541.800000 sec): 3 clusters Score: Raw -1080536.662358 + Penalty 4317.104005 = -1076219.558353 nChanged 2 SP:Iteration 77Q (74541.950000 sec): 3 clusters Score: Raw -1080537.547252 + Penalty 4317.104005 = -1076220.443247 nChanged 3 SP:Iteration 78Q (74542.130000 sec): 3 clusters Score: Raw -1080540.014084 + Penalty 4317.104005 = -1076222.910079 nChanged 5 SP:Iteration 79Q (74542.320000 sec): 3 clusters Score: Raw -1080543.821014 + Penalty 4317.104005 = -1076226.717009 nChanged 5 SP:Iteration 80F (74542.540000 sec): 3 clusters Score: Raw -1080548.921436 + Penalty 4317.104005 = -1076231.817431 nChanged 2 SP:Iteration 81Q (74542.740000 sec): 3 clusters Score: Raw -1080550.481892 + Penalty 4317.104005 = -1076233.377887 nChanged 0 SP:Iteration 82F (74542.920000 sec): 3 clusters Score: Raw -1080550.481892 + Penalty 4317.104005 = -1076233.377887 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (158985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74543.690000 sec): 2 clusters Score: Raw -29069464.757821 + Penalty 2970.188154 = -29066494.569667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74544.740000 sec): 3 clusters Score: Raw -28966234.339478 + Penalty 5940.376308 = -28960293.963170 nChanged 75829 SP:Iteration 1F (74545.760000 sec): 3 clusters Score: Raw -29009950.925656 + Penalty 5940.376308 = -29004010.549348 nChanged 4389 SP:Iteration 2Q (74546.840000 sec): 3 clusters Score: Raw -29010834.317401 + Penalty 5940.376308 = -29004893.941093 nChanged 4541 SP:Iteration 3Q (74547.820000 sec): 3 clusters Score: Raw -29011847.438749 + Penalty 5940.376308 = -29005907.062441 nChanged 4925 SP:Iteration 4Q (74548.830000 sec): 3 clusters Score: Raw -29013093.305121 + Penalty 5940.376308 = -29007152.928813 nChanged 5309 SP:Iteration 5Q (74549.900000 sec): 3 clusters Score: Raw -29014649.824811 + Penalty 5940.376308 = -29008709.448503 nChanged 5891 SP:Iteration 6Q (74550.900000 sec): 3 clusters Score: Raw -29016735.613288 + Penalty 5940.376308 = -29010795.236980 nChanged 6698 SP:Iteration 7Q (74551.890000 sec): 3 clusters Score: Raw -29019646.216604 + Penalty 5940.376308 = -29013705.840296 nChanged 7796 SP:Iteration 8Q (74552.910000 sec): 3 clusters Score: Raw -29023935.750436 + Penalty 5940.376308 = -29017995.374128 nChanged 8767 SP:Iteration 9F (74553.900000 sec): 3 clusters Score: Raw -29029776.979834 + Penalty 5940.376308 = -29023836.603526 nChanged 9303 SP:Iteration 10F (74554.920000 sec): 3 clusters Score: Raw -29036669.756543 + Penalty 5940.376308 = -29030729.380235 nChanged 8817 SP:Iteration 11F (74556.210000 sec): 3 clusters Score: Raw -29043197.883189 + Penalty 5940.376308 = -29037257.506881 nChanged 7299 SP:Iteration 12Q (74557.410000 sec): 3 clusters Score: Raw -29047921.823110 + Penalty 5940.376308 = -29041981.446802 nChanged 5511 SP:Iteration 13Q (74558.420000 sec): 3 clusters Score: Raw -29050735.086035 + Penalty 5940.376308 = -29044794.709727 nChanged 4114 SP:Iteration 14Q (74559.380000 sec): 3 clusters Score: Raw -29052608.949890 + Penalty 5940.376308 = -29046668.573582 nChanged 3383 SP:Iteration 15Q (74560.390000 sec): 3 clusters Score: Raw -29054171.266228 + Penalty 5940.376308 = -29048230.889920 nChanged 3263 SP:Iteration 16Q (74561.280000 sec): 3 clusters Score: Raw -29055754.292299 + Penalty 5940.376308 = -29049813.915991 nChanged 3173 SP:Iteration 17Q (74562.190000 sec): 3 clusters Score: Raw -29057311.078761 + Penalty 5940.376308 = -29051370.702453 nChanged 2988 SP:Iteration 18Q (74563.150000 sec): 3 clusters Score: Raw -29058812.126584 + Penalty 5940.376308 = -29052871.750276 nChanged 2871 SP:Iteration 19Q (74564.060000 sec): 3 clusters Score: Raw -29060290.505640 + Penalty 5940.376308 = -29054350.129332 nChanged 2664 SP:Iteration 20F (74565.030000 sec): 3 clusters Score: Raw -29061732.065473 + Penalty 5940.376308 = -29055791.689165 nChanged 2568 SP:Iteration 21Q (74566.030000 sec): 3 clusters Score: Raw -29063223.683198 + Penalty 5940.376308 = -29057283.306890 nChanged 2353 SP:Iteration 22Q (74567.050000 sec): 3 clusters Score: Raw -29064671.377304 + Penalty 5940.376308 = -29058731.000996 nChanged 2104 SP:Iteration 23Q (74568.220000 sec): 3 clusters Score: Raw -29066053.023284 + Penalty 5940.376308 = -29060112.646976 nChanged 1736 SP:Iteration 24Q (74569.180000 sec): 3 clusters Score: Raw -29067205.115675 + Penalty 5940.376308 = -29061264.739367 nChanged 1318 SP:Iteration 25Q (74570.020000 sec): 3 clusters Score: Raw -29068071.669875 + Penalty 5940.376308 = -29062131.293567 nChanged 873 SP:Iteration 26Q (74571.060000 sec): 3 clusters Score: Raw -29068654.673024 + Penalty 5940.376308 = -29062714.296716 nChanged 603 SP:Iteration 27Q (74571.980000 sec): 3 clusters Score: Raw -29069063.894253 + Penalty 5940.376308 = -29063123.517945 nChanged 357 SP:Iteration 28Q (74573.020000 sec): 3 clusters Score: Raw -29069298.901605 + Penalty 5940.376308 = -29063358.525297 nChanged 240 SP:Iteration 29Q (74573.890000 sec): 3 clusters Score: Raw -29069462.704212 + Penalty 5940.376308 = -29063522.327904 nChanged 143 SP:Iteration 30Q (74574.650000 sec): 3 clusters Score: Raw -29069568.291155 + Penalty 5940.376308 = -29063627.914847 nChanged 90 SP:Iteration 31Q (74575.440000 sec): 3 clusters Score: Raw -29069638.112438 + Penalty 5940.376308 = -29063697.736130 nChanged 77 SP:Iteration 32Q (74576.290000 sec): 3 clusters Score: Raw -29069704.567088 + Penalty 5940.376308 = -29063764.190780 nChanged 56 SP:Iteration 33Q (74577.070000 sec): 3 clusters Score: Raw -29069743.892741 + Penalty 5940.376308 = -29063803.516433 nChanged 39 SP:Iteration 34Q (74577.950000 sec): 3 clusters Score: Raw -29069769.471194 + Penalty 5940.376308 = -29063829.094886 nChanged 29 SP:Iteration 35Q (74578.910000 sec): 3 clusters Score: Raw -29069791.047448 + Penalty 5940.376308 = -29063850.671140 nChanged 30 SP:Iteration 36Q (74579.790000 sec): 3 clusters Score: Raw -29069814.138026 + Penalty 5940.376308 = -29063873.761718 nChanged 20 SP:Iteration 37Q (74580.860000 sec): 3 clusters Score: Raw -29069829.439406 + Penalty 5940.376308 = -29063889.063098 nChanged 20 SP:Iteration 38Q (74581.720000 sec): 3 clusters Score: Raw -29069844.806323 + Penalty 5940.376308 = -29063904.430015 nChanged 10 SP:Iteration 39Q (74582.540000 sec): 3 clusters Score: Raw -29069852.505853 + Penalty 5940.376308 = -29063912.129545 nChanged 12 SP:Iteration 40F (74583.510000 sec): 3 clusters Score: Raw -29069860.595919 + Penalty 5940.376308 = -29063920.219611 nChanged 8 SP:Iteration 41Q (74584.430000 sec): 3 clusters Score: Raw -29069865.114512 + Penalty 5940.376308 = -29063924.738204 nChanged 6 SP:Iteration 42Q (74585.430000 sec): 3 clusters Score: Raw -29069869.501631 + Penalty 5940.376308 = -29063929.125323 nChanged 5 SP:Iteration 43Q (74586.560000 sec): 3 clusters Score: Raw -29069872.835010 + Penalty 5940.376308 = -29063932.458702 nChanged 5 SP:Iteration 44Q (74587.640000 sec): 3 clusters Score: Raw -29069877.323173 + Penalty 5940.376308 = -29063936.946865 nChanged 3 SP:Iteration 45Q (74588.560000 sec): 3 clusters Score: Raw -29069879.470259 + Penalty 5940.376308 = -29063939.093951 nChanged 1 SP:Iteration 46Q (74589.460000 sec): 3 clusters Score: Raw -29069879.910893 + Penalty 5940.376308 = -29063939.534585 nChanged 0 SP:Iteration 47F (74590.560000 sec): 3 clusters Score: Raw -29069879.910893 + Penalty 5940.376308 = -29063939.534585 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74590.740000 sec): 2 clusters Score: Raw -212193.545794 + Penalty 1747.136469 = -210446.409325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74590.930000 sec): 3 clusters Score: Raw -211916.155166 + Penalty 3494.272938 = -208421.882227 nChanged 298 SP:Iteration 1F (74591.040000 sec): 3 clusters Score: Raw -212200.591330 + Penalty 3494.272938 = -208706.318391 nChanged 74 SP:Iteration 2F (74591.150000 sec): 3 clusters Score: Raw -212290.065374 + Penalty 3494.272938 = -208795.792436 nChanged 37 SP:Iteration 3Q (74591.260000 sec): 3 clusters Score: Raw -212341.889371 + Penalty 3494.272938 = -208847.616433 nChanged 27 SP:Iteration 4Q (74591.370000 sec): 3 clusters Score: Raw -212368.602922 + Penalty 3494.272938 = -208874.329983 nChanged 15 SP:Iteration 5Q (74591.480000 sec): 3 clusters Score: Raw -212383.334891 + Penalty 3494.272938 = -208889.061953 nChanged 8 SP:Iteration 6Q (74591.590000 sec): 3 clusters Score: Raw -212392.008108 + Penalty 3494.272938 = -208897.735170 nChanged 5 SP:Iteration 7Q (74591.710000 sec): 3 clusters Score: Raw -212399.350878 + Penalty 3494.272938 = -208905.077940 nChanged 6 SP:Iteration 8Q (74591.860000 sec): 3 clusters Score: Raw -212410.275084 + Penalty 3494.272938 = -208916.002146 nChanged 7 SP:Iteration 9Q (74592.050000 sec): 3 clusters Score: Raw -212416.001884 + Penalty 3494.272938 = -208921.728946 nChanged 4 SP:Iteration 10Q (74592.220000 sec): 3 clusters Score: Raw -212420.603158 + Penalty 3494.272938 = -208926.330220 nChanged 3 SP:Iteration 11Q (74592.430000 sec): 3 clusters Score: Raw -212422.678855 + Penalty 3494.272938 = -208928.405917 nChanged 1 SP:Iteration 12Q (74592.610000 sec): 3 clusters Score: Raw -212423.988180 + Penalty 3494.272938 = -208929.715241 nChanged 2 SP:Iteration 13Q (74592.810000 sec): 3 clusters Score: Raw -212425.641088 + Penalty 3494.272938 = -208931.368150 nChanged 1 SP:Iteration 14Q (74593.010000 sec): 3 clusters Score: Raw -212426.133953 + Penalty 3494.272938 = -208931.861015 nChanged 0 SP:Iteration 15F (74593.160000 sec): 3 clusters Score: Raw -212426.133953 + Penalty 3494.272938 = -208931.861015 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74593.290000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74593.460000 sec): 3 clusters Score: Raw -111705.858893 + Penalty 3234.958028 = -108470.900865 nChanged 161 SP:Iteration 1F (74593.640000 sec): 3 clusters Score: Raw -111967.501384 + Penalty 3234.958028 = -108732.543357 nChanged 35 SP:Iteration 2F (74593.800000 sec): 3 clusters Score: Raw -112025.885048 + Penalty 3234.958028 = -108790.927020 nChanged 8 SP:Iteration 3Q (74593.960000 sec): 3 clusters Score: Raw -112037.606660 + Penalty 3234.958028 = -108802.648632 nChanged 3 SP:Iteration 4Q (74594.180000 sec): 3 clusters Score: Raw -112041.032959 + Penalty 3234.958028 = -108806.074931 nChanged 0 SP:Iteration 5F (74594.340000 sec): 3 clusters Score: Raw -112041.032959 + Penalty 3234.958028 = -108806.074931 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74594.490000 sec): 2 clusters Score: Raw -2289337.547661 + Penalty 2346.410466 = -2286991.137195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74594.680000 sec): 3 clusters Score: Raw -2282163.863760 + Penalty 4692.820933 = -2277471.042827 nChanged 5479 SP:Iteration 1F (74594.970000 sec): 3 clusters Score: Raw -2285100.187567 + Penalty 4692.820933 = -2280407.366634 nChanged 770 SP:Iteration 2F (74595.200000 sec): 3 clusters Score: Raw -2285428.506183 + Penalty 4692.820933 = -2280735.685250 nChanged 671 SP:Iteration 3F (74595.400000 sec): 3 clusters Score: Raw -2285707.241284 + Penalty 4692.820933 = -2281014.420351 nChanged 562 SP:Iteration 4Q (74595.630000 sec): 3 clusters Score: Raw -2285939.498030 + Penalty 4692.820933 = -2281246.677097 nChanged 539 SP:Iteration 5Q (74595.880000 sec): 3 clusters Score: Raw -2286210.289836 + Penalty 4692.820933 = -2281517.468903 nChanged 569 SP:Iteration 6Q (74596.140000 sec): 3 clusters Score: Raw -2286514.535144 + Penalty 4692.820933 = -2281821.714211 nChanged 602 SP:Iteration 7Q (74596.340000 sec): 3 clusters Score: Raw -2286893.590781 + Penalty 4692.820933 = -2282200.769848 nChanged 616 SP:Iteration 8Q (74596.590000 sec): 3 clusters Score: Raw -2287315.179945 + Penalty 4692.820933 = -2282622.359012 nChanged 613 SP:Iteration 9Q (74596.840000 sec): 3 clusters Score: Raw -2287775.529652 + Penalty 4692.820933 = -2283082.708719 nChanged 586 SP:Iteration 10Q (74597.060000 sec): 3 clusters Score: Raw -2288233.635620 + Penalty 4692.820933 = -2283540.814688 nChanged 493 SP:Iteration 11Q (74597.330000 sec): 3 clusters Score: Raw -2288657.127163 + Penalty 4692.820933 = -2283964.306230 nChanged 374 SP:Iteration 12Q (74597.560000 sec): 3 clusters Score: Raw -2288973.987891 + Penalty 4692.820933 = -2284281.166958 nChanged 282 SP:Iteration 13Q (74597.810000 sec): 3 clusters Score: Raw -2289196.541958 + Penalty 4692.820933 = -2284503.721025 nChanged 207 SP:Iteration 14Q (74598.040000 sec): 3 clusters Score: Raw -2289378.595931 + Penalty 4692.820933 = -2284685.774998 nChanged 141 SP:Iteration 15Q (74598.350000 sec): 3 clusters Score: Raw -2289489.614075 + Penalty 4692.820933 = -2284796.793142 nChanged 82 SP:Iteration 16Q (74598.550000 sec): 3 clusters Score: Raw -2289551.217822 + Penalty 4692.820933 = -2284858.396889 nChanged 62 SP:Iteration 17Q (74598.800000 sec): 3 clusters Score: Raw -2289599.223070 + Penalty 4692.820933 = -2284906.402137 nChanged 42 SP:Iteration 18Q (74599.060000 sec): 3 clusters Score: Raw -2289626.129786 + Penalty 4692.820933 = -2284933.308853 nChanged 23 SP:Iteration 19Q (74599.330000 sec): 3 clusters Score: Raw -2289642.318792 + Penalty 4692.820933 = -2284949.497859 nChanged 17 SP:Iteration 20F (74599.590000 sec): 3 clusters Score: Raw -2289656.531831 + Penalty 4692.820933 = -2284963.710898 nChanged 16 SP:Iteration 21Q (74599.820000 sec): 3 clusters Score: Raw -2289669.241153 + Penalty 4692.820933 = -2284976.420220 nChanged 18 SP:Iteration 22Q (74600.020000 sec): 3 clusters Score: Raw -2289681.165507 + Penalty 4692.820933 = -2284988.344574 nChanged 12 SP:Iteration 23Q (74600.280000 sec): 3 clusters Score: Raw -2289690.194510 + Penalty 4692.820933 = -2284997.373577 nChanged 8 SP:Iteration 24Q (74600.520000 sec): 3 clusters Score: Raw -2289696.982896 + Penalty 4692.820933 = -2285004.161963 nChanged 9 SP:Iteration 25Q (74600.700000 sec): 3 clusters Score: Raw -2289710.682466 + Penalty 4692.820933 = -2285017.861533 nChanged 10 SP:Iteration 26Q (74600.920000 sec): 3 clusters Score: Raw -2289723.487924 + Penalty 4692.820933 = -2285030.666991 nChanged 9 SP:Iteration 27Q (74601.160000 sec): 3 clusters Score: Raw -2289732.358740 + Penalty 4692.820933 = -2285039.537807 nChanged 10 SP:Iteration 28Q (74601.410000 sec): 3 clusters Score: Raw -2289742.409508 + Penalty 4692.820933 = -2285049.588575 nChanged 13 SP:Iteration 29Q (74601.660000 sec): 3 clusters Score: Raw -2289753.218952 + Penalty 4692.820933 = -2285060.398020 nChanged 8 SP:Iteration 30Q (74601.880000 sec): 3 clusters Score: Raw -2289759.226928 + Penalty 4692.820933 = -2285066.405995 nChanged 4 SP:Iteration 31Q (74602.070000 sec): 3 clusters Score: Raw -2289763.414627 + Penalty 4692.820933 = -2285070.593695 nChanged 2 SP:Iteration 32Q (74602.300000 sec): 3 clusters Score: Raw -2289764.696568 + Penalty 4692.820933 = -2285071.875635 nChanged 1 SP:Iteration 33Q (74602.550000 sec): 3 clusters Score: Raw -2289766.610680 + Penalty 4692.820933 = -2285073.789747 nChanged 3 SP:Iteration 34Q (74602.760000 sec): 3 clusters Score: Raw -2289769.374484 + Penalty 4692.820933 = -2285076.553551 nChanged 0 SP:Iteration 35F (74602.970000 sec): 3 clusters Score: Raw -2289769.374484 + Penalty 4692.820933 = -2285076.553551 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74603.060000 sec): 2 clusters Score: Raw -36522.109471 + Penalty 1353.977208 = -35168.132263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74603.230000 sec): 3 clusters Score: Raw -36751.086982 + Penalty 2707.954415 = -34043.132567 nChanged 21 SP:Iteration 1F (74603.390000 sec): 3 clusters Score: Raw -36815.089109 + Penalty 2707.954415 = -34107.134694 nChanged 12 SP:Iteration 2F (74603.610000 sec): 3 clusters Score: Raw -36849.494528 + Penalty 2707.954415 = -34141.540113 nChanged 2 SP:Iteration 3Q (74603.790000 sec): 3 clusters Score: Raw -36855.297414 + Penalty 2707.954415 = -34147.342999 nChanged 2 SP:Iteration 4Q (74603.930000 sec): 3 clusters Score: Raw -36865.801578 + Penalty 2707.954415 = -34157.847163 nChanged 0 SP:Iteration 5F (74604.140000 sec): 3 clusters Score: Raw -36865.801578 + Penalty 2707.954415 = -34157.847163 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74604.190000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74604.390000 sec): 3 clusters Score: Raw -63642.758266 + Penalty 2939.755309 = -60703.002957 nChanged 55 SP:Iteration 1F (74604.560000 sec): 3 clusters Score: Raw -63764.110235 + Penalty 2939.755309 = -60824.354926 nChanged 19 SP:Iteration 2F (74604.720000 sec): 3 clusters Score: Raw -63822.021309 + Penalty 2939.755309 = -60882.266001 nChanged 7 SP:Iteration 3Q (74604.920000 sec): 3 clusters Score: Raw -63840.251535 + Penalty 2939.755309 = -60900.496226 nChanged 3 SP:Iteration 4Q (74605.120000 sec): 3 clusters Score: Raw -63852.873894 + Penalty 2939.755309 = -60913.118586 nChanged 2 SP:Iteration 5Q (74605.290000 sec): 3 clusters Score: Raw -63859.087393 + Penalty 2939.755309 = -60919.332084 nChanged 2 SP:Iteration 6Q (74605.470000 sec): 3 clusters Score: Raw -63865.211890 + Penalty 2939.755309 = -60925.456581 nChanged 0 SP:Iteration 7F (74605.600000 sec): 3 clusters Score: Raw -63865.211890 + Penalty 2939.755309 = -60925.456581 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74605.840000 sec): 2 clusters Score: Raw -5401364.477841 + Penalty 2540.358859 = -5398824.118982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74606.180000 sec): 3 clusters Score: Raw -5384681.335941 + Penalty 5080.717718 = -5379600.618223 nChanged 12638 SP:Iteration 1F (74606.500000 sec): 3 clusters Score: Raw -5391364.657808 + Penalty 5080.717718 = -5386283.940090 nChanged 1339 SP:Iteration 2Q (74606.820000 sec): 3 clusters Score: Raw -5391800.194726 + Penalty 5080.717718 = -5386719.477008 nChanged 1208 SP:Iteration 3Q (74607.150000 sec): 3 clusters Score: Raw -5392183.490030 + Penalty 5080.717718 = -5387102.772312 nChanged 1114 SP:Iteration 4Q (74607.480000 sec): 3 clusters Score: Raw -5392540.912618 + Penalty 5080.717718 = -5387460.194900 nChanged 1049 SP:Iteration 5Q (74607.770000 sec): 3 clusters Score: Raw -5392853.941491 + Penalty 5080.717718 = -5387773.223773 nChanged 950 SP:Iteration 6Q (74608.100000 sec): 3 clusters Score: Raw -5393138.046270 + Penalty 5080.717718 = -5388057.328552 nChanged 936 SP:Iteration 7Q (74608.410000 sec): 3 clusters Score: Raw -5393445.463884 + Penalty 5080.717718 = -5388364.746166 nChanged 919 SP:Iteration 8Q (74608.750000 sec): 3 clusters Score: Raw -5393748.557920 + Penalty 5080.717718 = -5388667.840202 nChanged 903 SP:Iteration 9Q (74609.100000 sec): 3 clusters Score: Raw -5394069.247939 + Penalty 5080.717718 = -5388988.530221 nChanged 910 SP:Iteration 10Q (74609.420000 sec): 3 clusters Score: Raw -5394392.178122 + Penalty 5080.717718 = -5389311.460404 nChanged 929 SP:Iteration 11Q (74609.820000 sec): 3 clusters Score: Raw -5394752.780770 + Penalty 5080.717718 = -5389672.063052 nChanged 980 SP:Iteration 12Q (74610.170000 sec): 3 clusters Score: Raw -5395123.708974 + Penalty 5080.717718 = -5390042.991256 nChanged 926 SP:Iteration 13Q (74610.520000 sec): 3 clusters Score: Raw -5395484.868771 + Penalty 5080.717718 = -5390404.151053 nChanged 898 SP:Iteration 14Q (74610.820000 sec): 3 clusters Score: Raw -5395854.436195 + Penalty 5080.717718 = -5390773.718477 nChanged 849 SP:Iteration 15Q (74611.140000 sec): 3 clusters Score: Raw -5396232.149479 + Penalty 5080.717718 = -5391151.431761 nChanged 820 SP:Iteration 16Q (74611.460000 sec): 3 clusters Score: Raw -5396620.560781 + Penalty 5080.717718 = -5391539.843063 nChanged 819 SP:Iteration 17Q (74611.760000 sec): 3 clusters Score: Raw -5397043.959436 + Penalty 5080.717718 = -5391963.241718 nChanged 858 SP:Iteration 18Q (74612.080000 sec): 3 clusters Score: Raw -5397532.953310 + Penalty 5080.717718 = -5392452.235592 nChanged 856 SP:Iteration 19Q (74612.370000 sec): 3 clusters Score: Raw -5398027.838415 + Penalty 5080.717718 = -5392947.120697 nChanged 838 SP:Iteration 20F (74612.700000 sec): 3 clusters Score: Raw -5398527.817560 + Penalty 5080.717718 = -5393447.099842 nChanged 797 SP:Iteration 21Q (74612.990000 sec): 3 clusters Score: Raw -5399031.186548 + Penalty 5080.717718 = -5393950.468829 nChanged 738 SP:Iteration 22Q (74613.330000 sec): 3 clusters Score: Raw -5399499.711361 + Penalty 5080.717718 = -5394418.993643 nChanged 681 SP:Iteration 23Q (74613.670000 sec): 3 clusters Score: Raw -5399931.468298 + Penalty 5080.717718 = -5394850.750580 nChanged 561 SP:Iteration 24Q (74614.030000 sec): 3 clusters Score: Raw -5400299.687681 + Penalty 5080.717718 = -5395218.969963 nChanged 517 SP:Iteration 25Q (74614.350000 sec): 3 clusters Score: Raw -5400637.750612 + Penalty 5080.717718 = -5395557.032894 nChanged 408 SP:Iteration 26Q (74614.690000 sec): 3 clusters Score: Raw -5400908.267548 + Penalty 5080.717718 = -5395827.549830 nChanged 316 SP:Iteration 27Q (74615.040000 sec): 3 clusters Score: Raw -5401114.682138 + Penalty 5080.717718 = -5396033.964420 nChanged 252 SP:Iteration 28Q (74615.360000 sec): 3 clusters Score: Raw -5401293.614261 + Penalty 5080.717718 = -5396212.896542 nChanged 185 SP:Iteration 29Q (74615.730000 sec): 3 clusters Score: Raw -5401417.594658 + Penalty 5080.717718 = -5396336.876940 nChanged 129 SP:Iteration 30Q (74616.060000 sec): 3 clusters Score: Raw -5401501.182374 + Penalty 5080.717718 = -5396420.464656 nChanged 80 SP:Iteration 31Q (74616.420000 sec): 3 clusters Score: Raw -5401554.691383 + Penalty 5080.717718 = -5396473.973665 nChanged 71 SP:Iteration 32Q (74616.750000 sec): 3 clusters Score: Raw -5401605.376429 + Penalty 5080.717718 = -5396524.658711 nChanged 57 SP:Iteration 33Q (74617.060000 sec): 3 clusters Score: Raw -5401640.496598 + Penalty 5080.717718 = -5396559.778880 nChanged 40 SP:Iteration 34Q (74617.300000 sec): 3 clusters Score: Raw -5401667.780643 + Penalty 5080.717718 = -5396587.062925 nChanged 40 SP:Iteration 35Q (74617.580000 sec): 3 clusters Score: Raw -5401697.942580 + Penalty 5080.717718 = -5396617.224862 nChanged 29 SP:Iteration 36Q (74617.940000 sec): 3 clusters Score: Raw -5401717.634604 + Penalty 5080.717718 = -5396636.916885 nChanged 28 SP:Iteration 37Q (74618.210000 sec): 3 clusters Score: Raw -5401740.958865 + Penalty 5080.717718 = -5396660.241147 nChanged 21 SP:Iteration 38Q (74618.510000 sec): 3 clusters Score: Raw -5401755.120038 + Penalty 5080.717718 = -5396674.402320 nChanged 14 SP:Iteration 39Q (74618.790000 sec): 3 clusters Score: Raw -5401764.105988 + Penalty 5080.717718 = -5396683.388270 nChanged 15 SP:Iteration 40F (74619.090000 sec): 3 clusters Score: Raw -5401775.698710 + Penalty 5080.717718 = -5396694.980992 nChanged 14 SP:Iteration 41Q (74619.400000 sec): 3 clusters Score: Raw -5401786.125379 + Penalty 5080.717718 = -5396705.407661 nChanged 16 SP:Iteration 42Q (74619.670000 sec): 3 clusters Score: Raw -5401797.888620 + Penalty 5080.717718 = -5396717.170902 nChanged 13 SP:Iteration 43Q (74619.980000 sec): 3 clusters Score: Raw -5401807.413444 + Penalty 5080.717718 = -5396726.695725 nChanged 9 SP:Iteration 44Q (74620.330000 sec): 3 clusters Score: Raw -5401816.944700 + Penalty 5080.717718 = -5396736.226982 nChanged 11 SP:Iteration 45Q (74620.600000 sec): 3 clusters Score: Raw -5401826.778171 + Penalty 5080.717718 = -5396746.060453 nChanged 13 SP:Iteration 46Q (74620.900000 sec): 3 clusters Score: Raw -5401837.273113 + Penalty 5080.717718 = -5396756.555395 nChanged 12 SP:Iteration 47Q (74621.230000 sec): 3 clusters Score: Raw -5401849.374164 + Penalty 5080.717718 = -5396768.656445 nChanged 8 SP:Iteration 48Q (74621.530000 sec): 3 clusters Score: Raw -5401855.964677 + Penalty 5080.717718 = -5396775.246958 nChanged 4 SP:Iteration 49Q (74621.810000 sec): 3 clusters Score: Raw -5401857.617415 + Penalty 5080.717718 = -5396776.899697 nChanged 2 SP:Iteration 50Q (74622.080000 sec): 3 clusters Score: Raw -5401858.699242 + Penalty 5080.717718 = -5396777.981524 nChanged 0 SP:Iteration 51F (74622.430000 sec): 3 clusters Score: Raw -5401858.699242 + Penalty 5080.717718 = -5396777.981524 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74622.550000 sec): 2 clusters Score: Raw -196376.036474 + Penalty 1729.670770 = -194646.365704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74622.730000 sec): 3 clusters Score: Raw -196075.776383 + Penalty 3459.341540 = -192616.434843 nChanged 275 SP:Iteration 1F (74622.880000 sec): 3 clusters Score: Raw -196387.793349 + Penalty 3459.341540 = -192928.451809 nChanged 71 SP:Iteration 2F (74623.040000 sec): 3 clusters Score: Raw -196491.324357 + Penalty 3459.341540 = -193031.982817 nChanged 47 SP:Iteration 3Q (74623.210000 sec): 3 clusters Score: Raw -196545.532688 + Penalty 3459.341540 = -193086.191148 nChanged 28 SP:Iteration 4Q (74623.440000 sec): 3 clusters Score: Raw -196583.413482 + Penalty 3459.341540 = -193124.071942 nChanged 16 SP:Iteration 5Q (74623.600000 sec): 3 clusters Score: Raw -196618.463387 + Penalty 3459.341540 = -193159.121847 nChanged 17 SP:Iteration 6Q (74623.740000 sec): 3 clusters Score: Raw -196651.005541 + Penalty 3459.341540 = -193191.664001 nChanged 19 SP:Iteration 7Q (74623.950000 sec): 3 clusters Score: Raw -196681.583494 + Penalty 3459.341540 = -193222.241954 nChanged 22 SP:Iteration 8Q (74624.120000 sec): 3 clusters Score: Raw -196749.491575 + Penalty 3459.341540 = -193290.150035 nChanged 34 SP:Iteration 9Q (74624.280000 sec): 3 clusters Score: Raw -196823.067444 + Penalty 3459.341540 = -193363.725905 nChanged 39 SP:Iteration 10Q (74624.410000 sec): 3 clusters Score: Raw -196950.244780 + Penalty 3459.341540 = -193490.903240 nChanged 56 SP:Iteration 11F (74624.550000 sec): 3 clusters Score: Raw -197132.076170 + Penalty 3459.341540 = -193672.734630 nChanged 52 SP:Iteration 12Q (74624.700000 sec): 3 clusters Score: Raw -197270.779048 + Penalty 3459.341540 = -193811.437508 nChanged 35 SP:Iteration 13Q (74624.910000 sec): 3 clusters Score: Raw -197350.883390 + Penalty 3459.341540 = -193891.541850 nChanged 36 SP:Iteration 14Q (74625.050000 sec): 3 clusters Score: Raw -197439.153990 + Penalty 3459.341540 = -193979.812450 nChanged 28 SP:Iteration 15Q (74625.220000 sec): 3 clusters Score: Raw -197505.564686 + Penalty 3459.341540 = -194046.223146 nChanged 22 SP:Iteration 16Q (74625.430000 sec): 3 clusters Score: Raw -197562.470081 + Penalty 3459.341540 = -194103.128541 nChanged 19 SP:Iteration 17Q (74625.580000 sec): 3 clusters Score: Raw -197596.744042 + Penalty 3459.341540 = -194137.402502 nChanged 7 SP:Iteration 18Q (74625.770000 sec): 3 clusters Score: Raw -197612.477249 + Penalty 3459.341540 = -194153.135709 nChanged 8 SP:Iteration 19Q (74625.930000 sec): 3 clusters Score: Raw -197637.103241 + Penalty 3459.341540 = -194177.761701 nChanged 7 SP:Iteration 20F (74626.050000 sec): 3 clusters Score: Raw -197651.971066 + Penalty 3459.341540 = -194192.629526 nChanged 4 SP:Iteration 21Q (74626.270000 sec): 3 clusters Score: Raw -197662.993384 + Penalty 3459.341540 = -194203.651845 nChanged 3 SP:Iteration 22Q (74626.450000 sec): 3 clusters Score: Raw -197668.705399 + Penalty 3459.341540 = -194209.363859 nChanged 1 SP:Iteration 23Q (74626.620000 sec): 3 clusters Score: Raw -197669.904330 + Penalty 3459.341540 = -194210.562791 nChanged 0 SP:Iteration 24F (74626.820000 sec): 3 clusters Score: Raw -197669.904330 + Penalty 3459.341540 = -194210.562791 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74626.910000 sec): 2 clusters Score: Raw -22147.723635 + Penalty 1352.919637 = -20794.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74627.030000 sec): 3 clusters Score: Raw -22408.759105 + Penalty 2705.839273 = -19702.919832 nChanged 39 SP:Iteration 1F (74627.250000 sec): 3 clusters Score: Raw -22598.455307 + Penalty 2705.839273 = -19892.616034 nChanged 14 SP:Iteration 2F (74627.420000 sec): 3 clusters Score: Raw -22648.851555 + Penalty 2705.839273 = -19943.012282 nChanged 4 SP:Iteration 3Q (74627.600000 sec): 3 clusters Score: Raw -22670.181148 + Penalty 2705.839273 = -19964.341875 nChanged 2 SP:Iteration 4Q (74627.780000 sec): 3 clusters Score: Raw -22689.176690 + Penalty 2705.839273 = -19983.337416 nChanged 1 SP:Iteration 5Q (74627.960000 sec): 3 clusters Score: Raw -22695.646883 + Penalty 2705.839273 = -19989.807610 nChanged 1 SP:Iteration 6Q (74628.120000 sec): 3 clusters Score: Raw -22697.611203 + Penalty 2705.839273 = -19991.771930 nChanged 1 SP:Iteration 7Q (74628.300000 sec): 3 clusters Score: Raw -22703.580418 + Penalty 2705.839273 = -19997.741145 nChanged 0 SP:Iteration 8F (74628.480000 sec): 3 clusters Score: Raw -22703.580418 + Penalty 2705.839273 = -19997.741145 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74628.570000 sec): 2 clusters Score: Raw -423573.224209 + Penalty 1938.171351 = -421635.052858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74628.780000 sec): 3 clusters Score: Raw -422553.681168 + Penalty 3876.342703 = -418677.338465 nChanged 836 SP:Iteration 1F (74628.960000 sec): 3 clusters Score: Raw -423182.509440 + Penalty 3876.342703 = -419306.166737 nChanged 233 SP:Iteration 2F (74629.140000 sec): 3 clusters Score: Raw -423464.261018 + Penalty 3876.342703 = -419587.918315 nChanged 176 SP:Iteration 3F (74629.290000 sec): 3 clusters Score: Raw -423722.789781 + Penalty 3876.342703 = -419846.447078 nChanged 158 SP:Iteration 4F (74629.450000 sec): 3 clusters Score: Raw -423955.529889 + Penalty 3876.342703 = -420079.187186 nChanged 145 SP:Iteration 5F (74629.650000 sec): 3 clusters Score: Raw -424151.827924 + Penalty 3876.342703 = -420275.485221 nChanged 106 SP:Iteration 6Q (74629.840000 sec): 3 clusters Score: Raw -424279.312752 + Penalty 3876.342703 = -420402.970049 nChanged 78 SP:Iteration 7Q (74630.050000 sec): 3 clusters Score: Raw -424374.186020 + Penalty 3876.342703 = -420497.843317 nChanged 64 SP:Iteration 8Q (74630.180000 sec): 3 clusters Score: Raw -424434.985349 + Penalty 3876.342703 = -420558.642646 nChanged 49 SP:Iteration 9Q (74630.390000 sec): 3 clusters Score: Raw -424481.943481 + Penalty 3876.342703 = -420605.600778 nChanged 44 SP:Iteration 10Q (74630.560000 sec): 3 clusters Score: Raw -424520.106325 + Penalty 3876.342703 = -420643.763622 nChanged 44 SP:Iteration 11Q (74630.710000 sec): 3 clusters Score: Raw -424557.796464 + Penalty 3876.342703 = -420681.453761 nChanged 25 SP:Iteration 12Q (74630.930000 sec): 3 clusters Score: Raw -424585.106436 + Penalty 3876.342703 = -420708.763733 nChanged 28 SP:Iteration 13Q (74631.090000 sec): 3 clusters Score: Raw -424614.162745 + Penalty 3876.342703 = -420737.820042 nChanged 19 SP:Iteration 14Q (74631.280000 sec): 3 clusters Score: Raw -424630.115931 + Penalty 3876.342703 = -420753.773229 nChanged 16 SP:Iteration 15Q (74631.480000 sec): 3 clusters Score: Raw -424638.369130 + Penalty 3876.342703 = -420762.026427 nChanged 8 SP:Iteration 16Q (74631.650000 sec): 3 clusters Score: Raw -424642.273717 + Penalty 3876.342703 = -420765.931014 nChanged 10 SP:Iteration 17Q (74631.820000 sec): 3 clusters Score: Raw -424650.212036 + Penalty 3876.342703 = -420773.869333 nChanged 7 SP:Iteration 18Q (74632.000000 sec): 3 clusters Score: Raw -424654.695334 + Penalty 3876.342703 = -420778.352631 nChanged 6 SP:Iteration 19Q (74632.190000 sec): 3 clusters Score: Raw -424657.621618 + Penalty 3876.342703 = -420781.278915 nChanged 5 SP:Iteration 20F (74632.380000 sec): 3 clusters Score: Raw -424659.580734 + Penalty 3876.342703 = -420783.238031 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74632.460000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74632.620000 sec): 3 clusters Score: Raw -209689.901180 + Penalty 3485.107697 = -206204.793483 nChanged 305 SP:Iteration 1F (74632.820000 sec): 3 clusters Score: Raw -209967.084630 + Penalty 3485.107697 = -206481.976933 nChanged 82 SP:Iteration 2F (74632.970000 sec): 3 clusters Score: Raw -210071.972511 + Penalty 3485.107697 = -206586.864814 nChanged 42 SP:Iteration 3Q (74633.140000 sec): 3 clusters Score: Raw -210114.242083 + Penalty 3485.107697 = -206629.134385 nChanged 23 SP:Iteration 4Q (74633.350000 sec): 3 clusters Score: Raw -210148.134093 + Penalty 3485.107697 = -206663.026396 nChanged 25 SP:Iteration 5Q (74633.530000 sec): 3 clusters Score: Raw -210177.478000 + Penalty 3485.107697 = -206692.370303 nChanged 17 SP:Iteration 6Q (74633.660000 sec): 3 clusters Score: Raw -210205.915033 + Penalty 3485.107697 = -206720.807336 nChanged 21 SP:Iteration 7Q (74633.820000 sec): 3 clusters Score: Raw -210231.691994 + Penalty 3485.107697 = -206746.584297 nChanged 20 SP:Iteration 8Q (74634.030000 sec): 3 clusters Score: Raw -210257.581995 + Penalty 3485.107697 = -206772.474297 nChanged 15 SP:Iteration 9Q (74634.200000 sec): 3 clusters Score: Raw -210274.330432 + Penalty 3485.107697 = -206789.222735 nChanged 16 SP:Iteration 10Q (74634.340000 sec): 3 clusters Score: Raw -210301.127848 + Penalty 3485.107697 = -206816.020151 nChanged 10 SP:Iteration 11Q (74634.530000 sec): 3 clusters Score: Raw -210314.791074 + Penalty 3485.107697 = -206829.683377 nChanged 9 SP:Iteration 12Q (74634.680000 sec): 3 clusters Score: Raw -210333.680661 + Penalty 3485.107697 = -206848.572964 nChanged 7 SP:Iteration 13Q (74634.860000 sec): 3 clusters Score: Raw -210340.133562 + Penalty 3485.107697 = -206855.025865 nChanged 4 SP:Iteration 14Q (74635.090000 sec): 3 clusters Score: Raw -210344.698764 + Penalty 3485.107697 = -206859.591067 nChanged 9 SP:Iteration 15Q (74635.250000 sec): 3 clusters Score: Raw -210352.705884 + Penalty 3485.107697 = -206867.598187 nChanged 3 SP:Iteration 16Q (74635.440000 sec): 3 clusters Score: Raw -210356.364603 + Penalty 3485.107697 = -206871.256906 nChanged 3 SP:Iteration 17Q (74635.630000 sec): 3 clusters Score: Raw -210358.494859 + Penalty 3485.107697 = -206873.387162 nChanged 2 SP:Iteration 18Q (74635.840000 sec): 3 clusters Score: Raw -210360.598404 + Penalty 3485.107697 = -206875.490707 nChanged 6 SP:Iteration 19Q (74635.980000 sec): 3 clusters Score: Raw -210368.306630 + Penalty 3485.107697 = -206883.198933 nChanged 6 SP:Iteration 20F (74636.150000 sec): 3 clusters Score: Raw -210376.906245 + Penalty 3485.107697 = -206891.798548 nChanged 2 SP:Iteration 21Q (74636.360000 sec): 3 clusters Score: Raw -210379.784174 + Penalty 3485.107697 = -206894.676476 nChanged 5 SP:Iteration 22Q (74636.510000 sec): 3 clusters Score: Raw -210385.134085 + Penalty 3485.107697 = -206900.026388 nChanged 4 SP:Iteration 23Q (74636.690000 sec): 3 clusters Score: Raw -210388.810576 + Penalty 3485.107697 = -206903.702879 nChanged 6 SP:Iteration 24Q (74636.870000 sec): 3 clusters Score: Raw -210397.016201 + Penalty 3485.107697 = -206911.908504 nChanged 7 SP:Iteration 25Q (74637.040000 sec): 3 clusters Score: Raw -210405.907724 + Penalty 3485.107697 = -206920.800027 nChanged 3 SP:Iteration 26Q (74637.210000 sec): 3 clusters Score: Raw -210413.349910 + Penalty 3485.107697 = -206928.242213 nChanged 6 SP:Iteration 27Q (74637.410000 sec): 3 clusters Score: Raw -210421.256050 + Penalty 3485.107697 = -206936.148352 nChanged 3 SP:Iteration 28Q (74637.570000 sec): 3 clusters Score: Raw -210424.928232 + Penalty 3485.107697 = -206939.820535 nChanged 1 SP:Iteration 29Q (74637.750000 sec): 3 clusters Score: Raw -210426.457530 + Penalty 3485.107697 = -206941.349832 nChanged 1 SP:Iteration 30Q (74637.910000 sec): 3 clusters Score: Raw -210426.666474 + Penalty 3485.107697 = -206941.558777 nChanged 0 SP:Iteration 31F (74638.100000 sec): 3 clusters Score: Raw -210426.666474 + Penalty 3485.107697 = -206941.558777 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74638.190000 sec): 2 clusters Score: Raw -25585.005074 + Penalty 1335.354776 = -24249.650298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74638.390000 sec): 3 clusters Score: Raw -26128.192604 + Penalty 2670.709551 = -23457.483053 nChanged 46 SP:Iteration 1F (74638.570000 sec): 3 clusters Score: Raw -26634.019993 + Penalty 2670.709551 = -23963.310442 nChanged 7 SP:Iteration 2Q (74638.720000 sec): 3 clusters Score: Raw -26730.175173 + Penalty 2670.709551 = -24059.465622 nChanged 4 SP:Iteration 3Q (74638.890000 sec): 3 clusters Score: Raw -26750.236553 + Penalty 2670.709551 = -24079.527002 nChanged 1 SP:Iteration 4Q (74639.070000 sec): 3 clusters Score: Raw -26753.142903 + Penalty 2670.709551 = -24082.433352 nChanged 1 SP:Iteration 5Q (74639.250000 sec): 3 clusters Score: Raw -26759.438093 + Penalty 2670.709551 = -24088.728542 nChanged 2 SP:Iteration 6Q (74639.410000 sec): 3 clusters Score: Raw -26763.860647 + Penalty 2670.709551 = -24093.151095 nChanged 3 SP:Iteration 7Q (74639.620000 sec): 3 clusters Score: Raw -26774.094380 + Penalty 2670.709551 = -24103.384829 nChanged 2 SP:Iteration 8Q (74639.790000 sec): 3 clusters Score: Raw -26779.226976 + Penalty 2670.709551 = -24108.517425 nChanged 0 SP:Iteration 9F (74639.950000 sec): 3 clusters Score: Raw -26779.913069 + Penalty 2670.709551 = -24109.203518 nChanged 1 SP:Iteration 10Q (74640.120000 sec): 3 clusters Score: Raw -26790.382218 + Penalty 2670.709551 = -24119.672667 nChanged 2 SP:Iteration 11Q (74640.350000 sec): 3 clusters Score: Raw -26816.790389 + Penalty 2670.709551 = -24146.080838 nChanged 3 SP:Iteration 12Q (74640.500000 sec): 3 clusters Score: Raw -26850.187992 + Penalty 2670.709551 = -24179.478441 nChanged 3 SP:Iteration 13Q (74640.670000 sec): 3 clusters Score: Raw -26859.716794 + Penalty 2670.709551 = -24189.007243 nChanged 0 SP:Iteration 14F (74640.840000 sec): 3 clusters Score: Raw -26859.716794 + Penalty 2670.709551 = -24189.007243 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74640.940000 sec): 2 clusters Score: Raw -639920.626049 + Penalty 2036.245672 = -637884.380377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74641.150000 sec): 3 clusters Score: Raw -638312.743663 + Penalty 4072.491343 = -634240.252319 nChanged 1349 SP:Iteration 1F (74641.330000 sec): 3 clusters Score: Raw -639199.757154 + Penalty 4072.491343 = -635127.265811 nChanged 319 SP:Iteration 2F (74641.510000 sec): 3 clusters Score: Raw -639472.200833 + Penalty 4072.491343 = -635399.709489 nChanged 230 SP:Iteration 3F (74641.710000 sec): 3 clusters Score: Raw -639689.567916 + Penalty 4072.491343 = -635617.076572 nChanged 218 SP:Iteration 4F (74641.880000 sec): 3 clusters Score: Raw -639882.699075 + Penalty 4072.491343 = -635810.207732 nChanged 166 SP:Iteration 5Q (74642.100000 sec): 3 clusters Score: Raw -640024.311686 + Penalty 4072.491343 = -635951.820343 nChanged 143 SP:Iteration 6Q (74642.240000 sec): 3 clusters Score: Raw -640153.711745 + Penalty 4072.491343 = -636081.220401 nChanged 139 SP:Iteration 7Q (74642.450000 sec): 3 clusters Score: Raw -640267.322094 + Penalty 4072.491343 = -636194.830751 nChanged 131 SP:Iteration 8Q (74642.660000 sec): 3 clusters Score: Raw -640367.013935 + Penalty 4072.491343 = -636294.522592 nChanged 100 SP:Iteration 9Q (74642.840000 sec): 3 clusters Score: Raw -640430.494101 + Penalty 4072.491343 = -636358.002758 nChanged 78 SP:Iteration 10Q (74643.030000 sec): 3 clusters Score: Raw -640487.045793 + Penalty 4072.491343 = -636414.554449 nChanged 68 SP:Iteration 11Q (74643.290000 sec): 3 clusters Score: Raw -640530.495062 + Penalty 4072.491343 = -636458.003719 nChanged 51 SP:Iteration 12Q (74643.470000 sec): 3 clusters Score: Raw -640567.576735 + Penalty 4072.491343 = -636495.085392 nChanged 54 SP:Iteration 13Q (74643.700000 sec): 3 clusters Score: Raw -640605.405671 + Penalty 4072.491343 = -636532.914327 nChanged 54 SP:Iteration 14Q (74643.880000 sec): 3 clusters Score: Raw -640639.433992 + Penalty 4072.491343 = -636566.942649 nChanged 54 SP:Iteration 15Q (74644.080000 sec): 3 clusters Score: Raw -640669.743196 + Penalty 4072.491343 = -636597.251853 nChanged 53 SP:Iteration 16Q (74644.250000 sec): 3 clusters Score: Raw -640701.557239 + Penalty 4072.491343 = -636629.065895 nChanged 39 SP:Iteration 17Q (74644.450000 sec): 3 clusters Score: Raw -640729.628699 + Penalty 4072.491343 = -636657.137355 nChanged 30 SP:Iteration 18Q (74644.670000 sec): 3 clusters Score: Raw -640743.955375 + Penalty 4072.491343 = -636671.464031 nChanged 18 SP:Iteration 19Q (74644.870000 sec): 3 clusters Score: Raw -640752.473938 + Penalty 4072.491343 = -636679.982595 nChanged 19 SP:Iteration 20F (74645.030000 sec): 3 clusters Score: Raw -640762.410729 + Penalty 4072.491343 = -636689.919385 nChanged 15 SP:Iteration 21Q (74645.230000 sec): 3 clusters Score: Raw -640769.340380 + Penalty 4072.491343 = -636696.849037 nChanged 16 SP:Iteration 22Q (74645.410000 sec): 3 clusters Score: Raw -640780.411365 + Penalty 4072.491343 = -636707.920021 nChanged 15 SP:Iteration 23Q (74645.630000 sec): 3 clusters Score: Raw -640789.039870 + Penalty 4072.491343 = -636716.548527 nChanged 18 SP:Iteration 24Q (74645.810000 sec): 3 clusters Score: Raw -640797.000043 + Penalty 4072.491343 = -636724.508700 nChanged 9 SP:Iteration 25Q (74645.980000 sec): 3 clusters Score: Raw -640800.877780 + Penalty 4072.491343 = -636728.386437 nChanged 4 SP:Iteration 26Q (74646.140000 sec): 3 clusters Score: Raw -640802.759718 + Penalty 4072.491343 = -636730.268375 nChanged 4 SP:Iteration 27Q (74646.310000 sec): 3 clusters Score: Raw -640803.839778 + Penalty 4072.491343 = -636731.348434 nChanged 3 SP:Iteration 28Q (74646.510000 sec): 3 clusters Score: Raw -640804.966381 + Penalty 4072.491343 = -636732.475038 nChanged 1 SP:Iteration 29Q (74646.710000 sec): 3 clusters Score: Raw -640805.392589 + Penalty 4072.491343 = -636732.901246 nChanged 2 SP:Iteration 30Q (74646.870000 sec): 3 clusters Score: Raw -640806.543138 + Penalty 4072.491343 = -636734.051795 nChanged 2 SP:Iteration 31Q (74647.060000 sec): 3 clusters Score: Raw -640807.360961 + Penalty 4072.491343 = -636734.869617 nChanged 3 SP:Iteration 32Q (74647.230000 sec): 3 clusters Score: Raw -640808.792050 + Penalty 4072.491343 = -636736.300706 nChanged 4 SP:Iteration 33Q (74647.420000 sec): 3 clusters Score: Raw -640810.007430 + Penalty 4072.491343 = -636737.516087 nChanged 2 SP:Iteration 34Q (74647.650000 sec): 3 clusters Score: Raw -640810.552323 + Penalty 4072.491343 = -636738.060980 nChanged 0 SP:Iteration 35F (74647.830000 sec): 3 clusters Score: Raw -640810.552323 + Penalty 4072.491343 = -636738.060980 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74647.950000 sec): 2 clusters Score: Raw -79583.016914 + Penalty 1545.159399 = -78037.857515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74648.110000 sec): 3 clusters Score: Raw -79704.001396 + Penalty 3090.318798 = -76613.682598 nChanged 120 SP:Iteration 1F (74648.260000 sec): 3 clusters Score: Raw -80094.450236 + Penalty 3090.318798 = -77004.131438 nChanged 45 SP:Iteration 2F (74648.480000 sec): 3 clusters Score: Raw -80290.648937 + Penalty 3090.318798 = -77200.330139 nChanged 36 SP:Iteration 3F (74648.650000 sec): 3 clusters Score: Raw -80669.661192 + Penalty 3090.318798 = -77579.342394 nChanged 48 SP:Iteration 4F (74648.840000 sec): 3 clusters Score: Raw -81071.357075 + Penalty 3090.318798 = -77981.038277 nChanged 22 SP:Iteration 5Q (74649.010000 sec): 3 clusters Score: Raw -81226.782126 + Penalty 3090.318798 = -78136.463328 nChanged 13 SP:Iteration 6Q (74649.150000 sec): 3 clusters Score: Raw -81295.788624 + Penalty 3090.318798 = -78205.469826 nChanged 5 SP:Iteration 7Q (74649.340000 sec): 3 clusters Score: Raw -81315.154313 + Penalty 3090.318798 = -78224.835515 nChanged 3 SP:Iteration 8Q (74649.520000 sec): 3 clusters Score: Raw -81328.856456 + Penalty 3090.318798 = -78238.537658 nChanged 3 SP:Iteration 9Q (74649.670000 sec): 3 clusters Score: Raw -81344.155957 + Penalty 3090.318798 = -78253.837159 nChanged 4 SP:Iteration 10Q (74649.830000 sec): 3 clusters Score: Raw -81356.590759 + Penalty 3090.318798 = -78266.271961 nChanged 1 SP:Iteration 11Q (74650.020000 sec): 3 clusters Score: Raw -81361.274547 + Penalty 3090.318798 = -78270.955749 nChanged 0 SP:Iteration 12F (74650.200000 sec): 3 clusters Score: Raw -81361.274547 + Penalty 3090.318798 = -78270.955749 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74650.310000 sec): 2 clusters Score: Raw -826827.116492 + Penalty 2090.775255 = -824736.341237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74650.510000 sec): 3 clusters Score: Raw -824628.048358 + Penalty 4181.550511 = -820446.497847 nChanged 1761 SP:Iteration 1F (74650.690000 sec): 3 clusters Score: Raw -825697.068160 + Penalty 4181.550511 = -821515.517649 nChanged 319 SP:Iteration 2F (74650.940000 sec): 3 clusters Score: Raw -825880.113918 + Penalty 4181.550511 = -821698.563407 nChanged 233 SP:Iteration 3F (74651.100000 sec): 3 clusters Score: Raw -826022.671310 + Penalty 4181.550511 = -821841.120799 nChanged 175 SP:Iteration 4Q (74651.260000 sec): 3 clusters Score: Raw -826128.933076 + Penalty 4181.550511 = -821947.382565 nChanged 149 SP:Iteration 5Q (74651.480000 sec): 3 clusters Score: Raw -826205.831100 + Penalty 4181.550511 = -822024.280589 nChanged 111 SP:Iteration 6Q (74651.690000 sec): 3 clusters Score: Raw -826262.144104 + Penalty 4181.550511 = -822080.593593 nChanged 100 SP:Iteration 7Q (74651.870000 sec): 3 clusters Score: Raw -826308.895685 + Penalty 4181.550511 = -822127.345175 nChanged 85 SP:Iteration 8Q (74652.070000 sec): 3 clusters Score: Raw -826349.542368 + Penalty 4181.550511 = -822167.991857 nChanged 91 SP:Iteration 9Q (74652.270000 sec): 3 clusters Score: Raw -826392.738381 + Penalty 4181.550511 = -822211.187870 nChanged 96 SP:Iteration 10Q (74652.440000 sec): 3 clusters Score: Raw -826439.668145 + Penalty 4181.550511 = -822258.117634 nChanged 88 SP:Iteration 11Q (74652.630000 sec): 3 clusters Score: Raw -826486.575052 + Penalty 4181.550511 = -822305.024541 nChanged 90 SP:Iteration 12Q (74652.870000 sec): 3 clusters Score: Raw -826538.755015 + Penalty 4181.550511 = -822357.204504 nChanged 91 SP:Iteration 13Q (74653.020000 sec): 3 clusters Score: Raw -826591.240615 + Penalty 4181.550511 = -822409.690104 nChanged 85 SP:Iteration 14Q (74653.260000 sec): 3 clusters Score: Raw -826647.321250 + Penalty 4181.550511 = -822465.770739 nChanged 88 SP:Iteration 15Q (74653.420000 sec): 3 clusters Score: Raw -826697.997503 + Penalty 4181.550511 = -822516.446992 nChanged 74 SP:Iteration 16Q (74653.620000 sec): 3 clusters Score: Raw -826752.309147 + Penalty 4181.550511 = -822570.758636 nChanged 78 SP:Iteration 17Q (74653.840000 sec): 3 clusters Score: Raw -826806.786591 + Penalty 4181.550511 = -822625.236080 nChanged 64 SP:Iteration 18Q (74654.020000 sec): 3 clusters Score: Raw -826863.702189 + Penalty 4181.550511 = -822682.151678 nChanged 64 SP:Iteration 19Q (74654.220000 sec): 3 clusters Score: Raw -826917.837681 + Penalty 4181.550511 = -822736.287170 nChanged 70 SP:Iteration 20F (74654.370000 sec): 3 clusters Score: Raw -826967.991538 + Penalty 4181.550511 = -822786.441027 nChanged 47 SP:Iteration 21Q (74654.590000 sec): 3 clusters Score: Raw -827000.412982 + Penalty 4181.550511 = -822818.862472 nChanged 37 SP:Iteration 22Q (74654.780000 sec): 3 clusters Score: Raw -827026.579095 + Penalty 4181.550511 = -822845.028584 nChanged 28 SP:Iteration 23Q (74654.940000 sec): 3 clusters Score: Raw -827042.313683 + Penalty 4181.550511 = -822860.763172 nChanged 22 SP:Iteration 24Q (74655.120000 sec): 3 clusters Score: Raw -827054.638143 + Penalty 4181.550511 = -822873.087632 nChanged 30 SP:Iteration 25Q (74655.360000 sec): 3 clusters Score: Raw -827071.099818 + Penalty 4181.550511 = -822889.549307 nChanged 15 SP:Iteration 26Q (74655.560000 sec): 3 clusters Score: Raw -827078.072354 + Penalty 4181.550511 = -822896.521844 nChanged 15 SP:Iteration 27Q (74655.760000 sec): 3 clusters Score: Raw -827084.931247 + Penalty 4181.550511 = -822903.380736 nChanged 11 SP:Iteration 28Q (74655.940000 sec): 3 clusters Score: Raw -827093.112891 + Penalty 4181.550511 = -822911.562380 nChanged 15 SP:Iteration 29Q (74656.130000 sec): 3 clusters Score: Raw -827101.061880 + Penalty 4181.550511 = -822919.511369 nChanged 10 SP:Iteration 30Q (74656.310000 sec): 3 clusters Score: Raw -827109.430935 + Penalty 4181.550511 = -822927.880424 nChanged 9 SP:Iteration 31Q (74656.500000 sec): 3 clusters Score: Raw -827115.241555 + Penalty 4181.550511 = -822933.691044 nChanged 5 SP:Iteration 32Q (74656.650000 sec): 3 clusters Score: Raw -827118.037402 + Penalty 4181.550511 = -822936.486892 nChanged 10 SP:Iteration 33Q (74656.880000 sec): 3 clusters Score: Raw -827122.434209 + Penalty 4181.550511 = -822940.883698 nChanged 8 SP:Iteration 34Q (74657.040000 sec): 3 clusters Score: Raw -827126.846862 + Penalty 4181.550511 = -822945.296352 nChanged 6 SP:Iteration 35Q (74657.260000 sec): 3 clusters Score: Raw -827131.795520 + Penalty 4181.550511 = -822950.245009 nChanged 11 SP:Iteration 36Q (74657.460000 sec): 3 clusters Score: Raw -827140.481546 + Penalty 4181.550511 = -822958.931035 nChanged 20 SP:Iteration 37Q (74657.660000 sec): 3 clusters Score: Raw -827153.635839 + Penalty 4181.550511 = -822972.085328 nChanged 11 SP:Iteration 38Q (74657.830000 sec): 3 clusters Score: Raw -827162.882122 + Penalty 4181.550511 = -822981.331612 nChanged 5 SP:Iteration 39Q (74658.040000 sec): 3 clusters Score: Raw -827165.421886 + Penalty 4181.550511 = -822983.871375 nChanged 1 SP:Iteration 40F (74658.180000 sec): 3 clusters Score: Raw -827166.130487 + Penalty 4181.550511 = -822984.579976 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74658.320000 sec): 2 clusters Score: Raw -283469.893606 + Penalty 1843.549302 = -281626.344304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74658.450000 sec): 3 clusters Score: Raw -282912.191031 + Penalty 3687.098604 = -279225.092427 nChanged 512 SP:Iteration 1F (74658.630000 sec): 3 clusters Score: Raw -283361.371651 + Penalty 3687.098604 = -279674.273047 nChanged 144 SP:Iteration 2F (74658.800000 sec): 3 clusters Score: Raw -283530.267155 + Penalty 3687.098604 = -279843.168551 nChanged 99 SP:Iteration 3F (74659.010000 sec): 3 clusters Score: Raw -283660.727195 + Penalty 3687.098604 = -279973.628591 nChanged 81 SP:Iteration 4Q (74659.140000 sec): 3 clusters Score: Raw -283783.658302 + Penalty 3687.098604 = -280096.559698 nChanged 79 SP:Iteration 5Q (74659.320000 sec): 3 clusters Score: Raw -283917.593656 + Penalty 3687.098604 = -280230.495052 nChanged 72 SP:Iteration 6Q (74659.450000 sec): 3 clusters Score: Raw -284026.345168 + Penalty 3687.098604 = -280339.246564 nChanged 52 SP:Iteration 7Q (74659.630000 sec): 3 clusters Score: Raw -284094.030404 + Penalty 3687.098604 = -280406.931800 nChanged 43 SP:Iteration 8Q (74659.780000 sec): 3 clusters Score: Raw -284171.654929 + Penalty 3687.098604 = -280484.556325 nChanged 43 SP:Iteration 9Q (74659.970000 sec): 3 clusters Score: Raw -284244.650978 + Penalty 3687.098604 = -280557.552374 nChanged 40 SP:Iteration 10Q (74660.120000 sec): 3 clusters Score: Raw -284308.335191 + Penalty 3687.098604 = -280621.236587 nChanged 41 SP:Iteration 11Q (74660.330000 sec): 3 clusters Score: Raw -284355.808416 + Penalty 3687.098604 = -280668.709812 nChanged 23 SP:Iteration 12Q (74660.500000 sec): 3 clusters Score: Raw -284381.229875 + Penalty 3687.098604 = -280694.131271 nChanged 21 SP:Iteration 13Q (74660.660000 sec): 3 clusters Score: Raw -284406.635243 + Penalty 3687.098604 = -280719.536639 nChanged 25 SP:Iteration 14Q (74660.820000 sec): 3 clusters Score: Raw -284446.279845 + Penalty 3687.098604 = -280759.181241 nChanged 26 SP:Iteration 15Q (74661.000000 sec): 3 clusters Score: Raw -284486.096088 + Penalty 3687.098604 = -280798.997484 nChanged 35 SP:Iteration 16Q (74661.170000 sec): 3 clusters Score: Raw -284525.432604 + Penalty 3687.098604 = -280838.334000 nChanged 12 SP:Iteration 17Q (74661.320000 sec): 3 clusters Score: Raw -284538.863019 + Penalty 3687.098604 = -280851.764415 nChanged 15 SP:Iteration 18Q (74661.530000 sec): 3 clusters Score: Raw -284554.875133 + Penalty 3687.098604 = -280867.776529 nChanged 9 SP:Iteration 19Q (74661.670000 sec): 3 clusters Score: Raw -284565.297307 + Penalty 3687.098604 = -280878.198703 nChanged 10 SP:Iteration 20F (74661.820000 sec): 3 clusters Score: Raw -284575.521112 + Penalty 3687.098604 = -280888.422508 nChanged 8 SP:Iteration 21Q (74662.000000 sec): 3 clusters Score: Raw -284584.210753 + Penalty 3687.098604 = -280897.112149 nChanged 7 SP:Iteration 22Q (74662.160000 sec): 3 clusters Score: Raw -284590.164769 + Penalty 3687.098604 = -280903.066165 nChanged 6 SP:Iteration 23Q (74662.310000 sec): 3 clusters Score: Raw -284598.196618 + Penalty 3687.098604 = -280911.098014 nChanged 6 SP:Iteration 24Q (74662.500000 sec): 3 clusters Score: Raw -284606.384960 + Penalty 3687.098604 = -280919.286356 nChanged 7 SP:Iteration 25Q (74662.690000 sec): 3 clusters Score: Raw -284618.569396 + Penalty 3687.098604 = -280931.470792 nChanged 8 SP:Iteration 26Q (74662.840000 sec): 3 clusters Score: Raw -284626.815357 + Penalty 3687.098604 = -280939.716753 nChanged 5 SP:Iteration 27Q (74663.020000 sec): 3 clusters Score: Raw -284630.630657 + Penalty 3687.098604 = -280943.532054 nChanged 1 SP:Iteration 28Q (74663.230000 sec): 3 clusters Score: Raw -284631.853873 + Penalty 3687.098604 = -280944.755269 nChanged 1 SP:Iteration 29Q (74663.400000 sec): 3 clusters Score: Raw -284632.625791 + Penalty 3687.098604 = -280945.527187 nChanged 0 SP:Iteration 30F (74663.570000 sec): 3 clusters Score: Raw -284632.625791 + Penalty 3687.098604 = -280945.527187 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74663.880000 sec): 2 clusters Score: Raw -7776661.525030 + Penalty 2638.578833 = -7774022.946197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74664.320000 sec): 3 clusters Score: Raw -7751057.745058 + Penalty 5277.157666 = -7745780.587392 nChanged 19144 SP:Iteration 1F (74664.710000 sec): 3 clusters Score: Raw -7761645.671628 + Penalty 5277.157666 = -7756368.513963 nChanged 1708 SP:Iteration 2Q (74665.130000 sec): 3 clusters Score: Raw -7762128.000582 + Penalty 5277.157666 = -7756850.842916 nChanged 1569 SP:Iteration 3Q (74665.540000 sec): 3 clusters Score: Raw -7762554.868178 + Penalty 5277.157666 = -7757277.710512 nChanged 1458 SP:Iteration 4Q (74665.910000 sec): 3 clusters Score: Raw -7762956.479879 + Penalty 5277.157666 = -7757679.322213 nChanged 1452 SP:Iteration 5Q (74666.300000 sec): 3 clusters Score: Raw -7763409.429803 + Penalty 5277.157666 = -7758132.272137 nChanged 1550 SP:Iteration 6Q (74666.680000 sec): 3 clusters Score: Raw -7763977.208643 + Penalty 5277.157666 = -7758700.050977 nChanged 1740 SP:Iteration 7Q (74667.060000 sec): 3 clusters Score: Raw -7764709.241355 + Penalty 5277.157666 = -7759432.083689 nChanged 2122 SP:Iteration 8F (74667.440000 sec): 3 clusters Score: Raw -7765816.411208 + Penalty 5277.157666 = -7760539.253543 nChanged 2568 SP:Iteration 9F (74667.840000 sec): 3 clusters Score: Raw -7767442.113758 + Penalty 5277.157666 = -7762164.956092 nChanged 2858 SP:Iteration 10F (74668.220000 sec): 3 clusters Score: Raw -7769600.150158 + Penalty 5277.157666 = -7764322.992492 nChanged 2884 SP:Iteration 11F (74668.660000 sec): 3 clusters Score: Raw -7772092.770329 + Penalty 5277.157666 = -7766815.612663 nChanged 2434 SP:Iteration 12F (74669.020000 sec): 3 clusters Score: Raw -7774343.045952 + Penalty 5277.157666 = -7769065.888286 nChanged 1557 SP:Iteration 13Q (74669.430000 sec): 3 clusters Score: Raw -7775797.640589 + Penalty 5277.157666 = -7770520.482923 nChanged 680 SP:Iteration 14Q (74669.830000 sec): 3 clusters Score: Raw -7776434.424311 + Penalty 5277.157666 = -7771157.266645 nChanged 264 SP:Iteration 15Q (74670.180000 sec): 3 clusters Score: Raw -7776676.291593 + Penalty 5277.157666 = -7771399.133927 nChanged 100 SP:Iteration 16Q (74670.560000 sec): 3 clusters Score: Raw -7776788.403568 + Penalty 5277.157666 = -7771511.245902 nChanged 57 SP:Iteration 17Q (74670.910000 sec): 3 clusters Score: Raw -7776861.888295 + Penalty 5277.157666 = -7771584.730629 nChanged 37 SP:Iteration 18Q (74671.260000 sec): 3 clusters Score: Raw -7776907.442689 + Penalty 5277.157666 = -7771630.285023 nChanged 21 SP:Iteration 19Q (74671.680000 sec): 3 clusters Score: Raw -7776933.975059 + Penalty 5277.157666 = -7771656.817393 nChanged 18 SP:Iteration 20F (74672.060000 sec): 3 clusters Score: Raw -7776955.314319 + Penalty 5277.157666 = -7771678.156654 nChanged 10 SP:Iteration 21Q (74672.380000 sec): 3 clusters Score: Raw -7776970.935143 + Penalty 5277.157666 = -7771693.777477 nChanged 16 SP:Iteration 22Q (74672.780000 sec): 3 clusters Score: Raw -7776992.578975 + Penalty 5277.157666 = -7771715.421310 nChanged 12 SP:Iteration 23Q (74673.120000 sec): 3 clusters Score: Raw -7777008.036247 + Penalty 5277.157666 = -7771730.878581 nChanged 6 SP:Iteration 24Q (74673.500000 sec): 3 clusters Score: Raw -7777016.486988 + Penalty 5277.157666 = -7771739.329322 nChanged 2 SP:Iteration 25Q (74673.820000 sec): 3 clusters Score: Raw -7777018.420305 + Penalty 5277.157666 = -7771741.262639 nChanged 2 SP:Iteration 26Q (74674.180000 sec): 3 clusters Score: Raw -7777020.676196 + Penalty 5277.157666 = -7771743.518530 nChanged 3 SP:Iteration 27Q (74674.550000 sec): 3 clusters Score: Raw -7777025.356376 + Penalty 5277.157666 = -7771748.198711 nChanged 1 SP:Iteration 28Q (74674.880000 sec): 3 clusters Score: Raw -7777025.634267 + Penalty 5277.157666 = -7771748.476601 nChanged 0 SP:Iteration 29F (74675.300000 sec): 3 clusters Score: Raw -7777025.634267 + Penalty 5277.157666 = -7771748.476601 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74675.400000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74675.570000 sec): 3 clusters Score: Raw -233813.878488 + Penalty 3570.669895 = -230243.208592 nChanged 376 SP:Iteration 1F (74675.720000 sec): 3 clusters Score: Raw -234178.264014 + Penalty 3570.669895 = -230607.594118 nChanged 103 SP:Iteration 2F (74675.900000 sec): 3 clusters Score: Raw -234314.894784 + Penalty 3570.669895 = -230744.224889 nChanged 61 SP:Iteration 3Q (74676.050000 sec): 3 clusters Score: Raw -234388.348629 + Penalty 3570.669895 = -230817.678733 nChanged 45 SP:Iteration 4Q (74676.220000 sec): 3 clusters Score: Raw -234456.280987 + Penalty 3570.669895 = -230885.611092 nChanged 38 SP:Iteration 5Q (74676.400000 sec): 3 clusters Score: Raw -234509.853481 + Penalty 3570.669895 = -230939.183586 nChanged 27 SP:Iteration 6Q (74676.570000 sec): 3 clusters Score: Raw -234557.407828 + Penalty 3570.669895 = -230986.737932 nChanged 31 SP:Iteration 7Q (74676.730000 sec): 3 clusters Score: Raw -234592.446276 + Penalty 3570.669895 = -231021.776380 nChanged 21 SP:Iteration 8Q (74676.910000 sec): 3 clusters Score: Raw -234614.621224 + Penalty 3570.669895 = -231043.951328 nChanged 15 SP:Iteration 9Q (74677.080000 sec): 3 clusters Score: Raw -234631.251739 + Penalty 3570.669895 = -231060.581844 nChanged 12 SP:Iteration 10Q (74677.250000 sec): 3 clusters Score: Raw -234655.826599 + Penalty 3570.669895 = -231085.156703 nChanged 18 SP:Iteration 11Q (74677.430000 sec): 3 clusters Score: Raw -234677.399865 + Penalty 3570.669895 = -231106.729970 nChanged 13 SP:Iteration 12Q (74677.650000 sec): 3 clusters Score: Raw -234700.060899 + Penalty 3570.669895 = -231129.391004 nChanged 18 SP:Iteration 13Q (74677.800000 sec): 3 clusters Score: Raw -234726.919802 + Penalty 3570.669895 = -231156.249906 nChanged 21 SP:Iteration 14Q (74677.960000 sec): 3 clusters Score: Raw -234751.723735 + Penalty 3570.669895 = -231181.053839 nChanged 26 SP:Iteration 15Q (74678.110000 sec): 3 clusters Score: Raw -234802.387357 + Penalty 3570.669895 = -231231.717461 nChanged 31 SP:Iteration 16Q (74678.220000 sec): 3 clusters Score: Raw -234857.987284 + Penalty 3570.669895 = -231287.317389 nChanged 30 SP:Iteration 17Q (74678.400000 sec): 3 clusters Score: Raw -234896.925998 + Penalty 3570.669895 = -231326.256103 nChanged 19 SP:Iteration 18Q (74678.570000 sec): 3 clusters Score: Raw -234915.183470 + Penalty 3570.669895 = -231344.513575 nChanged 10 SP:Iteration 19Q (74678.710000 sec): 3 clusters Score: Raw -234928.624737 + Penalty 3570.669895 = -231357.954842 nChanged 12 SP:Iteration 20F (74678.900000 sec): 3 clusters Score: Raw -234940.722814 + Penalty 3570.669895 = -231370.052919 nChanged 6 SP:Iteration 21Q (74679.070000 sec): 3 clusters Score: Raw -234945.544047 + Penalty 3570.669895 = -231374.874151 nChanged 6 SP:Iteration 22Q (74679.260000 sec): 3 clusters Score: Raw -234949.204939 + Penalty 3570.669895 = -231378.535044 nChanged 9 SP:Iteration 23Q (74679.440000 sec): 3 clusters Score: Raw -234956.588496 + Penalty 3570.669895 = -231385.918600 nChanged 10 SP:Iteration 24Q (74679.620000 sec): 3 clusters Score: Raw -234969.135232 + Penalty 3570.669895 = -231398.465337 nChanged 9 SP:Iteration 25Q (74679.780000 sec): 3 clusters Score: Raw -234976.591731 + Penalty 3570.669895 = -231405.921836 nChanged 10 SP:Iteration 26Q (74680.000000 sec): 3 clusters Score: Raw -234986.695442 + Penalty 3570.669895 = -231416.025547 nChanged 10 SP:Iteration 27Q (74680.150000 sec): 3 clusters Score: Raw -234996.385288 + Penalty 3570.669895 = -231425.715393 nChanged 5 SP:Iteration 28Q (74680.370000 sec): 3 clusters Score: Raw -234998.863277 + Penalty 3570.669895 = -231428.193382 nChanged 4 SP:Iteration 29Q (74680.530000 sec): 3 clusters Score: Raw -235001.537990 + Penalty 3570.669895 = -231430.868095 nChanged 3 SP:Iteration 30Q (74680.710000 sec): 3 clusters Score: Raw -235005.307168 + Penalty 3570.669895 = -231434.637272 nChanged 3 SP:Iteration 31Q (74680.860000 sec): 3 clusters Score: Raw -235013.988073 + Penalty 3570.669895 = -231443.318177 nChanged 5 SP:Iteration 32Q (74681.050000 sec): 3 clusters Score: Raw -235025.857101 + Penalty 3570.669895 = -231455.187206 nChanged 6 SP:Iteration 33Q (74681.270000 sec): 3 clusters Score: Raw -235033.298349 + Penalty 3570.669895 = -231462.628453 nChanged 6 SP:Iteration 34Q (74681.450000 sec): 3 clusters Score: Raw -235039.728782 + Penalty 3570.669895 = -231469.058886 nChanged 4 SP:Iteration 35Q (74681.620000 sec): 3 clusters Score: Raw -235048.709908 + Penalty 3570.669895 = -231478.040012 nChanged 7 SP:Iteration 36Q (74681.790000 sec): 3 clusters Score: Raw -235055.626614 + Penalty 3570.669895 = -231484.956719 nChanged 3 SP:Iteration 37Q (74681.970000 sec): 3 clusters Score: Raw -235060.875083 + Penalty 3570.669895 = -231490.205188 nChanged 5 SP:Iteration 38Q (74682.180000 sec): 3 clusters Score: Raw -235066.288336 + Penalty 3570.669895 = -231495.618441 nChanged 2 SP:Iteration 39Q (74682.320000 sec): 3 clusters Score: Raw -235068.169706 + Penalty 3570.669895 = -231497.499811 nChanged 2 SP:Iteration 40F (74682.520000 sec): 3 clusters Score: Raw -235069.089049 + Penalty 3570.669895 = -231498.419154 nChanged 1 SP:Iteration 41Q (74682.740000 sec): 3 clusters Score: Raw -235070.644816 + Penalty 3570.669895 = -231499.974920 nChanged 1 SP:Iteration 42Q (74682.910000 sec): 3 clusters Score: Raw -235071.198308 + Penalty 3570.669895 = -231500.528413 nChanged 1 SP:Iteration 43Q (74683.050000 sec): 3 clusters Score: Raw -235072.573892 + Penalty 3570.669895 = -231501.903997 nChanged 1 SP:Iteration 44Q (74683.210000 sec): 3 clusters Score: Raw -235073.246815 + Penalty 3570.669895 = -231502.576919 nChanged 0 SP:Iteration 45F (74683.400000 sec): 3 clusters Score: Raw -235073.246815 + Penalty 3570.669895 = -231502.576919 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74683.560000 sec): 2 clusters Score: Raw -2635218.439765 + Penalty 2377.387357 = -2632841.052407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74683.790000 sec): 3 clusters Score: Raw -2627094.153503 + Penalty 4754.774715 = -2622339.378788 nChanged 6175 SP:Iteration 1F (74684.030000 sec): 3 clusters Score: Raw -2630598.490979 + Penalty 4754.774715 = -2625843.716264 nChanged 1045 SP:Iteration 2F (74684.270000 sec): 3 clusters Score: Raw -2631357.483593 + Penalty 4754.774715 = -2626602.708878 nChanged 1062 SP:Iteration 3F (74684.540000 sec): 3 clusters Score: Raw -2632265.049967 + Penalty 4754.774715 = -2627510.275252 nChanged 1157 SP:Iteration 4F (74684.790000 sec): 3 clusters Score: Raw -2633242.041877 + Penalty 4754.774715 = -2628487.267162 nChanged 1132 SP:Iteration 5F (74685.060000 sec): 3 clusters Score: Raw -2634181.975067 + Penalty 4754.774715 = -2629427.200353 nChanged 925 SP:Iteration 6F (74685.300000 sec): 3 clusters Score: Raw -2634937.388083 + Penalty 4754.774715 = -2630182.613368 nChanged 730 SP:Iteration 7F (74685.510000 sec): 3 clusters Score: Raw -2635491.200817 + Penalty 4754.774715 = -2630736.426102 nChanged 469 SP:Iteration 8Q (74685.730000 sec): 3 clusters Score: Raw -2635838.199108 + Penalty 4754.774715 = -2631083.424393 nChanged 315 SP:Iteration 9Q (74685.970000 sec): 3 clusters Score: Raw -2636035.521296 + Penalty 4754.774715 = -2631280.746581 nChanged 197 SP:Iteration 10Q (74686.270000 sec): 3 clusters Score: Raw -2636140.881589 + Penalty 4754.774715 = -2631386.106874 nChanged 139 SP:Iteration 11Q (74686.510000 sec): 3 clusters Score: Raw -2636203.643709 + Penalty 4754.774715 = -2631448.868994 nChanged 109 SP:Iteration 12Q (74686.790000 sec): 3 clusters Score: Raw -2636240.946376 + Penalty 4754.774715 = -2631486.171661 nChanged 86 SP:Iteration 13Q (74687.070000 sec): 3 clusters Score: Raw -2636265.052005 + Penalty 4754.774715 = -2631510.277291 nChanged 67 SP:Iteration 14Q (74687.320000 sec): 3 clusters Score: Raw -2636283.908795 + Penalty 4754.774715 = -2631529.134080 nChanged 49 SP:Iteration 15Q (74687.610000 sec): 3 clusters Score: Raw -2636296.439736 + Penalty 4754.774715 = -2631541.665021 nChanged 44 SP:Iteration 16Q (74687.880000 sec): 3 clusters Score: Raw -2636305.682688 + Penalty 4754.774715 = -2631550.907973 nChanged 32 SP:Iteration 17Q (74688.170000 sec): 3 clusters Score: Raw -2636314.292430 + Penalty 4754.774715 = -2631559.517716 nChanged 39 SP:Iteration 18Q (74688.400000 sec): 3 clusters Score: Raw -2636323.287809 + Penalty 4754.774715 = -2631568.513095 nChanged 33 SP:Iteration 19Q (74688.690000 sec): 3 clusters Score: Raw -2636330.783583 + Penalty 4754.774715 = -2631576.008868 nChanged 22 SP:Iteration 20F (74688.910000 sec): 3 clusters Score: Raw -2636336.773588 + Penalty 4754.774715 = -2631581.998873 nChanged 29 SP:Iteration 21Q (74689.180000 sec): 3 clusters Score: Raw -2636343.686782 + Penalty 4754.774715 = -2631588.912067 nChanged 23 SP:Iteration 22Q (74689.370000 sec): 3 clusters Score: Raw -2636347.732954 + Penalty 4754.774715 = -2631592.958239 nChanged 17 SP:Iteration 23Q (74689.630000 sec): 3 clusters Score: Raw -2636350.296919 + Penalty 4754.774715 = -2631595.522204 nChanged 15 SP:Iteration 24Q (74689.880000 sec): 3 clusters Score: Raw -2636353.171026 + Penalty 4754.774715 = -2631598.396311 nChanged 14 SP:Iteration 25Q (74690.130000 sec): 3 clusters Score: Raw -2636355.907916 + Penalty 4754.774715 = -2631601.133201 nChanged 19 SP:Iteration 26Q (74690.420000 sec): 3 clusters Score: Raw -2636359.819737 + Penalty 4754.774715 = -2631605.045022 nChanged 22 SP:Iteration 27Q (74690.680000 sec): 3 clusters Score: Raw -2636364.786954 + Penalty 4754.774715 = -2631610.012239 nChanged 19 SP:Iteration 28Q (74690.920000 sec): 3 clusters Score: Raw -2636367.851051 + Penalty 4754.774715 = -2631613.076336 nChanged 7 SP:Iteration 29Q (74691.160000 sec): 3 clusters Score: Raw -2636368.789689 + Penalty 4754.774715 = -2631614.014974 nChanged 9 SP:Iteration 30Q (74691.400000 sec): 3 clusters Score: Raw -2636370.692969 + Penalty 4754.774715 = -2631615.918254 nChanged 9 SP:Iteration 31Q (74691.650000 sec): 3 clusters Score: Raw -2636371.956667 + Penalty 4754.774715 = -2631617.181952 nChanged 9 SP:Iteration 32Q (74691.950000 sec): 3 clusters Score: Raw -2636373.556489 + Penalty 4754.774715 = -2631618.781774 nChanged 5 SP:Iteration 33Q (74692.180000 sec): 3 clusters Score: Raw -2636374.515307 + Penalty 4754.774715 = -2631619.740593 nChanged 6 SP:Iteration 34Q (74692.380000 sec): 3 clusters Score: Raw -2636375.571296 + Penalty 4754.774715 = -2631620.796581 nChanged 4 SP:Iteration 35Q (74692.640000 sec): 3 clusters Score: Raw -2636376.176856 + Penalty 4754.774715 = -2631621.402141 nChanged 3 SP:Iteration 36Q (74692.850000 sec): 3 clusters Score: Raw -2636376.622760 + Penalty 4754.774715 = -2631621.848045 nChanged 5 SP:Iteration 37Q (74693.100000 sec): 3 clusters Score: Raw -2636377.574986 + Penalty 4754.774715 = -2631622.800271 nChanged 5 SP:Iteration 38Q (74693.340000 sec): 3 clusters Score: Raw -2636378.346541 + Penalty 4754.774715 = -2631623.571826 nChanged 5 SP:Iteration 39Q (74693.570000 sec): 3 clusters Score: Raw -2636379.177357 + Penalty 4754.774715 = -2631624.402642 nChanged 3 SP:Iteration 40F (74693.830000 sec): 3 clusters Score: Raw -2636379.559412 + Penalty 4754.774715 = -2631624.784697 nChanged 3 SP:Iteration 41Q (74694.090000 sec): 3 clusters Score: Raw -2636379.857454 + Penalty 4754.774715 = -2631625.082739 nChanged 1 SP:Iteration 42Q (74694.330000 sec): 3 clusters Score: Raw -2636379.972395 + Penalty 4754.774715 = -2631625.197680 nChanged 0 SP:Iteration 43F (74694.590000 sec): 3 clusters Score: Raw -2636379.972395 + Penalty 4754.774715 = -2631625.197680 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74694.710000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74694.800000 sec): 3 clusters Score: Raw -70083.555912 + Penalty 3075.452550 = -67008.103361 nChanged 103 SP:Iteration 1F (74694.960000 sec): 3 clusters Score: Raw -70358.589403 + Penalty 3075.452550 = -67283.136853 nChanged 42 SP:Iteration 2F (74695.130000 sec): 3 clusters Score: Raw -70486.931720 + Penalty 3075.452550 = -67411.479170 nChanged 24 SP:Iteration 3Q (74695.310000 sec): 3 clusters Score: Raw -70668.338194 + Penalty 3075.452550 = -67592.885644 nChanged 16 SP:Iteration 4Q (74695.510000 sec): 3 clusters Score: Raw -70758.497124 + Penalty 3075.452550 = -67683.044573 nChanged 14 SP:Iteration 5Q (74695.640000 sec): 3 clusters Score: Raw -70889.717672 + Penalty 3075.452550 = -67814.265122 nChanged 19 SP:Iteration 6Q (74695.850000 sec): 3 clusters Score: Raw -71012.143014 + Penalty 3075.452550 = -67936.690464 nChanged 14 SP:Iteration 7Q (74696.070000 sec): 3 clusters Score: Raw -71043.574116 + Penalty 3075.452550 = -67968.121566 nChanged 7 SP:Iteration 8Q (74696.210000 sec): 3 clusters Score: Raw -71061.800537 + Penalty 3075.452550 = -67986.347987 nChanged 4 SP:Iteration 9Q (74696.370000 sec): 3 clusters Score: Raw -71072.327607 + Penalty 3075.452550 = -67996.875056 nChanged 3 SP:Iteration 10Q (74696.560000 sec): 3 clusters Score: Raw -71083.041651 + Penalty 3075.452550 = -68007.589101 nChanged 3 SP:Iteration 11Q (74696.740000 sec): 3 clusters Score: Raw -71100.999132 + Penalty 3075.452550 = -68025.546581 nChanged 2 SP:Iteration 12Q (74696.880000 sec): 3 clusters Score: Raw -71105.106831 + Penalty 3075.452550 = -68029.654281 nChanged 2 SP:Iteration 13Q (74697.070000 sec): 3 clusters Score: Raw -71113.051301 + Penalty 3075.452550 = -68037.598751 nChanged 2 SP:Iteration 14Q (74697.260000 sec): 3 clusters Score: Raw -71117.424286 + Penalty 3075.452550 = -68041.971735 nChanged 2 SP:Iteration 15Q (74697.420000 sec): 3 clusters Score: Raw -71127.199268 + Penalty 3075.452550 = -68051.746718 nChanged 4 SP:Iteration 16Q (74697.610000 sec): 3 clusters Score: Raw -71141.919624 + Penalty 3075.452550 = -68066.467074 nChanged 4 SP:Iteration 17Q (74697.810000 sec): 3 clusters Score: Raw -71153.751716 + Penalty 3075.452550 = -68078.299166 nChanged 2 SP:Iteration 18Q (74698.000000 sec): 3 clusters Score: Raw -71158.736004 + Penalty 3075.452550 = -68083.283454 nChanged 1 SP:Iteration 19Q (74698.150000 sec): 3 clusters Score: Raw -71159.881172 + Penalty 3075.452550 = -68084.428622 nChanged 0 SP:Iteration 20F (74698.290000 sec): 3 clusters Score: Raw -71160.273143 + Penalty 3075.452550 = -68084.820593 nChanged 1 SP:Iteration 21Q (74698.490000 sec): 3 clusters Score: Raw -71165.982113 + Penalty 3075.452550 = -68090.529562 nChanged 1 SP:Iteration 22Q (74698.630000 sec): 3 clusters Score: Raw -71170.988157 + Penalty 3075.452550 = -68095.535607 nChanged 1 SP:Iteration 23Q (74698.830000 sec): 3 clusters Score: Raw -71173.279684 + Penalty 3075.452550 = -68097.827134 nChanged 0 SP:Iteration 24F (74699.010000 sec): 3 clusters Score: Raw -71173.279684 + Penalty 3075.452550 = -68097.827134 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74699.130000 sec): 2 clusters Score: Raw -154830.752922 + Penalty 1692.983215 = -153137.769707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74699.290000 sec): 3 clusters Score: Raw -154645.962620 + Penalty 3385.966431 = -151259.996189 nChanged 226 SP:Iteration 1F (74699.480000 sec): 3 clusters Score: Raw -154903.609659 + Penalty 3385.966431 = -151517.643228 nChanged 58 SP:Iteration 2F (74699.690000 sec): 3 clusters Score: Raw -155007.881593 + Penalty 3385.966431 = -151621.915162 nChanged 30 SP:Iteration 3Q (74699.850000 sec): 3 clusters Score: Raw -155048.016048 + Penalty 3385.966431 = -151662.049617 nChanged 18 SP:Iteration 4Q (74700.010000 sec): 3 clusters Score: Raw -155081.759613 + Penalty 3385.966431 = -151695.793182 nChanged 16 SP:Iteration 5Q (74700.180000 sec): 3 clusters Score: Raw -155100.139517 + Penalty 3385.966431 = -151714.173086 nChanged 5 SP:Iteration 6Q (74700.350000 sec): 3 clusters Score: Raw -155108.178896 + Penalty 3385.966431 = -151722.212465 nChanged 1 SP:Iteration 7Q (74700.500000 sec): 3 clusters Score: Raw -155110.006996 + Penalty 3385.966431 = -151724.040565 nChanged 3 SP:Iteration 8Q (74700.690000 sec): 3 clusters Score: Raw -155112.739927 + Penalty 3385.966431 = -151726.773496 nChanged 2 SP:Iteration 9Q (74700.830000 sec): 3 clusters Score: Raw -155116.139366 + Penalty 3385.966431 = -151730.172935 nChanged 3 SP:Iteration 10Q (74701.030000 sec): 3 clusters Score: Raw -155119.884629 + Penalty 3385.966431 = -151733.918198 nChanged 3 SP:Iteration 11Q (74701.200000 sec): 3 clusters Score: Raw -155123.437475 + Penalty 3385.966431 = -151737.471044 nChanged 2 SP:Iteration 12Q (74701.360000 sec): 3 clusters Score: Raw -155124.356483 + Penalty 3385.966431 = -151738.390052 nChanged 0 SP:Iteration 13F (74701.540000 sec): 3 clusters Score: Raw -155124.356483 + Penalty 3385.966431 = -151738.390052 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74702.060000 sec): 2 clusters Score: Raw -17383674.319508 + Penalty 2841.954274 = -17380832.365234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74702.720000 sec): 3 clusters Score: Raw -17323133.414555 + Penalty 5683.908549 = -17317449.506006 nChanged 44720 SP:Iteration 1F (74703.350000 sec): 3 clusters Score: Raw -17348297.884366 + Penalty 5683.908549 = -17342613.975817 nChanged 3077 SP:Iteration 2Q (74704.070000 sec): 3 clusters Score: Raw -17349020.415074 + Penalty 5683.908549 = -17343336.506525 nChanged 3120 SP:Iteration 3Q (74704.820000 sec): 3 clusters Score: Raw -17349834.771565 + Penalty 5683.908549 = -17344150.863016 nChanged 3461 SP:Iteration 4Q (74705.530000 sec): 3 clusters Score: Raw -17350880.558019 + Penalty 5683.908549 = -17345196.649470 nChanged 3837 SP:Iteration 5Q (74706.370000 sec): 3 clusters Score: Raw -17352276.757440 + Penalty 5683.908549 = -17346592.848891 nChanged 4475 SP:Iteration 6Q (74707.160000 sec): 3 clusters Score: Raw -17354237.171436 + Penalty 5683.908549 = -17348553.262887 nChanged 5179 SP:Iteration 7F (74707.870000 sec): 3 clusters Score: Raw -17357022.988866 + Penalty 5683.908549 = -17351339.080317 nChanged 5766 SP:Iteration 8F (74708.500000 sec): 3 clusters Score: Raw -17360488.443484 + Penalty 5683.908549 = -17354804.534935 nChanged 5627 SP:Iteration 9F (74709.120000 sec): 3 clusters Score: Raw -17363959.937248 + Penalty 5683.908549 = -17358276.028700 nChanged 5014 SP:Iteration 10F (74709.770000 sec): 3 clusters Score: Raw -17367014.368410 + Penalty 5683.908549 = -17361330.459861 nChanged 4280 SP:Iteration 11Q (74710.550000 sec): 3 clusters Score: Raw -17369582.358307 + Penalty 5683.908549 = -17363898.449758 nChanged 3646 SP:Iteration 12Q (74711.390000 sec): 3 clusters Score: Raw -17371821.373751 + Penalty 5683.908549 = -17366137.465202 nChanged 3287 SP:Iteration 13Q (74712.180000 sec): 3 clusters Score: Raw -17374158.711492 + Penalty 5683.908549 = -17368474.802943 nChanged 3084 SP:Iteration 14Q (74712.950000 sec): 3 clusters Score: Raw -17376645.996407 + Penalty 5683.908549 = -17370962.087858 nChanged 2750 SP:Iteration 15Q (74713.700000 sec): 3 clusters Score: Raw -17379104.952416 + Penalty 5683.908549 = -17373421.043867 nChanged 2129 SP:Iteration 16Q (74714.370000 sec): 3 clusters Score: Raw -17381099.947544 + Penalty 5683.908549 = -17375416.038995 nChanged 1446 SP:Iteration 17Q (74715.050000 sec): 3 clusters Score: Raw -17382429.153925 + Penalty 5683.908549 = -17376745.245376 nChanged 830 SP:Iteration 18Q (74715.700000 sec): 3 clusters Score: Raw -17383089.780974 + Penalty 5683.908549 = -17377405.872425 nChanged 480 SP:Iteration 19Q (74716.280000 sec): 3 clusters Score: Raw -17383457.112557 + Penalty 5683.908549 = -17377773.204008 nChanged 306 SP:Iteration 20F (74716.920000 sec): 3 clusters Score: Raw -17383681.716564 + Penalty 5683.908549 = -17377997.808015 nChanged 185 SP:Iteration 21Q (74717.450000 sec): 3 clusters Score: Raw -17383822.070756 + Penalty 5683.908549 = -17378138.162207 nChanged 115 SP:Iteration 22Q (74718.030000 sec): 3 clusters Score: Raw -17383910.170839 + Penalty 5683.908549 = -17378226.262290 nChanged 81 SP:Iteration 23Q (74718.700000 sec): 3 clusters Score: Raw -17383969.766291 + Penalty 5683.908549 = -17378285.857742 nChanged 41 SP:Iteration 24Q (74719.320000 sec): 3 clusters Score: Raw -17384003.933502 + Penalty 5683.908549 = -17378320.024953 nChanged 42 SP:Iteration 25Q (74720.020000 sec): 3 clusters Score: Raw -17384031.219690 + Penalty 5683.908549 = -17378347.311142 nChanged 20 SP:Iteration 26Q (74720.680000 sec): 3 clusters Score: Raw -17384043.458008 + Penalty 5683.908549 = -17378359.549459 nChanged 17 SP:Iteration 27Q (74721.200000 sec): 3 clusters Score: Raw -17384054.796092 + Penalty 5683.908549 = -17378370.887543 nChanged 13 SP:Iteration 28Q (74721.730000 sec): 3 clusters Score: Raw -17384061.975286 + Penalty 5683.908549 = -17378378.066737 nChanged 14 SP:Iteration 29Q (74722.360000 sec): 3 clusters Score: Raw -17384070.821353 + Penalty 5683.908549 = -17378386.912804 nChanged 10 SP:Iteration 30Q (74722.930000 sec): 3 clusters Score: Raw -17384078.047952 + Penalty 5683.908549 = -17378394.139403 nChanged 5 SP:Iteration 31Q (74723.560000 sec): 3 clusters Score: Raw -17384082.481738 + Penalty 5683.908549 = -17378398.573189 nChanged 4 SP:Iteration 32Q (74724.150000 sec): 3 clusters Score: Raw -17384086.313973 + Penalty 5683.908549 = -17378402.405424 nChanged 3 SP:Iteration 33Q (74724.780000 sec): 3 clusters Score: Raw -17384089.219012 + Penalty 5683.908549 = -17378405.310463 nChanged 4 SP:Iteration 34Q (74725.400000 sec): 3 clusters Score: Raw -17384091.390770 + Penalty 5683.908549 = -17378407.482221 nChanged 2 SP:Iteration 35Q (74725.950000 sec): 3 clusters Score: Raw -17384092.242368 + Penalty 5683.908549 = -17378408.333819 nChanged 4 SP:Iteration 36Q (74726.570000 sec): 3 clusters Score: Raw -17384095.154836 + Penalty 5683.908549 = -17378411.246287 nChanged 6 SP:Iteration 37Q (74727.190000 sec): 3 clusters Score: Raw -17384098.631172 + Penalty 5683.908549 = -17378414.722623 nChanged 6 SP:Iteration 38Q (74727.720000 sec): 3 clusters Score: Raw -17384103.640993 + Penalty 5683.908549 = -17378419.732444 nChanged 4 SP:Iteration 39Q (74728.320000 sec): 3 clusters Score: Raw -17384105.538178 + Penalty 5683.908549 = -17378421.629630 nChanged 2 SP:Iteration 40F (74729.060000 sec): 3 clusters Score: Raw -17384107.179317 + Penalty 5683.908549 = -17378423.270768 nChanged 1 SP:Iteration 41Q (74729.680000 sec): 3 clusters Score: Raw -17384107.937914 + Penalty 5683.908549 = -17378424.029365 nChanged 0 SP:Iteration 42F (74730.470000 sec): 3 clusters Score: Raw -17384107.937914 + Penalty 5683.908549 = -17378424.029365 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74730.610000 sec): 2 clusters Score: Raw -1554558.982617 + Penalty 2234.676235 = -1552324.306382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74730.820000 sec): 3 clusters Score: Raw -1550321.601790 + Penalty 4469.352470 = -1545852.249320 nChanged 3312 SP:Iteration 1F (74731.050000 sec): 3 clusters Score: Raw -1552162.911956 + Penalty 4469.352470 = -1547693.559487 nChanged 605 SP:Iteration 2F (74731.290000 sec): 3 clusters Score: Raw -1552590.190294 + Penalty 4469.352470 = -1548120.837825 nChanged 531 SP:Iteration 3F (74731.480000 sec): 3 clusters Score: Raw -1552992.194888 + Penalty 4469.352470 = -1548522.842419 nChanged 448 SP:Iteration 4F (74731.720000 sec): 3 clusters Score: Raw -1553327.718519 + Penalty 4469.352470 = -1548858.366049 nChanged 440 SP:Iteration 5F (74731.950000 sec): 3 clusters Score: Raw -1553601.900315 + Penalty 4469.352470 = -1549132.547845 nChanged 339 SP:Iteration 6Q (74732.160000 sec): 3 clusters Score: Raw -1553806.765847 + Penalty 4469.352470 = -1549337.413377 nChanged 310 SP:Iteration 7Q (74732.380000 sec): 3 clusters Score: Raw -1553974.817443 + Penalty 4469.352470 = -1549505.464974 nChanged 274 SP:Iteration 8Q (74732.590000 sec): 3 clusters Score: Raw -1554115.324314 + Penalty 4469.352470 = -1549645.971844 nChanged 246 SP:Iteration 9Q (74732.790000 sec): 3 clusters Score: Raw -1554247.876208 + Penalty 4469.352470 = -1549778.523738 nChanged 280 SP:Iteration 10Q (74732.940000 sec): 3 clusters Score: Raw -1554399.638171 + Penalty 4469.352470 = -1549930.285701 nChanged 272 SP:Iteration 11Q (74733.150000 sec): 3 clusters Score: Raw -1554569.816490 + Penalty 4469.352470 = -1550100.464020 nChanged 288 SP:Iteration 12Q (74733.380000 sec): 3 clusters Score: Raw -1554749.349402 + Penalty 4469.352470 = -1550279.996933 nChanged 282 SP:Iteration 13Q (74733.610000 sec): 3 clusters Score: Raw -1554919.990048 + Penalty 4469.352470 = -1550450.637578 nChanged 244 SP:Iteration 14Q (74733.820000 sec): 3 clusters Score: Raw -1555053.141157 + Penalty 4469.352470 = -1550583.788687 nChanged 168 SP:Iteration 15Q (74734.030000 sec): 3 clusters Score: Raw -1555138.286028 + Penalty 4469.352470 = -1550668.933558 nChanged 142 SP:Iteration 16Q (74734.260000 sec): 3 clusters Score: Raw -1555196.887192 + Penalty 4469.352470 = -1550727.534723 nChanged 105 SP:Iteration 17Q (74734.460000 sec): 3 clusters Score: Raw -1555235.935472 + Penalty 4469.352470 = -1550766.583003 nChanged 71 SP:Iteration 18Q (74734.680000 sec): 3 clusters Score: Raw -1555259.879243 + Penalty 4469.352470 = -1550790.526773 nChanged 57 SP:Iteration 19Q (74734.900000 sec): 3 clusters Score: Raw -1555275.979555 + Penalty 4469.352470 = -1550806.627085 nChanged 40 SP:Iteration 20F (74735.130000 sec): 3 clusters Score: Raw -1555287.664879 + Penalty 4469.352470 = -1550818.312409 nChanged 39 SP:Iteration 21Q (74735.310000 sec): 3 clusters Score: Raw -1555298.125748 + Penalty 4469.352470 = -1550828.773278 nChanged 22 SP:Iteration 22Q (74735.540000 sec): 3 clusters Score: Raw -1555304.177324 + Penalty 4469.352470 = -1550834.824854 nChanged 21 SP:Iteration 23Q (74735.770000 sec): 3 clusters Score: Raw -1555309.086093 + Penalty 4469.352470 = -1550839.733623 nChanged 13 SP:Iteration 24Q (74735.970000 sec): 3 clusters Score: Raw -1555312.180311 + Penalty 4469.352470 = -1550842.827841 nChanged 10 SP:Iteration 25Q (74736.180000 sec): 3 clusters Score: Raw -1555314.420444 + Penalty 4469.352470 = -1550845.067974 nChanged 8 SP:Iteration 26Q (74736.360000 sec): 3 clusters Score: Raw -1555316.721236 + Penalty 4469.352470 = -1550847.368766 nChanged 6 SP:Iteration 27Q (74736.510000 sec): 3 clusters Score: Raw -1555318.054779 + Penalty 4469.352470 = -1550848.702309 nChanged 4 SP:Iteration 28Q (74736.710000 sec): 3 clusters Score: Raw -1555318.855067 + Penalty 4469.352470 = -1550849.502597 nChanged 3 SP:Iteration 29Q (74736.920000 sec): 3 clusters Score: Raw -1555319.446382 + Penalty 4469.352470 = -1550850.093912 nChanged 1 SP:Iteration 30Q (74737.120000 sec): 3 clusters Score: Raw -1555319.671958 + Penalty 4469.352470 = -1550850.319488 nChanged 0 SP:Iteration 31F (74737.310000 sec): 3 clusters Score: Raw -1555319.671958 + Penalty 4469.352470 = -1550850.319488 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74737.410000 sec): 2 clusters Score: Raw -111570.593607 + Penalty 1597.749961 = -109972.843646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74737.600000 sec): 3 clusters Score: Raw -111553.839979 + Penalty 3195.499923 = -108358.340057 nChanged 139 SP:Iteration 1F (74737.810000 sec): 3 clusters Score: Raw -111759.271618 + Penalty 3195.499923 = -108563.771696 nChanged 34 SP:Iteration 2F (74737.960000 sec): 3 clusters Score: Raw -111825.666251 + Penalty 3195.499923 = -108630.166329 nChanged 13 SP:Iteration 3Q (74738.100000 sec): 3 clusters Score: Raw -111855.150514 + Penalty 3195.499923 = -108659.650591 nChanged 8 SP:Iteration 4Q (74738.270000 sec): 3 clusters Score: Raw -111870.080658 + Penalty 3195.499923 = -108674.580736 nChanged 2 SP:Iteration 5Q (74738.400000 sec): 3 clusters Score: Raw -111874.108399 + Penalty 3195.499923 = -108678.608476 nChanged 4 SP:Iteration 6Q (74738.520000 sec): 3 clusters Score: Raw -111882.908632 + Penalty 3195.499923 = -108687.408709 nChanged 4 SP:Iteration 7Q (74738.690000 sec): 3 clusters Score: Raw -111890.097741 + Penalty 3195.499923 = -108694.597818 nChanged 5 SP:Iteration 8Q (74738.830000 sec): 3 clusters Score: Raw -111906.233901 + Penalty 3195.499923 = -108710.733978 nChanged 4 SP:Iteration 9Q (74739.010000 sec): 3 clusters Score: Raw -111914.281151 + Penalty 3195.499923 = -108718.781229 nChanged 3 SP:Iteration 10Q (74739.190000 sec): 3 clusters Score: Raw -111920.146745 + Penalty 3195.499923 = -108724.646823 nChanged 1 SP:Iteration 11Q (74739.380000 sec): 3 clusters Score: Raw -111921.025329 + Penalty 3195.499923 = -108725.525407 nChanged 1 SP:Iteration 12Q (74739.530000 sec): 3 clusters Score: Raw -111923.240933 + Penalty 3195.499923 = -108727.741010 nChanged 1 SP:Iteration 13Q (74739.710000 sec): 3 clusters Score: Raw -111926.367309 + Penalty 3195.499923 = -108730.867386 nChanged 0 SP:Iteration 14F (74739.870000 sec): 3 clusters Score: Raw -111926.367309 + Penalty 3195.499923 = -108730.867386 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74739.950000 sec): 2 clusters Score: Raw -67852.485954 + Penalty 1551.426010 = -66301.059943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74740.130000 sec): 3 clusters Score: Raw -67920.771363 + Penalty 3102.852021 = -64817.919342 nChanged 119 SP:Iteration 1F (74740.340000 sec): 3 clusters Score: Raw -68192.241875 + Penalty 3102.852021 = -65089.389854 nChanged 28 SP:Iteration 2F (74740.480000 sec): 3 clusters Score: Raw -68271.352877 + Penalty 3102.852021 = -65168.500856 nChanged 19 SP:Iteration 3Q (74740.650000 sec): 3 clusters Score: Raw -68354.713789 + Penalty 3102.852021 = -65251.861768 nChanged 15 SP:Iteration 4Q (74740.810000 sec): 3 clusters Score: Raw -68399.520846 + Penalty 3102.852021 = -65296.668826 nChanged 16 SP:Iteration 5Q (74740.990000 sec): 3 clusters Score: Raw -68446.063413 + Penalty 3102.852021 = -65343.211392 nChanged 12 SP:Iteration 6Q (74741.190000 sec): 3 clusters Score: Raw -68505.416758 + Penalty 3102.852021 = -65402.564738 nChanged 12 SP:Iteration 7Q (74741.350000 sec): 3 clusters Score: Raw -68554.411370 + Penalty 3102.852021 = -65451.559350 nChanged 5 SP:Iteration 8Q (74741.540000 sec): 3 clusters Score: Raw -68586.058449 + Penalty 3102.852021 = -65483.206429 nChanged 4 SP:Iteration 9Q (74741.770000 sec): 3 clusters Score: Raw -68609.525468 + Penalty 3102.852021 = -65506.673447 nChanged 7 SP:Iteration 10Q (74741.890000 sec): 3 clusters Score: Raw -68623.971556 + Penalty 3102.852021 = -65521.119535 nChanged 4 SP:Iteration 11Q (74742.080000 sec): 3 clusters Score: Raw -68627.390220 + Penalty 3102.852021 = -65524.538199 nChanged 1 SP:Iteration 12Q (74742.270000 sec): 3 clusters Score: Raw -68628.010567 + Penalty 3102.852021 = -65525.158546 nChanged 3 SP:Iteration 13Q (74742.420000 sec): 3 clusters Score: Raw -68634.032172 + Penalty 3102.852021 = -65531.180152 nChanged 1 SP:Iteration 14Q (74742.550000 sec): 3 clusters Score: Raw -68650.278819 + Penalty 3102.852021 = -65547.426798 nChanged 2 SP:Iteration 15Q (74742.680000 sec): 3 clusters Score: Raw -68655.366567 + Penalty 3102.852021 = -65552.514546 nChanged 0 SP:Iteration 16F (74742.810000 sec): 3 clusters Score: Raw -68668.523546 + Penalty 3102.852021 = -65565.671526 nChanged 2 SP:Iteration 17Q (74742.930000 sec): 3 clusters Score: Raw -68713.054764 + Penalty 3102.852021 = -65610.202743 nChanged 4 SP:Iteration 18Q (74743.060000 sec): 3 clusters Score: Raw -68738.016245 + Penalty 3102.852021 = -65635.164225 nChanged 1 SP:Iteration 19Q (74743.190000 sec): 3 clusters Score: Raw -68738.375951 + Penalty 3102.852021 = -65635.523930 nChanged 0 SP:Iteration 20F (74743.410000 sec): 3 clusters Score: Raw -68738.375951 + Penalty 3102.852021 = -65635.523930 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74743.570000 sec): 2 clusters Score: Raw -3120750.369497 + Penalty 2413.988730 = -3118336.380767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74743.850000 sec): 3 clusters Score: Raw -3111121.948043 + Penalty 4827.977460 = -3106293.970582 nChanged 7337 SP:Iteration 1F (74744.090000 sec): 3 clusters Score: Raw -3115227.401284 + Penalty 4827.977460 = -3110399.423824 nChanged 1135 SP:Iteration 2F (74744.340000 sec): 3 clusters Score: Raw -3115970.061513 + Penalty 4827.977460 = -3111142.084053 nChanged 1171 SP:Iteration 3F (74744.580000 sec): 3 clusters Score: Raw -3116820.339194 + Penalty 4827.977460 = -3111992.361734 nChanged 1220 SP:Iteration 4F (74744.880000 sec): 3 clusters Score: Raw -3117708.612906 + Penalty 4827.977460 = -3112880.635446 nChanged 1208 SP:Iteration 5F (74745.150000 sec): 3 clusters Score: Raw -3118556.001906 + Penalty 4827.977460 = -3113728.024446 nChanged 1058 SP:Iteration 6F (74745.420000 sec): 3 clusters Score: Raw -3119235.388470 + Penalty 4827.977460 = -3114407.411010 nChanged 842 SP:Iteration 7Q (74745.660000 sec): 3 clusters Score: Raw -3119720.206447 + Penalty 4827.977460 = -3114892.228986 nChanged 636 SP:Iteration 8Q (74745.940000 sec): 3 clusters Score: Raw -3120034.180002 + Penalty 4827.977460 = -3115206.202542 nChanged 511 SP:Iteration 9Q (74746.140000 sec): 3 clusters Score: Raw -3120260.876763 + Penalty 4827.977460 = -3115432.899302 nChanged 406 SP:Iteration 10Q (74746.450000 sec): 3 clusters Score: Raw -3120442.979048 + Penalty 4827.977460 = -3115615.001588 nChanged 365 SP:Iteration 11Q (74746.720000 sec): 3 clusters Score: Raw -3120617.551147 + Penalty 4827.977460 = -3115789.573687 nChanged 344 SP:Iteration 12Q (74746.980000 sec): 3 clusters Score: Raw -3120788.387044 + Penalty 4827.977460 = -3115960.409584 nChanged 326 SP:Iteration 13Q (74747.240000 sec): 3 clusters Score: Raw -3120941.950566 + Penalty 4827.977460 = -3116113.973106 nChanged 281 SP:Iteration 14Q (74747.470000 sec): 3 clusters Score: Raw -3121081.218312 + Penalty 4827.977460 = -3116253.240852 nChanged 245 SP:Iteration 15Q (74747.760000 sec): 3 clusters Score: Raw -3121201.225070 + Penalty 4827.977460 = -3116373.247609 nChanged 216 SP:Iteration 16Q (74748.040000 sec): 3 clusters Score: Raw -3121303.195167 + Penalty 4827.977460 = -3116475.217706 nChanged 179 SP:Iteration 17Q (74748.270000 sec): 3 clusters Score: Raw -3121391.985151 + Penalty 4827.977460 = -3116564.007691 nChanged 169 SP:Iteration 18Q (74748.540000 sec): 3 clusters Score: Raw -3121477.219205 + Penalty 4827.977460 = -3116649.241745 nChanged 138 SP:Iteration 19Q (74748.830000 sec): 3 clusters Score: Raw -3121544.044242 + Penalty 4827.977460 = -3116716.066781 nChanged 106 SP:Iteration 20F (74749.070000 sec): 3 clusters Score: Raw -3121605.302077 + Penalty 4827.977460 = -3116777.324617 nChanged 94 SP:Iteration 21Q (74749.330000 sec): 3 clusters Score: Raw -3121659.661361 + Penalty 4827.977460 = -3116831.683901 nChanged 78 SP:Iteration 22Q (74749.530000 sec): 3 clusters Score: Raw -3121703.485700 + Penalty 4827.977460 = -3116875.508240 nChanged 71 SP:Iteration 23Q (74749.810000 sec): 3 clusters Score: Raw -3121744.326833 + Penalty 4827.977460 = -3116916.349373 nChanged 61 SP:Iteration 24Q (74750.060000 sec): 3 clusters Score: Raw -3121776.815235 + Penalty 4827.977460 = -3116948.837775 nChanged 46 SP:Iteration 25Q (74750.310000 sec): 3 clusters Score: Raw -3121797.399071 + Penalty 4827.977460 = -3116969.421611 nChanged 34 SP:Iteration 26Q (74750.560000 sec): 3 clusters Score: Raw -3121813.962860 + Penalty 4827.977460 = -3116985.985400 nChanged 31 SP:Iteration 27Q (74750.840000 sec): 3 clusters Score: Raw -3121829.825596 + Penalty 4827.977460 = -3117001.848136 nChanged 28 SP:Iteration 28Q (74751.080000 sec): 3 clusters Score: Raw -3121841.671002 + Penalty 4827.977460 = -3117013.693542 nChanged 22 SP:Iteration 29Q (74751.360000 sec): 3 clusters Score: Raw -3121850.626174 + Penalty 4827.977460 = -3117022.648714 nChanged 14 SP:Iteration 30Q (74751.580000 sec): 3 clusters Score: Raw -3121856.679658 + Penalty 4827.977460 = -3117028.702198 nChanged 13 SP:Iteration 31Q (74751.890000 sec): 3 clusters Score: Raw -3121860.995095 + Penalty 4827.977460 = -3117033.017635 nChanged 14 SP:Iteration 32Q (74752.140000 sec): 3 clusters Score: Raw -3121869.040841 + Penalty 4827.977460 = -3117041.063381 nChanged 20 SP:Iteration 33Q (74752.380000 sec): 3 clusters Score: Raw -3121877.133823 + Penalty 4827.977460 = -3117049.156362 nChanged 11 SP:Iteration 34Q (74752.640000 sec): 3 clusters Score: Raw -3121880.353454 + Penalty 4827.977460 = -3117052.375994 nChanged 4 SP:Iteration 35Q (74752.900000 sec): 3 clusters Score: Raw -3121882.180586 + Penalty 4827.977460 = -3117054.203126 nChanged 7 SP:Iteration 36Q (74753.150000 sec): 3 clusters Score: Raw -3121884.792959 + Penalty 4827.977460 = -3117056.815499 nChanged 9 SP:Iteration 37Q (74753.360000 sec): 3 clusters Score: Raw -3121888.481476 + Penalty 4827.977460 = -3117060.504015 nChanged 10 SP:Iteration 38Q (74753.620000 sec): 3 clusters Score: Raw -3121891.799174 + Penalty 4827.977460 = -3117063.821714 nChanged 6 SP:Iteration 39Q (74753.870000 sec): 3 clusters Score: Raw -3121893.908728 + Penalty 4827.977460 = -3117065.931268 nChanged 3 SP:Iteration 40F (74754.080000 sec): 3 clusters Score: Raw -3121894.756714 + Penalty 4827.977460 = -3117066.779254 nChanged 3 SP:Iteration 41Q (74754.380000 sec): 3 clusters Score: Raw -3121895.353375 + Penalty 4827.977460 = -3117067.375915 nChanged 1 SP:Iteration 42Q (74754.600000 sec): 3 clusters Score: Raw -3121895.492951 + Penalty 4827.977460 = -3117067.515491 nChanged 0 SP:Iteration 43F (74754.880000 sec): 3 clusters Score: Raw -3121895.492951 + Penalty 4827.977460 = -3117067.515491 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74754.910000 sec): 2 clusters Score: Raw -53576.235527 + Penalty 1441.904372 = -52134.331155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74755.040000 sec): 3 clusters Score: Raw -53837.536756 + Penalty 2883.808744 = -50953.728012 nChanged 70 SP:Iteration 1F (74755.170000 sec): 3 clusters Score: Raw -54115.705412 + Penalty 2883.808744 = -51231.896668 nChanged 21 SP:Iteration 2F (74755.300000 sec): 3 clusters Score: Raw -54230.493518 + Penalty 2883.808744 = -51346.684774 nChanged 16 SP:Iteration 3Q (74755.500000 sec): 3 clusters Score: Raw -54303.144484 + Penalty 2883.808744 = -51419.335740 nChanged 10 SP:Iteration 4Q (74755.680000 sec): 3 clusters Score: Raw -54343.474988 + Penalty 2883.808744 = -51459.666245 nChanged 6 SP:Iteration 5Q (74755.890000 sec): 3 clusters Score: Raw -54395.382848 + Penalty 2883.808744 = -51511.574104 nChanged 2 SP:Iteration 6Q (74756.070000 sec): 3 clusters Score: Raw -54420.990557 + Penalty 2883.808744 = -51537.181813 nChanged 2 SP:Iteration 7Q (74756.240000 sec): 3 clusters Score: Raw -54443.293664 + Penalty 2883.808744 = -51559.484920 nChanged 1 SP:Iteration 8Q (74756.360000 sec): 3 clusters Score: Raw -54452.551204 + Penalty 2883.808744 = -51568.742460 nChanged 0 SP:Iteration 9F (74756.480000 sec): 3 clusters Score: Raw -54452.551204 + Penalty 2883.808744 = -51568.742460 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74756.560000 sec): 2 clusters Score: Raw -171124.184173 + Penalty 1702.482249 = -169421.701924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74756.690000 sec): 3 clusters Score: Raw -170978.773014 + Penalty 3404.964498 = -167573.808516 nChanged 230 SP:Iteration 1F (74756.820000 sec): 3 clusters Score: Raw -171270.156609 + Penalty 3404.964498 = -167865.192111 nChanged 60 SP:Iteration 2F (74756.950000 sec): 3 clusters Score: Raw -171364.211951 + Penalty 3404.964498 = -167959.247453 nChanged 31 SP:Iteration 3Q (74757.080000 sec): 3 clusters Score: Raw -171404.379194 + Penalty 3404.964498 = -167999.414696 nChanged 24 SP:Iteration 4Q (74757.270000 sec): 3 clusters Score: Raw -171435.328834 + Penalty 3404.964498 = -168030.364336 nChanged 16 SP:Iteration 5Q (74757.440000 sec): 3 clusters Score: Raw -171458.348638 + Penalty 3404.964498 = -168053.384140 nChanged 11 SP:Iteration 6Q (74757.620000 sec): 3 clusters Score: Raw -171483.363197 + Penalty 3404.964498 = -168078.398699 nChanged 12 SP:Iteration 7Q (74757.800000 sec): 3 clusters Score: Raw -171506.396883 + Penalty 3404.964498 = -168101.432385 nChanged 15 SP:Iteration 8Q (74758.020000 sec): 3 clusters Score: Raw -171530.200597 + Penalty 3404.964498 = -168125.236099 nChanged 12 SP:Iteration 9Q (74758.180000 sec): 3 clusters Score: Raw -171544.316131 + Penalty 3404.964498 = -168139.351633 nChanged 12 SP:Iteration 10Q (74758.330000 sec): 3 clusters Score: Raw -171552.012580 + Penalty 3404.964498 = -168147.048082 nChanged 6 SP:Iteration 11Q (74758.480000 sec): 3 clusters Score: Raw -171560.784811 + Penalty 3404.964498 = -168155.820313 nChanged 4 SP:Iteration 12Q (74758.660000 sec): 3 clusters Score: Raw -171564.395935 + Penalty 3404.964498 = -168159.431437 nChanged 3 SP:Iteration 13Q (74758.860000 sec): 3 clusters Score: Raw -171565.825336 + Penalty 3404.964498 = -168160.860838 nChanged 2 SP:Iteration 14Q (74759.050000 sec): 3 clusters Score: Raw -171566.860756 + Penalty 3404.964498 = -168161.896258 nChanged 1 SP:Iteration 15Q (74759.230000 sec): 3 clusters Score: Raw -171567.558960 + Penalty 3404.964498 = -168162.594462 nChanged 2 SP:Iteration 16Q (74759.390000 sec): 3 clusters Score: Raw -171569.792420 + Penalty 3404.964498 = -168164.827922 nChanged 2 SP:Iteration 17Q (74759.590000 sec): 3 clusters Score: Raw -171570.922169 + Penalty 3404.964498 = -168165.957671 nChanged 2 SP:Iteration 18Q (74759.780000 sec): 3 clusters Score: Raw -171573.713452 + Penalty 3404.964498 = -168168.748954 nChanged 1 SP:Iteration 19Q (74759.940000 sec): 3 clusters Score: Raw -171575.189463 + Penalty 3404.964498 = -168170.224965 nChanged 1 SP:Iteration 20F (74760.100000 sec): 3 clusters Score: Raw -171577.517148 + Penalty 3404.964498 = -168172.552650 nChanged 3 SP:Iteration 21Q (74760.280000 sec): 3 clusters Score: Raw -171580.829754 + Penalty 3404.964498 = -168175.865256 nChanged 2 SP:Iteration 22Q (74760.520000 sec): 3 clusters Score: Raw -171582.919376 + Penalty 3404.964498 = -168177.954878 nChanged 3 SP:Iteration 23Q (74760.780000 sec): 3 clusters Score: Raw -171584.834012 + Penalty 3404.964498 = -168179.869514 nChanged 1 SP:Iteration 24Q (74761.000000 sec): 3 clusters Score: Raw -171585.494991 + Penalty 3404.964498 = -168180.530493 nChanged 0 SP:Iteration 25F (74761.170000 sec): 3 clusters Score: Raw -171585.494991 + Penalty 3404.964498 = -168180.530493 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74761.280000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74761.500000 sec): 3 clusters Score: Raw -103088.806755 + Penalty 3193.124818 = -99895.681937 nChanged 129 SP:Iteration 1F (74761.700000 sec): 3 clusters Score: Raw -103290.285351 + Penalty 3193.124818 = -100097.160533 nChanged 27 SP:Iteration 2Q (74761.920000 sec): 3 clusters Score: Raw -103355.147394 + Penalty 3193.124818 = -100162.022576 nChanged 15 SP:Iteration 3Q (74762.110000 sec): 3 clusters Score: Raw -103426.151525 + Penalty 3193.124818 = -100233.026707 nChanged 19 SP:Iteration 4Q (74762.290000 sec): 3 clusters Score: Raw -103501.512827 + Penalty 3193.124818 = -100308.388009 nChanged 19 SP:Iteration 5Q (74762.470000 sec): 3 clusters Score: Raw -103576.049253 + Penalty 3193.124818 = -100382.924435 nChanged 21 SP:Iteration 6Q (74762.650000 sec): 3 clusters Score: Raw -103682.544093 + Penalty 3193.124818 = -100489.419275 nChanged 25 SP:Iteration 7Q (74762.800000 sec): 3 clusters Score: Raw -103779.283558 + Penalty 3193.124818 = -100586.158739 nChanged 20 SP:Iteration 8Q (74763.020000 sec): 3 clusters Score: Raw -103839.368868 + Penalty 3193.124818 = -100646.244049 nChanged 20 SP:Iteration 9Q (74763.180000 sec): 3 clusters Score: Raw -103895.941752 + Penalty 3193.124818 = -100702.816934 nChanged 19 SP:Iteration 10Q (74763.300000 sec): 3 clusters Score: Raw -103971.555941 + Penalty 3193.124818 = -100778.431123 nChanged 18 SP:Iteration 11Q (74763.430000 sec): 3 clusters Score: Raw -104041.719900 + Penalty 3193.124818 = -100848.595082 nChanged 21 SP:Iteration 12Q (74763.560000 sec): 3 clusters Score: Raw -104090.220214 + Penalty 3193.124818 = -100897.095396 nChanged 13 SP:Iteration 13Q (74763.690000 sec): 3 clusters Score: Raw -104126.313243 + Penalty 3193.124818 = -100933.188425 nChanged 10 SP:Iteration 14Q (74763.820000 sec): 3 clusters Score: Raw -104166.120030 + Penalty 3193.124818 = -100972.995212 nChanged 13 SP:Iteration 15Q (74763.990000 sec): 3 clusters Score: Raw -104199.331135 + Penalty 3193.124818 = -101006.206317 nChanged 7 SP:Iteration 16Q (74764.150000 sec): 3 clusters Score: Raw -104222.325563 + Penalty 3193.124818 = -101029.200744 nChanged 5 SP:Iteration 17Q (74764.370000 sec): 3 clusters Score: Raw -104239.703103 + Penalty 3193.124818 = -101046.578285 nChanged 2 SP:Iteration 18Q (74764.540000 sec): 3 clusters Score: Raw -104244.196790 + Penalty 3193.124818 = -101051.071972 nChanged 1 SP:Iteration 19Q (74764.680000 sec): 3 clusters Score: Raw -104248.043633 + Penalty 3193.124818 = -101054.918814 nChanged 0 SP:Iteration 20F (74764.900000 sec): 3 clusters Score: Raw -104248.043633 + Penalty 3193.124818 = -101054.918814 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74765.020000 sec): 2 clusters Score: Raw -688769.782709 + Penalty 2048.730427 = -686721.052282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74765.210000 sec): 3 clusters Score: Raw -686986.275282 + Penalty 4097.460854 = -682888.814428 nChanged 1396 SP:Iteration 1F (74765.370000 sec): 3 clusters Score: Raw -687789.144836 + Penalty 4097.460854 = -683691.683982 nChanged 298 SP:Iteration 2F (74765.550000 sec): 3 clusters Score: Raw -688007.525974 + Penalty 4097.460854 = -683910.065120 nChanged 244 SP:Iteration 3F (74765.730000 sec): 3 clusters Score: Raw -688173.062144 + Penalty 4097.460854 = -684075.601290 nChanged 170 SP:Iteration 4Q (74765.900000 sec): 3 clusters Score: Raw -688285.123988 + Penalty 4097.460854 = -684187.663134 nChanged 136 SP:Iteration 5Q (74766.140000 sec): 3 clusters Score: Raw -688371.368030 + Penalty 4097.460854 = -684273.907176 nChanged 125 SP:Iteration 6Q (74766.300000 sec): 3 clusters Score: Raw -688453.545886 + Penalty 4097.460854 = -684356.085033 nChanged 117 SP:Iteration 7Q (74766.490000 sec): 3 clusters Score: Raw -688530.437249 + Penalty 4097.460854 = -684432.976395 nChanged 85 SP:Iteration 8Q (74766.680000 sec): 3 clusters Score: Raw -688577.084215 + Penalty 4097.460854 = -684479.623361 nChanged 79 SP:Iteration 9Q (74766.880000 sec): 3 clusters Score: Raw -688623.107115 + Penalty 4097.460854 = -684525.646261 nChanged 82 SP:Iteration 10Q (74767.060000 sec): 3 clusters Score: Raw -688679.616658 + Penalty 4097.460854 = -684582.155804 nChanged 84 SP:Iteration 11Q (74767.250000 sec): 3 clusters Score: Raw -688742.519276 + Penalty 4097.460854 = -684645.058422 nChanged 96 SP:Iteration 12Q (74767.470000 sec): 3 clusters Score: Raw -688812.659033 + Penalty 4097.460854 = -684715.198179 nChanged 88 SP:Iteration 13Q (74767.670000 sec): 3 clusters Score: Raw -688872.695178 + Penalty 4097.460854 = -684775.234325 nChanged 70 SP:Iteration 14Q (74767.810000 sec): 3 clusters Score: Raw -688919.629676 + Penalty 4097.460854 = -684822.168822 nChanged 61 SP:Iteration 15Q (74768.050000 sec): 3 clusters Score: Raw -688967.369022 + Penalty 4097.460854 = -684869.908168 nChanged 68 SP:Iteration 16Q (74768.210000 sec): 3 clusters Score: Raw -689006.223178 + Penalty 4097.460854 = -684908.762325 nChanged 48 SP:Iteration 17Q (74768.410000 sec): 3 clusters Score: Raw -689040.696920 + Penalty 4097.460854 = -684943.236066 nChanged 57 SP:Iteration 18Q (74768.620000 sec): 3 clusters Score: Raw -689074.312050 + Penalty 4097.460854 = -684976.851196 nChanged 48 SP:Iteration 19Q (74768.850000 sec): 3 clusters Score: Raw -689097.364821 + Penalty 4097.460854 = -684999.903967 nChanged 32 SP:Iteration 20F (74769.020000 sec): 3 clusters Score: Raw -689114.579294 + Penalty 4097.460854 = -685017.118440 nChanged 30 SP:Iteration 21Q (74769.210000 sec): 3 clusters Score: Raw -689128.979491 + Penalty 4097.460854 = -685031.518638 nChanged 27 SP:Iteration 22Q (74769.390000 sec): 3 clusters Score: Raw -689143.689090 + Penalty 4097.460854 = -685046.228236 nChanged 32 SP:Iteration 23Q (74769.510000 sec): 3 clusters Score: Raw -689161.124865 + Penalty 4097.460854 = -685063.664011 nChanged 29 SP:Iteration 24Q (74769.650000 sec): 3 clusters Score: Raw -689178.539493 + Penalty 4097.460854 = -685081.078639 nChanged 26 SP:Iteration 25Q (74769.770000 sec): 3 clusters Score: Raw -689193.742995 + Penalty 4097.460854 = -685096.282142 nChanged 28 SP:Iteration 26Q (74769.950000 sec): 3 clusters Score: Raw -689207.744432 + Penalty 4097.460854 = -685110.283578 nChanged 21 SP:Iteration 27Q (74770.150000 sec): 3 clusters Score: Raw -689219.195672 + Penalty 4097.460854 = -685121.734819 nChanged 22 SP:Iteration 28Q (74770.320000 sec): 3 clusters Score: Raw -689229.120276 + Penalty 4097.460854 = -685131.659422 nChanged 20 SP:Iteration 29Q (74770.510000 sec): 3 clusters Score: Raw -689240.724364 + Penalty 4097.460854 = -685143.263510 nChanged 20 SP:Iteration 30Q (74770.750000 sec): 3 clusters Score: Raw -689253.945468 + Penalty 4097.460854 = -685156.484614 nChanged 27 SP:Iteration 31Q (74770.900000 sec): 3 clusters Score: Raw -689269.711235 + Penalty 4097.460854 = -685172.250382 nChanged 34 SP:Iteration 32Q (74771.090000 sec): 3 clusters Score: Raw -689289.668347 + Penalty 4097.460854 = -685192.207493 nChanged 21 SP:Iteration 33Q (74771.290000 sec): 3 clusters Score: Raw -689303.691230 + Penalty 4097.460854 = -685206.230376 nChanged 21 SP:Iteration 34Q (74771.510000 sec): 3 clusters Score: Raw -689316.515782 + Penalty 4097.460854 = -685219.054928 nChanged 13 SP:Iteration 35Q (74771.650000 sec): 3 clusters Score: Raw -689322.901427 + Penalty 4097.460854 = -685225.440573 nChanged 13 SP:Iteration 36Q (74771.850000 sec): 3 clusters Score: Raw -689328.761854 + Penalty 4097.460854 = -685231.301000 nChanged 9 SP:Iteration 37Q (74772.000000 sec): 3 clusters Score: Raw -689332.539931 + Penalty 4097.460854 = -685235.079077 nChanged 7 SP:Iteration 38Q (74772.190000 sec): 3 clusters Score: Raw -689335.227118 + Penalty 4097.460854 = -685237.766264 nChanged 6 SP:Iteration 39Q (74772.420000 sec): 3 clusters Score: Raw -689337.069393 + Penalty 4097.460854 = -685239.608539 nChanged 5 SP:Iteration 40F (74772.610000 sec): 3 clusters Score: Raw -689339.713814 + Penalty 4097.460854 = -685242.252960 nChanged 4 SP:Iteration 41Q (74772.770000 sec): 3 clusters Score: Raw -689341.835358 + Penalty 4097.460854 = -685244.374504 nChanged 6 SP:Iteration 42Q (74772.960000 sec): 3 clusters Score: Raw -689344.866538 + Penalty 4097.460854 = -685247.405684 nChanged 5 SP:Iteration 43Q (74773.200000 sec): 3 clusters Score: Raw -689346.655559 + Penalty 4097.460854 = -685249.194705 nChanged 8 SP:Iteration 44Q (74773.390000 sec): 3 clusters Score: Raw -689351.826075 + Penalty 4097.460854 = -685254.365221 nChanged 8 SP:Iteration 45Q (74773.510000 sec): 3 clusters Score: Raw -689355.656616 + Penalty 4097.460854 = -685258.195762 nChanged 6 SP:Iteration 46Q (74773.700000 sec): 3 clusters Score: Raw -689359.155334 + Penalty 4097.460854 = -685261.694481 nChanged 11 SP:Iteration 47Q (74773.850000 sec): 3 clusters Score: Raw -689367.752010 + Penalty 4097.460854 = -685270.291156 nChanged 10 SP:Iteration 48Q (74773.970000 sec): 3 clusters Score: Raw -689376.346031 + Penalty 4097.460854 = -685278.885178 nChanged 19 SP:Iteration 49Q (74774.100000 sec): 3 clusters Score: Raw -689395.425945 + Penalty 4097.460854 = -685297.965091 nChanged 19 SP:Iteration 50Q (74774.220000 sec): 3 clusters Score: Raw -689408.902315 + Penalty 4097.460854 = -685311.441461 nChanged 14 SP:Iteration 51Q (74774.450000 sec): 3 clusters Score: Raw -689419.396020 + Penalty 4097.460854 = -685321.935166 nChanged 11 SP:Iteration 52Q (74774.610000 sec): 3 clusters Score: Raw -689426.240233 + Penalty 4097.460854 = -685328.779379 nChanged 14 SP:Iteration 53Q (74774.800000 sec): 3 clusters Score: Raw -689433.015746 + Penalty 4097.460854 = -685335.554892 nChanged 12 SP:Iteration 54Q (74775.020000 sec): 3 clusters Score: Raw -689439.178282 + Penalty 4097.460854 = -685341.717429 nChanged 8 SP:Iteration 55Q (74775.200000 sec): 3 clusters Score: Raw -689442.059067 + Penalty 4097.460854 = -685344.598213 nChanged 8 SP:Iteration 56Q (74775.410000 sec): 3 clusters Score: Raw -689446.005257 + Penalty 4097.460854 = -685348.544403 nChanged 7 SP:Iteration 57Q (74775.560000 sec): 3 clusters Score: Raw -689449.576655 + Penalty 4097.460854 = -685352.115801 nChanged 8 SP:Iteration 58Q (74775.740000 sec): 3 clusters Score: Raw -689454.246981 + Penalty 4097.460854 = -685356.786127 nChanged 5 SP:Iteration 59Q (74775.940000 sec): 3 clusters Score: Raw -689456.546323 + Penalty 4097.460854 = -685359.085469 nChanged 6 SP:Iteration 60F (74776.110000 sec): 3 clusters Score: Raw -689460.017572 + Penalty 4097.460854 = -685362.556718 nChanged 11 SP:Iteration 61Q (74776.240000 sec): 3 clusters Score: Raw -689469.293593 + Penalty 4097.460854 = -685371.832739 nChanged 8 SP:Iteration 62Q (74776.410000 sec): 3 clusters Score: Raw -689473.970433 + Penalty 4097.460854 = -685376.509579 nChanged 7 SP:Iteration 63Q (74776.550000 sec): 3 clusters Score: Raw -689476.302104 + Penalty 4097.460854 = -685378.841250 nChanged 1 SP:Iteration 64Q (74776.690000 sec): 3 clusters Score: Raw -689476.542494 + Penalty 4097.460854 = -685379.081640 nChanged 1 SP:Iteration 65Q (74776.840000 sec): 3 clusters Score: Raw -689476.667385 + Penalty 4097.460854 = -685379.206531 nChanged 0 SP:Iteration 66F (74777.010000 sec): 3 clusters Score: Raw -689476.667385 + Penalty 4097.460854 = -685379.206531 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74777.150000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74777.280000 sec): 3 clusters Score: Raw -107499.957575 + Penalty 3190.738286 = -104309.219289 nChanged 128 SP:Iteration 1F (74777.490000 sec): 3 clusters Score: Raw -107761.489652 + Penalty 3190.738286 = -104570.751366 nChanged 48 SP:Iteration 2F (74777.690000 sec): 3 clusters Score: Raw -107941.872828 + Penalty 3190.738286 = -104751.134542 nChanged 43 SP:Iteration 3F (74777.850000 sec): 3 clusters Score: Raw -108117.066254 + Penalty 3190.738286 = -104926.327968 nChanged 49 SP:Iteration 4F (74778.040000 sec): 3 clusters Score: Raw -108273.623864 + Penalty 3190.738286 = -105082.885578 nChanged 40 SP:Iteration 5F (74778.230000 sec): 3 clusters Score: Raw -108402.706572 + Penalty 3190.738286 = -105211.968286 nChanged 29 SP:Iteration 6Q (74778.420000 sec): 3 clusters Score: Raw -108519.451102 + Penalty 3190.738286 = -105328.712816 nChanged 25 SP:Iteration 7Q (74778.560000 sec): 3 clusters Score: Raw -108622.002796 + Penalty 3190.738286 = -105431.264510 nChanged 20 SP:Iteration 8Q (74778.750000 sec): 3 clusters Score: Raw -108714.425926 + Penalty 3190.738286 = -105523.687640 nChanged 10 SP:Iteration 9Q (74778.920000 sec): 3 clusters Score: Raw -108756.302319 + Penalty 3190.738286 = -105565.564033 nChanged 8 SP:Iteration 10Q (74779.130000 sec): 3 clusters Score: Raw -108781.013835 + Penalty 3190.738286 = -105590.275549 nChanged 6 SP:Iteration 11Q (74779.300000 sec): 3 clusters Score: Raw -108793.751990 + Penalty 3190.738286 = -105603.013704 nChanged 3 SP:Iteration 12Q (74779.500000 sec): 3 clusters Score: Raw -108803.253378 + Penalty 3190.738286 = -105612.515092 nChanged 1 SP:Iteration 13Q (74779.670000 sec): 3 clusters Score: Raw -108805.274363 + Penalty 3190.738286 = -105614.536077 nChanged 0 SP:Iteration 14F (74779.860000 sec): 3 clusters Score: Raw -108805.274363 + Penalty 3190.738286 = -105614.536077 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74779.950000 sec): 2 clusters Score: Raw -61062.305281 + Penalty 1464.529738 = -59597.775543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74780.120000 sec): 3 clusters Score: Raw -61189.373542 + Penalty 2929.059477 = -58260.314066 nChanged 58 SP:Iteration 1F (74780.280000 sec): 3 clusters Score: Raw -61327.773108 + Penalty 2929.059477 = -58398.713631 nChanged 11 SP:Iteration 2Q (74780.470000 sec): 3 clusters Score: Raw -61365.356167 + Penalty 2929.059477 = -58436.296690 nChanged 4 SP:Iteration 3Q (74780.630000 sec): 3 clusters Score: Raw -61381.082419 + Penalty 2929.059477 = -58452.022943 nChanged 5 SP:Iteration 4Q (74780.760000 sec): 3 clusters Score: Raw -61404.918663 + Penalty 2929.059477 = -58475.859186 nChanged 2 SP:Iteration 5Q (74780.880000 sec): 3 clusters Score: Raw -61411.744555 + Penalty 2929.059477 = -58482.685078 nChanged 3 SP:Iteration 6Q (74781.030000 sec): 3 clusters Score: Raw -61421.368221 + Penalty 2929.059477 = -58492.308744 nChanged 4 SP:Iteration 7Q (74781.210000 sec): 3 clusters Score: Raw -61452.301198 + Penalty 2929.059477 = -58523.241721 nChanged 1 SP:Iteration 8Q (74781.410000 sec): 3 clusters Score: Raw -61454.491866 + Penalty 2929.059477 = -58525.432389 nChanged 1 SP:Iteration 9Q (74781.590000 sec): 3 clusters Score: Raw -61456.123043 + Penalty 2929.059477 = -58527.063566 nChanged 0 SP:Iteration 10F (74781.770000 sec): 3 clusters Score: Raw -61456.123043 + Penalty 2929.059477 = -58527.063566 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74781.860000 sec): 2 clusters Score: Raw -22303.424427 + Penalty 1362.279238 = -20941.145189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74782.050000 sec): 3 clusters Score: Raw -22557.858355 + Penalty 2724.558476 = -19833.299879 nChanged 39 SP:Iteration 1F (74782.210000 sec): 3 clusters Score: Raw -22682.943404 + Penalty 2724.558476 = -19958.384928 nChanged 19 SP:Iteration 2F (74782.380000 sec): 3 clusters Score: Raw -22807.947600 + Penalty 2724.558476 = -20083.389124 nChanged 17 SP:Iteration 3F (74782.540000 sec): 3 clusters Score: Raw -22903.168426 + Penalty 2724.558476 = -20178.609950 nChanged 8 SP:Iteration 4Q (74782.720000 sec): 3 clusters Score: Raw -22946.202585 + Penalty 2724.558476 = -20221.644109 nChanged 5 SP:Iteration 5Q (74782.860000 sec): 3 clusters Score: Raw -22969.985823 + Penalty 2724.558476 = -20245.427347 nChanged 4 SP:Iteration 6Q (74782.970000 sec): 3 clusters Score: Raw -22990.738044 + Penalty 2724.558476 = -20266.179568 nChanged 2 SP:Iteration 7Q (74783.080000 sec): 3 clusters Score: Raw -23000.899353 + Penalty 2724.558476 = -20276.340877 nChanged 1 SP:Iteration 8Q (74783.310000 sec): 3 clusters Score: Raw -23004.100850 + Penalty 2724.558476 = -20279.542374 nChanged 1 SP:Iteration 9Q (74783.470000 sec): 3 clusters Score: Raw -23015.799320 + Penalty 2724.558476 = -20291.240844 nChanged 1 SP:Iteration 10Q (74783.630000 sec): 3 clusters Score: Raw -23028.002613 + Penalty 2724.558476 = -20303.444137 nChanged 2 SP:Iteration 11Q (74783.790000 sec): 3 clusters Score: Raw -23038.014284 + Penalty 2724.558476 = -20313.455808 nChanged 0 SP:Iteration 12F (74783.950000 sec): 3 clusters Score: Raw -23038.014284 + Penalty 2724.558476 = -20313.455808 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74784.050000 sec): 2 clusters Score: Raw -357659.846106 + Penalty 1893.435528 = -355766.410578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74784.200000 sec): 3 clusters Score: Raw -356889.148871 + Penalty 3786.871056 = -353102.277814 nChanged 682 SP:Iteration 1F (74784.370000 sec): 3 clusters Score: Raw -357490.438187 + Penalty 3786.871056 = -353703.567131 nChanged 190 SP:Iteration 2F (74784.570000 sec): 3 clusters Score: Raw -357728.369624 + Penalty 3786.871056 = -353941.498568 nChanged 143 SP:Iteration 3F (74784.760000 sec): 3 clusters Score: Raw -357908.703892 + Penalty 3786.871056 = -354121.832836 nChanged 107 SP:Iteration 4F (74784.970000 sec): 3 clusters Score: Raw -358030.800338 + Penalty 3786.871056 = -354243.929282 nChanged 76 SP:Iteration 5Q (74785.150000 sec): 3 clusters Score: Raw -358157.422059 + Penalty 3786.871056 = -354370.551003 nChanged 90 SP:Iteration 6Q (74785.310000 sec): 3 clusters Score: Raw -358359.595928 + Penalty 3786.871056 = -354572.724872 nChanged 104 SP:Iteration 7F (74785.470000 sec): 3 clusters Score: Raw -358542.080232 + Penalty 3786.871056 = -354755.209176 nChanged 93 SP:Iteration 8Q (74785.640000 sec): 3 clusters Score: Raw -358679.060049 + Penalty 3786.871056 = -354892.188993 nChanged 77 SP:Iteration 9Q (74785.810000 sec): 3 clusters Score: Raw -358792.167405 + Penalty 3786.871056 = -355005.296349 nChanged 57 SP:Iteration 10Q (74785.980000 sec): 3 clusters Score: Raw -358873.711873 + Penalty 3786.871056 = -355086.840817 nChanged 42 SP:Iteration 11Q (74786.160000 sec): 3 clusters Score: Raw -358917.709307 + Penalty 3786.871056 = -355130.838251 nChanged 30 SP:Iteration 12Q (74786.300000 sec): 3 clusters Score: Raw -358947.249734 + Penalty 3786.871056 = -355160.378678 nChanged 25 SP:Iteration 13Q (74786.470000 sec): 3 clusters Score: Raw -358974.709816 + Penalty 3786.871056 = -355187.838760 nChanged 14 SP:Iteration 14Q (74786.580000 sec): 3 clusters Score: Raw -358987.183539 + Penalty 3786.871056 = -355200.312483 nChanged 8 SP:Iteration 15Q (74786.750000 sec): 3 clusters Score: Raw -358993.644020 + Penalty 3786.871056 = -355206.772964 nChanged 7 SP:Iteration 16Q (74786.910000 sec): 3 clusters Score: Raw -359004.910343 + Penalty 3786.871056 = -355218.039287 nChanged 11 SP:Iteration 17Q (74787.100000 sec): 3 clusters Score: Raw -359019.559051 + Penalty 3786.871056 = -355232.687995 nChanged 12 SP:Iteration 18Q (74787.260000 sec): 3 clusters Score: Raw -359032.389197 + Penalty 3786.871056 = -355245.518141 nChanged 7 SP:Iteration 19Q (74787.440000 sec): 3 clusters Score: Raw -359039.542242 + Penalty 3786.871056 = -355252.671186 nChanged 5 SP:Iteration 20F (74787.620000 sec): 3 clusters Score: Raw -359046.397142 + Penalty 3786.871056 = -355259.526086 nChanged 10 SP:Iteration 21Q (74787.830000 sec): 3 clusters Score: Raw -359057.924419 + Penalty 3786.871056 = -355271.053363 nChanged 7 SP:Iteration 22Q (74788.030000 sec): 3 clusters Score: Raw -359070.118778 + Penalty 3786.871056 = -355283.247722 nChanged 9 SP:Iteration 23Q (74788.180000 sec): 3 clusters Score: Raw -359081.726564 + Penalty 3786.871056 = -355294.855508 nChanged 9 SP:Iteration 24Q (74788.390000 sec): 3 clusters Score: Raw -359089.479968 + Penalty 3786.871056 = -355302.608912 nChanged 6 SP:Iteration 25Q (74788.570000 sec): 3 clusters Score: Raw -359092.953123 + Penalty 3786.871056 = -355306.082067 nChanged 4 SP:Iteration 26Q (74788.740000 sec): 3 clusters Score: Raw -359098.021638 + Penalty 3786.871056 = -355311.150582 nChanged 6 SP:Iteration 27Q (74788.900000 sec): 3 clusters Score: Raw -359103.171544 + Penalty 3786.871056 = -355316.300488 nChanged 9 SP:Iteration 28Q (74789.060000 sec): 3 clusters Score: Raw -359110.320944 + Penalty 3786.871056 = -355323.449887 nChanged 3 SP:Iteration 29Q (74789.270000 sec): 3 clusters Score: Raw -359112.111736 + Penalty 3786.871056 = -355325.240680 nChanged 1 SP:Iteration 30Q (74789.440000 sec): 3 clusters Score: Raw -359112.882074 + Penalty 3786.871056 = -355326.011018 nChanged 0 SP:Iteration 31F (74789.620000 sec): 3 clusters Score: Raw -359112.882074 + Penalty 3786.871056 = -355326.011018 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74789.700000 sec): 2 clusters Score: Raw -13303.756824 + Penalty 1154.182167 = -12149.574657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74789.870000 sec): 3 clusters Score: Raw -14284.786558 + Penalty 2308.364334 = -11976.422224 nChanged 5 SP:Iteration 1Q (74790.100000 sec): 3 clusters Score: Raw -14329.702606 + Penalty 2308.364334 = -12021.338272 nChanged 2 SP:Iteration 2Q (74790.270000 sec): 3 clusters Score: Raw -14343.343311 + Penalty 2308.364334 = -12034.978978 nChanged 1 SP:Iteration 3Q (74790.460000 sec): 3 clusters Score: Raw -14359.200101 + Penalty 2308.364334 = -12050.835767 nChanged 0 SP:Iteration 4F (74790.680000 sec): 3 clusters Score: Raw -14359.200101 + Penalty 2308.364334 = -12050.835767 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74790.740000 sec): 2 clusters Score: Raw -107872.589688 + Penalty 1627.836171 = -106244.753518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74790.860000 sec): 3 clusters Score: Raw -107914.580051 + Penalty 3255.672341 = -104658.907710 nChanged 192 SP:Iteration 1F (74791.020000 sec): 3 clusters Score: Raw -108339.808017 + Penalty 3255.672341 = -105084.135676 nChanged 67 SP:Iteration 2F (74791.140000 sec): 3 clusters Score: Raw -108575.373834 + Penalty 3255.672341 = -105319.701493 nChanged 35 SP:Iteration 3Q (74791.290000 sec): 3 clusters Score: Raw -108689.796260 + Penalty 3255.672341 = -105434.123919 nChanged 29 SP:Iteration 4Q (74791.450000 sec): 3 clusters Score: Raw -108807.045744 + Penalty 3255.672341 = -105551.373403 nChanged 21 SP:Iteration 5Q (74791.600000 sec): 3 clusters Score: Raw -108892.321664 + Penalty 3255.672341 = -105636.649323 nChanged 14 SP:Iteration 6Q (74791.800000 sec): 3 clusters Score: Raw -108935.847151 + Penalty 3255.672341 = -105680.174810 nChanged 8 SP:Iteration 7Q (74791.980000 sec): 3 clusters Score: Raw -108961.139880 + Penalty 3255.672341 = -105705.467539 nChanged 4 SP:Iteration 8Q (74792.180000 sec): 3 clusters Score: Raw -108970.636801 + Penalty 3255.672341 = -105714.964459 nChanged 4 SP:Iteration 9Q (74792.330000 sec): 3 clusters Score: Raw -108978.247625 + Penalty 3255.672341 = -105722.575284 nChanged 6 SP:Iteration 10Q (74792.480000 sec): 3 clusters Score: Raw -108991.824259 + Penalty 3255.672341 = -105736.151917 nChanged 4 SP:Iteration 11Q (74792.670000 sec): 3 clusters Score: Raw -108999.831421 + Penalty 3255.672341 = -105744.159080 nChanged 2 SP:Iteration 12Q (74792.790000 sec): 3 clusters Score: Raw -109008.706327 + Penalty 3255.672341 = -105753.033985 nChanged 2 SP:Iteration 13Q (74792.940000 sec): 3 clusters Score: Raw -109014.622524 + Penalty 3255.672341 = -105758.950183 nChanged 1 SP:Iteration 14Q (74793.080000 sec): 3 clusters Score: Raw -109015.880939 + Penalty 3255.672341 = -105760.208598 nChanged 0 SP:Iteration 15F (74793.280000 sec): 3 clusters Score: Raw -109015.880939 + Penalty 3255.672341 = -105760.208598 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (22052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74793.460000 sec): 2 clusters Score: Raw -3827520.602966 + Penalty 2480.287328 = -3825040.315639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74793.810000 sec): 3 clusters Score: Raw -3814676.562639 + Penalty 4960.574656 = -3809715.987983 nChanged 9706 SP:Iteration 1F (74794.040000 sec): 3 clusters Score: Raw -3819755.771113 + Penalty 4960.574656 = -3814795.196457 nChanged 1112 SP:Iteration 2F (74794.330000 sec): 3 clusters Score: Raw -3820140.592693 + Penalty 4960.574656 = -3815180.018038 nChanged 970 SP:Iteration 3Q (74794.620000 sec): 3 clusters Score: Raw -3820510.505692 + Penalty 4960.574656 = -3815549.931037 nChanged 937 SP:Iteration 4Q (74794.920000 sec): 3 clusters Score: Raw -3820966.769889 + Penalty 4960.574656 = -3816006.195233 nChanged 1036 SP:Iteration 5Q (74795.200000 sec): 3 clusters Score: Raw -3821629.848319 + Penalty 4960.574656 = -3816669.273664 nChanged 1131 SP:Iteration 6F (74795.490000 sec): 3 clusters Score: Raw -3822407.611719 + Penalty 4960.574656 = -3817447.037063 nChanged 1147 SP:Iteration 7F (74795.750000 sec): 3 clusters Score: Raw -3823047.374835 + Penalty 4960.574656 = -3818086.800180 nChanged 1107 SP:Iteration 8F (74796.060000 sec): 3 clusters Score: Raw -3823598.119987 + Penalty 4960.574656 = -3818637.545332 nChanged 1007 SP:Iteration 9Q (74796.320000 sec): 3 clusters Score: Raw -3824077.091662 + Penalty 4960.574656 = -3819116.517006 nChanged 912 SP:Iteration 10Q (74796.620000 sec): 3 clusters Score: Raw -3824492.708410 + Penalty 4960.574656 = -3819532.133754 nChanged 813 SP:Iteration 11Q (74796.920000 sec): 3 clusters Score: Raw -3824876.637134 + Penalty 4960.574656 = -3819916.062479 nChanged 769 SP:Iteration 12Q (74797.210000 sec): 3 clusters Score: Raw -3825252.141050 + Penalty 4960.574656 = -3820291.566395 nChanged 726 SP:Iteration 13Q (74797.500000 sec): 3 clusters Score: Raw -3825599.767302 + Penalty 4960.574656 = -3820639.192646 nChanged 638 SP:Iteration 14Q (74797.770000 sec): 3 clusters Score: Raw -3825924.905221 + Penalty 4960.574656 = -3820964.330566 nChanged 595 SP:Iteration 15Q (74798.090000 sec): 3 clusters Score: Raw -3826225.136834 + Penalty 4960.574656 = -3821264.562179 nChanged 578 SP:Iteration 16Q (74798.370000 sec): 3 clusters Score: Raw -3826527.489538 + Penalty 4960.574656 = -3821566.914883 nChanged 535 SP:Iteration 17Q (74798.670000 sec): 3 clusters Score: Raw -3826817.269782 + Penalty 4960.574656 = -3821856.695127 nChanged 473 SP:Iteration 18Q (74798.930000 sec): 3 clusters Score: Raw -3827061.160994 + Penalty 4960.574656 = -3822100.586338 nChanged 412 SP:Iteration 19Q (74799.210000 sec): 3 clusters Score: Raw -3827286.006611 + Penalty 4960.574656 = -3822325.431956 nChanged 391 SP:Iteration 20F (74799.470000 sec): 3 clusters Score: Raw -3827488.083494 + Penalty 4960.574656 = -3822527.508839 nChanged 328 SP:Iteration 21Q (74799.710000 sec): 3 clusters Score: Raw -3827647.777916 + Penalty 4960.574656 = -3822687.203260 nChanged 273 SP:Iteration 22Q (74799.990000 sec): 3 clusters Score: Raw -3827770.572727 + Penalty 4960.574656 = -3822809.998072 nChanged 236 SP:Iteration 23Q (74800.260000 sec): 3 clusters Score: Raw -3827876.458823 + Penalty 4960.574656 = -3822915.884167 nChanged 213 SP:Iteration 24Q (74800.560000 sec): 3 clusters Score: Raw -3827968.688429 + Penalty 4960.574656 = -3823008.113773 nChanged 183 SP:Iteration 25Q (74800.870000 sec): 3 clusters Score: Raw -3828047.002223 + Penalty 4960.574656 = -3823086.427567 nChanged 137 SP:Iteration 26Q (74801.130000 sec): 3 clusters Score: Raw -3828098.851533 + Penalty 4960.574656 = -3823138.276878 nChanged 122 SP:Iteration 27Q (74801.450000 sec): 3 clusters Score: Raw -3828145.663541 + Penalty 4960.574656 = -3823185.088886 nChanged 115 SP:Iteration 28Q (74801.760000 sec): 3 clusters Score: Raw -3828186.102003 + Penalty 4960.574656 = -3823225.527348 nChanged 88 SP:Iteration 29Q (74802.050000 sec): 3 clusters Score: Raw -3828216.643915 + Penalty 4960.574656 = -3823256.069260 nChanged 75 SP:Iteration 30Q (74802.370000 sec): 3 clusters Score: Raw -3828244.244036 + Penalty 4960.574656 = -3823283.669381 nChanged 82 SP:Iteration 31Q (74802.650000 sec): 3 clusters Score: Raw -3828277.917911 + Penalty 4960.574656 = -3823317.343255 nChanged 72 SP:Iteration 32Q (74802.980000 sec): 3 clusters Score: Raw -3828310.934944 + Penalty 4960.574656 = -3823350.360288 nChanged 68 SP:Iteration 33Q (74803.270000 sec): 3 clusters Score: Raw -3828336.700011 + Penalty 4960.574656 = -3823376.125355 nChanged 51 SP:Iteration 34Q (74803.580000 sec): 3 clusters Score: Raw -3828359.760971 + Penalty 4960.574656 = -3823399.186316 nChanged 55 SP:Iteration 35Q (74803.830000 sec): 3 clusters Score: Raw -3828382.031931 + Penalty 4960.574656 = -3823421.457275 nChanged 59 SP:Iteration 36Q (74804.130000 sec): 3 clusters Score: Raw -3828403.827208 + Penalty 4960.574656 = -3823443.252552 nChanged 45 SP:Iteration 37Q (74804.450000 sec): 3 clusters Score: Raw -3828422.364513 + Penalty 4960.574656 = -3823461.789857 nChanged 37 SP:Iteration 38Q (74804.690000 sec): 3 clusters Score: Raw -3828436.581678 + Penalty 4960.574656 = -3823476.007023 nChanged 30 SP:Iteration 39Q (74805.020000 sec): 3 clusters Score: Raw -3828448.129419 + Penalty 4960.574656 = -3823487.554763 nChanged 32 SP:Iteration 40F (74805.350000 sec): 3 clusters Score: Raw -3828460.167201 + Penalty 4960.574656 = -3823499.592546 nChanged 32 SP:Iteration 41Q (74805.690000 sec): 3 clusters Score: Raw -3828476.044934 + Penalty 4960.574656 = -3823515.470278 nChanged 30 SP:Iteration 42Q (74805.970000 sec): 3 clusters Score: Raw -3828486.549506 + Penalty 4960.574656 = -3823525.974851 nChanged 26 SP:Iteration 43Q (74806.250000 sec): 3 clusters Score: Raw -3828494.457490 + Penalty 4960.574656 = -3823533.882835 nChanged 25 SP:Iteration 44Q (74806.490000 sec): 3 clusters Score: Raw -3828503.489719 + Penalty 4960.574656 = -3823542.915064 nChanged 20 SP:Iteration 45Q (74806.790000 sec): 3 clusters Score: Raw -3828511.173236 + Penalty 4960.574656 = -3823550.598581 nChanged 20 SP:Iteration 46Q (74807.050000 sec): 3 clusters Score: Raw -3828518.223849 + Penalty 4960.574656 = -3823557.649193 nChanged 14 SP:Iteration 47Q (74807.340000 sec): 3 clusters Score: Raw -3828522.389893 + Penalty 4960.574656 = -3823561.815237 nChanged 11 SP:Iteration 48Q (74807.640000 sec): 3 clusters Score: Raw -3828525.228918 + Penalty 4960.574656 = -3823564.654262 nChanged 7 SP:Iteration 49Q (74807.940000 sec): 3 clusters Score: Raw -3828527.568454 + Penalty 4960.574656 = -3823566.993799 nChanged 5 SP:Iteration 50Q (74808.290000 sec): 3 clusters Score: Raw -3828528.691439 + Penalty 4960.574656 = -3823568.116784 nChanged 3 SP:Iteration 51Q (74808.640000 sec): 3 clusters Score: Raw -3828529.461407 + Penalty 4960.574656 = -3823568.886751 nChanged 0 SP:Iteration 52F (74808.870000 sec): 3 clusters Score: Raw -3828529.461407 + Penalty 4960.574656 = -3823568.886751 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74808.990000 sec): 2 clusters Score: Raw -95853.207359 + Penalty 1627.135605 = -94226.071753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74809.140000 sec): 3 clusters Score: Raw -95895.318616 + Penalty 3254.271210 = -92641.047406 nChanged 178 SP:Iteration 1F (74809.330000 sec): 3 clusters Score: Raw -96146.932529 + Penalty 3254.271210 = -92892.661319 nChanged 49 SP:Iteration 2F (74809.500000 sec): 3 clusters Score: Raw -96209.477196 + Penalty 3254.271210 = -92955.205986 nChanged 28 SP:Iteration 3Q (74809.620000 sec): 3 clusters Score: Raw -96257.278081 + Penalty 3254.271210 = -93003.006870 nChanged 32 SP:Iteration 4Q (74809.850000 sec): 3 clusters Score: Raw -96344.236061 + Penalty 3254.271210 = -93089.964851 nChanged 40 SP:Iteration 5F (74809.970000 sec): 3 clusters Score: Raw -96445.905248 + Penalty 3254.271210 = -93191.634038 nChanged 28 SP:Iteration 6Q (74810.110000 sec): 3 clusters Score: Raw -96541.092806 + Penalty 3254.271210 = -93286.821595 nChanged 25 SP:Iteration 7Q (74810.260000 sec): 3 clusters Score: Raw -96631.371825 + Penalty 3254.271210 = -93377.100614 nChanged 21 SP:Iteration 8Q (74810.530000 sec): 3 clusters Score: Raw -96734.618746 + Penalty 3254.271210 = -93480.347536 nChanged 20 SP:Iteration 9Q (74810.710000 sec): 3 clusters Score: Raw -96832.846170 + Penalty 3254.271210 = -93578.574960 nChanged 17 SP:Iteration 10Q (74810.890000 sec): 3 clusters Score: Raw -96911.912064 + Penalty 3254.271210 = -93657.640854 nChanged 11 SP:Iteration 11Q (74811.070000 sec): 3 clusters Score: Raw -96986.192845 + Penalty 3254.271210 = -93731.921635 nChanged 10 SP:Iteration 12Q (74811.200000 sec): 3 clusters Score: Raw -97026.279653 + Penalty 3254.271210 = -93772.008443 nChanged 6 SP:Iteration 13Q (74811.420000 sec): 3 clusters Score: Raw -97050.331626 + Penalty 3254.271210 = -93796.060416 nChanged 3 SP:Iteration 14Q (74811.600000 sec): 3 clusters Score: Raw -97058.055671 + Penalty 3254.271210 = -93803.784461 nChanged 3 SP:Iteration 15Q (74811.730000 sec): 3 clusters Score: Raw -97064.231043 + Penalty 3254.271210 = -93809.959832 nChanged 1 SP:Iteration 16Q (74811.930000 sec): 3 clusters Score: Raw -97069.149843 + Penalty 3254.271210 = -93814.878633 nChanged 0 SP:Iteration 17F (74812.090000 sec): 3 clusters Score: Raw -97082.678625 + Penalty 3254.271210 = -93828.407415 nChanged 1 SP:Iteration 18Q (74812.270000 sec): 3 clusters Score: Raw -97116.410796 + Penalty 3254.271210 = -93862.139585 nChanged 4 SP:Iteration 19Q (74812.480000 sec): 3 clusters Score: Raw -97130.714787 + Penalty 3254.271210 = -93876.443576 nChanged 6 SP:Iteration 20F (74812.650000 sec): 3 clusters Score: Raw -97157.882247 + Penalty 3254.271210 = -93903.611036 nChanged 7 SP:Iteration 21Q (74812.840000 sec): 3 clusters Score: Raw -97181.840830 + Penalty 3254.271210 = -93927.569619 nChanged 5 SP:Iteration 22Q (74813.050000 sec): 3 clusters Score: Raw -97197.466476 + Penalty 3254.271210 = -93943.195266 nChanged 4 SP:Iteration 23Q (74813.240000 sec): 3 clusters Score: Raw -97207.639192 + Penalty 3254.271210 = -93953.367982 nChanged 2 SP:Iteration 24Q (74813.390000 sec): 3 clusters Score: Raw -97212.419064 + Penalty 3254.271210 = -93958.147853 nChanged 3 SP:Iteration 25Q (74813.530000 sec): 3 clusters Score: Raw -97225.654067 + Penalty 3254.271210 = -93971.382857 nChanged 4 SP:Iteration 26Q (74813.690000 sec): 3 clusters Score: Raw -97249.451347 + Penalty 3254.271210 = -93995.180137 nChanged 7 SP:Iteration 27Q (74813.850000 sec): 3 clusters Score: Raw -97295.490201 + Penalty 3254.271210 = -94041.218991 nChanged 8 SP:Iteration 28Q (74814.020000 sec): 3 clusters Score: Raw -97330.653986 + Penalty 3254.271210 = -94076.382776 nChanged 5 SP:Iteration 29Q (74814.130000 sec): 3 clusters Score: Raw -97342.055182 + Penalty 3254.271210 = -94087.783971 nChanged 0 SP:Iteration 30F (74814.250000 sec): 3 clusters Score: Raw -97342.055182 + Penalty 3254.271210 = -94087.783971 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74814.350000 sec): 2 clusters Score: Raw -210188.571110 + Penalty 1761.623872 = -208426.947239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74814.540000 sec): 3 clusters Score: Raw -209894.382243 + Penalty 3523.247743 = -206371.134500 nChanged 328 SP:Iteration 1F (74814.690000 sec): 3 clusters Score: Raw -210243.432041 + Penalty 3523.247743 = -206720.184298 nChanged 79 SP:Iteration 2F (74814.820000 sec): 3 clusters Score: Raw -210342.099321 + Penalty 3523.247743 = -206818.851578 nChanged 46 SP:Iteration 3Q (74814.930000 sec): 3 clusters Score: Raw -210395.462981 + Penalty 3523.247743 = -206872.215238 nChanged 26 SP:Iteration 4Q (74815.150000 sec): 3 clusters Score: Raw -210420.335903 + Penalty 3523.247743 = -206897.088160 nChanged 16 SP:Iteration 5Q (74815.320000 sec): 3 clusters Score: Raw -210435.517992 + Penalty 3523.247743 = -206912.270249 nChanged 16 SP:Iteration 6Q (74815.480000 sec): 3 clusters Score: Raw -210454.234452 + Penalty 3523.247743 = -206930.986709 nChanged 16 SP:Iteration 7Q (74815.670000 sec): 3 clusters Score: Raw -210476.035003 + Penalty 3523.247743 = -206952.787260 nChanged 19 SP:Iteration 8Q (74815.800000 sec): 3 clusters Score: Raw -210496.736220 + Penalty 3523.247743 = -206973.488477 nChanged 9 SP:Iteration 9Q (74816.000000 sec): 3 clusters Score: Raw -210505.485006 + Penalty 3523.247743 = -206982.237263 nChanged 3 SP:Iteration 10Q (74816.180000 sec): 3 clusters Score: Raw -210508.290151 + Penalty 3523.247743 = -206985.042408 nChanged 3 SP:Iteration 11Q (74816.360000 sec): 3 clusters Score: Raw -210511.689153 + Penalty 3523.247743 = -206988.441410 nChanged 4 SP:Iteration 12Q (74816.480000 sec): 3 clusters Score: Raw -210516.188994 + Penalty 3523.247743 = -206992.941251 nChanged 0 SP:Iteration 13F (74816.660000 sec): 3 clusters Score: Raw -210516.188994 + Penalty 3523.247743 = -206992.941251 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74816.720000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74816.880000 sec): 3 clusters Score: Raw -60571.145959 + Penalty 2947.628490 = -57623.517469 nChanged 53 SP:Iteration 1F (74817.050000 sec): 3 clusters Score: Raw -60702.030767 + Penalty 2947.628490 = -57754.402277 nChanged 9 SP:Iteration 2Q (74817.180000 sec): 3 clusters Score: Raw -60749.463902 + Penalty 2947.628490 = -57801.835412 nChanged 6 SP:Iteration 3Q (74817.310000 sec): 3 clusters Score: Raw -60772.826048 + Penalty 2947.628490 = -57825.197558 nChanged 2 SP:Iteration 4Q (74817.530000 sec): 3 clusters Score: Raw -60779.673062 + Penalty 2947.628490 = -57832.044572 nChanged 0 SP:Iteration 5F (74817.760000 sec): 3 clusters Score: Raw -60779.673062 + Penalty 2947.628490 = -57832.044572 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74817.860000 sec): 2 clusters Score: Raw -285815.116084 + Penalty 1812.518614 = -284002.597470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74818.050000 sec): 3 clusters Score: Raw -285386.427335 + Penalty 3625.037228 = -281761.390107 nChanged 417 SP:Iteration 1F (74818.270000 sec): 3 clusters Score: Raw -285758.044236 + Penalty 3625.037228 = -282133.007008 nChanged 103 SP:Iteration 2F (74818.410000 sec): 3 clusters Score: Raw -285867.991690 + Penalty 3625.037228 = -282242.954462 nChanged 49 SP:Iteration 3Q (74818.550000 sec): 3 clusters Score: Raw -285909.636027 + Penalty 3625.037228 = -282284.598800 nChanged 28 SP:Iteration 4Q (74818.690000 sec): 3 clusters Score: Raw -285936.603771 + Penalty 3625.037228 = -282311.566543 nChanged 17 SP:Iteration 5Q (74818.830000 sec): 3 clusters Score: Raw -285949.797656 + Penalty 3625.037228 = -282324.760428 nChanged 12 SP:Iteration 6Q (74818.990000 sec): 3 clusters Score: Raw -285960.923082 + Penalty 3625.037228 = -282335.885854 nChanged 6 SP:Iteration 7Q (74819.110000 sec): 3 clusters Score: Raw -285964.823961 + Penalty 3625.037228 = -282339.786734 nChanged 5 SP:Iteration 8Q (74819.250000 sec): 3 clusters Score: Raw -285967.169353 + Penalty 3625.037228 = -282342.132125 nChanged 4 SP:Iteration 9Q (74819.400000 sec): 3 clusters Score: Raw -285968.554502 + Penalty 3625.037228 = -282343.517275 nChanged 1 SP:Iteration 10Q (74819.550000 sec): 3 clusters Score: Raw -285969.237234 + Penalty 3625.037228 = -282344.200007 nChanged 1 SP:Iteration 11Q (74819.760000 sec): 3 clusters Score: Raw -285969.966413 + Penalty 3625.037228 = -282344.929186 nChanged 1 SP:Iteration 12Q (74819.940000 sec): 3 clusters Score: Raw -285970.362617 + Penalty 3625.037228 = -282345.325389 nChanged 1 SP:Iteration 13Q (74820.130000 sec): 3 clusters Score: Raw -285971.072570 + Penalty 3625.037228 = -282346.035343 nChanged 4 SP:Iteration 14Q (74820.310000 sec): 3 clusters Score: Raw -285974.187470 + Penalty 3625.037228 = -282349.150243 nChanged 4 SP:Iteration 15Q (74820.490000 sec): 3 clusters Score: Raw -285977.280264 + Penalty 3625.037228 = -282352.243036 nChanged 2 SP:Iteration 16Q (74820.670000 sec): 3 clusters Score: Raw -285978.283353 + Penalty 3625.037228 = -282353.246125 nChanged 2 SP:Iteration 17Q (74820.840000 sec): 3 clusters Score: Raw -285979.175398 + Penalty 3625.037228 = -282354.138170 nChanged 1 SP:Iteration 18Q (74821.050000 sec): 3 clusters Score: Raw -285979.531152 + Penalty 3625.037228 = -282354.493925 nChanged 2 SP:Iteration 19Q (74821.250000 sec): 3 clusters Score: Raw -285980.956386 + Penalty 3625.037228 = -282355.919159 nChanged 3 SP:Iteration 20F (74821.420000 sec): 3 clusters Score: Raw -285983.091269 + Penalty 3625.037228 = -282358.054042 nChanged 4 SP:Iteration 21Q (74821.570000 sec): 3 clusters Score: Raw -285985.327398 + Penalty 3625.037228 = -282360.290171 nChanged 1 SP:Iteration 22Q (74821.720000 sec): 3 clusters Score: Raw -285985.886183 + Penalty 3625.037228 = -282360.848956 nChanged 2 SP:Iteration 23Q (74821.910000 sec): 3 clusters Score: Raw -285987.888963 + Penalty 3625.037228 = -282362.851735 nChanged 3 SP:Iteration 24Q (74822.110000 sec): 3 clusters Score: Raw -285989.451366 + Penalty 3625.037228 = -282364.414139 nChanged 0 SP:Iteration 25F (74822.280000 sec): 3 clusters Score: Raw -285989.451366 + Penalty 3625.037228 = -282364.414139 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74822.400000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74822.560000 sec): 3 clusters Score: Raw -80183.872465 + Penalty 3086.397829 = -77097.474637 nChanged 110 SP:Iteration 1F (74822.750000 sec): 3 clusters Score: Raw -80486.444056 + Penalty 3086.397829 = -77400.046228 nChanged 25 SP:Iteration 2Q (74822.940000 sec): 3 clusters Score: Raw -80556.045889 + Penalty 3086.397829 = -77469.648060 nChanged 11 SP:Iteration 3Q (74823.120000 sec): 3 clusters Score: Raw -80646.259755 + Penalty 3086.397829 = -77559.861926 nChanged 12 SP:Iteration 4Q (74823.350000 sec): 3 clusters Score: Raw -80790.643428 + Penalty 3086.397829 = -77704.245599 nChanged 14 SP:Iteration 5Q (74823.480000 sec): 3 clusters Score: Raw -80834.295774 + Penalty 3086.397829 = -77747.897945 nChanged 9 SP:Iteration 6Q (74823.680000 sec): 3 clusters Score: Raw -80854.218643 + Penalty 3086.397829 = -77767.820814 nChanged 6 SP:Iteration 7Q (74823.850000 sec): 3 clusters Score: Raw -80868.241611 + Penalty 3086.397829 = -77781.843782 nChanged 4 SP:Iteration 8Q (74824.060000 sec): 3 clusters Score: Raw -80876.004001 + Penalty 3086.397829 = -77789.606172 nChanged 1 SP:Iteration 9Q (74824.220000 sec): 3 clusters Score: Raw -80877.593243 + Penalty 3086.397829 = -77791.195414 nChanged 1 SP:Iteration 10Q (74824.400000 sec): 3 clusters Score: Raw -80882.803846 + Penalty 3086.397829 = -77796.406017 nChanged 2 SP:Iteration 11Q (74824.590000 sec): 3 clusters Score: Raw -80886.213949 + Penalty 3086.397829 = -77799.816120 nChanged 0 SP:Iteration 12F (74824.770000 sec): 3 clusters Score: Raw -80886.213949 + Penalty 3086.397829 = -77799.816120 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74824.890000 sec): 2 clusters Score: Raw -55332.770861 + Penalty 1544.670729 = -53788.100133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74825.040000 sec): 3 clusters Score: Raw -55448.205209 + Penalty 3089.341458 = -52358.863751 nChanged 98 SP:Iteration 1F (74825.230000 sec): 3 clusters Score: Raw -55709.620438 + Penalty 3089.341458 = -52620.278980 nChanged 27 SP:Iteration 2F (74825.420000 sec): 3 clusters Score: Raw -55833.195503 + Penalty 3089.341458 = -52743.854045 nChanged 23 SP:Iteration 3Q (74825.590000 sec): 3 clusters Score: Raw -55948.675050 + Penalty 3089.341458 = -52859.333592 nChanged 22 SP:Iteration 4Q (74825.760000 sec): 3 clusters Score: Raw -56072.744563 + Penalty 3089.341458 = -52983.403105 nChanged 21 SP:Iteration 5Q (74825.940000 sec): 3 clusters Score: Raw -56140.406205 + Penalty 3089.341458 = -53051.064747 nChanged 13 SP:Iteration 6Q (74826.140000 sec): 3 clusters Score: Raw -56208.800768 + Penalty 3089.341458 = -53119.459310 nChanged 11 SP:Iteration 7Q (74826.310000 sec): 3 clusters Score: Raw -56238.785412 + Penalty 3089.341458 = -53149.443954 nChanged 11 SP:Iteration 8Q (74826.490000 sec): 3 clusters Score: Raw -56293.218397 + Penalty 3089.341458 = -53203.876940 nChanged 8 SP:Iteration 9Q (74826.670000 sec): 3 clusters Score: Raw -56343.809355 + Penalty 3089.341458 = -53254.467898 nChanged 7 SP:Iteration 10Q (74826.870000 sec): 3 clusters Score: Raw -56380.598982 + Penalty 3089.341458 = -53291.257524 nChanged 4 SP:Iteration 11Q (74827.030000 sec): 3 clusters Score: Raw -56404.524291 + Penalty 3089.341458 = -53315.182833 nChanged 2 SP:Iteration 12Q (74827.230000 sec): 3 clusters Score: Raw -56419.969625 + Penalty 3089.341458 = -53330.628168 nChanged 2 SP:Iteration 13Q (74827.380000 sec): 3 clusters Score: Raw -56441.085102 + Penalty 3089.341458 = -53351.743644 nChanged 1 SP:Iteration 14Q (74827.570000 sec): 3 clusters Score: Raw -56450.290845 + Penalty 3089.341458 = -53360.949387 nChanged 3 SP:Iteration 15Q (74827.740000 sec): 3 clusters Score: Raw -56465.300066 + Penalty 3089.341458 = -53375.958608 nChanged 1 SP:Iteration 16Q (74827.980000 sec): 3 clusters Score: Raw -56469.709874 + Penalty 3089.341458 = -53380.368417 nChanged 1 SP:Iteration 17Q (74828.200000 sec): 3 clusters Score: Raw -56483.227394 + Penalty 3089.341458 = -53393.885936 nChanged 1 SP:Iteration 18Q (74828.400000 sec): 3 clusters Score: Raw -56500.385972 + Penalty 3089.341458 = -53411.044514 nChanged 3 SP:Iteration 19Q (74828.520000 sec): 3 clusters Score: Raw -56515.343448 + Penalty 3089.341458 = -53426.001990 nChanged 2 SP:Iteration 20F (74828.690000 sec): 3 clusters Score: Raw -56525.132081 + Penalty 3089.341458 = -53435.790623 nChanged 5 SP:Iteration 21Q (74828.880000 sec): 3 clusters Score: Raw -56629.780276 + Penalty 3089.341458 = -53540.438818 nChanged 4 SP:Iteration 22Q (74829.050000 sec): 3 clusters Score: Raw -56658.399165 + Penalty 3089.341458 = -53569.057708 nChanged 4 SP:Iteration 23Q (74829.240000 sec): 3 clusters Score: Raw -56677.662353 + Penalty 3089.341458 = -53588.320896 nChanged 2 SP:Iteration 24Q (74829.410000 sec): 3 clusters Score: Raw -56692.156826 + Penalty 3089.341458 = -53602.815368 nChanged 1 SP:Iteration 25Q (74829.600000 sec): 3 clusters Score: Raw -56697.906233 + Penalty 3089.341458 = -53608.564775 nChanged 0 SP:Iteration 26F (74829.780000 sec): 3 clusters Score: Raw -56697.906233 + Penalty 3089.341458 = -53608.564775 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74829.870000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74830.040000 sec): 3 clusters Score: Raw -70293.028010 + Penalty 3011.085913 = -67281.942097 nChanged 63 SP:Iteration 1F (74830.260000 sec): 3 clusters Score: Raw -70459.009732 + Penalty 3011.085913 = -67447.923819 nChanged 24 SP:Iteration 2F (74830.400000 sec): 3 clusters Score: Raw -70523.551399 + Penalty 3011.085913 = -67512.465486 nChanged 11 SP:Iteration 3Q (74830.590000 sec): 3 clusters Score: Raw -70558.363014 + Penalty 3011.085913 = -67547.277101 nChanged 8 SP:Iteration 4Q (74830.760000 sec): 3 clusters Score: Raw -70585.070957 + Penalty 3011.085913 = -67573.985044 nChanged 6 SP:Iteration 5Q (74830.940000 sec): 3 clusters Score: Raw -70600.531969 + Penalty 3011.085913 = -67589.446056 nChanged 2 SP:Iteration 6Q (74831.100000 sec): 3 clusters Score: Raw -70612.589928 + Penalty 3011.085913 = -67601.504015 nChanged 2 SP:Iteration 7Q (74831.250000 sec): 3 clusters Score: Raw -70615.887284 + Penalty 3011.085913 = -67604.801371 nChanged 1 SP:Iteration 8Q (74831.420000 sec): 3 clusters Score: Raw -70618.012718 + Penalty 3011.085913 = -67606.926805 nChanged 1 SP:Iteration 9Q (74831.650000 sec): 3 clusters Score: Raw -70624.576417 + Penalty 3011.085913 = -67613.490504 nChanged 3 SP:Iteration 10Q (74831.780000 sec): 3 clusters Score: Raw -70630.055806 + Penalty 3011.085913 = -67618.969893 nChanged 3 SP:Iteration 11Q (74831.980000 sec): 3 clusters Score: Raw -70633.144487 + Penalty 3011.085913 = -67622.058574 nChanged 1 SP:Iteration 12Q (74832.140000 sec): 3 clusters Score: Raw -70634.855070 + Penalty 3011.085913 = -67623.769157 nChanged 0 SP:Iteration 13F (74832.340000 sec): 3 clusters Score: Raw -70634.855070 + Penalty 3011.085913 = -67623.769157 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74832.400000 sec): 2 clusters Score: Raw -61946.120126 + Penalty 1467.218112 = -60478.902014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74832.600000 sec): 3 clusters Score: Raw -62138.631831 + Penalty 2934.436223 = -59204.195608 nChanged 65 SP:Iteration 1F (74832.760000 sec): 3 clusters Score: Raw -62279.146067 + Penalty 2934.436223 = -59344.709844 nChanged 21 SP:Iteration 2F (74832.930000 sec): 3 clusters Score: Raw -62364.113579 + Penalty 2934.436223 = -59429.677356 nChanged 19 SP:Iteration 3F (74833.140000 sec): 3 clusters Score: Raw -62417.988155 + Penalty 2934.436223 = -59483.551932 nChanged 13 SP:Iteration 4Q (74833.350000 sec): 3 clusters Score: Raw -62492.510094 + Penalty 2934.436223 = -59558.073871 nChanged 14 SP:Iteration 5Q (74833.510000 sec): 3 clusters Score: Raw -62531.778855 + Penalty 2934.436223 = -59597.342632 nChanged 9 SP:Iteration 6Q (74833.660000 sec): 3 clusters Score: Raw -62574.659696 + Penalty 2934.436223 = -59640.223473 nChanged 5 SP:Iteration 7Q (74833.840000 sec): 3 clusters Score: Raw -62589.741666 + Penalty 2934.436223 = -59655.305443 nChanged 4 SP:Iteration 8Q (74834.010000 sec): 3 clusters Score: Raw -62617.316142 + Penalty 2934.436223 = -59682.879919 nChanged 4 SP:Iteration 9Q (74834.180000 sec): 3 clusters Score: Raw -62638.821050 + Penalty 2934.436223 = -59704.384827 nChanged 2 SP:Iteration 10Q (74834.360000 sec): 3 clusters Score: Raw -62642.212626 + Penalty 2934.436223 = -59707.776403 nChanged 0 SP:Iteration 11F (74834.550000 sec): 3 clusters Score: Raw -62642.212626 + Penalty 2934.436223 = -59707.776403 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74834.750000 sec): 2 clusters Score: Raw -3241620.032862 + Penalty 2422.438431 = -3239197.594431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74834.990000 sec): 3 clusters Score: Raw -3231645.697205 + Penalty 4844.876862 = -3226800.820343 nChanged 7536 SP:Iteration 1F (74835.290000 sec): 3 clusters Score: Raw -3235651.245211 + Penalty 4844.876862 = -3230806.368349 nChanged 1021 SP:Iteration 2F (74835.620000 sec): 3 clusters Score: Raw -3236031.291840 + Penalty 4844.876862 = -3231186.414978 nChanged 885 SP:Iteration 3F (74835.860000 sec): 3 clusters Score: Raw -3236382.451924 + Penalty 4844.876862 = -3231537.575062 nChanged 813 SP:Iteration 4Q (74836.180000 sec): 3 clusters Score: Raw -3236730.129064 + Penalty 4844.876862 = -3231885.252202 nChanged 846 SP:Iteration 5Q (74836.420000 sec): 3 clusters Score: Raw -3237144.117585 + Penalty 4844.876862 = -3232299.240724 nChanged 927 SP:Iteration 6F (74836.660000 sec): 3 clusters Score: Raw -3237666.113128 + Penalty 4844.876862 = -3232821.236266 nChanged 969 SP:Iteration 7F (74836.910000 sec): 3 clusters Score: Raw -3238259.420918 + Penalty 4844.876862 = -3233414.544056 nChanged 1005 SP:Iteration 8F (74837.210000 sec): 3 clusters Score: Raw -3238958.452042 + Penalty 4844.876862 = -3234113.575180 nChanged 987 SP:Iteration 9F (74837.510000 sec): 3 clusters Score: Raw -3239686.557313 + Penalty 4844.876862 = -3234841.680451 nChanged 855 SP:Iteration 10Q (74837.770000 sec): 3 clusters Score: Raw -3240334.524843 + Penalty 4844.876862 = -3235489.647981 nChanged 744 SP:Iteration 11Q (74838.040000 sec): 3 clusters Score: Raw -3240898.539903 + Penalty 4844.876862 = -3236053.663042 nChanged 567 SP:Iteration 12Q (74838.300000 sec): 3 clusters Score: Raw -3241306.443084 + Penalty 4844.876862 = -3236461.566223 nChanged 383 SP:Iteration 13Q (74838.600000 sec): 3 clusters Score: Raw -3241566.758556 + Penalty 4844.876862 = -3236721.881694 nChanged 258 SP:Iteration 14Q (74838.870000 sec): 3 clusters Score: Raw -3241737.223797 + Penalty 4844.876862 = -3236892.346935 nChanged 181 SP:Iteration 15Q (74839.130000 sec): 3 clusters Score: Raw -3241856.812534 + Penalty 4844.876862 = -3237011.935673 nChanged 120 SP:Iteration 16Q (74839.390000 sec): 3 clusters Score: Raw -3241929.929654 + Penalty 4844.876862 = -3237085.052792 nChanged 73 SP:Iteration 17Q (74839.690000 sec): 3 clusters Score: Raw -3241970.094669 + Penalty 4844.876862 = -3237125.217807 nChanged 44 SP:Iteration 18Q (74839.970000 sec): 3 clusters Score: Raw -3241998.749229 + Penalty 4844.876862 = -3237153.872368 nChanged 41 SP:Iteration 19Q (74840.270000 sec): 3 clusters Score: Raw -3242020.248890 + Penalty 4844.876862 = -3237175.372029 nChanged 39 SP:Iteration 20F (74840.560000 sec): 3 clusters Score: Raw -3242044.452182 + Penalty 4844.876862 = -3237199.575320 nChanged 37 SP:Iteration 21Q (74840.820000 sec): 3 clusters Score: Raw -3242066.593980 + Penalty 4844.876862 = -3237221.717118 nChanged 24 SP:Iteration 22Q (74841.080000 sec): 3 clusters Score: Raw -3242077.735751 + Penalty 4844.876862 = -3237232.858890 nChanged 27 SP:Iteration 23Q (74841.340000 sec): 3 clusters Score: Raw -3242094.219603 + Penalty 4844.876862 = -3237249.342741 nChanged 28 SP:Iteration 24Q (74841.600000 sec): 3 clusters Score: Raw -3242110.574126 + Penalty 4844.876862 = -3237265.697264 nChanged 27 SP:Iteration 25Q (74841.830000 sec): 3 clusters Score: Raw -3242128.969313 + Penalty 4844.876862 = -3237284.092452 nChanged 27 SP:Iteration 26Q (74842.160000 sec): 3 clusters Score: Raw -3242147.178376 + Penalty 4844.876862 = -3237302.301515 nChanged 21 SP:Iteration 27Q (74842.440000 sec): 3 clusters Score: Raw -3242158.026749 + Penalty 4844.876862 = -3237313.149887 nChanged 12 SP:Iteration 28Q (74842.670000 sec): 3 clusters Score: Raw -3242165.118484 + Penalty 4844.876862 = -3237320.241623 nChanged 13 SP:Iteration 29Q (74842.920000 sec): 3 clusters Score: Raw -3242171.513445 + Penalty 4844.876862 = -3237326.636583 nChanged 8 SP:Iteration 30Q (74843.190000 sec): 3 clusters Score: Raw -3242176.659640 + Penalty 4844.876862 = -3237331.782779 nChanged 6 SP:Iteration 31Q (74843.440000 sec): 3 clusters Score: Raw -3242180.885573 + Penalty 4844.876862 = -3237336.008711 nChanged 12 SP:Iteration 32Q (74843.660000 sec): 3 clusters Score: Raw -3242188.546161 + Penalty 4844.876862 = -3237343.669299 nChanged 6 SP:Iteration 33Q (74843.940000 sec): 3 clusters Score: Raw -3242191.910990 + Penalty 4844.876862 = -3237347.034128 nChanged 4 SP:Iteration 34Q (74844.240000 sec): 3 clusters Score: Raw -3242194.241090 + Penalty 4844.876862 = -3237349.364228 nChanged 4 SP:Iteration 35Q (74844.540000 sec): 3 clusters Score: Raw -3242197.894473 + Penalty 4844.876862 = -3237353.017611 nChanged 7 SP:Iteration 36Q (74844.780000 sec): 3 clusters Score: Raw -3242201.654667 + Penalty 4844.876862 = -3237356.777805 nChanged 3 SP:Iteration 37Q (74845.060000 sec): 3 clusters Score: Raw -3242203.807173 + Penalty 4844.876862 = -3237358.930312 nChanged 3 SP:Iteration 38Q (74845.360000 sec): 3 clusters Score: Raw -3242205.074088 + Penalty 4844.876862 = -3237360.197227 nChanged 2 SP:Iteration 39Q (74845.600000 sec): 3 clusters Score: Raw -3242206.259424 + Penalty 4844.876862 = -3237361.382562 nChanged 1 SP:Iteration 40F (74845.900000 sec): 3 clusters Score: Raw -3242207.019796 + Penalty 4844.876862 = -3237362.142934 nChanged 2 SP:Iteration 41Q (74846.130000 sec): 3 clusters Score: Raw -3242207.723590 + Penalty 4844.876862 = -3237362.846728 nChanged 1 SP:Iteration 42Q (74846.400000 sec): 3 clusters Score: Raw -3242207.890587 + Penalty 4844.876862 = -3237363.013726 nChanged 0 SP:Iteration 43F (74846.670000 sec): 3 clusters Score: Raw -3242207.890587 + Penalty 4844.876862 = -3237363.013726 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74846.800000 sec): 2 clusters Score: Raw -118051.534568 + Penalty 1614.544068 = -116436.990500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74846.980000 sec): 3 clusters Score: Raw -117995.690825 + Penalty 3229.088137 = -114766.602688 nChanged 144 SP:Iteration 1F (74847.140000 sec): 3 clusters Score: Raw -118216.489013 + Penalty 3229.088137 = -114987.400877 nChanged 33 SP:Iteration 2Q (74847.310000 sec): 3 clusters Score: Raw -118267.731295 + Penalty 3229.088137 = -115038.643158 nChanged 14 SP:Iteration 3Q (74847.510000 sec): 3 clusters Score: Raw -118293.978693 + Penalty 3229.088137 = -115064.890556 nChanged 9 SP:Iteration 4Q (74847.640000 sec): 3 clusters Score: Raw -118309.785281 + Penalty 3229.088137 = -115080.697144 nChanged 4 SP:Iteration 5Q (74847.760000 sec): 3 clusters Score: Raw -118317.790251 + Penalty 3229.088137 = -115088.702115 nChanged 4 SP:Iteration 6Q (74847.920000 sec): 3 clusters Score: Raw -118322.619519 + Penalty 3229.088137 = -115093.531382 nChanged 2 SP:Iteration 7Q (74848.160000 sec): 3 clusters Score: Raw -118325.104594 + Penalty 3229.088137 = -115096.016457 nChanged 2 SP:Iteration 8Q (74848.300000 sec): 3 clusters Score: Raw -118327.197040 + Penalty 3229.088137 = -115098.108903 nChanged 3 SP:Iteration 9Q (74848.500000 sec): 3 clusters Score: Raw -118330.995619 + Penalty 3229.088137 = -115101.907482 nChanged 1 SP:Iteration 10Q (74848.660000 sec): 3 clusters Score: Raw -118332.717814 + Penalty 3229.088137 = -115103.629677 nChanged 1 SP:Iteration 11Q (74848.880000 sec): 3 clusters Score: Raw -118333.278588 + Penalty 3229.088137 = -115104.190451 nChanged 0 SP:Iteration 12F (74849.000000 sec): 3 clusters Score: Raw -118333.278588 + Penalty 3229.088137 = -115104.190451 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74849.070000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74849.200000 sec): 3 clusters Score: Raw -41235.028880 + Penalty 2769.414169 = -38465.614711 nChanged 31 SP:Iteration 1F (74849.320000 sec): 3 clusters Score: Raw -41355.704753 + Penalty 2769.414169 = -38586.290583 nChanged 8 SP:Iteration 2Q (74849.450000 sec): 3 clusters Score: Raw -41419.474354 + Penalty 2769.414169 = -38650.060184 nChanged 10 SP:Iteration 3Q (74849.580000 sec): 3 clusters Score: Raw -41489.259224 + Penalty 2769.414169 = -38719.845055 nChanged 11 SP:Iteration 4Q (74849.780000 sec): 3 clusters Score: Raw -41560.775288 + Penalty 2769.414169 = -38791.361119 nChanged 5 SP:Iteration 5Q (74849.980000 sec): 3 clusters Score: Raw -41590.707546 + Penalty 2769.414169 = -38821.293376 nChanged 6 SP:Iteration 6Q (74850.120000 sec): 3 clusters Score: Raw -41616.837455 + Penalty 2769.414169 = -38847.423286 nChanged 6 SP:Iteration 7Q (74850.340000 sec): 3 clusters Score: Raw -41667.491175 + Penalty 2769.414169 = -38898.077006 nChanged 8 SP:Iteration 8Q (74850.540000 sec): 3 clusters Score: Raw -41711.667262 + Penalty 2769.414169 = -38942.253093 nChanged 6 SP:Iteration 9Q (74850.710000 sec): 3 clusters Score: Raw -41770.790683 + Penalty 2769.414169 = -39001.376514 nChanged 9 SP:Iteration 10Q (74850.900000 sec): 3 clusters Score: Raw -42164.957874 + Penalty 2769.414169 = -39395.543705 nChanged 8 SP:Iteration 11Q (74851.030000 sec): 3 clusters Score: Raw -42239.381791 + Penalty 2769.414169 = -39469.967621 nChanged 4 SP:Iteration 12Q (74851.200000 sec): 3 clusters Score: Raw -42286.822801 + Penalty 2769.414169 = -39517.408632 nChanged 1 SP:Iteration 13Q (74851.310000 sec): 3 clusters Score: Raw -42290.578592 + Penalty 2769.414169 = -39521.164423 nChanged 0 SP:Iteration 14F (74851.440000 sec): 3 clusters Score: Raw -42290.578592 + Penalty 2769.414169 = -39521.164423 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74851.540000 sec): 2 clusters Score: Raw -109532.946824 + Penalty 1616.015883 = -107916.930941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74851.670000 sec): 3 clusters Score: Raw -109499.971655 + Penalty 3232.031766 = -106267.939890 nChanged 158 SP:Iteration 1F (74851.810000 sec): 3 clusters Score: Raw -109814.139219 + Penalty 3232.031766 = -106582.107453 nChanged 42 SP:Iteration 2F (74852.000000 sec): 3 clusters Score: Raw -109945.621728 + Penalty 3232.031766 = -106713.589963 nChanged 27 SP:Iteration 3Q (74852.180000 sec): 3 clusters Score: Raw -110033.977511 + Penalty 3232.031766 = -106801.945745 nChanged 22 SP:Iteration 4Q (74852.380000 sec): 3 clusters Score: Raw -110096.332640 + Penalty 3232.031766 = -106864.300874 nChanged 15 SP:Iteration 5Q (74852.550000 sec): 3 clusters Score: Raw -110126.728353 + Penalty 3232.031766 = -106894.696587 nChanged 6 SP:Iteration 6Q (74852.750000 sec): 3 clusters Score: Raw -110152.527615 + Penalty 3232.031766 = -106920.495850 nChanged 6 SP:Iteration 7Q (74852.920000 sec): 3 clusters Score: Raw -110161.229479 + Penalty 3232.031766 = -106929.197714 nChanged 4 SP:Iteration 8Q (74853.110000 sec): 3 clusters Score: Raw -110166.153015 + Penalty 3232.031766 = -106934.121250 nChanged 1 SP:Iteration 9Q (74853.260000 sec): 3 clusters Score: Raw -110167.717176 + Penalty 3232.031766 = -106935.685410 nChanged 2 SP:Iteration 10Q (74853.430000 sec): 3 clusters Score: Raw -110169.229337 + Penalty 3232.031766 = -106937.197572 nChanged 3 SP:Iteration 11Q (74853.650000 sec): 3 clusters Score: Raw -110173.221106 + Penalty 3232.031766 = -106941.189341 nChanged 1 SP:Iteration 12Q (74853.780000 sec): 3 clusters Score: Raw -110173.925984 + Penalty 3232.031766 = -106941.894219 nChanged 0 SP:Iteration 13F (74853.980000 sec): 3 clusters Score: Raw -110173.925984 + Penalty 3232.031766 = -106941.894219 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74854.060000 sec): 2 clusters Score: Raw -29478.860599 + Penalty 1352.919637 = -28125.940962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74854.240000 sec): 3 clusters Score: Raw -29992.923496 + Penalty 2705.839273 = -27287.084223 nChanged 41 SP:Iteration 1F (74854.440000 sec): 3 clusters Score: Raw -30151.524090 + Penalty 2705.839273 = -27445.684817 nChanged 8 SP:Iteration 2Q (74854.600000 sec): 3 clusters Score: Raw -30189.491828 + Penalty 2705.839273 = -27483.652555 nChanged 3 SP:Iteration 3Q (74854.790000 sec): 3 clusters Score: Raw -30210.931522 + Penalty 2705.839273 = -27505.092248 nChanged 3 SP:Iteration 4Q (74854.940000 sec): 3 clusters Score: Raw -30221.048266 + Penalty 2705.839273 = -27515.208993 nChanged 0 SP:Iteration 5F (74855.050000 sec): 3 clusters Score: Raw -30221.048266 + Penalty 2705.839273 = -27515.208993 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74855.160000 sec): 2 clusters Score: Raw -148208.789991 + Penalty 1689.188606 = -146519.601385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74855.340000 sec): 3 clusters Score: Raw -148094.370796 + Penalty 3378.377212 = -144715.993584 nChanged 233 SP:Iteration 1F (74855.500000 sec): 3 clusters Score: Raw -148439.798781 + Penalty 3378.377212 = -145061.421569 nChanged 89 SP:Iteration 2F (74855.700000 sec): 3 clusters Score: Raw -148663.288308 + Penalty 3378.377212 = -145284.911096 nChanged 50 SP:Iteration 3F (74855.880000 sec): 3 clusters Score: Raw -148815.863621 + Penalty 3378.377212 = -145437.486409 nChanged 47 SP:Iteration 4F (74856.090000 sec): 3 clusters Score: Raw -148978.203379 + Penalty 3378.377212 = -145599.826167 nChanged 35 SP:Iteration 5Q (74856.280000 sec): 3 clusters Score: Raw -149075.970134 + Penalty 3378.377212 = -145697.592922 nChanged 28 SP:Iteration 6Q (74856.430000 sec): 3 clusters Score: Raw -149126.948800 + Penalty 3378.377212 = -145748.571588 nChanged 18 SP:Iteration 7Q (74856.550000 sec): 3 clusters Score: Raw -149166.701135 + Penalty 3378.377212 = -145788.323923 nChanged 23 SP:Iteration 8Q (74856.680000 sec): 3 clusters Score: Raw -149208.395773 + Penalty 3378.377212 = -145830.018561 nChanged 18 SP:Iteration 9Q (74856.800000 sec): 3 clusters Score: Raw -149255.644668 + Penalty 3378.377212 = -145877.267456 nChanged 13 SP:Iteration 10Q (74856.930000 sec): 3 clusters Score: Raw -149273.732155 + Penalty 3378.377212 = -145895.354943 nChanged 6 SP:Iteration 11Q (74857.060000 sec): 3 clusters Score: Raw -149281.745189 + Penalty 3378.377212 = -145903.367978 nChanged 6 SP:Iteration 12Q (74857.190000 sec): 3 clusters Score: Raw -149292.806456 + Penalty 3378.377212 = -145914.429244 nChanged 4 SP:Iteration 13Q (74857.380000 sec): 3 clusters Score: Raw -149297.528457 + Penalty 3378.377212 = -145919.151245 nChanged 8 SP:Iteration 14Q (74857.530000 sec): 3 clusters Score: Raw -149305.653277 + Penalty 3378.377212 = -145927.276065 nChanged 5 SP:Iteration 15Q (74857.740000 sec): 3 clusters Score: Raw -149310.833063 + Penalty 3378.377212 = -145932.455851 nChanged 6 SP:Iteration 16Q (74857.920000 sec): 3 clusters Score: Raw -149322.957752 + Penalty 3378.377212 = -145944.580540 nChanged 4 SP:Iteration 17Q (74858.080000 sec): 3 clusters Score: Raw -149326.653585 + Penalty 3378.377212 = -145948.276373 nChanged 1 SP:Iteration 18Q (74858.280000 sec): 3 clusters Score: Raw -149327.658327 + Penalty 3378.377212 = -145949.281115 nChanged 1 SP:Iteration 19Q (74858.460000 sec): 3 clusters Score: Raw -149328.693282 + Penalty 3378.377212 = -145950.316070 nChanged 1 SP:Iteration 20F (74858.650000 sec): 3 clusters Score: Raw -149330.022925 + Penalty 3378.377212 = -145951.645713 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74858.710000 sec): 2 clusters Score: Raw -155049.355982 + Penalty 1682.545352 = -153366.810630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74858.880000 sec): 3 clusters Score: Raw -154889.047019 + Penalty 3365.090703 = -151523.956316 nChanged 197 SP:Iteration 1F (74858.980000 sec): 3 clusters Score: Raw -155127.559135 + Penalty 3365.090703 = -151762.468431 nChanged 52 SP:Iteration 2F (74859.100000 sec): 3 clusters Score: Raw -155187.889218 + Penalty 3365.090703 = -151822.798515 nChanged 19 SP:Iteration 3Q (74859.290000 sec): 3 clusters Score: Raw -155226.627760 + Penalty 3365.090703 = -151861.537057 nChanged 22 SP:Iteration 4Q (74859.500000 sec): 3 clusters Score: Raw -155264.180166 + Penalty 3365.090703 = -151899.089463 nChanged 12 SP:Iteration 5Q (74859.690000 sec): 3 clusters Score: Raw -155286.545643 + Penalty 3365.090703 = -151921.454940 nChanged 7 SP:Iteration 6Q (74859.880000 sec): 3 clusters Score: Raw -155292.549294 + Penalty 3365.090703 = -151927.458591 nChanged 7 SP:Iteration 7Q (74860.050000 sec): 3 clusters Score: Raw -155301.539743 + Penalty 3365.090703 = -151936.449040 nChanged 9 SP:Iteration 8Q (74860.230000 sec): 3 clusters Score: Raw -155312.533333 + Penalty 3365.090703 = -151947.442630 nChanged 9 SP:Iteration 9Q (74860.340000 sec): 3 clusters Score: Raw -155321.079574 + Penalty 3365.090703 = -151955.988871 nChanged 6 SP:Iteration 10Q (74860.450000 sec): 3 clusters Score: Raw -155326.531905 + Penalty 3365.090703 = -151961.441202 nChanged 2 SP:Iteration 11Q (74860.560000 sec): 3 clusters Score: Raw -155327.898324 + Penalty 3365.090703 = -151962.807621 nChanged 1 SP:Iteration 12Q (74860.680000 sec): 3 clusters Score: Raw -155328.283452 + Penalty 3365.090703 = -151963.192749 nChanged 1 SP:Iteration 13Q (74860.790000 sec): 3 clusters Score: Raw -155328.750991 + Penalty 3365.090703 = -151963.660288 nChanged 1 SP:Iteration 14Q (74861.010000 sec): 3 clusters Score: Raw -155334.197298 + Penalty 3365.090703 = -151969.106595 nChanged 1 SP:Iteration 15Q (74861.170000 sec): 3 clusters Score: Raw -155334.674730 + Penalty 3365.090703 = -151969.584027 nChanged 1 SP:Iteration 16Q (74861.360000 sec): 3 clusters Score: Raw -155336.171358 + Penalty 3365.090703 = -151971.080655 nChanged 0 SP:Iteration 17F (74861.560000 sec): 3 clusters Score: Raw -155336.171358 + Penalty 3365.090703 = -151971.080655 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74861.630000 sec): 2 clusters Score: Raw -61044.429961 + Penalty 1451.346215 = -59593.083746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74861.820000 sec): 3 clusters Score: Raw -61129.854945 + Penalty 2902.692430 = -58227.162515 nChanged 41 SP:Iteration 1F (74862.000000 sec): 3 clusters Score: Raw -61250.053143 + Penalty 2902.692430 = -58347.360713 nChanged 10 SP:Iteration 2Q (74862.150000 sec): 3 clusters Score: Raw -61294.942784 + Penalty 2902.692430 = -58392.250354 nChanged 11 SP:Iteration 3Q (74862.350000 sec): 3 clusters Score: Raw -61332.654393 + Penalty 2902.692430 = -58429.961963 nChanged 9 SP:Iteration 4Q (74862.500000 sec): 3 clusters Score: Raw -61352.139875 + Penalty 2902.692430 = -58449.447446 nChanged 5 SP:Iteration 5Q (74862.690000 sec): 3 clusters Score: Raw -61369.905635 + Penalty 2902.692430 = -58467.213205 nChanged 5 SP:Iteration 6Q (74862.870000 sec): 3 clusters Score: Raw -61385.677403 + Penalty 2902.692430 = -58482.984973 nChanged 4 SP:Iteration 7Q (74863.040000 sec): 3 clusters Score: Raw -61409.133592 + Penalty 2902.692430 = -58506.441162 nChanged 3 SP:Iteration 8Q (74863.210000 sec): 3 clusters Score: Raw -61417.211060 + Penalty 2902.692430 = -58514.518630 nChanged 0 SP:Iteration 9F (74863.380000 sec): 3 clusters Score: Raw -61417.211060 + Penalty 2902.692430 = -58514.518630 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74863.490000 sec): 2 clusters Score: Raw -94542.115880 + Penalty 1563.956271 = -92978.159609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74863.680000 sec): 3 clusters Score: Raw -94514.837459 + Penalty 3127.912542 = -91386.924916 nChanged 106 SP:Iteration 1F (74863.890000 sec): 3 clusters Score: Raw -94677.911683 + Penalty 3127.912542 = -91549.999141 nChanged 27 SP:Iteration 2Q (74864.090000 sec): 3 clusters Score: Raw -94740.759302 + Penalty 3127.912542 = -91612.846759 nChanged 9 SP:Iteration 3Q (74864.270000 sec): 3 clusters Score: Raw -94758.119530 + Penalty 3127.912542 = -91630.206988 nChanged 6 SP:Iteration 4Q (74864.480000 sec): 3 clusters Score: Raw -94769.738334 + Penalty 3127.912542 = -91641.825792 nChanged 2 SP:Iteration 5Q (74864.610000 sec): 3 clusters Score: Raw -94775.179743 + Penalty 3127.912542 = -91647.267200 nChanged 0 SP:Iteration 6F (74864.770000 sec): 3 clusters Score: Raw -94775.179743 + Penalty 3127.912542 = -91647.267200 nChanged 0 Iteration 219Q (75010.090000 sec): 67 clusters Score: Raw -340480802.645491 + Penalty 236200.706332 = -340244601.939158 nChanged 124 Iteration 220F (75276.420000 sec): 67 clusters Score: Raw -340480994.594638 + Penalty 236200.706332 = -340244793.888306 nChanged 163 Iteration 221Q (75446.040000 sec): 67 clusters Score: Raw -340481229.368580 + Penalty 236200.706332 = -340245028.662248 nChanged 188 Iteration 222Q (75612.730000 sec): 67 clusters Score: Raw -340481395.792700 + Penalty 236200.706332 = -340245195.086368 nChanged 176 Iteration 223Q (75727.660000 sec): 67 clusters Score: Raw -340481505.273926 + Penalty 236200.706332 = -340245304.567594 nChanged 168 Iteration 224Q (75899.860000 sec): 67 clusters Score: Raw -340481554.006431 + Penalty 236200.706332 = -340245353.300098 nChanged 173 Iteration 225Q (76062.880000 sec): 67 clusters Score: Raw -340481599.578724 + Penalty 236200.706332 = -340245398.872392 nChanged 168 Iteration 226Q (76206.600000 sec): 67 clusters Score: Raw -340481640.448014 + Penalty 236200.706332 = -340245439.741681 nChanged 178 Iteration 227Q (76340.440000 sec): 67 clusters Score: Raw -340481664.812173 + Penalty 236200.706332 = -340245464.105840 nChanged 161 Iteration 228Q (76477.590000 sec): 67 clusters Score: Raw -340481685.995289 + Penalty 236200.706332 = -340245485.288957 nChanged 167 Iteration 229Q (76612.980000 sec): 67 clusters Score: Raw -340481713.419881 + Penalty 236200.706332 = -340245512.713548 nChanged 125 Iteration 230Q (76750.160000 sec): 67 clusters Score: Raw -340481755.720666 + Penalty 236200.706332 = -340245555.014334 nChanged 136 Iteration 231Q (76884.900000 sec): 67 clusters Score: Raw -340481804.485804 + Penalty 236200.706332 = -340245603.779471 nChanged 129 Iteration 232Q (76985.050000 sec): 67 clusters Score: Raw -340481839.368450 + Penalty 236200.706332 = -340245638.662118 nChanged 124 Iteration 233Q (77088.180000 sec): 67 clusters Score: Raw -340481850.369150 + Penalty 236200.706332 = -340245649.662817 nChanged 117 Iteration 234Q (77192.500000 sec): 67 clusters Score: Raw -340481854.490469 + Penalty 236200.706332 = -340245653.784136 nChanged 94 Iteration 235Q (77302.740000 sec): 67 clusters Score: Raw -340481863.406026 + Penalty 236200.706332 = -340245662.699694 nChanged 84 Iteration 236Q (77414.050000 sec): 67 clusters Score: Raw -340481869.605285 + Penalty 236200.706332 = -340245668.898953 nChanged 63 Iteration 237Q (77518.570000 sec): 67 clusters Score: Raw -340481870.682389 + Penalty 236200.706332 = -340245669.976056 nChanged 52 Iteration 238Q (77629.810000 sec): 67 clusters Score: Raw -340481871.120973 + Penalty 236200.706332 = -340245670.414641 nChanged 43 Iteration 239Q (77736.570000 sec): 67 clusters Score: Raw -340481871.425198 + Penalty 236200.706332 = -340245670.718866 nChanged 36 Iteration 240F (77970.960000 sec): 67 clusters Score: Raw -340481880.635187 + Penalty 236200.706332 = -340245679.928855 nChanged 35 Iteration 241Q (78085.140000 sec): 67 clusters Score: Raw -340481903.132015 + Penalty 236200.706332 = -340245702.425683 nChanged 39 Iteration 242Q (78200.740000 sec): 67 clusters Score: Raw -340481913.575382 + Penalty 236200.706332 = -340245712.869049 nChanged 31 Iteration 243Q (78329.860000 sec): 67 clusters Score: Raw -340481914.007187 + Penalty 236200.706332 = -340245713.300855 nChanged 36 Iteration 244Q (78464.120000 sec): 67 clusters Score: Raw -340481914.266771 + Penalty 236200.706332 = -340245713.560438 nChanged 32 Iteration 245Q (78645.220000 sec): 67 clusters Score: Raw -340481914.496958 + Penalty 236200.706332 = -340245713.790625 nChanged 31 Iteration 246Q (78803.290000 sec): 67 clusters Score: Raw -340481914.670615 + Penalty 236200.706332 = -340245713.964283 nChanged 24 Iteration 247Q (78965.330000 sec): 67 clusters Score: Raw -340481914.825300 + Penalty 236200.706332 = -340245714.118968 nChanged 21 Iteration 248Q (79125.710000 sec): 67 clusters Score: Raw -340481915.086334 + Penalty 236200.706332 = -340245714.380002 nChanged 21 Iteration 249Q (79288.850000 sec): 67 clusters Score: Raw -340481915.298419 + Penalty 236200.706332 = -340245714.592086 nChanged 18 Iteration 250Q (79442.500000 sec): 67 clusters Score: Raw -340481915.635573 + Penalty 236200.706332 = -340245714.929241 nChanged 16 Iteration 251Q (79600.710000 sec): 67 clusters Score: Raw -340481916.513298 + Penalty 236200.706332 = -340245715.806966 nChanged 14 Iteration 252Q (79771.730000 sec): 67 clusters Score: Raw -340481917.293976 + Penalty 236200.706332 = -340245716.587643 nChanged 18 Iteration 253Q (79929.870000 sec): 67 clusters Score: Raw -340481917.456214 + Penalty 236200.706332 = -340245716.749882 nChanged 13 Iteration 254Q (80068.670000 sec): 67 clusters Score: Raw -340481917.556290 + Penalty 236200.706332 = -340245716.849958 nChanged 13 Iteration 255Q (80196.580000 sec): 67 clusters Score: Raw -340481917.641367 + Penalty 236200.706332 = -340245716.935035 nChanged 18 Iteration 256Q (80340.000000 sec): 67 clusters Score: Raw -340481917.729275 + Penalty 236200.706332 = -340245717.022943 nChanged 19 Iteration 257Q (80476.400000 sec): 67 clusters Score: Raw -340481917.801614 + Penalty 236200.706332 = -340245717.095282 nChanged 10 Iteration 258Q (80590.200000 sec): 67 clusters Score: Raw -340481917.838401 + Penalty 236200.706332 = -340245717.132069 nChanged 8 Writing temp clu file Because OldScore, -340245717.095282, is greater than current (better) Score,-340245717.132069 Compute initial score before splitting: Score: Raw -340481917.838401 + Penalty 236200.706332 = -340245717.132069 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (464778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80592.830000 sec): 2 clusters Score: Raw -90218807.801301 + Penalty 3236.230158 = -90215571.571144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80595.540000 sec): 3 clusters Score: Raw -89908105.987697 + Penalty 6472.460315 = -89901633.527382 nChanged 226731 SP:Iteration 1F (80598.070000 sec): 3 clusters Score: Raw -90044669.514688 + Penalty 6472.460315 = -90038197.054373 nChanged 12007 SP:Iteration 2Q (80601.000000 sec): 3 clusters Score: Raw -90047130.403820 + Penalty 6472.460315 = -90040657.943505 nChanged 14112 SP:Iteration 3Q (80603.730000 sec): 3 clusters Score: Raw -90050698.419097 + Penalty 6472.460315 = -90044225.958782 nChanged 17417 SP:Iteration 4Q (80606.860000 sec): 3 clusters Score: Raw -90056210.562283 + Penalty 6472.460315 = -90049738.101968 nChanged 21699 SP:Iteration 5Q (80609.700000 sec): 3 clusters Score: Raw -90065270.382229 + Penalty 6472.460315 = -90058797.921914 nChanged 27571 SP:Iteration 6F (80612.430000 sec): 3 clusters Score: Raw -90080343.596029 + Penalty 6472.460315 = -90073871.135714 nChanged 33298 SP:Iteration 7F (80614.880000 sec): 3 clusters Score: Raw -90103812.243211 + Penalty 6472.460315 = -90097339.782896 nChanged 36262 SP:Iteration 8F (80617.430000 sec): 3 clusters Score: Raw -90135147.030433 + Penalty 6472.460315 = -90128674.570118 nChanged 32687 SP:Iteration 9F (80619.970000 sec): 3 clusters Score: Raw -90166918.804277 + Penalty 6472.460315 = -90160446.343962 nChanged 22965 SP:Iteration 10Q (80622.470000 sec): 3 clusters Score: Raw -90189843.971541 + Penalty 6472.460315 = -90183371.511226 nChanged 13775 SP:Iteration 11Q (80624.750000 sec): 3 clusters Score: Raw -90202904.191954 + Penalty 6472.460315 = -90196431.731639 nChanged 8083 SP:Iteration 12Q (80626.790000 sec): 3 clusters Score: Raw -90209761.681507 + Penalty 6472.460315 = -90203289.221192 nChanged 5072 SP:Iteration 13Q (80629.110000 sec): 3 clusters Score: Raw -90213644.787505 + Penalty 6472.460315 = -90207172.327190 nChanged 3263 SP:Iteration 14Q (80631.240000 sec): 3 clusters Score: Raw -90215915.717237 + Penalty 6472.460315 = -90209443.256922 nChanged 2145 SP:Iteration 15Q (80633.620000 sec): 3 clusters Score: Raw -90217278.677009 + Penalty 6472.460315 = -90210806.216694 nChanged 1428 SP:Iteration 16Q (80635.700000 sec): 3 clusters Score: Raw -90218112.811973 + Penalty 6472.460315 = -90211640.351658 nChanged 939 SP:Iteration 17Q (80637.780000 sec): 3 clusters Score: Raw -90218566.699498 + Penalty 6472.460315 = -90212094.239183 nChanged 644 SP:Iteration 18Q (80639.820000 sec): 3 clusters Score: Raw -90218855.082321 + Penalty 6472.460315 = -90212382.622006 nChanged 467 SP:Iteration 19Q (80641.890000 sec): 3 clusters Score: Raw -90219051.850850 + Penalty 6472.460315 = -90212579.390535 nChanged 370 SP:Iteration 20F (80644.310000 sec): 3 clusters Score: Raw -90219208.461248 + Penalty 6472.460315 = -90212736.000933 nChanged 292 SP:Iteration 21Q (80646.420000 sec): 3 clusters Score: Raw -90219324.464345 + Penalty 6472.460315 = -90212852.004030 nChanged 216 SP:Iteration 22Q (80648.860000 sec): 3 clusters Score: Raw -90219397.231815 + Penalty 6472.460315 = -90212924.771500 nChanged 148 SP:Iteration 23Q (80651.130000 sec): 3 clusters Score: Raw -90219442.322981 + Penalty 6472.460315 = -90212969.862666 nChanged 105 SP:Iteration 24Q (80653.280000 sec): 3 clusters Score: Raw -90219472.173213 + Penalty 6472.460315 = -90212999.712898 nChanged 76 SP:Iteration 25Q (80655.350000 sec): 3 clusters Score: Raw -90219490.504195 + Penalty 6472.460315 = -90213018.043880 nChanged 54 SP:Iteration 26Q (80657.530000 sec): 3 clusters Score: Raw -90219503.359645 + Penalty 6472.460315 = -90213030.899330 nChanged 51 SP:Iteration 27Q (80659.480000 sec): 3 clusters Score: Raw -90219515.852762 + Penalty 6472.460315 = -90213043.392447 nChanged 51 SP:Iteration 28Q (80661.560000 sec): 3 clusters Score: Raw -90219531.775240 + Penalty 6472.460315 = -90213059.314925 nChanged 62 SP:Iteration 29Q (80663.590000 sec): 3 clusters Score: Raw -90219549.432857 + Penalty 6472.460315 = -90213076.972542 nChanged 47 SP:Iteration 30Q (80665.790000 sec): 3 clusters Score: Raw -90219561.356582 + Penalty 6472.460315 = -90213088.896267 nChanged 42 SP:Iteration 31Q (80667.810000 sec): 3 clusters Score: Raw -90219571.388825 + Penalty 6472.460315 = -90213098.928510 nChanged 34 SP:Iteration 32Q (80669.820000 sec): 3 clusters Score: Raw -90219579.056335 + Penalty 6472.460315 = -90213106.596020 nChanged 30 SP:Iteration 33Q (80671.660000 sec): 3 clusters Score: Raw -90219586.992851 + Penalty 6472.460315 = -90213114.532536 nChanged 27 SP:Iteration 34Q (80673.540000 sec): 3 clusters Score: Raw -90219593.122965 + Penalty 6472.460315 = -90213120.662650 nChanged 26 SP:Iteration 35Q (80675.240000 sec): 3 clusters Score: Raw -90219599.037057 + Penalty 6472.460315 = -90213126.576742 nChanged 12 SP:Iteration 36Q (80677.130000 sec): 3 clusters Score: Raw -90219602.175255 + Penalty 6472.460315 = -90213129.714940 nChanged 20 SP:Iteration 37Q (80679.080000 sec): 3 clusters Score: Raw -90219605.886502 + Penalty 6472.460315 = -90213133.426187 nChanged 12 SP:Iteration 38Q (80681.200000 sec): 3 clusters Score: Raw -90219608.094216 + Penalty 6472.460315 = -90213135.633901 nChanged 5 SP:Iteration 39Q (80683.120000 sec): 3 clusters Score: Raw -90219609.145284 + Penalty 6472.460315 = -90213136.684969 nChanged 5 SP:Iteration 40F (80685.540000 sec): 3 clusters Score: Raw -90219610.141813 + Penalty 6472.460315 = -90213137.681498 nChanged 2 SP:Iteration 41Q (80687.560000 sec): 3 clusters Score: Raw -90219610.613900 + Penalty 6472.460315 = -90213138.153585 nChanged 3 SP:Iteration 42Q (80689.510000 sec): 3 clusters Score: Raw -90219611.120433 + Penalty 6472.460315 = -90213138.660118 nChanged 1 SP:Iteration 43Q (80691.660000 sec): 3 clusters Score: Raw -90219611.416429 + Penalty 6472.460315 = -90213138.956114 nChanged 1 SP:Iteration 44Q (80694.460000 sec): 3 clusters Score: Raw -90219611.591338 + Penalty 6472.460315 = -90213139.131023 nChanged 1 SP:Iteration 45Q (80696.620000 sec): 3 clusters Score: Raw -90219611.746062 + Penalty 6472.460315 = -90213139.285747 nChanged 1 SP:Iteration 46Q (80698.850000 sec): 3 clusters Score: Raw -90219611.903776 + Penalty 6472.460315 = -90213139.443461 nChanged 2 SP:Iteration 47Q (80700.810000 sec): 3 clusters Score: Raw -90219612.376325 + Penalty 6472.460315 = -90213139.916010 nChanged 5 SP:Iteration 48Q (80702.630000 sec): 3 clusters Score: Raw -90219613.460775 + Penalty 6472.460315 = -90213141.000460 nChanged 3 SP:Iteration 49Q (80704.550000 sec): 3 clusters Score: Raw -90219614.213219 + Penalty 6472.460315 = -90213141.752904 nChanged 5 SP:Iteration 50Q (80706.570000 sec): 3 clusters Score: Raw -90219615.351230 + Penalty 6472.460315 = -90213142.890915 nChanged 4 SP:Iteration 51Q (80708.510000 sec): 3 clusters Score: Raw -90219616.195153 + Penalty 6472.460315 = -90213143.734838 nChanged 3 SP:Iteration 52Q (80710.430000 sec): 3 clusters Score: Raw -90219616.943551 + Penalty 6472.460315 = -90213144.483236 nChanged 3 SP:Iteration 53Q (80712.600000 sec): 3 clusters Score: Raw -90219617.705905 + Penalty 6472.460315 = -90213145.245590 nChanged 4 SP:Iteration 54Q (80714.530000 sec): 3 clusters Score: Raw -90219618.541810 + Penalty 6472.460315 = -90213146.081495 nChanged 5 SP:Iteration 55Q (80716.590000 sec): 3 clusters Score: Raw -90219619.585246 + Penalty 6472.460315 = -90213147.124931 nChanged 4 SP:Iteration 56Q (80718.560000 sec): 3 clusters Score: Raw -90219620.489110 + Penalty 6472.460315 = -90213148.028795 nChanged 8 SP:Iteration 57Q (80720.540000 sec): 3 clusters Score: Raw -90219622.224225 + Penalty 6472.460315 = -90213149.763910 nChanged 11 SP:Iteration 58Q (80722.620000 sec): 3 clusters Score: Raw -90219624.318605 + Penalty 6472.460315 = -90213151.858290 nChanged 8 SP:Iteration 59Q (80724.720000 sec): 3 clusters Score: Raw -90219626.012652 + Penalty 6472.460315 = -90213153.552337 nChanged 5 SP:Iteration 60F (80727.250000 sec): 3 clusters Score: Raw -90219627.026597 + Penalty 6472.460315 = -90213154.566282 nChanged 2 SP:Iteration 61Q (80729.510000 sec): 3 clusters Score: Raw -90219627.550025 + Penalty 6472.460315 = -90213155.089710 nChanged 4 SP:Iteration 62Q (80731.560000 sec): 3 clusters Score: Raw -90219628.284385 + Penalty 6472.460315 = -90213155.824070 nChanged 3 SP:Iteration 63Q (80733.930000 sec): 3 clusters Score: Raw -90219628.798425 + Penalty 6472.460315 = -90213156.338110 nChanged 3 SP:Iteration 64Q (80735.810000 sec): 3 clusters Score: Raw -90219629.466021 + Penalty 6472.460315 = -90213157.005706 nChanged 6 SP:Iteration 65Q (80738.000000 sec): 3 clusters Score: Raw -90219630.767863 + Penalty 6472.460315 = -90213158.307548 nChanged 3 SP:Iteration 66Q (80739.980000 sec): 3 clusters Score: Raw -90219631.318109 + Penalty 6472.460315 = -90213158.857794 nChanged 1 SP:Iteration 67Q (80742.060000 sec): 3 clusters Score: Raw -90219631.515248 + Penalty 6472.460315 = -90213159.054933 nChanged 1 SP:Iteration 68Q (80743.970000 sec): 3 clusters Score: Raw -90219631.634757 + Penalty 6472.460315 = -90213159.174442 nChanged 0 SP:Iteration 69F (80746.540000 sec): 3 clusters Score: Raw -90219631.634757 + Penalty 6472.460315 = -90213159.174442 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80746.890000 sec): 2 clusters Score: Raw -80980.315454 + Penalty 1521.620093 = -79458.695361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80747.070000 sec): 3 clusters Score: Raw -81083.404482 + Penalty 3043.240186 = -78040.164296 nChanged 92 SP:Iteration 1F (80747.250000 sec): 3 clusters Score: Raw -81335.778472 + Penalty 3043.240186 = -78292.538286 nChanged 36 SP:Iteration 2F (80747.430000 sec): 3 clusters Score: Raw -81490.333763 + Penalty 3043.240186 = -78447.093577 nChanged 17 SP:Iteration 3Q (80747.590000 sec): 3 clusters Score: Raw -81577.678257 + Penalty 3043.240186 = -78534.438072 nChanged 9 SP:Iteration 4Q (80747.750000 sec): 3 clusters Score: Raw -81610.651152 + Penalty 3043.240186 = -78567.410966 nChanged 6 SP:Iteration 5Q (80747.950000 sec): 3 clusters Score: Raw -81632.997328 + Penalty 3043.240186 = -78589.757142 nChanged 1 SP:Iteration 6Q (80748.130000 sec): 3 clusters Score: Raw -81635.071728 + Penalty 3043.240186 = -78591.831542 nChanged 0 SP:Iteration 7F (80748.320000 sec): 3 clusters Score: Raw -81635.071728 + Penalty 3043.240186 = -78591.831542 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80748.410000 sec): 2 clusters Score: Raw -45293.271541 + Penalty 1493.213791 = -43800.057750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80748.610000 sec): 3 clusters Score: Raw -45513.087171 + Penalty 2986.427581 = -42526.659589 nChanged 107 SP:Iteration 1F (80748.820000 sec): 3 clusters Score: Raw -45899.256613 + Penalty 2986.427581 = -42912.829032 nChanged 34 SP:Iteration 2F (80748.950000 sec): 3 clusters Score: Raw -46057.978057 + Penalty 2986.427581 = -43071.550476 nChanged 24 SP:Iteration 3F (80749.130000 sec): 3 clusters Score: Raw -46222.054426 + Penalty 2986.427581 = -43235.626845 nChanged 16 SP:Iteration 4Q (80749.350000 sec): 3 clusters Score: Raw -46335.610639 + Penalty 2986.427581 = -43349.183058 nChanged 9 SP:Iteration 5Q (80749.530000 sec): 3 clusters Score: Raw -46379.007503 + Penalty 2986.427581 = -43392.579922 nChanged 5 SP:Iteration 6Q (80749.750000 sec): 3 clusters Score: Raw -46394.482729 + Penalty 2986.427581 = -43408.055148 nChanged 2 SP:Iteration 7Q (80749.920000 sec): 3 clusters Score: Raw -46406.750107 + Penalty 2986.427581 = -43420.322525 nChanged 5 SP:Iteration 8Q (80750.060000 sec): 3 clusters Score: Raw -46431.764291 + Penalty 2986.427581 = -43445.336710 nChanged 3 SP:Iteration 9Q (80750.260000 sec): 3 clusters Score: Raw -46454.486991 + Penalty 2986.427581 = -43468.059409 nChanged 0 SP:Iteration 10F (80750.440000 sec): 3 clusters Score: Raw -46454.486991 + Penalty 2986.427581 = -43468.059409 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (709170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80753.670000 sec): 2 clusters Score: Raw -131748162.671699 + Penalty 3341.018937 = -131744821.652762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80757.400000 sec): 3 clusters Score: Raw -131270706.201380 + Penalty 6682.037873 = -131264024.163506 nChanged 347470 SP:Iteration 1F (80761.140000 sec): 3 clusters Score: Raw -131482358.625726 + Penalty 6682.037873 = -131475676.587853 nChanged 19218 SP:Iteration 2Q (80765.320000 sec): 3 clusters Score: Raw -131486506.530185 + Penalty 6682.037873 = -131479824.492312 nChanged 23437 SP:Iteration 3Q (80769.410000 sec): 3 clusters Score: Raw -131492971.657967 + Penalty 6682.037873 = -131486289.620093 nChanged 29387 SP:Iteration 4Q (80773.340000 sec): 3 clusters Score: Raw -131503135.689252 + Penalty 6682.037873 = -131496453.651379 nChanged 35867 SP:Iteration 5F (80777.540000 sec): 3 clusters Score: Raw -131518789.094624 + Penalty 6682.037873 = -131512107.056751 nChanged 43457 SP:Iteration 6F (80781.340000 sec): 3 clusters Score: Raw -131542954.887266 + Penalty 6682.037873 = -131536272.849393 nChanged 50878 SP:Iteration 7F (80784.930000 sec): 3 clusters Score: Raw -131578532.597312 + Penalty 6682.037873 = -131571850.559438 nChanged 56524 SP:Iteration 8F (80788.460000 sec): 3 clusters Score: Raw -131626238.467243 + Penalty 6682.037873 = -131619556.429369 nChanged 54307 SP:Iteration 9F (80791.910000 sec): 3 clusters Score: Raw -131677546.523907 + Penalty 6682.037873 = -131670864.486034 nChanged 40888 SP:Iteration 10F (80795.770000 sec): 3 clusters Score: Raw -131717157.841488 + Penalty 6682.037873 = -131710475.803615 nChanged 22055 SP:Iteration 11Q (80799.790000 sec): 3 clusters Score: Raw -131737585.369579 + Penalty 6682.037873 = -131730903.331705 nChanged 8668 SP:Iteration 12Q (80803.730000 sec): 3 clusters Score: Raw -131745077.448983 + Penalty 6682.037873 = -131738395.411110 nChanged 2730 SP:Iteration 13Q (80806.880000 sec): 3 clusters Score: Raw -131747365.910866 + Penalty 6682.037873 = -131740683.872993 nChanged 768 SP:Iteration 14Q (80809.860000 sec): 3 clusters Score: Raw -131748052.410417 + Penalty 6682.037873 = -131741370.372544 nChanged 212 SP:Iteration 15Q (80812.520000 sec): 3 clusters Score: Raw -131748274.190751 + Penalty 6682.037873 = -131741592.152878 nChanged 80 SP:Iteration 16Q (80815.370000 sec): 3 clusters Score: Raw -131748376.243476 + Penalty 6682.037873 = -131741694.205603 nChanged 44 SP:Iteration 17Q (80818.360000 sec): 3 clusters Score: Raw -131748434.254427 + Penalty 6682.037873 = -131741752.216554 nChanged 26 SP:Iteration 18Q (80821.350000 sec): 3 clusters Score: Raw -131748463.043097 + Penalty 6682.037873 = -131741781.005224 nChanged 19 SP:Iteration 19Q (80824.310000 sec): 3 clusters Score: Raw -131748485.471112 + Penalty 6682.037873 = -131741803.433239 nChanged 17 SP:Iteration 20F (80828.090000 sec): 3 clusters Score: Raw -131748512.840653 + Penalty 6682.037873 = -131741830.802779 nChanged 19 SP:Iteration 21Q (80830.730000 sec): 3 clusters Score: Raw -131748536.773444 + Penalty 6682.037873 = -131741854.735570 nChanged 12 SP:Iteration 22Q (80833.790000 sec): 3 clusters Score: Raw -131748552.004298 + Penalty 6682.037873 = -131741869.966425 nChanged 6 SP:Iteration 23Q (80836.740000 sec): 3 clusters Score: Raw -131748559.802981 + Penalty 6682.037873 = -131741877.765108 nChanged 5 SP:Iteration 24Q (80839.620000 sec): 3 clusters Score: Raw -131748567.623015 + Penalty 6682.037873 = -131741885.585141 nChanged 9 SP:Iteration 25Q (80842.610000 sec): 3 clusters Score: Raw -131748579.463272 + Penalty 6682.037873 = -131741897.425399 nChanged 7 SP:Iteration 26Q (80845.770000 sec): 3 clusters Score: Raw -131748586.954718 + Penalty 6682.037873 = -131741904.916844 nChanged 6 SP:Iteration 27Q (80848.760000 sec): 3 clusters Score: Raw -131748593.023400 + Penalty 6682.037873 = -131741910.985526 nChanged 4 SP:Iteration 28Q (80851.850000 sec): 3 clusters Score: Raw -131748597.132292 + Penalty 6682.037873 = -131741915.094419 nChanged 4 SP:Iteration 29Q (80854.940000 sec): 3 clusters Score: Raw -131748602.411041 + Penalty 6682.037873 = -131741920.373168 nChanged 2 SP:Iteration 30Q (80857.970000 sec): 3 clusters Score: Raw -131748604.837723 + Penalty 6682.037873 = -131741922.799850 nChanged 2 SP:Iteration 31Q (80860.890000 sec): 3 clusters Score: Raw -131748606.415777 + Penalty 6682.037873 = -131741924.377904 nChanged 0 SP:Iteration 32F (80866.030000 sec): 3 clusters Score: Raw -131748606.415777 + Penalty 6682.037873 = -131741924.377904 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80866.520000 sec): 2 clusters Score: Raw -744685.183200 + Penalty 2063.229476 = -742621.953724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80866.740000 sec): 3 clusters Score: Raw -742795.957473 + Penalty 4126.458951 = -738669.498522 nChanged 1532 SP:Iteration 1F (80866.890000 sec): 3 clusters Score: Raw -743780.650107 + Penalty 4126.458951 = -739654.191156 nChanged 323 SP:Iteration 2F (80867.030000 sec): 3 clusters Score: Raw -744051.802646 + Penalty 4126.458951 = -739925.343695 nChanged 239 SP:Iteration 3F (80867.200000 sec): 3 clusters Score: Raw -744254.002820 + Penalty 4126.458951 = -740127.543868 nChanged 213 SP:Iteration 4F (80867.430000 sec): 3 clusters Score: Raw -744412.936288 + Penalty 4126.458951 = -740286.477337 nChanged 170 SP:Iteration 5Q (80867.600000 sec): 3 clusters Score: Raw -744547.130681 + Penalty 4126.458951 = -740420.671729 nChanged 156 SP:Iteration 6Q (80867.780000 sec): 3 clusters Score: Raw -744660.875518 + Penalty 4126.458951 = -740534.416566 nChanged 122 SP:Iteration 7Q (80867.920000 sec): 3 clusters Score: Raw -744755.875860 + Penalty 4126.458951 = -740629.416908 nChanged 118 SP:Iteration 8Q (80868.120000 sec): 3 clusters Score: Raw -744828.113924 + Penalty 4126.458951 = -740701.654972 nChanged 103 SP:Iteration 9Q (80868.300000 sec): 3 clusters Score: Raw -744902.030438 + Penalty 4126.458951 = -740775.571486 nChanged 110 SP:Iteration 10Q (80868.480000 sec): 3 clusters Score: Raw -744977.566962 + Penalty 4126.458951 = -740851.108011 nChanged 86 SP:Iteration 11Q (80868.640000 sec): 3 clusters Score: Raw -745029.466825 + Penalty 4126.458951 = -740903.007873 nChanged 74 SP:Iteration 12Q (80868.750000 sec): 3 clusters Score: Raw -745073.529092 + Penalty 4126.458951 = -740947.070141 nChanged 83 SP:Iteration 13Q (80868.920000 sec): 3 clusters Score: Raw -745127.430729 + Penalty 4126.458951 = -741000.971777 nChanged 70 SP:Iteration 14Q (80869.130000 sec): 3 clusters Score: Raw -745162.971526 + Penalty 4126.458951 = -741036.512574 nChanged 64 SP:Iteration 15Q (80869.300000 sec): 3 clusters Score: Raw -745196.295842 + Penalty 4126.458951 = -741069.836890 nChanged 60 SP:Iteration 16Q (80869.420000 sec): 3 clusters Score: Raw -745224.937301 + Penalty 4126.458951 = -741098.478349 nChanged 41 SP:Iteration 17Q (80869.520000 sec): 3 clusters Score: Raw -745244.663140 + Penalty 4126.458951 = -741118.204188 nChanged 35 SP:Iteration 18Q (80869.640000 sec): 3 clusters Score: Raw -745259.591830 + Penalty 4126.458951 = -741133.132878 nChanged 27 SP:Iteration 19Q (80869.750000 sec): 3 clusters Score: Raw -745268.908161 + Penalty 4126.458951 = -741142.449209 nChanged 20 SP:Iteration 20F (80869.860000 sec): 3 clusters Score: Raw -745275.857431 + Penalty 4126.458951 = -741149.398479 nChanged 15 SP:Iteration 21Q (80869.970000 sec): 3 clusters Score: Raw -745281.522123 + Penalty 4126.458951 = -741155.063171 nChanged 14 SP:Iteration 22Q (80870.080000 sec): 3 clusters Score: Raw -745288.195707 + Penalty 4126.458951 = -741161.736756 nChanged 13 SP:Iteration 23Q (80870.230000 sec): 3 clusters Score: Raw -745292.421988 + Penalty 4126.458951 = -741165.963036 nChanged 7 SP:Iteration 24Q (80870.360000 sec): 3 clusters Score: Raw -745294.437148 + Penalty 4126.458951 = -741167.978197 nChanged 5 SP:Iteration 25Q (80870.480000 sec): 3 clusters Score: Raw -745296.051074 + Penalty 4126.458951 = -741169.592122 nChanged 5 SP:Iteration 26Q (80870.600000 sec): 3 clusters Score: Raw -745298.360157 + Penalty 4126.458951 = -741171.901205 nChanged 6 SP:Iteration 27Q (80870.720000 sec): 3 clusters Score: Raw -745301.120732 + Penalty 4126.458951 = -741174.661781 nChanged 10 SP:Iteration 28Q (80870.850000 sec): 3 clusters Score: Raw -745303.851976 + Penalty 4126.458951 = -741177.393025 nChanged 5 SP:Iteration 29Q (80870.970000 sec): 3 clusters Score: Raw -745306.032304 + Penalty 4126.458951 = -741179.573352 nChanged 6 SP:Iteration 30Q (80871.090000 sec): 3 clusters Score: Raw -745307.992590 + Penalty 4126.458951 = -741181.533639 nChanged 7 SP:Iteration 31Q (80871.220000 sec): 3 clusters Score: Raw -745309.948710 + Penalty 4126.458951 = -741183.489759 nChanged 7 SP:Iteration 32Q (80871.340000 sec): 3 clusters Score: Raw -745312.226779 + Penalty 4126.458951 = -741185.767828 nChanged 12 SP:Iteration 33Q (80871.460000 sec): 3 clusters Score: Raw -745315.303852 + Penalty 4126.458951 = -741188.844900 nChanged 6 SP:Iteration 34Q (80871.610000 sec): 3 clusters Score: Raw -745317.512255 + Penalty 4126.458951 = -741191.053303 nChanged 9 SP:Iteration 35Q (80871.740000 sec): 3 clusters Score: Raw -745322.739676 + Penalty 4126.458951 = -741196.280724 nChanged 12 SP:Iteration 36Q (80871.860000 sec): 3 clusters Score: Raw -745326.979365 + Penalty 4126.458951 = -741200.520414 nChanged 14 SP:Iteration 37Q (80871.980000 sec): 3 clusters Score: Raw -745331.777914 + Penalty 4126.458951 = -741205.318962 nChanged 9 SP:Iteration 38Q (80872.100000 sec): 3 clusters Score: Raw -745333.624061 + Penalty 4126.458951 = -741207.165109 nChanged 3 SP:Iteration 39Q (80872.260000 sec): 3 clusters Score: Raw -745334.681155 + Penalty 4126.458951 = -741208.222204 nChanged 5 SP:Iteration 40F (80872.380000 sec): 3 clusters Score: Raw -745335.530657 + Penalty 4126.458951 = -741209.071705 nChanged 2 SP:Iteration 41Q (80872.500000 sec): 3 clusters Score: Raw -745336.039820 + Penalty 4126.458951 = -741209.580868 nChanged 1 SP:Iteration 42Q (80872.630000 sec): 3 clusters Score: Raw -745336.673851 + Penalty 4126.458951 = -741210.214899 nChanged 1 SP:Iteration 43Q (80872.750000 sec): 3 clusters Score: Raw -745336.870622 + Penalty 4126.458951 = -741210.411671 nChanged 0 SP:Iteration 44F (80872.870000 sec): 3 clusters Score: Raw -745336.870622 + Penalty 4126.458951 = -741210.411671 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80872.960000 sec): 2 clusters Score: Raw -227975.872321 + Penalty 1780.468376 = -226195.403944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80873.080000 sec): 3 clusters Score: Raw -227650.058961 + Penalty 3560.936753 = -224089.122208 nChanged 372 SP:Iteration 1F (80873.210000 sec): 3 clusters Score: Raw -227999.232087 + Penalty 3560.936753 = -224438.295335 nChanged 89 SP:Iteration 2F (80873.340000 sec): 3 clusters Score: Raw -228101.428871 + Penalty 3560.936753 = -224540.492118 nChanged 55 SP:Iteration 3Q (80873.470000 sec): 3 clusters Score: Raw -228160.504659 + Penalty 3560.936753 = -224599.567906 nChanged 35 SP:Iteration 4Q (80873.600000 sec): 3 clusters Score: Raw -228197.746822 + Penalty 3560.936753 = -224636.810069 nChanged 24 SP:Iteration 5Q (80873.720000 sec): 3 clusters Score: Raw -228224.179502 + Penalty 3560.936753 = -224663.242750 nChanged 25 SP:Iteration 6Q (80873.850000 sec): 3 clusters Score: Raw -228253.524281 + Penalty 3560.936753 = -224692.587528 nChanged 27 SP:Iteration 7Q (80873.980000 sec): 3 clusters Score: Raw -228287.539799 + Penalty 3560.936753 = -224726.603046 nChanged 31 SP:Iteration 8Q (80874.110000 sec): 3 clusters Score: Raw -228315.036229 + Penalty 3560.936753 = -224754.099476 nChanged 27 SP:Iteration 9Q (80874.240000 sec): 3 clusters Score: Raw -228353.019924 + Penalty 3560.936753 = -224792.083171 nChanged 28 SP:Iteration 10Q (80874.360000 sec): 3 clusters Score: Raw -228403.168705 + Penalty 3560.936753 = -224842.231952 nChanged 23 SP:Iteration 11Q (80874.490000 sec): 3 clusters Score: Raw -228439.699320 + Penalty 3560.936753 = -224878.762567 nChanged 30 SP:Iteration 12Q (80874.620000 sec): 3 clusters Score: Raw -228479.434264 + Penalty 3560.936753 = -224918.497511 nChanged 21 SP:Iteration 13Q (80874.750000 sec): 3 clusters Score: Raw -228512.154689 + Penalty 3560.936753 = -224951.217936 nChanged 13 SP:Iteration 14Q (80874.880000 sec): 3 clusters Score: Raw -228527.257882 + Penalty 3560.936753 = -224966.321129 nChanged 5 SP:Iteration 15Q (80875.000000 sec): 3 clusters Score: Raw -228534.539084 + Penalty 3560.936753 = -224973.602331 nChanged 8 SP:Iteration 16Q (80875.130000 sec): 3 clusters Score: Raw -228543.386247 + Penalty 3560.936753 = -224982.449494 nChanged 3 SP:Iteration 17Q (80875.260000 sec): 3 clusters Score: Raw -228547.690952 + Penalty 3560.936753 = -224986.754199 nChanged 1 SP:Iteration 18Q (80875.390000 sec): 3 clusters Score: Raw -228548.932677 + Penalty 3560.936753 = -224987.995925 nChanged 1 SP:Iteration 19Q (80875.520000 sec): 3 clusters Score: Raw -228549.821678 + Penalty 3560.936753 = -224988.884925 nChanged 1 SP:Iteration 20F (80875.640000 sec): 3 clusters Score: Raw -228550.361582 + Penalty 3560.936753 = -224989.424829 nChanged 3 SP:Iteration 21Q (80875.770000 sec): 3 clusters Score: Raw -228553.379061 + Penalty 3560.936753 = -224992.442309 nChanged 1 SP:Iteration 22Q (80875.900000 sec): 3 clusters Score: Raw -228554.384448 + Penalty 3560.936753 = -224993.447695 nChanged 3 SP:Iteration 23Q (80876.030000 sec): 3 clusters Score: Raw -228559.130602 + Penalty 3560.936753 = -224998.193849 nChanged 3 SP:Iteration 24Q (80876.150000 sec): 3 clusters Score: Raw -228562.106169 + Penalty 3560.936753 = -225001.169416 nChanged 1 SP:Iteration 25Q (80876.360000 sec): 3 clusters Score: Raw -228562.622309 + Penalty 3560.936753 = -225001.685556 nChanged 2 SP:Iteration 26Q (80876.520000 sec): 3 clusters Score: Raw -228563.417902 + Penalty 3560.936753 = -225002.481149 nChanged 1 SP:Iteration 27Q (80876.690000 sec): 3 clusters Score: Raw -228563.887606 + Penalty 3560.936753 = -225002.950853 nChanged 2 SP:Iteration 28Q (80876.880000 sec): 3 clusters Score: Raw -228566.543626 + Penalty 3560.936753 = -225005.606873 nChanged 1 SP:Iteration 29Q (80877.060000 sec): 3 clusters Score: Raw -228567.006226 + Penalty 3560.936753 = -225006.069473 nChanged 0 SP:Iteration 30F (80877.240000 sec): 3 clusters Score: Raw -228567.006226 + Penalty 3560.936753 = -225006.069473 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80877.330000 sec): 2 clusters Score: Raw -37778.472566 + Penalty 1363.297720 = -36415.174846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80877.540000 sec): 3 clusters Score: Raw -37960.582495 + Penalty 2726.595440 = -35233.987055 nChanged 29 SP:Iteration 1F (80877.690000 sec): 3 clusters Score: Raw -38091.314868 + Penalty 2726.595440 = -35364.719428 nChanged 6 SP:Iteration 2Q (80877.860000 sec): 3 clusters Score: Raw -38121.377989 + Penalty 2726.595440 = -35394.782550 nChanged 2 SP:Iteration 3Q (80878.020000 sec): 3 clusters Score: Raw -38126.458114 + Penalty 2726.595440 = -35399.862674 nChanged 1 SP:Iteration 4Q (80878.210000 sec): 3 clusters Score: Raw -38130.292943 + Penalty 2726.595440 = -35403.697503 nChanged 0 SP:Iteration 5F (80878.420000 sec): 3 clusters Score: Raw -38130.292943 + Penalty 2726.595440 = -35403.697503 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80878.530000 sec): 2 clusters Score: Raw -1409610.929501 + Penalty 2236.215581 = -1407374.713920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80878.810000 sec): 3 clusters Score: Raw -1405300.131283 + Penalty 4472.431163 = -1400827.700120 nChanged 3314 SP:Iteration 1F (80879.000000 sec): 3 clusters Score: Raw -1407170.364264 + Penalty 4472.431163 = -1402697.933101 nChanged 543 SP:Iteration 2F (80879.240000 sec): 3 clusters Score: Raw -1407437.894994 + Penalty 4472.431163 = -1402965.463831 nChanged 397 SP:Iteration 3Q (80879.460000 sec): 3 clusters Score: Raw -1407610.030255 + Penalty 4472.431163 = -1403137.599093 nChanged 308 SP:Iteration 4Q (80879.720000 sec): 3 clusters Score: Raw -1407749.453163 + Penalty 4472.431163 = -1403277.022000 nChanged 265 SP:Iteration 5Q (80879.940000 sec): 3 clusters Score: Raw -1407864.605720 + Penalty 4472.431163 = -1403392.174557 nChanged 252 SP:Iteration 6Q (80880.200000 sec): 3 clusters Score: Raw -1407958.258744 + Penalty 4472.431163 = -1403485.827581 nChanged 203 SP:Iteration 7Q (80880.440000 sec): 3 clusters Score: Raw -1408039.453725 + Penalty 4472.431163 = -1403567.022562 nChanged 198 SP:Iteration 8Q (80880.680000 sec): 3 clusters Score: Raw -1408128.156119 + Penalty 4472.431163 = -1403655.724956 nChanged 200 SP:Iteration 9Q (80880.900000 sec): 3 clusters Score: Raw -1408223.088205 + Penalty 4472.431163 = -1403750.657042 nChanged 187 SP:Iteration 10Q (80881.140000 sec): 3 clusters Score: Raw -1408309.962439 + Penalty 4472.431163 = -1403837.531276 nChanged 199 SP:Iteration 11Q (80881.400000 sec): 3 clusters Score: Raw -1408408.837469 + Penalty 4472.431163 = -1403936.406306 nChanged 216 SP:Iteration 12Q (80881.630000 sec): 3 clusters Score: Raw -1408517.974296 + Penalty 4472.431163 = -1404045.543133 nChanged 219 SP:Iteration 13Q (80881.890000 sec): 3 clusters Score: Raw -1408636.661086 + Penalty 4472.431163 = -1404164.229923 nChanged 216 SP:Iteration 14Q (80882.130000 sec): 3 clusters Score: Raw -1408767.989345 + Penalty 4472.431163 = -1404295.558182 nChanged 227 SP:Iteration 15Q (80882.380000 sec): 3 clusters Score: Raw -1408894.600678 + Penalty 4472.431163 = -1404422.169515 nChanged 214 SP:Iteration 16Q (80882.640000 sec): 3 clusters Score: Raw -1409018.669680 + Penalty 4472.431163 = -1404546.238517 nChanged 203 SP:Iteration 17Q (80882.860000 sec): 3 clusters Score: Raw -1409132.806358 + Penalty 4472.431163 = -1404660.375195 nChanged 195 SP:Iteration 18Q (80883.120000 sec): 3 clusters Score: Raw -1409249.296768 + Penalty 4472.431163 = -1404776.865606 nChanged 171 SP:Iteration 19Q (80883.350000 sec): 3 clusters Score: Raw -1409356.895347 + Penalty 4472.431163 = -1404884.464184 nChanged 162 SP:Iteration 20F (80883.600000 sec): 3 clusters Score: Raw -1409456.514552 + Penalty 4472.431163 = -1404984.083389 nChanged 126 SP:Iteration 21Q (80883.800000 sec): 3 clusters Score: Raw -1409534.360379 + Penalty 4472.431163 = -1405061.929216 nChanged 118 SP:Iteration 22Q (80884.010000 sec): 3 clusters Score: Raw -1409609.971882 + Penalty 4472.431163 = -1405137.540719 nChanged 89 SP:Iteration 23Q (80884.230000 sec): 3 clusters Score: Raw -1409666.617622 + Penalty 4472.431163 = -1405194.186459 nChanged 82 SP:Iteration 24Q (80884.450000 sec): 3 clusters Score: Raw -1409722.833017 + Penalty 4472.431163 = -1405250.401855 nChanged 79 SP:Iteration 25Q (80884.740000 sec): 3 clusters Score: Raw -1409776.406750 + Penalty 4472.431163 = -1405303.975588 nChanged 64 SP:Iteration 26Q (80884.940000 sec): 3 clusters Score: Raw -1409825.582029 + Penalty 4472.431163 = -1405353.150867 nChanged 69 SP:Iteration 27Q (80885.220000 sec): 3 clusters Score: Raw -1409878.495861 + Penalty 4472.431163 = -1405406.064698 nChanged 54 SP:Iteration 28Q (80885.430000 sec): 3 clusters Score: Raw -1409922.141569 + Penalty 4472.431163 = -1405449.710406 nChanged 33 SP:Iteration 29Q (80885.660000 sec): 3 clusters Score: Raw -1409946.664013 + Penalty 4472.431163 = -1405474.232851 nChanged 25 SP:Iteration 30Q (80885.940000 sec): 3 clusters Score: Raw -1409963.952678 + Penalty 4472.431163 = -1405491.521516 nChanged 17 SP:Iteration 31Q (80886.120000 sec): 3 clusters Score: Raw -1409973.445954 + Penalty 4472.431163 = -1405501.014792 nChanged 12 SP:Iteration 32Q (80886.370000 sec): 3 clusters Score: Raw -1409984.088780 + Penalty 4472.431163 = -1405511.657617 nChanged 13 SP:Iteration 33Q (80886.580000 sec): 3 clusters Score: Raw -1409992.260772 + Penalty 4472.431163 = -1405519.829609 nChanged 8 SP:Iteration 34Q (80886.790000 sec): 3 clusters Score: Raw -1409998.105632 + Penalty 4472.431163 = -1405525.674469 nChanged 7 SP:Iteration 35Q (80887.020000 sec): 3 clusters Score: Raw -1410005.356364 + Penalty 4472.431163 = -1405532.925201 nChanged 11 SP:Iteration 36Q (80887.220000 sec): 3 clusters Score: Raw -1410012.386382 + Penalty 4472.431163 = -1405539.955219 nChanged 9 SP:Iteration 37Q (80887.420000 sec): 3 clusters Score: Raw -1410018.947730 + Penalty 4472.431163 = -1405546.516568 nChanged 12 SP:Iteration 38Q (80887.680000 sec): 3 clusters Score: Raw -1410023.962516 + Penalty 4472.431163 = -1405551.531354 nChanged 4 SP:Iteration 39Q (80887.870000 sec): 3 clusters Score: Raw -1410025.753567 + Penalty 4472.431163 = -1405553.322405 nChanged 5 SP:Iteration 40F (80888.080000 sec): 3 clusters Score: Raw -1410029.002160 + Penalty 4472.431163 = -1405556.570998 nChanged 6 SP:Iteration 41Q (80888.290000 sec): 3 clusters Score: Raw -1410031.821286 + Penalty 4472.431163 = -1405559.390124 nChanged 5 SP:Iteration 42Q (80888.540000 sec): 3 clusters Score: Raw -1410035.538085 + Penalty 4472.431163 = -1405563.106922 nChanged 6 SP:Iteration 43Q (80888.800000 sec): 3 clusters Score: Raw -1410039.939464 + Penalty 4472.431163 = -1405567.508301 nChanged 4 SP:Iteration 44Q (80889.020000 sec): 3 clusters Score: Raw -1410044.166418 + Penalty 4472.431163 = -1405571.735255 nChanged 4 SP:Iteration 45Q (80889.220000 sec): 3 clusters Score: Raw -1410045.912626 + Penalty 4472.431163 = -1405573.481463 nChanged 2 SP:Iteration 46Q (80889.440000 sec): 3 clusters Score: Raw -1410047.455996 + Penalty 4472.431163 = -1405575.024833 nChanged 1 SP:Iteration 47Q (80889.720000 sec): 3 clusters Score: Raw -1410048.047131 + Penalty 4472.431163 = -1405575.615968 nChanged 1 SP:Iteration 48Q (80889.950000 sec): 3 clusters Score: Raw -1410048.337030 + Penalty 4472.431163 = -1405575.905867 nChanged 1 SP:Iteration 49Q (80890.240000 sec): 3 clusters Score: Raw -1410049.320187 + Penalty 4472.431163 = -1405576.889025 nChanged 2 SP:Iteration 50Q (80890.450000 sec): 3 clusters Score: Raw -1410050.493233 + Penalty 4472.431163 = -1405578.062071 nChanged 1 SP:Iteration 51Q (80890.680000 sec): 3 clusters Score: Raw -1410051.033899 + Penalty 4472.431163 = -1405578.602737 nChanged 0 SP:Iteration 52F (80890.920000 sec): 3 clusters Score: Raw -1410051.033899 + Penalty 4472.431163 = -1405578.602737 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80891.030000 sec): 2 clusters Score: Raw -46700.847306 + Penalty 1411.209145 = -45289.638161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80891.180000 sec): 3 clusters Score: Raw -46915.441247 + Penalty 2822.418289 = -44093.022958 nChanged 45 SP:Iteration 1F (80891.390000 sec): 3 clusters Score: Raw -47061.563399 + Penalty 2822.418289 = -44239.145110 nChanged 15 SP:Iteration 2F (80891.580000 sec): 3 clusters Score: Raw -47117.190676 + Penalty 2822.418289 = -44294.772387 nChanged 6 SP:Iteration 3Q (80891.790000 sec): 3 clusters Score: Raw -47158.597394 + Penalty 2822.418289 = -44336.179105 nChanged 4 SP:Iteration 4Q (80891.980000 sec): 3 clusters Score: Raw -47214.899563 + Penalty 2822.418289 = -44392.481274 nChanged 8 SP:Iteration 5Q (80892.160000 sec): 3 clusters Score: Raw -47260.461296 + Penalty 2822.418289 = -44438.043006 nChanged 5 SP:Iteration 6Q (80892.380000 sec): 3 clusters Score: Raw -47280.953185 + Penalty 2822.418289 = -44458.534896 nChanged 8 SP:Iteration 7Q (80892.550000 sec): 3 clusters Score: Raw -47331.361234 + Penalty 2822.418289 = -44508.942945 nChanged 2 SP:Iteration 8Q (80892.760000 sec): 3 clusters Score: Raw -47338.748418 + Penalty 2822.418289 = -44516.330128 nChanged 1 SP:Iteration 9Q (80892.960000 sec): 3 clusters Score: Raw -47341.963005 + Penalty 2822.418289 = -44519.544716 nChanged 0 SP:Iteration 10F (80893.110000 sec): 3 clusters Score: Raw -47341.963005 + Penalty 2822.418289 = -44519.544716 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (122569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80893.850000 sec): 2 clusters Score: Raw -22503622.849559 + Penalty 2905.674495 = -22500717.175064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80894.720000 sec): 3 clusters Score: Raw -22424364.769301 + Penalty 5811.348990 = -22418553.420311 nChanged 58160 SP:Iteration 1F (80895.610000 sec): 3 clusters Score: Raw -22457493.049660 + Penalty 5811.348990 = -22451681.700670 nChanged 3776 SP:Iteration 2Q (80896.490000 sec): 3 clusters Score: Raw -22458302.910592 + Penalty 5811.348990 = -22452491.561602 nChanged 3747 SP:Iteration 3Q (80897.320000 sec): 3 clusters Score: Raw -22459203.186589 + Penalty 5811.348990 = -22453391.837599 nChanged 4042 SP:Iteration 4Q (80898.150000 sec): 3 clusters Score: Raw -22460316.001382 + Penalty 5811.348990 = -22454504.652391 nChanged 4570 SP:Iteration 5Q (80899.030000 sec): 3 clusters Score: Raw -22461910.582671 + Penalty 5811.348990 = -22456099.233681 nChanged 5663 SP:Iteration 6Q (80899.900000 sec): 3 clusters Score: Raw -22464487.992724 + Penalty 5811.348990 = -22458676.643734 nChanged 7157 SP:Iteration 7F (80900.760000 sec): 3 clusters Score: Raw -22468754.169324 + Penalty 5811.348990 = -22462942.820333 nChanged 8622 SP:Iteration 8F (80901.650000 sec): 3 clusters Score: Raw -22474982.054610 + Penalty 5811.348990 = -22469170.705620 nChanged 9332 SP:Iteration 9F (80902.490000 sec): 3 clusters Score: Raw -22482697.927843 + Penalty 5811.348990 = -22476886.578853 nChanged 8750 SP:Iteration 10F (80903.300000 sec): 3 clusters Score: Raw -22490613.498232 + Penalty 5811.348990 = -22484802.149242 nChanged 6757 SP:Iteration 11F (80904.090000 sec): 3 clusters Score: Raw -22497013.077705 + Penalty 5811.348990 = -22491201.728715 nChanged 4217 SP:Iteration 12Q (80904.870000 sec): 3 clusters Score: Raw -22501002.185859 + Penalty 5811.348990 = -22495190.836868 nChanged 1962 SP:Iteration 13Q (80905.580000 sec): 3 clusters Score: Raw -22502811.170279 + Penalty 5811.348990 = -22496999.821289 nChanged 700 SP:Iteration 14Q (80906.330000 sec): 3 clusters Score: Raw -22503473.416873 + Penalty 5811.348990 = -22497662.067883 nChanged 221 SP:Iteration 15Q (80907.140000 sec): 3 clusters Score: Raw -22503728.737227 + Penalty 5811.348990 = -22497917.388237 nChanged 70 SP:Iteration 16Q (80907.830000 sec): 3 clusters Score: Raw -22503814.555690 + Penalty 5811.348990 = -22498003.206700 nChanged 32 SP:Iteration 17Q (80908.470000 sec): 3 clusters Score: Raw -22503857.491750 + Penalty 5811.348990 = -22498046.142759 nChanged 20 SP:Iteration 18Q (80909.110000 sec): 3 clusters Score: Raw -22503881.567058 + Penalty 5811.348990 = -22498070.218068 nChanged 14 SP:Iteration 19Q (80909.880000 sec): 3 clusters Score: Raw -22503901.606421 + Penalty 5811.348990 = -22498090.257431 nChanged 15 SP:Iteration 20F (80910.690000 sec): 3 clusters Score: Raw -22503923.946059 + Penalty 5811.348990 = -22498112.597069 nChanged 7 SP:Iteration 21Q (80911.440000 sec): 3 clusters Score: Raw -22503935.350448 + Penalty 5811.348990 = -22498124.001458 nChanged 4 SP:Iteration 22Q (80912.230000 sec): 3 clusters Score: Raw -22503942.443674 + Penalty 5811.348990 = -22498131.094683 nChanged 7 SP:Iteration 23Q (80912.970000 sec): 3 clusters Score: Raw -22503952.492733 + Penalty 5811.348990 = -22498141.143743 nChanged 5 SP:Iteration 24Q (80913.700000 sec): 3 clusters Score: Raw -22503960.134456 + Penalty 5811.348990 = -22498148.785466 nChanged 2 SP:Iteration 25Q (80914.410000 sec): 3 clusters Score: Raw -22503963.792763 + Penalty 5811.348990 = -22498152.443773 nChanged 4 SP:Iteration 26Q (80915.170000 sec): 3 clusters Score: Raw -22503970.991853 + Penalty 5811.348990 = -22498159.642863 nChanged 4 SP:Iteration 27Q (80915.810000 sec): 3 clusters Score: Raw -22503978.342358 + Penalty 5811.348990 = -22498166.993368 nChanged 2 SP:Iteration 28Q (80916.500000 sec): 3 clusters Score: Raw -22503982.243755 + Penalty 5811.348990 = -22498170.894765 nChanged 1 SP:Iteration 29Q (80917.210000 sec): 3 clusters Score: Raw -22503983.671031 + Penalty 5811.348990 = -22498172.322041 nChanged 1 SP:Iteration 30Q (80917.890000 sec): 3 clusters Score: Raw -22503985.248424 + Penalty 5811.348990 = -22498173.899434 nChanged 0 SP:Iteration 31F (80918.830000 sec): 3 clusters Score: Raw -22503985.248424 + Penalty 5811.348990 = -22498173.899434 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80919.290000 sec): 2 clusters Score: Raw -12600053.024439 + Penalty 2767.853045 = -12597285.171395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80919.900000 sec): 3 clusters Score: Raw -12555642.759679 + Penalty 5535.706089 = -12550107.053590 nChanged 32911 SP:Iteration 1F (80920.490000 sec): 3 clusters Score: Raw -12574165.726770 + Penalty 5535.706089 = -12568630.020681 nChanged 2444 SP:Iteration 2Q (80921.050000 sec): 3 clusters Score: Raw -12574835.909016 + Penalty 5535.706089 = -12569300.202927 nChanged 2651 SP:Iteration 3Q (80921.670000 sec): 3 clusters Score: Raw -12575759.381381 + Penalty 5535.706089 = -12570223.675292 nChanged 3175 SP:Iteration 4Q (80922.230000 sec): 3 clusters Score: Raw -12577143.900101 + Penalty 5535.706089 = -12571608.194012 nChanged 4029 SP:Iteration 5F (80922.730000 sec): 3 clusters Score: Raw -12579434.405721 + Penalty 5535.706089 = -12573898.699632 nChanged 5266 SP:Iteration 6F (80923.270000 sec): 3 clusters Score: Raw -12583257.025629 + Penalty 5535.706089 = -12577721.319540 nChanged 6136 SP:Iteration 7F (80923.800000 sec): 3 clusters Score: Raw -12588617.033378 + Penalty 5535.706089 = -12583081.327289 nChanged 5664 SP:Iteration 8F (80924.410000 sec): 3 clusters Score: Raw -12594178.209051 + Penalty 5535.706089 = -12588642.502962 nChanged 3725 SP:Iteration 9F (80925.050000 sec): 3 clusters Score: Raw -12597856.835966 + Penalty 5535.706089 = -12592321.129877 nChanged 1703 SP:Iteration 10Q (80925.650000 sec): 3 clusters Score: Raw -12599479.386706 + Penalty 5535.706089 = -12593943.680617 nChanged 565 SP:Iteration 11Q (80926.200000 sec): 3 clusters Score: Raw -12600036.649563 + Penalty 5535.706089 = -12594500.943474 nChanged 190 SP:Iteration 12Q (80926.710000 sec): 3 clusters Score: Raw -12600240.829246 + Penalty 5535.706089 = -12594705.123157 nChanged 86 SP:Iteration 13Q (80927.230000 sec): 3 clusters Score: Raw -12600332.024380 + Penalty 5535.706089 = -12594796.318291 nChanged 40 SP:Iteration 14Q (80927.770000 sec): 3 clusters Score: Raw -12600377.080135 + Penalty 5535.706089 = -12594841.374046 nChanged 24 SP:Iteration 15Q (80928.330000 sec): 3 clusters Score: Raw -12600400.740787 + Penalty 5535.706089 = -12594865.034698 nChanged 17 SP:Iteration 16Q (80928.850000 sec): 3 clusters Score: Raw -12600425.042954 + Penalty 5535.706089 = -12594889.336865 nChanged 14 SP:Iteration 17Q (80929.380000 sec): 3 clusters Score: Raw -12600439.632765 + Penalty 5535.706089 = -12594903.926676 nChanged 7 SP:Iteration 18Q (80929.910000 sec): 3 clusters Score: Raw -12600447.766517 + Penalty 5535.706089 = -12594912.060428 nChanged 2 SP:Iteration 19Q (80930.430000 sec): 3 clusters Score: Raw -12600451.115516 + Penalty 5535.706089 = -12594915.409427 nChanged 7 SP:Iteration 20F (80930.990000 sec): 3 clusters Score: Raw -12600461.445682 + Penalty 5535.706089 = -12594925.739593 nChanged 7 SP:Iteration 21Q (80931.520000 sec): 3 clusters Score: Raw -12600467.542964 + Penalty 5535.706089 = -12594931.836875 nChanged 2 SP:Iteration 22Q (80932.020000 sec): 3 clusters Score: Raw -12600468.969821 + Penalty 5535.706089 = -12594933.263732 nChanged 1 SP:Iteration 23Q (80932.510000 sec): 3 clusters Score: Raw -12600469.544635 + Penalty 5535.706089 = -12594933.838546 nChanged 1 SP:Iteration 24Q (80933.000000 sec): 3 clusters Score: Raw -12600470.415678 + Penalty 5535.706089 = -12594934.709589 nChanged 1 SP:Iteration 25Q (80933.490000 sec): 3 clusters Score: Raw -12600471.496254 + Penalty 5535.706089 = -12594935.790165 nChanged 1 SP:Iteration 26Q (80933.980000 sec): 3 clusters Score: Raw -12600473.349154 + Penalty 5535.706089 = -12594937.643065 nChanged 2 SP:Iteration 27Q (80934.470000 sec): 3 clusters Score: Raw -12600475.204228 + Penalty 5535.706089 = -12594939.498139 nChanged 2 SP:Iteration 28Q (80935.000000 sec): 3 clusters Score: Raw -12600478.043702 + Penalty 5535.706089 = -12594942.337613 nChanged 1 SP:Iteration 29Q (80935.530000 sec): 3 clusters Score: Raw -12600478.561236 + Penalty 5535.706089 = -12594942.855147 nChanged 0 SP:Iteration 30F (80936.060000 sec): 3 clusters Score: Raw -12600478.561236 + Penalty 5535.706089 = -12594942.855147 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80936.190000 sec): 2 clusters Score: Raw -1080538.015518 + Penalty 2158.757692 = -1078379.257826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80936.420000 sec): 3 clusters Score: Raw -1077498.551118 + Penalty 4317.515384 = -1073181.035734 nChanged 2357 SP:Iteration 1F (80936.680000 sec): 3 clusters Score: Raw -1078793.310925 + Penalty 4317.515384 = -1074475.795541 nChanged 471 SP:Iteration 2F (80936.920000 sec): 3 clusters Score: Raw -1079076.567056 + Penalty 4317.515384 = -1074759.051672 nChanged 331 SP:Iteration 3F (80937.170000 sec): 3 clusters Score: Raw -1079291.877935 + Penalty 4317.515384 = -1074974.362551 nChanged 282 SP:Iteration 4Q (80937.420000 sec): 3 clusters Score: Raw -1079430.756170 + Penalty 4317.515384 = -1075113.240786 nChanged 218 SP:Iteration 5Q (80937.590000 sec): 3 clusters Score: Raw -1079538.255136 + Penalty 4317.515384 = -1075220.739752 nChanged 183 SP:Iteration 6Q (80937.800000 sec): 3 clusters Score: Raw -1079626.615334 + Penalty 4317.515384 = -1075309.099950 nChanged 155 SP:Iteration 7Q (80938.060000 sec): 3 clusters Score: Raw -1079692.176566 + Penalty 4317.515384 = -1075374.661182 nChanged 119 SP:Iteration 8Q (80938.260000 sec): 3 clusters Score: Raw -1079736.887803 + Penalty 4317.515384 = -1075419.372418 nChanged 120 SP:Iteration 9Q (80938.440000 sec): 3 clusters Score: Raw -1079786.848677 + Penalty 4317.515384 = -1075469.333293 nChanged 103 SP:Iteration 10Q (80938.670000 sec): 3 clusters Score: Raw -1079832.323672 + Penalty 4317.515384 = -1075514.808287 nChanged 103 SP:Iteration 11Q (80938.870000 sec): 3 clusters Score: Raw -1079873.285589 + Penalty 4317.515384 = -1075555.770205 nChanged 81 SP:Iteration 12Q (80939.100000 sec): 3 clusters Score: Raw -1079906.653903 + Penalty 4317.515384 = -1075589.138518 nChanged 81 SP:Iteration 13Q (80939.340000 sec): 3 clusters Score: Raw -1079947.428385 + Penalty 4317.515384 = -1075629.913001 nChanged 91 SP:Iteration 14Q (80939.540000 sec): 3 clusters Score: Raw -1079982.415537 + Penalty 4317.515384 = -1075664.900152 nChanged 75 SP:Iteration 15Q (80939.800000 sec): 3 clusters Score: Raw -1080012.808105 + Penalty 4317.515384 = -1075695.292720 nChanged 65 SP:Iteration 16Q (80939.990000 sec): 3 clusters Score: Raw -1080036.224519 + Penalty 4317.515384 = -1075718.709134 nChanged 75 SP:Iteration 17Q (80940.300000 sec): 3 clusters Score: Raw -1080063.558077 + Penalty 4317.515384 = -1075746.042693 nChanged 69 SP:Iteration 18Q (80940.560000 sec): 3 clusters Score: Raw -1080089.488884 + Penalty 4317.515384 = -1075771.973500 nChanged 65 SP:Iteration 19Q (80940.760000 sec): 3 clusters Score: Raw -1080109.425232 + Penalty 4317.515384 = -1075791.909848 nChanged 50 SP:Iteration 20F (80941.030000 sec): 3 clusters Score: Raw -1080127.714570 + Penalty 4317.515384 = -1075810.199185 nChanged 56 SP:Iteration 21Q (80941.270000 sec): 3 clusters Score: Raw -1080146.541356 + Penalty 4317.515384 = -1075829.025972 nChanged 49 SP:Iteration 22Q (80941.510000 sec): 3 clusters Score: Raw -1080161.810069 + Penalty 4317.515384 = -1075844.294684 nChanged 39 SP:Iteration 23Q (80941.750000 sec): 3 clusters Score: Raw -1080175.121719 + Penalty 4317.515384 = -1075857.606334 nChanged 41 SP:Iteration 24Q (80941.960000 sec): 3 clusters Score: Raw -1080187.324105 + Penalty 4317.515384 = -1075869.808720 nChanged 39 SP:Iteration 25Q (80942.240000 sec): 3 clusters Score: Raw -1080199.673912 + Penalty 4317.515384 = -1075882.158528 nChanged 43 SP:Iteration 26Q (80942.490000 sec): 3 clusters Score: Raw -1080211.939719 + Penalty 4317.515384 = -1075894.424335 nChanged 31 SP:Iteration 27Q (80942.710000 sec): 3 clusters Score: Raw -1080218.902410 + Penalty 4317.515384 = -1075901.387026 nChanged 21 SP:Iteration 28Q (80942.940000 sec): 3 clusters Score: Raw -1080223.430766 + Penalty 4317.515384 = -1075905.915381 nChanged 18 SP:Iteration 29Q (80943.200000 sec): 3 clusters Score: Raw -1080227.374555 + Penalty 4317.515384 = -1075909.859171 nChanged 10 SP:Iteration 30Q (80943.450000 sec): 3 clusters Score: Raw -1080229.698267 + Penalty 4317.515384 = -1075912.182883 nChanged 15 SP:Iteration 31Q (80943.680000 sec): 3 clusters Score: Raw -1080233.954601 + Penalty 4317.515384 = -1075916.439217 nChanged 15 SP:Iteration 32Q (80943.900000 sec): 3 clusters Score: Raw -1080238.548969 + Penalty 4317.515384 = -1075921.033585 nChanged 14 SP:Iteration 33Q (80944.090000 sec): 3 clusters Score: Raw -1080242.436173 + Penalty 4317.515384 = -1075924.920788 nChanged 16 SP:Iteration 34Q (80944.280000 sec): 3 clusters Score: Raw -1080247.731396 + Penalty 4317.515384 = -1075930.216012 nChanged 17 SP:Iteration 35Q (80944.480000 sec): 3 clusters Score: Raw -1080251.594380 + Penalty 4317.515384 = -1075934.078996 nChanged 13 SP:Iteration 36Q (80944.620000 sec): 3 clusters Score: Raw -1080254.397330 + Penalty 4317.515384 = -1075936.881946 nChanged 11 SP:Iteration 37Q (80944.850000 sec): 3 clusters Score: Raw -1080256.709464 + Penalty 4317.515384 = -1075939.194080 nChanged 10 SP:Iteration 38Q (80945.030000 sec): 3 clusters Score: Raw -1080258.669503 + Penalty 4317.515384 = -1075941.154119 nChanged 7 SP:Iteration 39Q (80945.240000 sec): 3 clusters Score: Raw -1080260.156544 + Penalty 4317.515384 = -1075942.641159 nChanged 5 SP:Iteration 40F (80945.460000 sec): 3 clusters Score: Raw -1080261.753005 + Penalty 4317.515384 = -1075944.237621 nChanged 7 SP:Iteration 41Q (80945.670000 sec): 3 clusters Score: Raw -1080263.396648 + Penalty 4317.515384 = -1075945.881264 nChanged 8 SP:Iteration 42Q (80945.910000 sec): 3 clusters Score: Raw -1080265.110232 + Penalty 4317.515384 = -1075947.594848 nChanged 9 SP:Iteration 43Q (80946.120000 sec): 3 clusters Score: Raw -1080267.229876 + Penalty 4317.515384 = -1075949.714492 nChanged 12 SP:Iteration 44Q (80946.290000 sec): 3 clusters Score: Raw -1080270.435494 + Penalty 4317.515384 = -1075952.920109 nChanged 12 SP:Iteration 45Q (80946.500000 sec): 3 clusters Score: Raw -1080272.429232 + Penalty 4317.515384 = -1075954.913847 nChanged 9 SP:Iteration 46Q (80946.700000 sec): 3 clusters Score: Raw -1080273.874790 + Penalty 4317.515384 = -1075956.359406 nChanged 8 SP:Iteration 47Q (80946.850000 sec): 3 clusters Score: Raw -1080275.210942 + Penalty 4317.515384 = -1075957.695557 nChanged 5 SP:Iteration 48Q (80947.050000 sec): 3 clusters Score: Raw -1080276.411275 + Penalty 4317.515384 = -1075958.895891 nChanged 7 SP:Iteration 49Q (80947.230000 sec): 3 clusters Score: Raw -1080277.601625 + Penalty 4317.515384 = -1075960.086240 nChanged 4 SP:Iteration 50Q (80947.470000 sec): 3 clusters Score: Raw -1080278.414851 + Penalty 4317.515384 = -1075960.899467 nChanged 5 SP:Iteration 51Q (80947.680000 sec): 3 clusters Score: Raw -1080279.600163 + Penalty 4317.515384 = -1075962.084779 nChanged 4 SP:Iteration 52Q (80947.890000 sec): 3 clusters Score: Raw -1080280.525360 + Penalty 4317.515384 = -1075963.009976 nChanged 7 SP:Iteration 53Q (80948.080000 sec): 3 clusters Score: Raw -1080281.461691 + Penalty 4317.515384 = -1075963.946307 nChanged 7 SP:Iteration 54Q (80948.290000 sec): 3 clusters Score: Raw -1080283.114416 + Penalty 4317.515384 = -1075965.599032 nChanged 11 SP:Iteration 55Q (80948.490000 sec): 3 clusters Score: Raw -1080286.436737 + Penalty 4317.515384 = -1075968.921353 nChanged 11 SP:Iteration 56Q (80948.740000 sec): 3 clusters Score: Raw -1080289.630919 + Penalty 4317.515384 = -1075972.115534 nChanged 13 SP:Iteration 57Q (80948.940000 sec): 3 clusters Score: Raw -1080292.467653 + Penalty 4317.515384 = -1075974.952269 nChanged 7 SP:Iteration 58Q (80949.180000 sec): 3 clusters Score: Raw -1080294.489730 + Penalty 4317.515384 = -1075976.974345 nChanged 5 SP:Iteration 59Q (80949.370000 sec): 3 clusters Score: Raw -1080295.920986 + Penalty 4317.515384 = -1075978.405602 nChanged 11 SP:Iteration 60F (80949.600000 sec): 3 clusters Score: Raw -1080298.826320 + Penalty 4317.515384 = -1075981.310936 nChanged 9 SP:Iteration 61Q (80949.790000 sec): 3 clusters Score: Raw -1080301.338343 + Penalty 4317.515384 = -1075983.822959 nChanged 8 SP:Iteration 62Q (80950.010000 sec): 3 clusters Score: Raw -1080303.226198 + Penalty 4317.515384 = -1075985.710814 nChanged 9 SP:Iteration 63Q (80950.210000 sec): 3 clusters Score: Raw -1080305.262037 + Penalty 4317.515384 = -1075987.746653 nChanged 9 SP:Iteration 64Q (80950.460000 sec): 3 clusters Score: Raw -1080307.027190 + Penalty 4317.515384 = -1075989.511806 nChanged 13 SP:Iteration 65Q (80950.690000 sec): 3 clusters Score: Raw -1080309.821652 + Penalty 4317.515384 = -1075992.306268 nChanged 12 SP:Iteration 66Q (80950.950000 sec): 3 clusters Score: Raw -1080312.942603 + Penalty 4317.515384 = -1075995.427219 nChanged 11 SP:Iteration 67Q (80951.100000 sec): 3 clusters Score: Raw -1080315.170003 + Penalty 4317.515384 = -1075997.654618 nChanged 11 SP:Iteration 68Q (80951.330000 sec): 3 clusters Score: Raw -1080318.883863 + Penalty 4317.515384 = -1076001.368479 nChanged 13 SP:Iteration 69Q (80951.540000 sec): 3 clusters Score: Raw -1080323.066705 + Penalty 4317.515384 = -1076005.551321 nChanged 16 SP:Iteration 70Q (80951.720000 sec): 3 clusters Score: Raw -1080328.776181 + Penalty 4317.515384 = -1076011.260797 nChanged 15 SP:Iteration 71Q (80951.920000 sec): 3 clusters Score: Raw -1080333.290598 + Penalty 4317.515384 = -1076015.775214 nChanged 21 SP:Iteration 72Q (80952.170000 sec): 3 clusters Score: Raw -1080337.431122 + Penalty 4317.515384 = -1076019.915737 nChanged 14 SP:Iteration 73Q (80952.330000 sec): 3 clusters Score: Raw -1080340.531376 + Penalty 4317.515384 = -1076023.015992 nChanged 12 SP:Iteration 74Q (80952.520000 sec): 3 clusters Score: Raw -1080343.302768 + Penalty 4317.515384 = -1076025.787383 nChanged 16 SP:Iteration 75Q (80952.720000 sec): 3 clusters Score: Raw -1080347.581613 + Penalty 4317.515384 = -1076030.066229 nChanged 21 SP:Iteration 76Q (80952.960000 sec): 3 clusters Score: Raw -1080353.009146 + Penalty 4317.515384 = -1076035.493761 nChanged 26 SP:Iteration 77Q (80953.190000 sec): 3 clusters Score: Raw -1080361.673803 + Penalty 4317.515384 = -1076044.158419 nChanged 24 SP:Iteration 78Q (80953.370000 sec): 3 clusters Score: Raw -1080368.489756 + Penalty 4317.515384 = -1076050.974372 nChanged 19 SP:Iteration 79Q (80953.590000 sec): 3 clusters Score: Raw -1080373.697165 + Penalty 4317.515384 = -1076056.181781 nChanged 19 SP:Iteration 80F (80953.810000 sec): 3 clusters Score: Raw -1080379.142821 + Penalty 4317.515384 = -1076061.627437 nChanged 18 SP:Iteration 81Q (80953.980000 sec): 3 clusters Score: Raw -1080382.514499 + Penalty 4317.515384 = -1076064.999115 nChanged 14 SP:Iteration 82Q (80954.210000 sec): 3 clusters Score: Raw -1080385.904938 + Penalty 4317.515384 = -1076068.389554 nChanged 16 SP:Iteration 83Q (80954.470000 sec): 3 clusters Score: Raw -1080389.423453 + Penalty 4317.515384 = -1076071.908069 nChanged 10 SP:Iteration 84Q (80954.670000 sec): 3 clusters Score: Raw -1080393.226708 + Penalty 4317.515384 = -1076075.711323 nChanged 17 SP:Iteration 85Q (80954.920000 sec): 3 clusters Score: Raw -1080396.943721 + Penalty 4317.515384 = -1076079.428337 nChanged 19 SP:Iteration 86Q (80955.110000 sec): 3 clusters Score: Raw -1080402.227365 + Penalty 4317.515384 = -1076084.711980 nChanged 12 SP:Iteration 87Q (80955.280000 sec): 3 clusters Score: Raw -1080405.816230 + Penalty 4317.515384 = -1076088.300846 nChanged 16 SP:Iteration 88Q (80955.490000 sec): 3 clusters Score: Raw -1080410.427749 + Penalty 4317.515384 = -1076092.912365 nChanged 11 SP:Iteration 89Q (80955.700000 sec): 3 clusters Score: Raw -1080412.655866 + Penalty 4317.515384 = -1076095.140481 nChanged 9 SP:Iteration 90Q (80955.910000 sec): 3 clusters Score: Raw -1080414.534654 + Penalty 4317.515384 = -1076097.019269 nChanged 8 SP:Iteration 91Q (80956.090000 sec): 3 clusters Score: Raw -1080416.441105 + Penalty 4317.515384 = -1076098.925721 nChanged 8 SP:Iteration 92Q (80956.310000 sec): 3 clusters Score: Raw -1080418.417299 + Penalty 4317.515384 = -1076100.901915 nChanged 8 SP:Iteration 93Q (80956.540000 sec): 3 clusters Score: Raw -1080420.510003 + Penalty 4317.515384 = -1076102.994619 nChanged 11 SP:Iteration 94Q (80956.760000 sec): 3 clusters Score: Raw -1080423.249746 + Penalty 4317.515384 = -1076105.734362 nChanged 12 SP:Iteration 95Q (80956.970000 sec): 3 clusters Score: Raw -1080426.605886 + Penalty 4317.515384 = -1076109.090502 nChanged 19 SP:Iteration 96Q (80957.200000 sec): 3 clusters Score: Raw -1080433.710361 + Penalty 4317.515384 = -1076116.194976 nChanged 17 SP:Iteration 97Q (80957.420000 sec): 3 clusters Score: Raw -1080439.297564 + Penalty 4317.515384 = -1076121.782180 nChanged 20 SP:Iteration 98Q (80957.620000 sec): 3 clusters Score: Raw -1080445.124216 + Penalty 4317.515384 = -1076127.608831 nChanged 20 SP:Iteration 99Q (80957.850000 sec): 3 clusters Score: Raw -1080449.986534 + Penalty 4317.515384 = -1076132.471149 nChanged 16 SP:Iteration 100F (80958.010000 sec): 3 clusters Score: Raw -1080455.730807 + Penalty 4317.515384 = -1076138.215423 nChanged 16 SP:Iteration 101Q (80958.280000 sec): 3 clusters Score: Raw -1080461.192166 + Penalty 4317.515384 = -1076143.676781 nChanged 17 SP:Iteration 102Q (80958.480000 sec): 3 clusters Score: Raw -1080466.671690 + Penalty 4317.515384 = -1076149.156306 nChanged 18 SP:Iteration 103Q (80958.690000 sec): 3 clusters Score: Raw -1080471.341575 + Penalty 4317.515384 = -1076153.826191 nChanged 14 SP:Iteration 104Q (80958.890000 sec): 3 clusters Score: Raw -1080474.658168 + Penalty 4317.515384 = -1076157.142784 nChanged 14 SP:Iteration 105Q (80959.120000 sec): 3 clusters Score: Raw -1080477.472433 + Penalty 4317.515384 = -1076159.957049 nChanged 13 SP:Iteration 106Q (80959.320000 sec): 3 clusters Score: Raw -1080480.731562 + Penalty 4317.515384 = -1076163.216177 nChanged 12 SP:Iteration 107Q (80959.510000 sec): 3 clusters Score: Raw -1080484.215885 + Penalty 4317.515384 = -1076166.700501 nChanged 9 SP:Iteration 108Q (80959.710000 sec): 3 clusters Score: Raw -1080487.107391 + Penalty 4317.515384 = -1076169.592007 nChanged 12 SP:Iteration 109Q (80959.930000 sec): 3 clusters Score: Raw -1080490.560017 + Penalty 4317.515384 = -1076173.044633 nChanged 10 SP:Iteration 110Q (80960.170000 sec): 3 clusters Score: Raw -1080493.768238 + Penalty 4317.515384 = -1076176.252854 nChanged 11 SP:Iteration 111Q (80960.390000 sec): 3 clusters Score: Raw -1080498.953947 + Penalty 4317.515384 = -1076181.438562 nChanged 20 SP:Iteration 112Q (80960.610000 sec): 3 clusters Score: Raw -1080504.988242 + Penalty 4317.515384 = -1076187.472858 nChanged 14 SP:Iteration 113Q (80960.760000 sec): 3 clusters Score: Raw -1080508.853794 + Penalty 4317.515384 = -1076191.338410 nChanged 16 SP:Iteration 114Q (80960.970000 sec): 3 clusters Score: Raw -1080514.651640 + Penalty 4317.515384 = -1076197.136256 nChanged 13 SP:Iteration 115Q (80961.220000 sec): 3 clusters Score: Raw -1080518.046427 + Penalty 4317.515384 = -1076200.531042 nChanged 14 SP:Iteration 116Q (80961.400000 sec): 3 clusters Score: Raw -1080521.979737 + Penalty 4317.515384 = -1076204.464352 nChanged 11 SP:Iteration 117Q (80961.590000 sec): 3 clusters Score: Raw -1080525.079198 + Penalty 4317.515384 = -1076207.563814 nChanged 12 SP:Iteration 118Q (80961.770000 sec): 3 clusters Score: Raw -1080529.573728 + Penalty 4317.515384 = -1076212.058343 nChanged 11 SP:Iteration 119Q (80961.980000 sec): 3 clusters Score: Raw -1080535.839693 + Penalty 4317.515384 = -1076218.324309 nChanged 17 SP:Iteration 120F (80962.230000 sec): 3 clusters Score: Raw -1080542.178033 + Penalty 4317.515384 = -1076224.662649 nChanged 21 SP:Iteration 121Q (80962.450000 sec): 3 clusters Score: Raw -1080550.789440 + Penalty 4317.515384 = -1076233.274055 nChanged 28 SP:Iteration 122Q (80962.670000 sec): 3 clusters Score: Raw -1080560.717391 + Penalty 4317.515384 = -1076243.202006 nChanged 19 SP:Iteration 123Q (80962.910000 sec): 3 clusters Score: Raw -1080569.484186 + Penalty 4317.515384 = -1076251.968802 nChanged 22 SP:Iteration 124Q (80963.140000 sec): 3 clusters Score: Raw -1080576.422458 + Penalty 4317.515384 = -1076258.907073 nChanged 23 SP:Iteration 125Q (80963.370000 sec): 3 clusters Score: Raw -1080583.845628 + Penalty 4317.515384 = -1076266.330244 nChanged 20 SP:Iteration 126Q (80963.580000 sec): 3 clusters Score: Raw -1080589.319480 + Penalty 4317.515384 = -1076271.804096 nChanged 9 SP:Iteration 127Q (80963.830000 sec): 3 clusters Score: Raw -1080592.472085 + Penalty 4317.515384 = -1076274.956701 nChanged 9 SP:Iteration 128Q (80964.040000 sec): 3 clusters Score: Raw -1080594.966495 + Penalty 4317.515384 = -1076277.451111 nChanged 5 SP:Iteration 129Q (80964.310000 sec): 3 clusters Score: Raw -1080596.822366 + Penalty 4317.515384 = -1076279.306982 nChanged 9 SP:Iteration 130Q (80964.510000 sec): 3 clusters Score: Raw -1080599.717305 + Penalty 4317.515384 = -1076282.201921 nChanged 10 SP:Iteration 131Q (80964.700000 sec): 3 clusters Score: Raw -1080602.657870 + Penalty 4317.515384 = -1076285.142486 nChanged 17 SP:Iteration 132Q (80964.910000 sec): 3 clusters Score: Raw -1080609.905861 + Penalty 4317.515384 = -1076292.390476 nChanged 24 SP:Iteration 133Q (80965.150000 sec): 3 clusters Score: Raw -1080618.258190 + Penalty 4317.515384 = -1076300.742805 nChanged 24 SP:Iteration 134Q (80965.350000 sec): 3 clusters Score: Raw -1080627.375690 + Penalty 4317.515384 = -1076309.860306 nChanged 19 SP:Iteration 135Q (80965.550000 sec): 3 clusters Score: Raw -1080633.017232 + Penalty 4317.515384 = -1076315.501847 nChanged 13 SP:Iteration 136Q (80965.790000 sec): 3 clusters Score: Raw -1080639.009223 + Penalty 4317.515384 = -1076321.493838 nChanged 17 SP:Iteration 137Q (80966.050000 sec): 3 clusters Score: Raw -1080645.108172 + Penalty 4317.515384 = -1076327.592788 nChanged 17 SP:Iteration 138Q (80966.240000 sec): 3 clusters Score: Raw -1080650.926869 + Penalty 4317.515384 = -1076333.411485 nChanged 12 SP:Iteration 139Q (80966.450000 sec): 3 clusters Score: Raw -1080654.655644 + Penalty 4317.515384 = -1076337.140260 nChanged 10 SP:Iteration 140F (80966.670000 sec): 3 clusters Score: Raw -1080657.270572 + Penalty 4317.515384 = -1076339.755188 nChanged 11 SP:Iteration 141Q (80966.910000 sec): 3 clusters Score: Raw -1080661.914193 + Penalty 4317.515384 = -1076344.398809 nChanged 10 SP:Iteration 142Q (80967.150000 sec): 3 clusters Score: Raw -1080665.891037 + Penalty 4317.515384 = -1076348.375653 nChanged 9 SP:Iteration 143Q (80967.370000 sec): 3 clusters Score: Raw -1080669.515275 + Penalty 4317.515384 = -1076351.999891 nChanged 14 SP:Iteration 144Q (80967.570000 sec): 3 clusters Score: Raw -1080672.827986 + Penalty 4317.515384 = -1076355.312602 nChanged 10 SP:Iteration 145Q (80967.830000 sec): 3 clusters Score: Raw -1080676.354086 + Penalty 4317.515384 = -1076358.838701 nChanged 8 SP:Iteration 146Q (80968.030000 sec): 3 clusters Score: Raw -1080679.191336 + Penalty 4317.515384 = -1076361.675952 nChanged 6 SP:Iteration 147Q (80968.290000 sec): 3 clusters Score: Raw -1080681.193590 + Penalty 4317.515384 = -1076363.678206 nChanged 8 SP:Iteration 148Q (80968.470000 sec): 3 clusters Score: Raw -1080683.105434 + Penalty 4317.515384 = -1076365.590050 nChanged 3 SP:Iteration 149Q (80968.710000 sec): 3 clusters Score: Raw -1080684.372198 + Penalty 4317.515384 = -1076366.856814 nChanged 4 SP:Iteration 150Q (80968.950000 sec): 3 clusters Score: Raw -1080685.821831 + Penalty 4317.515384 = -1076368.306446 nChanged 6 SP:Iteration 151Q (80969.150000 sec): 3 clusters Score: Raw -1080688.023651 + Penalty 4317.515384 = -1076370.508267 nChanged 5 SP:Iteration 152Q (80969.360000 sec): 3 clusters Score: Raw -1080689.713228 + Penalty 4317.515384 = -1076372.197843 nChanged 7 SP:Iteration 153Q (80969.540000 sec): 3 clusters Score: Raw -1080693.020707 + Penalty 4317.515384 = -1076375.505322 nChanged 9 SP:Iteration 154Q (80969.760000 sec): 3 clusters Score: Raw -1080696.753523 + Penalty 4317.515384 = -1076379.238139 nChanged 4 SP:Iteration 155Q (80969.920000 sec): 3 clusters Score: Raw -1080698.167430 + Penalty 4317.515384 = -1076380.652046 nChanged 5 SP:Iteration 156Q (80970.120000 sec): 3 clusters Score: Raw -1080699.684426 + Penalty 4317.515384 = -1076382.169042 nChanged 2 SP:Iteration 157Q (80970.330000 sec): 3 clusters Score: Raw -1080700.694114 + Penalty 4317.515384 = -1076383.178730 nChanged 3 SP:Iteration 158Q (80970.580000 sec): 3 clusters Score: Raw -1080701.951273 + Penalty 4317.515384 = -1076384.435889 nChanged 5 SP:Iteration 159Q (80970.810000 sec): 3 clusters Score: Raw -1080703.424820 + Penalty 4317.515384 = -1076385.909436 nChanged 1 SP:Iteration 160F (80971.010000 sec): 3 clusters Score: Raw -1080703.635117 + Penalty 4317.515384 = -1076386.119732 nChanged 1 SP:Iteration 161Q (80971.200000 sec): 3 clusters Score: Raw -1080703.867461 + Penalty 4317.515384 = -1076386.352076 nChanged 1 SP:Iteration 162Q (80971.450000 sec): 3 clusters Score: Raw -1080704.043524 + Penalty 4317.515384 = -1076386.528139 nChanged 0 SP:Iteration 163F (80971.630000 sec): 3 clusters Score: Raw -1080704.043524 + Penalty 4317.515384 = -1076386.528139 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (159299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80972.460000 sec): 2 clusters Score: Raw -29127531.981704 + Penalty 2970.677478 = -29124561.304226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80973.480000 sec): 3 clusters Score: Raw -29023384.617879 + Penalty 5941.354956 = -29017443.262923 nChanged 76389 SP:Iteration 1F (80974.470000 sec): 3 clusters Score: Raw -29068419.460818 + Penalty 5941.354956 = -29062478.105861 nChanged 5117 SP:Iteration 2Q (80975.590000 sec): 3 clusters Score: Raw -29069722.269986 + Penalty 5941.354956 = -29063780.915030 nChanged 5746 SP:Iteration 3Q (80976.700000 sec): 3 clusters Score: Raw -29071489.836339 + Penalty 5941.354956 = -29065548.481383 nChanged 6732 SP:Iteration 4Q (80977.790000 sec): 3 clusters Score: Raw -29074151.502092 + Penalty 5941.354956 = -29068210.147136 nChanged 8229 SP:Iteration 5F (80978.780000 sec): 3 clusters Score: Raw -29078550.775837 + Penalty 5941.354956 = -29072609.420881 nChanged 10262 SP:Iteration 6F (80979.810000 sec): 3 clusters Score: Raw -29085784.936324 + Penalty 5941.354956 = -29079843.581368 nChanged 11674 SP:Iteration 7F (80980.910000 sec): 3 clusters Score: Raw -29095875.096538 + Penalty 5941.354956 = -29089933.741581 nChanged 11022 SP:Iteration 8F (80981.930000 sec): 3 clusters Score: Raw -29106166.645738 + Penalty 5941.354956 = -29100225.290782 nChanged 8593 SP:Iteration 9F (80982.950000 sec): 3 clusters Score: Raw -29113999.328934 + Penalty 5941.354956 = -29108057.973977 nChanged 5885 SP:Iteration 10Q (80984.010000 sec): 3 clusters Score: Raw -29118866.521214 + Penalty 5941.354956 = -29112925.166258 nChanged 4079 SP:Iteration 11Q (80984.910000 sec): 3 clusters Score: Raw -29121920.055102 + Penalty 5941.354956 = -29115978.700146 nChanged 2894 SP:Iteration 12Q (80985.870000 sec): 3 clusters Score: Raw -29123919.753515 + Penalty 5941.354956 = -29117978.398559 nChanged 2069 SP:Iteration 13Q (80986.760000 sec): 3 clusters Score: Raw -29125239.193313 + Penalty 5941.354956 = -29119297.838357 nChanged 1431 SP:Iteration 14Q (80987.690000 sec): 3 clusters Score: Raw -29126088.724760 + Penalty 5941.354956 = -29120147.369804 nChanged 982 SP:Iteration 15Q (80988.570000 sec): 3 clusters Score: Raw -29126666.362954 + Penalty 5941.354956 = -29120725.007998 nChanged 651 SP:Iteration 16Q (80989.490000 sec): 3 clusters Score: Raw -29127044.404895 + Penalty 5941.354956 = -29121103.049939 nChanged 449 SP:Iteration 17Q (80990.350000 sec): 3 clusters Score: Raw -29127315.298337 + Penalty 5941.354956 = -29121373.943381 nChanged 284 SP:Iteration 18Q (80991.200000 sec): 3 clusters Score: Raw -29127495.049419 + Penalty 5941.354956 = -29121553.694463 nChanged 220 SP:Iteration 19Q (80992.050000 sec): 3 clusters Score: Raw -29127634.266014 + Penalty 5941.354956 = -29121692.911057 nChanged 148 SP:Iteration 20F (80993.110000 sec): 3 clusters Score: Raw -29127727.258370 + Penalty 5941.354956 = -29121785.903414 nChanged 108 SP:Iteration 21Q (80993.960000 sec): 3 clusters Score: Raw -29127804.232954 + Penalty 5941.354956 = -29121862.877997 nChanged 98 SP:Iteration 22Q (80994.780000 sec): 3 clusters Score: Raw -29127870.078359 + Penalty 5941.354956 = -29121928.723403 nChanged 63 SP:Iteration 23Q (80995.620000 sec): 3 clusters Score: Raw -29127915.256665 + Penalty 5941.354956 = -29121973.901708 nChanged 62 SP:Iteration 24Q (80996.500000 sec): 3 clusters Score: Raw -29127959.160399 + Penalty 5941.354956 = -29122017.805442 nChanged 55 SP:Iteration 25Q (80997.360000 sec): 3 clusters Score: Raw -29127990.086432 + Penalty 5941.354956 = -29122048.731475 nChanged 46 SP:Iteration 26Q (80998.240000 sec): 3 clusters Score: Raw -29128018.982296 + Penalty 5941.354956 = -29122077.627340 nChanged 36 SP:Iteration 27Q (80999.160000 sec): 3 clusters Score: Raw -29128042.058778 + Penalty 5941.354956 = -29122100.703822 nChanged 29 SP:Iteration 28Q (81000.020000 sec): 3 clusters Score: Raw -29128059.548166 + Penalty 5941.354956 = -29122118.193210 nChanged 25 SP:Iteration 29Q (81000.820000 sec): 3 clusters Score: Raw -29128073.305322 + Penalty 5941.354956 = -29122131.950366 nChanged 23 SP:Iteration 30Q (81001.650000 sec): 3 clusters Score: Raw -29128087.129302 + Penalty 5941.354956 = -29122145.774346 nChanged 22 SP:Iteration 31Q (81002.460000 sec): 3 clusters Score: Raw -29128100.344521 + Penalty 5941.354956 = -29122158.989564 nChanged 22 SP:Iteration 32Q (81003.280000 sec): 3 clusters Score: Raw -29128114.133866 + Penalty 5941.354956 = -29122172.778910 nChanged 21 SP:Iteration 33Q (81004.140000 sec): 3 clusters Score: Raw -29128127.443025 + Penalty 5941.354956 = -29122186.088069 nChanged 22 SP:Iteration 34Q (81005.010000 sec): 3 clusters Score: Raw -29128138.480811 + Penalty 5941.354956 = -29122197.125855 nChanged 15 SP:Iteration 35Q (81005.900000 sec): 3 clusters Score: Raw -29128146.551369 + Penalty 5941.354956 = -29122205.196413 nChanged 15 SP:Iteration 36Q (81006.780000 sec): 3 clusters Score: Raw -29128154.204513 + Penalty 5941.354956 = -29122212.849557 nChanged 17 SP:Iteration 37Q (81007.630000 sec): 3 clusters Score: Raw -29128163.696713 + Penalty 5941.354956 = -29122222.341756 nChanged 12 SP:Iteration 38Q (81008.540000 sec): 3 clusters Score: Raw -29128171.606821 + Penalty 5941.354956 = -29122230.251865 nChanged 15 SP:Iteration 39Q (81009.410000 sec): 3 clusters Score: Raw -29128179.223451 + Penalty 5941.354956 = -29122237.868495 nChanged 14 SP:Iteration 40F (81010.430000 sec): 3 clusters Score: Raw -29128186.159159 + Penalty 5941.354956 = -29122244.804202 nChanged 8 SP:Iteration 41Q (81011.290000 sec): 3 clusters Score: Raw -29128191.143852 + Penalty 5941.354956 = -29122249.788896 nChanged 8 SP:Iteration 42Q (81012.220000 sec): 3 clusters Score: Raw -29128195.098114 + Penalty 5941.354956 = -29122253.743158 nChanged 7 SP:Iteration 43Q (81013.120000 sec): 3 clusters Score: Raw -29128198.053341 + Penalty 5941.354956 = -29122256.698385 nChanged 5 SP:Iteration 44Q (81014.040000 sec): 3 clusters Score: Raw -29128200.855484 + Penalty 5941.354956 = -29122259.500528 nChanged 3 SP:Iteration 45Q (81014.890000 sec): 3 clusters Score: Raw -29128202.347502 + Penalty 5941.354956 = -29122260.992545 nChanged 2 SP:Iteration 46Q (81015.730000 sec): 3 clusters Score: Raw -29128203.145893 + Penalty 5941.354956 = -29122261.790937 nChanged 3 SP:Iteration 47Q (81016.510000 sec): 3 clusters Score: Raw -29128204.500791 + Penalty 5941.354956 = -29122263.145834 nChanged 3 SP:Iteration 48Q (81017.230000 sec): 3 clusters Score: Raw -29128205.706914 + Penalty 5941.354956 = -29122264.351958 nChanged 1 SP:Iteration 49Q (81018.010000 sec): 3 clusters Score: Raw -29128206.011742 + Penalty 5941.354956 = -29122264.656786 nChanged 0 SP:Iteration 50F (81018.920000 sec): 3 clusters Score: Raw -29128206.011742 + Penalty 5941.354956 = -29122264.656786 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81019.040000 sec): 2 clusters Score: Raw -212700.138650 + Penalty 1747.784271 = -210952.354379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81019.220000 sec): 3 clusters Score: Raw -212393.609153 + Penalty 3495.568542 = -208898.040612 nChanged 298 SP:Iteration 1F (81019.430000 sec): 3 clusters Score: Raw -212712.180476 + Penalty 3495.568542 = -209216.611934 nChanged 75 SP:Iteration 2F (81019.590000 sec): 3 clusters Score: Raw -212802.728886 + Penalty 3495.568542 = -209307.160344 nChanged 45 SP:Iteration 3Q (81019.790000 sec): 3 clusters Score: Raw -212861.352050 + Penalty 3495.568542 = -209365.783508 nChanged 21 SP:Iteration 4Q (81020.040000 sec): 3 clusters Score: Raw -212891.361943 + Penalty 3495.568542 = -209395.793401 nChanged 16 SP:Iteration 5Q (81020.190000 sec): 3 clusters Score: Raw -212912.224366 + Penalty 3495.568542 = -209416.655824 nChanged 9 SP:Iteration 6Q (81020.360000 sec): 3 clusters Score: Raw -212927.856744 + Penalty 3495.568542 = -209432.288203 nChanged 11 SP:Iteration 7Q (81020.580000 sec): 3 clusters Score: Raw -212941.745022 + Penalty 3495.568542 = -209446.176480 nChanged 7 SP:Iteration 8Q (81020.710000 sec): 3 clusters Score: Raw -212949.459673 + Penalty 3495.568542 = -209453.891131 nChanged 4 SP:Iteration 9Q (81020.900000 sec): 3 clusters Score: Raw -212953.802675 + Penalty 3495.568542 = -209458.234133 nChanged 1 SP:Iteration 10Q (81021.070000 sec): 3 clusters Score: Raw -212954.437451 + Penalty 3495.568542 = -209458.868909 nChanged 0 SP:Iteration 11F (81021.290000 sec): 3 clusters Score: Raw -212954.437451 + Penalty 3495.568542 = -209458.868909 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81021.380000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81021.540000 sec): 3 clusters Score: Raw -111765.859548 + Penalty 3234.958028 = -108530.901520 nChanged 159 SP:Iteration 1F (81021.710000 sec): 3 clusters Score: Raw -111975.304594 + Penalty 3234.958028 = -108740.346566 nChanged 45 SP:Iteration 2F (81021.850000 sec): 3 clusters Score: Raw -112067.008018 + Penalty 3234.958028 = -108832.049990 nChanged 27 SP:Iteration 3Q (81022.020000 sec): 3 clusters Score: Raw -112109.405147 + Penalty 3234.958028 = -108874.447119 nChanged 16 SP:Iteration 4Q (81022.180000 sec): 3 clusters Score: Raw -112132.421707 + Penalty 3234.958028 = -108897.463679 nChanged 6 SP:Iteration 5Q (81022.340000 sec): 3 clusters Score: Raw -112140.558340 + Penalty 3234.958028 = -108905.600313 nChanged 6 SP:Iteration 6Q (81022.550000 sec): 3 clusters Score: Raw -112148.984655 + Penalty 3234.958028 = -108914.026627 nChanged 4 SP:Iteration 7Q (81022.710000 sec): 3 clusters Score: Raw -112152.245317 + Penalty 3234.958028 = -108917.287289 nChanged 4 SP:Iteration 8Q (81022.850000 sec): 3 clusters Score: Raw -112158.228932 + Penalty 3234.958028 = -108923.270905 nChanged 5 SP:Iteration 9Q (81023.030000 sec): 3 clusters Score: Raw -112164.670590 + Penalty 3234.958028 = -108929.712562 nChanged 3 SP:Iteration 10Q (81023.200000 sec): 3 clusters Score: Raw -112167.188604 + Penalty 3234.958028 = -108932.230576 nChanged 1 SP:Iteration 11Q (81023.340000 sec): 3 clusters Score: Raw -112168.172517 + Penalty 3234.958028 = -108933.214489 nChanged 2 SP:Iteration 12Q (81023.480000 sec): 3 clusters Score: Raw -112170.022230 + Penalty 3234.958028 = -108935.064202 nChanged 2 SP:Iteration 13Q (81023.670000 sec): 3 clusters Score: Raw -112172.511111 + Penalty 3234.958028 = -108937.553083 nChanged 1 SP:Iteration 14Q (81023.880000 sec): 3 clusters Score: Raw -112173.229319 + Penalty 3234.958028 = -108938.271291 nChanged 0 SP:Iteration 15F (81024.070000 sec): 3 clusters Score: Raw -112173.229319 + Penalty 3234.958028 = -108938.271291 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81024.230000 sec): 2 clusters Score: Raw -2284498.735604 + Penalty 2345.888951 = -2282152.846654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81024.470000 sec): 3 clusters Score: Raw -2277388.625988 + Penalty 4691.777901 = -2272696.848086 nChanged 5438 SP:Iteration 1F (81024.730000 sec): 3 clusters Score: Raw -2280331.126176 + Penalty 4691.777901 = -2275639.348275 nChanged 781 SP:Iteration 2F (81024.920000 sec): 3 clusters Score: Raw -2280685.441303 + Penalty 4691.777901 = -2275993.663401 nChanged 667 SP:Iteration 3F (81025.230000 sec): 3 clusters Score: Raw -2280988.524885 + Penalty 4691.777901 = -2276296.746983 nChanged 596 SP:Iteration 4Q (81025.490000 sec): 3 clusters Score: Raw -2281279.162103 + Penalty 4691.777901 = -2276587.384201 nChanged 550 SP:Iteration 5Q (81025.800000 sec): 3 clusters Score: Raw -2281535.761886 + Penalty 4691.777901 = -2276843.983984 nChanged 502 SP:Iteration 6Q (81026.050000 sec): 3 clusters Score: Raw -2281786.330407 + Penalty 4691.777901 = -2277094.552505 nChanged 514 SP:Iteration 7Q (81026.310000 sec): 3 clusters Score: Raw -2282050.169375 + Penalty 4691.777901 = -2277358.391473 nChanged 524 SP:Iteration 8Q (81026.590000 sec): 3 clusters Score: Raw -2282349.596706 + Penalty 4691.777901 = -2277657.818804 nChanged 523 SP:Iteration 9Q (81026.870000 sec): 3 clusters Score: Raw -2282660.265492 + Penalty 4691.777901 = -2277968.487591 nChanged 490 SP:Iteration 10Q (81027.120000 sec): 3 clusters Score: Raw -2283007.350582 + Penalty 4691.777901 = -2278315.572680 nChanged 445 SP:Iteration 11Q (81027.400000 sec): 3 clusters Score: Raw -2283300.119614 + Penalty 4691.777901 = -2278608.341713 nChanged 357 SP:Iteration 12Q (81027.660000 sec): 3 clusters Score: Raw -2283543.986137 + Penalty 4691.777901 = -2278852.208236 nChanged 334 SP:Iteration 13Q (81027.900000 sec): 3 clusters Score: Raw -2283760.415823 + Penalty 4691.777901 = -2279068.637922 nChanged 251 SP:Iteration 14Q (81028.170000 sec): 3 clusters Score: Raw -2283914.469301 + Penalty 4691.777901 = -2279222.691400 nChanged 231 SP:Iteration 15Q (81028.440000 sec): 3 clusters Score: Raw -2284044.067038 + Penalty 4691.777901 = -2279352.289136 nChanged 182 SP:Iteration 16Q (81028.630000 sec): 3 clusters Score: Raw -2284146.897327 + Penalty 4691.777901 = -2279455.119426 nChanged 161 SP:Iteration 17Q (81028.890000 sec): 3 clusters Score: Raw -2284237.409090 + Penalty 4691.777901 = -2279545.631188 nChanged 113 SP:Iteration 18Q (81029.130000 sec): 3 clusters Score: Raw -2284294.077089 + Penalty 4691.777901 = -2279602.299187 nChanged 93 SP:Iteration 19Q (81029.360000 sec): 3 clusters Score: Raw -2284336.090227 + Penalty 4691.777901 = -2279644.312326 nChanged 77 SP:Iteration 20F (81029.580000 sec): 3 clusters Score: Raw -2284375.201912 + Penalty 4691.777901 = -2279683.424011 nChanged 77 SP:Iteration 21Q (81029.820000 sec): 3 clusters Score: Raw -2284419.559693 + Penalty 4691.777901 = -2279727.781792 nChanged 69 SP:Iteration 22Q (81030.070000 sec): 3 clusters Score: Raw -2284459.991444 + Penalty 4691.777901 = -2279768.213543 nChanged 56 SP:Iteration 23Q (81030.330000 sec): 3 clusters Score: Raw -2284493.274284 + Penalty 4691.777901 = -2279801.496383 nChanged 62 SP:Iteration 24Q (81030.610000 sec): 3 clusters Score: Raw -2284527.043824 + Penalty 4691.777901 = -2279835.265923 nChanged 55 SP:Iteration 25Q (81030.840000 sec): 3 clusters Score: Raw -2284561.678441 + Penalty 4691.777901 = -2279869.900540 nChanged 48 SP:Iteration 26Q (81031.160000 sec): 3 clusters Score: Raw -2284592.000043 + Penalty 4691.777901 = -2279900.222142 nChanged 41 SP:Iteration 27Q (81031.400000 sec): 3 clusters Score: Raw -2284617.886519 + Penalty 4691.777901 = -2279926.108618 nChanged 44 SP:Iteration 28Q (81031.710000 sec): 3 clusters Score: Raw -2284646.574508 + Penalty 4691.777901 = -2279954.796607 nChanged 40 SP:Iteration 29Q (81031.970000 sec): 3 clusters Score: Raw -2284668.598928 + Penalty 4691.777901 = -2279976.821027 nChanged 26 SP:Iteration 30Q (81032.300000 sec): 3 clusters Score: Raw -2284684.115120 + Penalty 4691.777901 = -2279992.337218 nChanged 20 SP:Iteration 31Q (81032.510000 sec): 3 clusters Score: Raw -2284695.688972 + Penalty 4691.777901 = -2280003.911071 nChanged 16 SP:Iteration 32Q (81032.820000 sec): 3 clusters Score: Raw -2284705.809602 + Penalty 4691.777901 = -2280014.031700 nChanged 11 SP:Iteration 33Q (81033.120000 sec): 3 clusters Score: Raw -2284713.667534 + Penalty 4691.777901 = -2280021.889632 nChanged 8 SP:Iteration 34Q (81033.360000 sec): 3 clusters Score: Raw -2284718.576957 + Penalty 4691.777901 = -2280026.799056 nChanged 8 SP:Iteration 35Q (81033.640000 sec): 3 clusters Score: Raw -2284725.070047 + Penalty 4691.777901 = -2280033.292146 nChanged 9 SP:Iteration 36Q (81033.900000 sec): 3 clusters Score: Raw -2284730.294941 + Penalty 4691.777901 = -2280038.517040 nChanged 8 SP:Iteration 37Q (81034.140000 sec): 3 clusters Score: Raw -2284733.722045 + Penalty 4691.777901 = -2280041.944144 nChanged 3 SP:Iteration 38Q (81034.410000 sec): 3 clusters Score: Raw -2284735.761484 + Penalty 4691.777901 = -2280043.983583 nChanged 5 SP:Iteration 39Q (81034.700000 sec): 3 clusters Score: Raw -2284740.439013 + Penalty 4691.777901 = -2280048.661112 nChanged 9 SP:Iteration 40F (81034.980000 sec): 3 clusters Score: Raw -2284749.315721 + Penalty 4691.777901 = -2280057.537820 nChanged 14 SP:Iteration 41Q (81035.170000 sec): 3 clusters Score: Raw -2284758.227941 + Penalty 4691.777901 = -2280066.450040 nChanged 8 SP:Iteration 42Q (81035.470000 sec): 3 clusters Score: Raw -2284764.963544 + Penalty 4691.777901 = -2280073.185642 nChanged 8 SP:Iteration 43Q (81035.700000 sec): 3 clusters Score: Raw -2284773.051855 + Penalty 4691.777901 = -2280081.273954 nChanged 10 SP:Iteration 44Q (81036.030000 sec): 3 clusters Score: Raw -2284783.897929 + Penalty 4691.777901 = -2280092.120028 nChanged 9 SP:Iteration 45Q (81036.270000 sec): 3 clusters Score: Raw -2284793.968599 + Penalty 4691.777901 = -2280102.190698 nChanged 9 SP:Iteration 46Q (81036.530000 sec): 3 clusters Score: Raw -2284803.030166 + Penalty 4691.777901 = -2280111.252265 nChanged 16 SP:Iteration 47Q (81036.800000 sec): 3 clusters Score: Raw -2284817.376108 + Penalty 4691.777901 = -2280125.598206 nChanged 8 SP:Iteration 48Q (81037.050000 sec): 3 clusters Score: Raw -2284823.747732 + Penalty 4691.777901 = -2280131.969830 nChanged 5 SP:Iteration 49Q (81037.280000 sec): 3 clusters Score: Raw -2284826.293724 + Penalty 4691.777901 = -2280134.515822 nChanged 4 SP:Iteration 50Q (81037.570000 sec): 3 clusters Score: Raw -2284828.467903 + Penalty 4691.777901 = -2280136.690002 nChanged 8 SP:Iteration 51Q (81037.810000 sec): 3 clusters Score: Raw -2284834.563704 + Penalty 4691.777901 = -2280142.785803 nChanged 8 SP:Iteration 52Q (81038.020000 sec): 3 clusters Score: Raw -2284840.234349 + Penalty 4691.777901 = -2280148.456448 nChanged 8 SP:Iteration 53Q (81038.270000 sec): 3 clusters Score: Raw -2284845.355889 + Penalty 4691.777901 = -2280153.577988 nChanged 11 SP:Iteration 54Q (81038.490000 sec): 3 clusters Score: Raw -2284853.691593 + Penalty 4691.777901 = -2280161.913692 nChanged 8 SP:Iteration 55Q (81038.740000 sec): 3 clusters Score: Raw -2284860.935953 + Penalty 4691.777901 = -2280169.158052 nChanged 8 SP:Iteration 56Q (81038.970000 sec): 3 clusters Score: Raw -2284865.857079 + Penalty 4691.777901 = -2280174.079178 nChanged 4 SP:Iteration 57Q (81039.220000 sec): 3 clusters Score: Raw -2284868.863175 + Penalty 4691.777901 = -2280177.085274 nChanged 4 SP:Iteration 58Q (81039.490000 sec): 3 clusters Score: Raw -2284873.123512 + Penalty 4691.777901 = -2280181.345611 nChanged 3 SP:Iteration 59Q (81039.720000 sec): 3 clusters Score: Raw -2284874.347450 + Penalty 4691.777901 = -2280182.569549 nChanged 1 SP:Iteration 60F (81039.990000 sec): 3 clusters Score: Raw -2284874.779992 + Penalty 4691.777901 = -2280183.002090 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81040.070000 sec): 2 clusters Score: Raw -36522.109471 + Penalty 1353.977208 = -35168.132263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81040.260000 sec): 3 clusters Score: Raw -36754.949141 + Penalty 2707.954415 = -34046.994725 nChanged 29 SP:Iteration 1F (81040.420000 sec): 3 clusters Score: Raw -36842.982183 + Penalty 2707.954415 = -34135.027768 nChanged 5 SP:Iteration 2Q (81040.600000 sec): 3 clusters Score: Raw -36861.893838 + Penalty 2707.954415 = -34153.939423 nChanged 6 SP:Iteration 3Q (81040.820000 sec): 3 clusters Score: Raw -36898.784605 + Penalty 2707.954415 = -34190.830190 nChanged 2 SP:Iteration 4Q (81040.990000 sec): 3 clusters Score: Raw -36901.160348 + Penalty 2707.954415 = -34193.205933 nChanged 0 SP:Iteration 5F (81041.190000 sec): 3 clusters Score: Raw -36901.160348 + Penalty 2707.954415 = -34193.205933 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81041.260000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81041.430000 sec): 3 clusters Score: Raw -63637.665236 + Penalty 2939.755309 = -60697.909927 nChanged 40 SP:Iteration 1F (81041.610000 sec): 3 clusters Score: Raw -63751.890906 + Penalty 2939.755309 = -60812.135597 nChanged 12 SP:Iteration 2Q (81041.800000 sec): 3 clusters Score: Raw -63789.056448 + Penalty 2939.755309 = -60849.301139 nChanged 6 SP:Iteration 3Q (81042.060000 sec): 3 clusters Score: Raw -63807.401020 + Penalty 2939.755309 = -60867.645711 nChanged 2 SP:Iteration 4Q (81042.230000 sec): 3 clusters Score: Raw -63813.808583 + Penalty 2939.755309 = -60874.053274 nChanged 0 SP:Iteration 5F (81042.410000 sec): 3 clusters Score: Raw -63813.808583 + Penalty 2939.755309 = -60874.053274 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81042.670000 sec): 2 clusters Score: Raw -5405070.376864 + Penalty 2540.517692 = -5402529.859172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81043.010000 sec): 3 clusters Score: Raw -5388229.114229 + Penalty 5081.035384 = -5383148.078845 nChanged 12682 SP:Iteration 1F (81043.390000 sec): 3 clusters Score: Raw -5395169.163033 + Penalty 5081.035384 = -5390088.127649 nChanged 1371 SP:Iteration 2Q (81043.760000 sec): 3 clusters Score: Raw -5395622.377719 + Penalty 5081.035384 = -5390541.342335 nChanged 1233 SP:Iteration 3Q (81044.090000 sec): 3 clusters Score: Raw -5396041.493026 + Penalty 5081.035384 = -5390960.457642 nChanged 1203 SP:Iteration 4Q (81044.400000 sec): 3 clusters Score: Raw -5396501.460989 + Penalty 5081.035384 = -5391420.425605 nChanged 1276 SP:Iteration 5Q (81044.750000 sec): 3 clusters Score: Raw -5397080.623676 + Penalty 5081.035384 = -5391999.588291 nChanged 1504 SP:Iteration 6F (81045.090000 sec): 3 clusters Score: Raw -5397900.799318 + Penalty 5081.035384 = -5392819.763933 nChanged 1670 SP:Iteration 7F (81045.440000 sec): 3 clusters Score: Raw -5398935.182574 + Penalty 5081.035384 = -5393854.147190 nChanged 1720 SP:Iteration 8F (81045.800000 sec): 3 clusters Score: Raw -5400178.587144 + Penalty 5081.035384 = -5395097.551760 nChanged 1676 SP:Iteration 9F (81046.150000 sec): 3 clusters Score: Raw -5401520.146132 + Penalty 5081.035384 = -5396439.110748 nChanged 1528 SP:Iteration 10F (81046.480000 sec): 3 clusters Score: Raw -5402799.692434 + Penalty 5081.035384 = -5397718.657050 nChanged 1119 SP:Iteration 11Q (81046.820000 sec): 3 clusters Score: Raw -5403771.300085 + Penalty 5081.035384 = -5398690.264701 nChanged 764 SP:Iteration 12Q (81047.170000 sec): 3 clusters Score: Raw -5404436.321511 + Penalty 5081.035384 = -5399355.286127 nChanged 422 SP:Iteration 13Q (81047.500000 sec): 3 clusters Score: Raw -5404825.078778 + Penalty 5081.035384 = -5399744.043393 nChanged 209 SP:Iteration 14Q (81047.800000 sec): 3 clusters Score: Raw -5405017.991391 + Penalty 5081.035384 = -5399936.956007 nChanged 136 SP:Iteration 15Q (81048.130000 sec): 3 clusters Score: Raw -5405149.573177 + Penalty 5081.035384 = -5400068.537793 nChanged 78 SP:Iteration 16Q (81048.440000 sec): 3 clusters Score: Raw -5405229.650788 + Penalty 5081.035384 = -5400148.615404 nChanged 38 SP:Iteration 17Q (81048.760000 sec): 3 clusters Score: Raw -5405274.638209 + Penalty 5081.035384 = -5400193.602825 nChanged 25 SP:Iteration 18Q (81049.040000 sec): 3 clusters Score: Raw -5405303.045003 + Penalty 5081.035384 = -5400222.009619 nChanged 21 SP:Iteration 19Q (81049.340000 sec): 3 clusters Score: Raw -5405328.094806 + Penalty 5081.035384 = -5400247.059422 nChanged 9 SP:Iteration 20F (81049.680000 sec): 3 clusters Score: Raw -5405337.388830 + Penalty 5081.035384 = -5400256.353446 nChanged 8 SP:Iteration 21Q (81049.970000 sec): 3 clusters Score: Raw -5405345.264122 + Penalty 5081.035384 = -5400264.228738 nChanged 5 SP:Iteration 22Q (81050.250000 sec): 3 clusters Score: Raw -5405353.045751 + Penalty 5081.035384 = -5400272.010367 nChanged 6 SP:Iteration 23Q (81050.510000 sec): 3 clusters Score: Raw -5405357.948951 + Penalty 5081.035384 = -5400276.913567 nChanged 3 SP:Iteration 24Q (81050.830000 sec): 3 clusters Score: Raw -5405359.701537 + Penalty 5081.035384 = -5400278.666153 nChanged 4 SP:Iteration 25Q (81051.130000 sec): 3 clusters Score: Raw -5405364.660794 + Penalty 5081.035384 = -5400283.625410 nChanged 3 SP:Iteration 26Q (81051.380000 sec): 3 clusters Score: Raw -5405366.313468 + Penalty 5081.035384 = -5400285.278084 nChanged 3 SP:Iteration 27Q (81051.670000 sec): 3 clusters Score: Raw -5405368.257125 + Penalty 5081.035384 = -5400287.221741 nChanged 1 SP:Iteration 28Q (81051.980000 sec): 3 clusters Score: Raw -5405369.624176 + Penalty 5081.035384 = -5400288.588792 nChanged 1 SP:Iteration 29Q (81052.310000 sec): 3 clusters Score: Raw -5405370.096152 + Penalty 5081.035384 = -5400289.060768 nChanged 0 SP:Iteration 30F (81052.600000 sec): 3 clusters Score: Raw -5405370.096152 + Penalty 5081.035384 = -5400289.060768 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81052.790000 sec): 2 clusters Score: Raw -196560.783282 + Penalty 1729.902654 = -194830.880628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81052.940000 sec): 3 clusters Score: Raw -196284.245659 + Penalty 3459.805308 = -192824.440351 nChanged 292 SP:Iteration 1F (81053.130000 sec): 3 clusters Score: Raw -196621.857264 + Penalty 3459.805308 = -193162.051956 nChanged 77 SP:Iteration 2F (81053.350000 sec): 3 clusters Score: Raw -196768.498474 + Penalty 3459.805308 = -193308.693166 nChanged 48 SP:Iteration 3Q (81053.520000 sec): 3 clusters Score: Raw -196858.235253 + Penalty 3459.805308 = -193398.429945 nChanged 39 SP:Iteration 4Q (81053.750000 sec): 3 clusters Score: Raw -196957.031461 + Penalty 3459.805308 = -193497.226153 nChanged 45 SP:Iteration 5Q (81053.900000 sec): 3 clusters Score: Raw -197087.342847 + Penalty 3459.805308 = -193627.537539 nChanged 41 SP:Iteration 6Q (81054.100000 sec): 3 clusters Score: Raw -197214.636352 + Penalty 3459.805308 = -193754.831044 nChanged 48 SP:Iteration 7Q (81054.300000 sec): 3 clusters Score: Raw -197329.018959 + Penalty 3459.805308 = -193869.213651 nChanged 40 SP:Iteration 8Q (81054.520000 sec): 3 clusters Score: Raw -197425.869477 + Penalty 3459.805308 = -193966.064169 nChanged 38 SP:Iteration 9Q (81054.690000 sec): 3 clusters Score: Raw -197513.445706 + Penalty 3459.805308 = -194053.640398 nChanged 44 SP:Iteration 10Q (81054.900000 sec): 3 clusters Score: Raw -197596.853399 + Penalty 3459.805308 = -194137.048091 nChanged 29 SP:Iteration 11Q (81055.130000 sec): 3 clusters Score: Raw -197660.823477 + Penalty 3459.805308 = -194201.018169 nChanged 23 SP:Iteration 12Q (81055.290000 sec): 3 clusters Score: Raw -197701.138521 + Penalty 3459.805308 = -194241.333213 nChanged 11 SP:Iteration 13Q (81055.480000 sec): 3 clusters Score: Raw -197718.139291 + Penalty 3459.805308 = -194258.333983 nChanged 7 SP:Iteration 14Q (81055.700000 sec): 3 clusters Score: Raw -197727.179128 + Penalty 3459.805308 = -194267.373820 nChanged 8 SP:Iteration 15Q (81055.890000 sec): 3 clusters Score: Raw -197741.791711 + Penalty 3459.805308 = -194281.986403 nChanged 4 SP:Iteration 16Q (81056.070000 sec): 3 clusters Score: Raw -197748.296028 + Penalty 3459.805308 = -194288.490720 nChanged 5 SP:Iteration 17Q (81056.240000 sec): 3 clusters Score: Raw -197754.043523 + Penalty 3459.805308 = -194294.238215 nChanged 2 SP:Iteration 18Q (81056.400000 sec): 3 clusters Score: Raw -197761.953400 + Penalty 3459.805308 = -194302.148091 nChanged 4 SP:Iteration 19Q (81056.570000 sec): 3 clusters Score: Raw -197768.633172 + Penalty 3459.805308 = -194308.827864 nChanged 3 SP:Iteration 20F (81056.760000 sec): 3 clusters Score: Raw -197774.196708 + Penalty 3459.805308 = -194314.391400 nChanged 4 SP:Iteration 21Q (81056.950000 sec): 3 clusters Score: Raw -197779.618131 + Penalty 3459.805308 = -194319.812823 nChanged 1 SP:Iteration 22Q (81057.180000 sec): 3 clusters Score: Raw -197781.227870 + Penalty 3459.805308 = -194321.422562 nChanged 1 SP:Iteration 23Q (81057.330000 sec): 3 clusters Score: Raw -197782.420012 + Penalty 3459.805308 = -194322.614704 nChanged 0 SP:Iteration 24F (81057.540000 sec): 3 clusters Score: Raw -197782.420012 + Penalty 3459.805308 = -194322.614704 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81057.600000 sec): 2 clusters Score: Raw -22147.723635 + Penalty 1352.919637 = -20794.803998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81057.830000 sec): 3 clusters Score: Raw -22489.258824 + Penalty 2705.839273 = -19783.419551 nChanged 36 SP:Iteration 1F (81058.020000 sec): 3 clusters Score: Raw -22664.041262 + Penalty 2705.839273 = -19958.201988 nChanged 12 SP:Iteration 2F (81058.180000 sec): 3 clusters Score: Raw -22720.881160 + Penalty 2705.839273 = -20015.041887 nChanged 4 SP:Iteration 3Q (81058.360000 sec): 3 clusters Score: Raw -22789.642727 + Penalty 2705.839273 = -20083.803453 nChanged 3 SP:Iteration 4Q (81058.570000 sec): 3 clusters Score: Raw -22805.776814 + Penalty 2705.839273 = -20099.937540 nChanged 2 SP:Iteration 5Q (81058.800000 sec): 3 clusters Score: Raw -22813.859893 + Penalty 2705.839273 = -20108.020620 nChanged 1 SP:Iteration 6Q (81058.960000 sec): 3 clusters Score: Raw -22816.085422 + Penalty 2705.839273 = -20110.246148 nChanged 0 SP:Iteration 7F (81059.160000 sec): 3 clusters Score: Raw -22816.085422 + Penalty 2705.839273 = -20110.246148 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81059.290000 sec): 2 clusters Score: Raw -423074.866235 + Penalty 1937.870927 = -421136.995308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81059.450000 sec): 3 clusters Score: Raw -422091.566376 + Penalty 3875.741855 = -418215.824521 nChanged 825 SP:Iteration 1F (81059.630000 sec): 3 clusters Score: Raw -422691.083516 + Penalty 3875.741855 = -418815.341662 nChanged 204 SP:Iteration 2F (81059.840000 sec): 3 clusters Score: Raw -422891.249392 + Penalty 3875.741855 = -419015.507537 nChanged 161 SP:Iteration 3F (81060.040000 sec): 3 clusters Score: Raw -423092.401342 + Penalty 3875.741855 = -419216.659487 nChanged 136 SP:Iteration 4F (81060.190000 sec): 3 clusters Score: Raw -423268.708417 + Penalty 3875.741855 = -419392.966563 nChanged 126 SP:Iteration 5F (81060.390000 sec): 3 clusters Score: Raw -423467.751681 + Penalty 3875.741855 = -419592.009826 nChanged 119 SP:Iteration 6Q (81060.570000 sec): 3 clusters Score: Raw -423651.813179 + Penalty 3875.741855 = -419776.071324 nChanged 115 SP:Iteration 7Q (81060.760000 sec): 3 clusters Score: Raw -423792.187021 + Penalty 3875.741855 = -419916.445166 nChanged 89 SP:Iteration 8Q (81060.900000 sec): 3 clusters Score: Raw -423895.139044 + Penalty 3875.741855 = -420019.397189 nChanged 76 SP:Iteration 9Q (81061.120000 sec): 3 clusters Score: Raw -423966.101864 + Penalty 3875.741855 = -420090.360009 nChanged 51 SP:Iteration 10Q (81061.320000 sec): 3 clusters Score: Raw -424015.146466 + Penalty 3875.741855 = -420139.404611 nChanged 45 SP:Iteration 11Q (81061.560000 sec): 3 clusters Score: Raw -424062.471614 + Penalty 3875.741855 = -420186.729760 nChanged 42 SP:Iteration 12Q (81061.740000 sec): 3 clusters Score: Raw -424106.465554 + Penalty 3875.741855 = -420230.723699 nChanged 31 SP:Iteration 13Q (81061.920000 sec): 3 clusters Score: Raw -424133.435131 + Penalty 3875.741855 = -420257.693276 nChanged 32 SP:Iteration 14Q (81062.130000 sec): 3 clusters Score: Raw -424153.870604 + Penalty 3875.741855 = -420278.128749 nChanged 16 SP:Iteration 15Q (81062.280000 sec): 3 clusters Score: Raw -424165.824423 + Penalty 3875.741855 = -420290.082568 nChanged 16 SP:Iteration 16Q (81062.450000 sec): 3 clusters Score: Raw -424178.794649 + Penalty 3875.741855 = -420303.052794 nChanged 14 SP:Iteration 17Q (81062.690000 sec): 3 clusters Score: Raw -424186.665383 + Penalty 3875.741855 = -420310.923528 nChanged 10 SP:Iteration 18Q (81062.900000 sec): 3 clusters Score: Raw -424191.341679 + Penalty 3875.741855 = -420315.599824 nChanged 4 SP:Iteration 19Q (81063.120000 sec): 3 clusters Score: Raw -424194.709304 + Penalty 3875.741855 = -420318.967449 nChanged 2 SP:Iteration 20F (81063.290000 sec): 3 clusters Score: Raw -424195.379722 + Penalty 3875.741855 = -420319.637867 nChanged 1 SP:Iteration 21Q (81063.470000 sec): 3 clusters Score: Raw -424196.331885 + Penalty 3875.741855 = -420320.590030 nChanged 4 SP:Iteration 22Q (81063.660000 sec): 3 clusters Score: Raw -424198.600716 + Penalty 3875.741855 = -420322.858861 nChanged 3 SP:Iteration 23Q (81063.890000 sec): 3 clusters Score: Raw -424199.649680 + Penalty 3875.741855 = -420323.907825 nChanged 1 SP:Iteration 24Q (81064.060000 sec): 3 clusters Score: Raw -424200.141497 + Penalty 3875.741855 = -420324.399642 nChanged 1 SP:Iteration 25Q (81064.290000 sec): 3 clusters Score: Raw -424200.864273 + Penalty 3875.741855 = -420325.122418 nChanged 4 SP:Iteration 26Q (81064.520000 sec): 3 clusters Score: Raw -424203.160083 + Penalty 3875.741855 = -420327.418228 nChanged 3 SP:Iteration 27Q (81064.690000 sec): 3 clusters Score: Raw -424204.208801 + Penalty 3875.741855 = -420328.466947 nChanged 4 SP:Iteration 28Q (81064.880000 sec): 3 clusters Score: Raw -424206.043572 + Penalty 3875.741855 = -420330.301718 nChanged 1 SP:Iteration 29Q (81065.070000 sec): 3 clusters Score: Raw -424206.513719 + Penalty 3875.741855 = -420330.771864 nChanged 1 SP:Iteration 30Q (81065.270000 sec): 3 clusters Score: Raw -424206.862140 + Penalty 3875.741855 = -420331.120285 nChanged 0 SP:Iteration 31F (81065.460000 sec): 3 clusters Score: Raw -424206.862140 + Penalty 3875.741855 = -420331.120285 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81065.550000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81065.730000 sec): 3 clusters Score: Raw -209710.890043 + Penalty 3485.107697 = -206225.782346 nChanged 313 SP:Iteration 1F (81065.970000 sec): 3 clusters Score: Raw -210068.898405 + Penalty 3485.107697 = -206583.790708 nChanged 83 SP:Iteration 2F (81066.110000 sec): 3 clusters Score: Raw -210180.850026 + Penalty 3485.107697 = -206695.742329 nChanged 53 SP:Iteration 3Q (81066.370000 sec): 3 clusters Score: Raw -210248.117973 + Penalty 3485.107697 = -206763.010276 nChanged 34 SP:Iteration 4Q (81066.530000 sec): 3 clusters Score: Raw -210289.261368 + Penalty 3485.107697 = -206804.153671 nChanged 21 SP:Iteration 5Q (81066.760000 sec): 3 clusters Score: Raw -210315.016294 + Penalty 3485.107697 = -206829.908596 nChanged 12 SP:Iteration 6Q (81066.940000 sec): 3 clusters Score: Raw -210327.327778 + Penalty 3485.107697 = -206842.220080 nChanged 10 SP:Iteration 7Q (81067.140000 sec): 3 clusters Score: Raw -210335.719733 + Penalty 3485.107697 = -206850.612036 nChanged 11 SP:Iteration 8Q (81067.310000 sec): 3 clusters Score: Raw -210346.990970 + Penalty 3485.107697 = -206861.883273 nChanged 11 SP:Iteration 9Q (81067.520000 sec): 3 clusters Score: Raw -210363.286445 + Penalty 3485.107697 = -206878.178748 nChanged 16 SP:Iteration 10Q (81067.670000 sec): 3 clusters Score: Raw -210385.972266 + Penalty 3485.107697 = -206900.864569 nChanged 9 SP:Iteration 11Q (81067.870000 sec): 3 clusters Score: Raw -210394.702041 + Penalty 3485.107697 = -206909.594344 nChanged 7 SP:Iteration 12Q (81068.100000 sec): 3 clusters Score: Raw -210412.671496 + Penalty 3485.107697 = -206927.563799 nChanged 7 SP:Iteration 13Q (81068.280000 sec): 3 clusters Score: Raw -210421.243388 + Penalty 3485.107697 = -206936.135690 nChanged 2 SP:Iteration 14Q (81068.500000 sec): 3 clusters Score: Raw -210422.086041 + Penalty 3485.107697 = -206936.978344 nChanged 3 SP:Iteration 15Q (81068.700000 sec): 3 clusters Score: Raw -210424.747775 + Penalty 3485.107697 = -206939.640078 nChanged 5 SP:Iteration 16Q (81068.900000 sec): 3 clusters Score: Raw -210429.326730 + Penalty 3485.107697 = -206944.219033 nChanged 5 SP:Iteration 17Q (81069.100000 sec): 3 clusters Score: Raw -210434.641113 + Penalty 3485.107697 = -206949.533416 nChanged 2 SP:Iteration 18Q (81069.280000 sec): 3 clusters Score: Raw -210435.773685 + Penalty 3485.107697 = -206950.665988 nChanged 4 SP:Iteration 19Q (81069.500000 sec): 3 clusters Score: Raw -210440.309774 + Penalty 3485.107697 = -206955.202077 nChanged 3 SP:Iteration 20F (81069.640000 sec): 3 clusters Score: Raw -210443.282103 + Penalty 3485.107697 = -206958.174405 nChanged 3 SP:Iteration 21Q (81069.800000 sec): 3 clusters Score: Raw -210445.802760 + Penalty 3485.107697 = -206960.695063 nChanged 3 SP:Iteration 22Q (81070.010000 sec): 3 clusters Score: Raw -210449.220446 + Penalty 3485.107697 = -206964.112749 nChanged 1 SP:Iteration 23Q (81070.160000 sec): 3 clusters Score: Raw -210450.697809 + Penalty 3485.107697 = -206965.590112 nChanged 3 SP:Iteration 24Q (81070.340000 sec): 3 clusters Score: Raw -210456.018786 + Penalty 3485.107697 = -206970.911089 nChanged 0 SP:Iteration 25F (81070.510000 sec): 3 clusters Score: Raw -210456.018786 + Penalty 3485.107697 = -206970.911089 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81070.620000 sec): 2 clusters Score: Raw -24946.312347 + Penalty 1329.600457 = -23616.711890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81070.840000 sec): 3 clusters Score: Raw -25401.367979 + Penalty 2659.200914 = -22742.167065 nChanged 42 SP:Iteration 1F (81071.050000 sec): 3 clusters Score: Raw -25804.203856 + Penalty 2659.200914 = -23145.002942 nChanged 13 SP:Iteration 2F (81071.220000 sec): 3 clusters Score: Raw -25955.098081 + Penalty 2659.200914 = -23295.897166 nChanged 6 SP:Iteration 3Q (81071.370000 sec): 3 clusters Score: Raw -26046.548672 + Penalty 2659.200914 = -23387.347758 nChanged 2 SP:Iteration 4Q (81071.560000 sec): 3 clusters Score: Raw -26075.122288 + Penalty 2659.200914 = -23415.921374 nChanged 1 SP:Iteration 5Q (81071.730000 sec): 3 clusters Score: Raw -26081.450851 + Penalty 2659.200914 = -23422.249936 nChanged 0 SP:Iteration 6F (81071.910000 sec): 3 clusters Score: Raw -26081.450851 + Penalty 2659.200914 = -23422.249936 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81072.040000 sec): 2 clusters Score: Raw -629857.955935 + Penalty 2032.237366 = -627825.718568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81072.290000 sec): 3 clusters Score: Raw -628257.324074 + Penalty 4064.474733 = -624192.849341 nChanged 1326 SP:Iteration 1F (81072.450000 sec): 3 clusters Score: Raw -629121.691592 + Penalty 4064.474733 = -625057.216859 nChanged 313 SP:Iteration 2F (81072.660000 sec): 3 clusters Score: Raw -629397.974396 + Penalty 4064.474733 = -625333.499663 nChanged 265 SP:Iteration 3F (81072.890000 sec): 3 clusters Score: Raw -629653.755315 + Penalty 4064.474733 = -625589.280582 nChanged 232 SP:Iteration 4F (81073.100000 sec): 3 clusters Score: Raw -629878.875557 + Penalty 4064.474733 = -625814.400824 nChanged 200 SP:Iteration 5F (81073.320000 sec): 3 clusters Score: Raw -630054.523955 + Penalty 4064.474733 = -625990.049222 nChanged 161 SP:Iteration 6Q (81073.500000 sec): 3 clusters Score: Raw -630208.296034 + Penalty 4064.474733 = -626143.821301 nChanged 147 SP:Iteration 7Q (81073.710000 sec): 3 clusters Score: Raw -630337.843661 + Penalty 4064.474733 = -626273.368928 nChanged 125 SP:Iteration 8Q (81073.930000 sec): 3 clusters Score: Raw -630432.795443 + Penalty 4064.474733 = -626368.320710 nChanged 92 SP:Iteration 9Q (81074.090000 sec): 3 clusters Score: Raw -630497.359314 + Penalty 4064.474733 = -626432.884581 nChanged 59 SP:Iteration 10Q (81074.310000 sec): 3 clusters Score: Raw -630533.108580 + Penalty 4064.474733 = -626468.633847 nChanged 50 SP:Iteration 11Q (81074.490000 sec): 3 clusters Score: Raw -630563.224579 + Penalty 4064.474733 = -626498.749846 nChanged 28 SP:Iteration 12Q (81074.680000 sec): 3 clusters Score: Raw -630579.296729 + Penalty 4064.474733 = -626514.821997 nChanged 31 SP:Iteration 13Q (81074.890000 sec): 3 clusters Score: Raw -630598.159245 + Penalty 4064.474733 = -626533.684512 nChanged 34 SP:Iteration 14Q (81075.090000 sec): 3 clusters Score: Raw -630618.653502 + Penalty 4064.474733 = -626554.178769 nChanged 30 SP:Iteration 15Q (81075.290000 sec): 3 clusters Score: Raw -630639.979312 + Penalty 4064.474733 = -626575.504579 nChanged 26 SP:Iteration 16Q (81075.510000 sec): 3 clusters Score: Raw -630656.218087 + Penalty 4064.474733 = -626591.743354 nChanged 27 SP:Iteration 17Q (81075.680000 sec): 3 clusters Score: Raw -630671.770284 + Penalty 4064.474733 = -626607.295551 nChanged 21 SP:Iteration 18Q (81075.840000 sec): 3 clusters Score: Raw -630686.421208 + Penalty 4064.474733 = -626621.946475 nChanged 22 SP:Iteration 19Q (81076.010000 sec): 3 clusters Score: Raw -630701.976071 + Penalty 4064.474733 = -626637.501338 nChanged 20 SP:Iteration 20F (81076.240000 sec): 3 clusters Score: Raw -630714.429523 + Penalty 4064.474733 = -626649.954791 nChanged 12 SP:Iteration 21Q (81076.440000 sec): 3 clusters Score: Raw -630722.326928 + Penalty 4064.474733 = -626657.852195 nChanged 14 SP:Iteration 22Q (81076.630000 sec): 3 clusters Score: Raw -630730.085333 + Penalty 4064.474733 = -626665.610601 nChanged 7 SP:Iteration 23Q (81076.850000 sec): 3 clusters Score: Raw -630734.087834 + Penalty 4064.474733 = -626669.613101 nChanged 4 SP:Iteration 24Q (81077.010000 sec): 3 clusters Score: Raw -630739.135588 + Penalty 4064.474733 = -626674.660855 nChanged 6 SP:Iteration 25Q (81077.270000 sec): 3 clusters Score: Raw -630742.993619 + Penalty 4064.474733 = -626678.518886 nChanged 6 SP:Iteration 26Q (81077.490000 sec): 3 clusters Score: Raw -630746.553944 + Penalty 4064.474733 = -626682.079211 nChanged 6 SP:Iteration 27Q (81077.660000 sec): 3 clusters Score: Raw -630748.975400 + Penalty 4064.474733 = -626684.500667 nChanged 1 SP:Iteration 28Q (81077.880000 sec): 3 clusters Score: Raw -630750.279416 + Penalty 4064.474733 = -626685.804683 nChanged 5 SP:Iteration 29Q (81078.090000 sec): 3 clusters Score: Raw -630752.007263 + Penalty 4064.474733 = -626687.532530 nChanged 2 SP:Iteration 30Q (81078.280000 sec): 3 clusters Score: Raw -630752.547564 + Penalty 4064.474733 = -626688.072832 nChanged 0 SP:Iteration 31F (81078.440000 sec): 3 clusters Score: Raw -630752.547564 + Penalty 4064.474733 = -626688.072832 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81078.570000 sec): 2 clusters Score: Raw -99596.091752 + Penalty 1582.270389 = -98013.821363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81078.730000 sec): 3 clusters Score: Raw -99623.871260 + Penalty 3164.540778 = -96459.330482 nChanged 125 SP:Iteration 1F (81078.950000 sec): 3 clusters Score: Raw -99863.521978 + Penalty 3164.540778 = -96698.981200 nChanged 36 SP:Iteration 2F (81079.110000 sec): 3 clusters Score: Raw -99949.177420 + Penalty 3164.540778 = -96784.636642 nChanged 17 SP:Iteration 3Q (81079.260000 sec): 3 clusters Score: Raw -99975.284080 + Penalty 3164.540778 = -96810.743302 nChanged 10 SP:Iteration 4Q (81079.470000 sec): 3 clusters Score: Raw -99988.735469 + Penalty 3164.540778 = -96824.194691 nChanged 2 SP:Iteration 5Q (81079.640000 sec): 3 clusters Score: Raw -99991.072067 + Penalty 3164.540778 = -96826.531289 nChanged 1 SP:Iteration 6Q (81079.810000 sec): 3 clusters Score: Raw -99992.596939 + Penalty 3164.540778 = -96828.056161 nChanged 0 SP:Iteration 7F (81080.030000 sec): 3 clusters Score: Raw -99992.596939 + Penalty 3164.540778 = -96828.056161 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81080.150000 sec): 2 clusters Score: Raw -821814.819480 + Penalty 2089.256108 = -819725.563371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81080.430000 sec): 3 clusters Score: Raw -819627.426210 + Penalty 4178.512216 = -815448.913994 nChanged 1700 SP:Iteration 1F (81080.610000 sec): 3 clusters Score: Raw -820566.854086 + Penalty 4178.512216 = -816388.341870 nChanged 331 SP:Iteration 2F (81080.810000 sec): 3 clusters Score: Raw -820757.776129 + Penalty 4178.512216 = -816579.263913 nChanged 230 SP:Iteration 3F (81081.040000 sec): 3 clusters Score: Raw -820885.294703 + Penalty 4178.512216 = -816706.782486 nChanged 181 SP:Iteration 4Q (81081.210000 sec): 3 clusters Score: Raw -820981.437279 + Penalty 4178.512216 = -816802.925062 nChanged 133 SP:Iteration 5Q (81081.430000 sec): 3 clusters Score: Raw -821042.686737 + Penalty 4178.512216 = -816864.174521 nChanged 103 SP:Iteration 6Q (81081.610000 sec): 3 clusters Score: Raw -821085.466440 + Penalty 4178.512216 = -816906.954224 nChanged 79 SP:Iteration 7Q (81081.820000 sec): 3 clusters Score: Raw -821119.974831 + Penalty 4178.512216 = -816941.462614 nChanged 73 SP:Iteration 8Q (81082.070000 sec): 3 clusters Score: Raw -821151.316460 + Penalty 4178.512216 = -816972.804244 nChanged 66 SP:Iteration 9Q (81082.230000 sec): 3 clusters Score: Raw -821181.248289 + Penalty 4178.512216 = -817002.736073 nChanged 63 SP:Iteration 10Q (81082.460000 sec): 3 clusters Score: Raw -821211.087361 + Penalty 4178.512216 = -817032.575145 nChanged 68 SP:Iteration 11Q (81082.650000 sec): 3 clusters Score: Raw -821242.873258 + Penalty 4178.512216 = -817064.361041 nChanged 66 SP:Iteration 12Q (81082.860000 sec): 3 clusters Score: Raw -821267.687917 + Penalty 4178.512216 = -817089.175701 nChanged 51 SP:Iteration 13Q (81083.060000 sec): 3 clusters Score: Raw -821286.372477 + Penalty 4178.512216 = -817107.860261 nChanged 45 SP:Iteration 14Q (81083.290000 sec): 3 clusters Score: Raw -821307.536889 + Penalty 4178.512216 = -817129.024673 nChanged 34 SP:Iteration 15Q (81083.480000 sec): 3 clusters Score: Raw -821318.480850 + Penalty 4178.512216 = -817139.968633 nChanged 32 SP:Iteration 16Q (81083.690000 sec): 3 clusters Score: Raw -821330.018909 + Penalty 4178.512216 = -817151.506693 nChanged 24 SP:Iteration 17Q (81083.900000 sec): 3 clusters Score: Raw -821337.298959 + Penalty 4178.512216 = -817158.786742 nChanged 26 SP:Iteration 18Q (81084.100000 sec): 3 clusters Score: Raw -821347.553868 + Penalty 4178.512216 = -817169.041652 nChanged 25 SP:Iteration 19Q (81084.270000 sec): 3 clusters Score: Raw -821358.371169 + Penalty 4178.512216 = -817179.858952 nChanged 38 SP:Iteration 20F (81084.470000 sec): 3 clusters Score: Raw -821377.479782 + Penalty 4178.512216 = -817198.967566 nChanged 39 SP:Iteration 21Q (81084.730000 sec): 3 clusters Score: Raw -821399.418145 + Penalty 4178.512216 = -817220.905928 nChanged 49 SP:Iteration 22Q (81084.920000 sec): 3 clusters Score: Raw -821420.625021 + Penalty 4178.512216 = -817242.112805 nChanged 48 SP:Iteration 23Q (81085.160000 sec): 3 clusters Score: Raw -821439.656452 + Penalty 4178.512216 = -817261.144235 nChanged 46 SP:Iteration 24Q (81085.360000 sec): 3 clusters Score: Raw -821460.498995 + Penalty 4178.512216 = -817281.986779 nChanged 53 SP:Iteration 25Q (81085.570000 sec): 3 clusters Score: Raw -821485.454298 + Penalty 4178.512216 = -817306.942081 nChanged 46 SP:Iteration 26Q (81085.770000 sec): 3 clusters Score: Raw -821505.821277 + Penalty 4178.512216 = -817327.309060 nChanged 43 SP:Iteration 27Q (81085.920000 sec): 3 clusters Score: Raw -821525.048059 + Penalty 4178.512216 = -817346.535843 nChanged 51 SP:Iteration 28Q (81086.170000 sec): 3 clusters Score: Raw -821547.507936 + Penalty 4178.512216 = -817368.995720 nChanged 54 SP:Iteration 29Q (81086.380000 sec): 3 clusters Score: Raw -821573.326638 + Penalty 4178.512216 = -817394.814422 nChanged 49 SP:Iteration 30Q (81086.570000 sec): 3 clusters Score: Raw -821593.501473 + Penalty 4178.512216 = -817414.989256 nChanged 51 SP:Iteration 31Q (81086.820000 sec): 3 clusters Score: Raw -821616.607173 + Penalty 4178.512216 = -817438.094956 nChanged 55 SP:Iteration 32Q (81087.020000 sec): 3 clusters Score: Raw -821646.455937 + Penalty 4178.512216 = -817467.943721 nChanged 59 SP:Iteration 33Q (81087.220000 sec): 3 clusters Score: Raw -821675.294542 + Penalty 4178.512216 = -817496.782325 nChanged 66 SP:Iteration 34Q (81087.440000 sec): 3 clusters Score: Raw -821711.134207 + Penalty 4178.512216 = -817532.621991 nChanged 60 SP:Iteration 35Q (81087.650000 sec): 3 clusters Score: Raw -821740.317923 + Penalty 4178.512216 = -817561.805706 nChanged 56 SP:Iteration 36Q (81087.880000 sec): 3 clusters Score: Raw -821767.864008 + Penalty 4178.512216 = -817589.351792 nChanged 47 SP:Iteration 37Q (81088.080000 sec): 3 clusters Score: Raw -821784.753744 + Penalty 4178.512216 = -817606.241528 nChanged 36 SP:Iteration 38Q (81088.300000 sec): 3 clusters Score: Raw -821797.316249 + Penalty 4178.512216 = -817618.804032 nChanged 34 SP:Iteration 39Q (81088.510000 sec): 3 clusters Score: Raw -821811.152076 + Penalty 4178.512216 = -817632.639859 nChanged 36 SP:Iteration 40F (81088.660000 sec): 3 clusters Score: Raw -821830.864035 + Penalty 4178.512216 = -817652.351818 nChanged 41 SP:Iteration 41Q (81088.860000 sec): 3 clusters Score: Raw -821848.258616 + Penalty 4178.512216 = -817669.746400 nChanged 31 SP:Iteration 42Q (81089.070000 sec): 3 clusters Score: Raw -821861.136791 + Penalty 4178.512216 = -817682.624575 nChanged 29 SP:Iteration 43Q (81089.320000 sec): 3 clusters Score: Raw -821872.530629 + Penalty 4178.512216 = -817694.018413 nChanged 29 SP:Iteration 44Q (81089.480000 sec): 3 clusters Score: Raw -821883.243071 + Penalty 4178.512216 = -817704.730854 nChanged 20 SP:Iteration 45Q (81089.690000 sec): 3 clusters Score: Raw -821890.040024 + Penalty 4178.512216 = -817711.527807 nChanged 18 SP:Iteration 46Q (81089.890000 sec): 3 clusters Score: Raw -821894.194920 + Penalty 4178.512216 = -817715.682704 nChanged 10 SP:Iteration 47Q (81090.100000 sec): 3 clusters Score: Raw -821897.643325 + Penalty 4178.512216 = -817719.131108 nChanged 7 SP:Iteration 48Q (81090.300000 sec): 3 clusters Score: Raw -821900.427577 + Penalty 4178.512216 = -817721.915360 nChanged 8 SP:Iteration 49Q (81090.530000 sec): 3 clusters Score: Raw -821902.067365 + Penalty 4178.512216 = -817723.555149 nChanged 3 SP:Iteration 50Q (81090.740000 sec): 3 clusters Score: Raw -821903.124383 + Penalty 4178.512216 = -817724.612166 nChanged 5 SP:Iteration 51Q (81090.910000 sec): 3 clusters Score: Raw -821904.974301 + Penalty 4178.512216 = -817726.462085 nChanged 7 SP:Iteration 52Q (81091.120000 sec): 3 clusters Score: Raw -821906.540281 + Penalty 4178.512216 = -817728.028064 nChanged 6 SP:Iteration 53Q (81091.320000 sec): 3 clusters Score: Raw -821908.661166 + Penalty 4178.512216 = -817730.148949 nChanged 10 SP:Iteration 54Q (81091.540000 sec): 3 clusters Score: Raw -821913.910589 + Penalty 4178.512216 = -817735.398372 nChanged 14 SP:Iteration 55Q (81091.780000 sec): 3 clusters Score: Raw -821918.581404 + Penalty 4178.512216 = -817740.069187 nChanged 10 SP:Iteration 56Q (81092.010000 sec): 3 clusters Score: Raw -821923.696565 + Penalty 4178.512216 = -817745.184348 nChanged 16 SP:Iteration 57Q (81092.190000 sec): 3 clusters Score: Raw -821930.627400 + Penalty 4178.512216 = -817752.115183 nChanged 13 SP:Iteration 58Q (81092.390000 sec): 3 clusters Score: Raw -821936.219460 + Penalty 4178.512216 = -817757.707243 nChanged 15 SP:Iteration 59Q (81092.570000 sec): 3 clusters Score: Raw -821941.906793 + Penalty 4178.512216 = -817763.394577 nChanged 15 SP:Iteration 60F (81092.770000 sec): 3 clusters Score: Raw -821947.623253 + Penalty 4178.512216 = -817769.111037 nChanged 13 SP:Iteration 61Q (81092.960000 sec): 3 clusters Score: Raw -821952.345345 + Penalty 4178.512216 = -817773.833129 nChanged 15 SP:Iteration 62Q (81093.160000 sec): 3 clusters Score: Raw -821958.822046 + Penalty 4178.512216 = -817780.309830 nChanged 12 SP:Iteration 63Q (81093.380000 sec): 3 clusters Score: Raw -821962.564644 + Penalty 4178.512216 = -817784.052427 nChanged 8 SP:Iteration 64Q (81093.600000 sec): 3 clusters Score: Raw -821965.570896 + Penalty 4178.512216 = -817787.058679 nChanged 4 SP:Iteration 65Q (81093.820000 sec): 3 clusters Score: Raw -821967.529416 + Penalty 4178.512216 = -817789.017199 nChanged 6 SP:Iteration 66Q (81094.020000 sec): 3 clusters Score: Raw -821968.774968 + Penalty 4178.512216 = -817790.262751 nChanged 1 SP:Iteration 67Q (81094.240000 sec): 3 clusters Score: Raw -821969.149302 + Penalty 4178.512216 = -817790.637085 nChanged 0 SP:Iteration 68F (81094.450000 sec): 3 clusters Score: Raw -821969.149302 + Penalty 4178.512216 = -817790.637085 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81094.520000 sec): 2 clusters Score: Raw -278606.322020 + Penalty 1839.261863 = -276767.060158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81094.700000 sec): 3 clusters Score: Raw -278077.935895 + Penalty 3678.523726 = -274399.412169 nChanged 510 SP:Iteration 1F (81094.880000 sec): 3 clusters Score: Raw -278650.752809 + Penalty 3678.523726 = -274972.229083 nChanged 161 SP:Iteration 2F (81095.050000 sec): 3 clusters Score: Raw -278856.228202 + Penalty 3678.523726 = -275177.704476 nChanged 97 SP:Iteration 3F (81095.280000 sec): 3 clusters Score: Raw -278995.765193 + Penalty 3678.523726 = -275317.241467 nChanged 80 SP:Iteration 4Q (81095.460000 sec): 3 clusters Score: Raw -279105.360326 + Penalty 3678.523726 = -275426.836601 nChanged 51 SP:Iteration 5Q (81095.640000 sec): 3 clusters Score: Raw -279167.397166 + Penalty 3678.523726 = -275488.873440 nChanged 37 SP:Iteration 6Q (81095.830000 sec): 3 clusters Score: Raw -279211.385093 + Penalty 3678.523726 = -275532.861367 nChanged 25 SP:Iteration 7Q (81096.050000 sec): 3 clusters Score: Raw -279252.387134 + Penalty 3678.523726 = -275573.863408 nChanged 24 SP:Iteration 8Q (81096.220000 sec): 3 clusters Score: Raw -279295.636214 + Penalty 3678.523726 = -275617.112488 nChanged 25 SP:Iteration 9Q (81096.370000 sec): 3 clusters Score: Raw -279334.248584 + Penalty 3678.523726 = -275655.724858 nChanged 18 SP:Iteration 10Q (81096.570000 sec): 3 clusters Score: Raw -279357.828940 + Penalty 3678.523726 = -275679.305214 nChanged 23 SP:Iteration 11Q (81096.760000 sec): 3 clusters Score: Raw -279379.503788 + Penalty 3678.523726 = -275700.980062 nChanged 13 SP:Iteration 12Q (81096.930000 sec): 3 clusters Score: Raw -279390.928904 + Penalty 3678.523726 = -275712.405178 nChanged 9 SP:Iteration 13Q (81097.140000 sec): 3 clusters Score: Raw -279397.875569 + Penalty 3678.523726 = -275719.351843 nChanged 11 SP:Iteration 14Q (81097.360000 sec): 3 clusters Score: Raw -279408.970201 + Penalty 3678.523726 = -275730.446476 nChanged 13 SP:Iteration 15Q (81097.560000 sec): 3 clusters Score: Raw -279419.028068 + Penalty 3678.523726 = -275740.504342 nChanged 12 SP:Iteration 16Q (81097.780000 sec): 3 clusters Score: Raw -279430.124805 + Penalty 3678.523726 = -275751.601079 nChanged 11 SP:Iteration 17Q (81097.980000 sec): 3 clusters Score: Raw -279439.723188 + Penalty 3678.523726 = -275761.199462 nChanged 10 SP:Iteration 18Q (81098.140000 sec): 3 clusters Score: Raw -279454.108981 + Penalty 3678.523726 = -275775.585256 nChanged 9 SP:Iteration 19Q (81098.350000 sec): 3 clusters Score: Raw -279460.997225 + Penalty 3678.523726 = -275782.473499 nChanged 5 SP:Iteration 20F (81098.530000 sec): 3 clusters Score: Raw -279462.908318 + Penalty 3678.523726 = -275784.384592 nChanged 3 SP:Iteration 21Q (81098.660000 sec): 3 clusters Score: Raw -279464.756337 + Penalty 3678.523726 = -275786.232611 nChanged 2 SP:Iteration 22Q (81098.810000 sec): 3 clusters Score: Raw -279465.866727 + Penalty 3678.523726 = -275787.343001 nChanged 1 SP:Iteration 23Q (81098.990000 sec): 3 clusters Score: Raw -279466.444483 + Penalty 3678.523726 = -275787.920757 nChanged 1 SP:Iteration 24Q (81099.170000 sec): 3 clusters Score: Raw -279466.924981 + Penalty 3678.523726 = -275788.401255 nChanged 0 SP:Iteration 25F (81099.340000 sec): 3 clusters Score: Raw -279466.924981 + Penalty 3678.523726 = -275788.401255 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81099.730000 sec): 2 clusters Score: Raw -7767550.575518 + Penalty 2638.281642 = -7764912.293876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81100.180000 sec): 3 clusters Score: Raw -7742135.955895 + Penalty 5276.563284 = -7736859.392611 nChanged 19096 SP:Iteration 1F (81100.580000 sec): 3 clusters Score: Raw -7752433.394983 + Penalty 5276.563284 = -7747156.831699 nChanged 1837 SP:Iteration 2Q (81101.000000 sec): 3 clusters Score: Raw -7753014.679770 + Penalty 5276.563284 = -7747738.116487 nChanged 1834 SP:Iteration 3Q (81101.480000 sec): 3 clusters Score: Raw -7753666.649469 + Penalty 5276.563284 = -7748390.086185 nChanged 1964 SP:Iteration 4Q (81101.920000 sec): 3 clusters Score: Raw -7754477.578317 + Penalty 5276.563284 = -7749201.015033 nChanged 2195 SP:Iteration 5F (81102.340000 sec): 3 clusters Score: Raw -7755551.647067 + Penalty 5276.563284 = -7750275.083783 nChanged 2405 SP:Iteration 6F (81102.760000 sec): 3 clusters Score: Raw -7756883.986916 + Penalty 5276.563284 = -7751607.423633 nChanged 2607 SP:Iteration 7F (81103.190000 sec): 3 clusters Score: Raw -7758563.562717 + Penalty 5276.563284 = -7753286.999433 nChanged 2693 SP:Iteration 8F (81103.650000 sec): 3 clusters Score: Raw -7760465.718416 + Penalty 5276.563284 = -7755189.155133 nChanged 2518 SP:Iteration 9F (81104.030000 sec): 3 clusters Score: Raw -7762300.799380 + Penalty 5276.563284 = -7757024.236096 nChanged 2178 SP:Iteration 10F (81104.410000 sec): 3 clusters Score: Raw -7763883.318518 + Penalty 5276.563284 = -7758606.755234 nChanged 1714 SP:Iteration 11Q (81104.790000 sec): 3 clusters Score: Raw -7765148.464030 + Penalty 5276.563284 = -7759871.900747 nChanged 1273 SP:Iteration 12Q (81105.210000 sec): 3 clusters Score: Raw -7766128.960271 + Penalty 5276.563284 = -7760852.396988 nChanged 909 SP:Iteration 13Q (81105.590000 sec): 3 clusters Score: Raw -7766827.461268 + Penalty 5276.563284 = -7761550.897984 nChanged 578 SP:Iteration 14Q (81105.940000 sec): 3 clusters Score: Raw -7767236.027975 + Penalty 5276.563284 = -7761959.464691 nChanged 370 SP:Iteration 15Q (81106.320000 sec): 3 clusters Score: Raw -7767479.775082 + Penalty 5276.563284 = -7762203.211799 nChanged 265 SP:Iteration 16Q (81106.660000 sec): 3 clusters Score: Raw -7767660.755754 + Penalty 5276.563284 = -7762384.192471 nChanged 210 SP:Iteration 17Q (81107.020000 sec): 3 clusters Score: Raw -7767792.200731 + Penalty 5276.563284 = -7762515.637448 nChanged 164 SP:Iteration 18Q (81107.430000 sec): 3 clusters Score: Raw -7767878.134233 + Penalty 5276.563284 = -7762601.570950 nChanged 95 SP:Iteration 19Q (81107.780000 sec): 3 clusters Score: Raw -7767926.514357 + Penalty 5276.563284 = -7762649.951073 nChanged 80 SP:Iteration 20F (81108.180000 sec): 3 clusters Score: Raw -7767958.875208 + Penalty 5276.563284 = -7762682.311924 nChanged 61 SP:Iteration 21Q (81108.520000 sec): 3 clusters Score: Raw -7767985.248581 + Penalty 5276.563284 = -7762708.685297 nChanged 59 SP:Iteration 22Q (81108.870000 sec): 3 clusters Score: Raw -7768009.696522 + Penalty 5276.563284 = -7762733.133238 nChanged 53 SP:Iteration 23Q (81109.290000 sec): 3 clusters Score: Raw -7768029.135868 + Penalty 5276.563284 = -7762752.572585 nChanged 36 SP:Iteration 24Q (81109.640000 sec): 3 clusters Score: Raw -7768042.075170 + Penalty 5276.563284 = -7762765.511887 nChanged 29 SP:Iteration 25Q (81110.000000 sec): 3 clusters Score: Raw -7768055.753281 + Penalty 5276.563284 = -7762779.189998 nChanged 34 SP:Iteration 26Q (81110.350000 sec): 3 clusters Score: Raw -7768068.432378 + Penalty 5276.563284 = -7762791.869095 nChanged 24 SP:Iteration 27Q (81110.690000 sec): 3 clusters Score: Raw -7768077.493522 + Penalty 5276.563284 = -7762800.930239 nChanged 21 SP:Iteration 28Q (81111.050000 sec): 3 clusters Score: Raw -7768083.966022 + Penalty 5276.563284 = -7762807.402738 nChanged 16 SP:Iteration 29Q (81111.370000 sec): 3 clusters Score: Raw -7768089.566054 + Penalty 5276.563284 = -7762813.002770 nChanged 10 SP:Iteration 30Q (81111.700000 sec): 3 clusters Score: Raw -7768092.649702 + Penalty 5276.563284 = -7762816.086419 nChanged 13 SP:Iteration 31Q (81112.120000 sec): 3 clusters Score: Raw -7768097.095093 + Penalty 5276.563284 = -7762820.531809 nChanged 10 SP:Iteration 32Q (81112.550000 sec): 3 clusters Score: Raw -7768101.030009 + Penalty 5276.563284 = -7762824.466725 nChanged 9 SP:Iteration 33Q (81112.930000 sec): 3 clusters Score: Raw -7768104.205689 + Penalty 5276.563284 = -7762827.642405 nChanged 7 SP:Iteration 34Q (81113.290000 sec): 3 clusters Score: Raw -7768106.619723 + Penalty 5276.563284 = -7762830.056439 nChanged 6 SP:Iteration 35Q (81113.650000 sec): 3 clusters Score: Raw -7768108.660586 + Penalty 5276.563284 = -7762832.097303 nChanged 6 SP:Iteration 36Q (81114.020000 sec): 3 clusters Score: Raw -7768111.841683 + Penalty 5276.563284 = -7762835.278399 nChanged 10 SP:Iteration 37Q (81114.420000 sec): 3 clusters Score: Raw -7768114.820655 + Penalty 5276.563284 = -7762838.257371 nChanged 7 SP:Iteration 38Q (81114.780000 sec): 3 clusters Score: Raw -7768117.079839 + Penalty 5276.563284 = -7762840.516555 nChanged 4 SP:Iteration 39Q (81115.150000 sec): 3 clusters Score: Raw -7768118.145080 + Penalty 5276.563284 = -7762841.581797 nChanged 7 SP:Iteration 40F (81115.590000 sec): 3 clusters Score: Raw -7768120.535515 + Penalty 5276.563284 = -7762843.972231 nChanged 8 SP:Iteration 41Q (81115.960000 sec): 3 clusters Score: Raw -7768122.759645 + Penalty 5276.563284 = -7762846.196362 nChanged 3 SP:Iteration 42Q (81116.390000 sec): 3 clusters Score: Raw -7768123.925745 + Penalty 5276.563284 = -7762847.362461 nChanged 1 SP:Iteration 43Q (81116.760000 sec): 3 clusters Score: Raw -7768124.337810 + Penalty 5276.563284 = -7762847.774527 nChanged 1 SP:Iteration 44Q (81117.200000 sec): 3 clusters Score: Raw -7768124.476795 + Penalty 5276.563284 = -7762847.913511 nChanged 0 SP:Iteration 45F (81117.580000 sec): 3 clusters Score: Raw -7768124.476795 + Penalty 5276.563284 = -7762847.913511 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81117.700000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81117.860000 sec): 3 clusters Score: Raw -233816.806613 + Penalty 3570.669895 = -230246.136718 nChanged 394 SP:Iteration 1F (81118.110000 sec): 3 clusters Score: Raw -234239.528942 + Penalty 3570.669895 = -230668.859047 nChanged 113 SP:Iteration 2F (81118.260000 sec): 3 clusters Score: Raw -234408.869124 + Penalty 3570.669895 = -230838.199229 nChanged 75 SP:Iteration 3F (81118.420000 sec): 3 clusters Score: Raw -234521.392964 + Penalty 3570.669895 = -230950.723069 nChanged 61 SP:Iteration 4Q (81118.600000 sec): 3 clusters Score: Raw -234630.444600 + Penalty 3570.669895 = -231059.774705 nChanged 59 SP:Iteration 5Q (81118.830000 sec): 3 clusters Score: Raw -234741.472118 + Penalty 3570.669895 = -231170.802223 nChanged 57 SP:Iteration 6Q (81119.000000 sec): 3 clusters Score: Raw -234831.081505 + Penalty 3570.669895 = -231260.411610 nChanged 44 SP:Iteration 7Q (81119.170000 sec): 3 clusters Score: Raw -234901.204900 + Penalty 3570.669895 = -231330.535004 nChanged 37 SP:Iteration 8Q (81119.350000 sec): 3 clusters Score: Raw -234959.712785 + Penalty 3570.669895 = -231389.042890 nChanged 30 SP:Iteration 9Q (81119.510000 sec): 3 clusters Score: Raw -235020.281157 + Penalty 3570.669895 = -231449.611262 nChanged 28 SP:Iteration 10Q (81119.700000 sec): 3 clusters Score: Raw -235055.715754 + Penalty 3570.669895 = -231485.045859 nChanged 15 SP:Iteration 11Q (81119.910000 sec): 3 clusters Score: Raw -235069.247589 + Penalty 3570.669895 = -231498.577693 nChanged 7 SP:Iteration 12Q (81120.070000 sec): 3 clusters Score: Raw -235075.808637 + Penalty 3570.669895 = -231505.138742 nChanged 4 SP:Iteration 13Q (81120.260000 sec): 3 clusters Score: Raw -235079.247751 + Penalty 3570.669895 = -231508.577855 nChanged 7 SP:Iteration 14Q (81120.420000 sec): 3 clusters Score: Raw -235085.725988 + Penalty 3570.669895 = -231515.056093 nChanged 7 SP:Iteration 15Q (81120.570000 sec): 3 clusters Score: Raw -235095.151148 + Penalty 3570.669895 = -231524.481253 nChanged 13 SP:Iteration 16Q (81120.780000 sec): 3 clusters Score: Raw -235112.572894 + Penalty 3570.669895 = -231541.902999 nChanged 14 SP:Iteration 17Q (81120.960000 sec): 3 clusters Score: Raw -235124.436170 + Penalty 3570.669895 = -231553.766274 nChanged 1 SP:Iteration 18Q (81121.120000 sec): 3 clusters Score: Raw -235125.258983 + Penalty 3570.669895 = -231554.589088 nChanged 0 SP:Iteration 19F (81121.300000 sec): 3 clusters Score: Raw -235125.258983 + Penalty 3570.669895 = -231554.589088 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81121.490000 sec): 2 clusters Score: Raw -2637901.727350 + Penalty 2377.642668 = -2635524.084682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81121.780000 sec): 3 clusters Score: Raw -2629785.813446 + Penalty 4755.285336 = -2625030.528110 nChanged 6226 SP:Iteration 1F (81122.060000 sec): 3 clusters Score: Raw -2633134.929454 + Penalty 4755.285336 = -2628379.644119 nChanged 899 SP:Iteration 2F (81122.300000 sec): 3 clusters Score: Raw -2633630.535835 + Penalty 4755.285336 = -2628875.250499 nChanged 879 SP:Iteration 3F (81122.570000 sec): 3 clusters Score: Raw -2634255.600759 + Penalty 4755.285336 = -2629500.315424 nChanged 1012 SP:Iteration 4F (81122.880000 sec): 3 clusters Score: Raw -2635056.694083 + Penalty 4755.285336 = -2630301.408747 nChanged 1112 SP:Iteration 5F (81123.180000 sec): 3 clusters Score: Raw -2636009.430275 + Penalty 4755.285336 = -2631254.144940 nChanged 1102 SP:Iteration 6F (81123.440000 sec): 3 clusters Score: Raw -2636914.878219 + Penalty 4755.285336 = -2632159.592883 nChanged 893 SP:Iteration 7F (81123.720000 sec): 3 clusters Score: Raw -2637636.993782 + Penalty 4755.285336 = -2632881.708446 nChanged 665 SP:Iteration 8Q (81124.020000 sec): 3 clusters Score: Raw -2638189.748987 + Penalty 4755.285336 = -2633434.463652 nChanged 468 SP:Iteration 9Q (81124.400000 sec): 3 clusters Score: Raw -2638573.602791 + Penalty 4755.285336 = -2633818.317456 nChanged 299 SP:Iteration 10Q (81124.680000 sec): 3 clusters Score: Raw -2638790.083211 + Penalty 4755.285336 = -2634034.797876 nChanged 198 SP:Iteration 11Q (81124.930000 sec): 3 clusters Score: Raw -2638882.826701 + Penalty 4755.285336 = -2634127.541365 nChanged 122 SP:Iteration 12Q (81125.210000 sec): 3 clusters Score: Raw -2638932.100967 + Penalty 4755.285336 = -2634176.815631 nChanged 83 SP:Iteration 13Q (81125.490000 sec): 3 clusters Score: Raw -2638957.686709 + Penalty 4755.285336 = -2634202.401373 nChanged 62 SP:Iteration 14Q (81125.730000 sec): 3 clusters Score: Raw -2638973.458780 + Penalty 4755.285336 = -2634218.173444 nChanged 45 SP:Iteration 15Q (81126.040000 sec): 3 clusters Score: Raw -2638985.360271 + Penalty 4755.285336 = -2634230.074935 nChanged 43 SP:Iteration 16Q (81126.320000 sec): 3 clusters Score: Raw -2638995.910128 + Penalty 4755.285336 = -2634240.624792 nChanged 36 SP:Iteration 17Q (81126.580000 sec): 3 clusters Score: Raw -2639004.997069 + Penalty 4755.285336 = -2634249.711733 nChanged 28 SP:Iteration 18Q (81126.900000 sec): 3 clusters Score: Raw -2639010.700204 + Penalty 4755.285336 = -2634255.414868 nChanged 16 SP:Iteration 19Q (81127.160000 sec): 3 clusters Score: Raw -2639013.224693 + Penalty 4755.285336 = -2634257.939357 nChanged 9 SP:Iteration 20F (81127.460000 sec): 3 clusters Score: Raw -2639014.597449 + Penalty 4755.285336 = -2634259.312114 nChanged 12 SP:Iteration 21Q (81127.720000 sec): 3 clusters Score: Raw -2639016.600523 + Penalty 4755.285336 = -2634261.315188 nChanged 9 SP:Iteration 22Q (81128.000000 sec): 3 clusters Score: Raw -2639017.699454 + Penalty 4755.285336 = -2634262.414119 nChanged 6 SP:Iteration 23Q (81128.240000 sec): 3 clusters Score: Raw -2639018.770899 + Penalty 4755.285336 = -2634263.485564 nChanged 8 SP:Iteration 24Q (81128.540000 sec): 3 clusters Score: Raw -2639020.085795 + Penalty 4755.285336 = -2634264.800459 nChanged 7 SP:Iteration 25Q (81128.760000 sec): 3 clusters Score: Raw -2639021.284918 + Penalty 4755.285336 = -2634265.999582 nChanged 5 SP:Iteration 26Q (81129.060000 sec): 3 clusters Score: Raw -2639021.978972 + Penalty 4755.285336 = -2634266.693636 nChanged 5 SP:Iteration 27Q (81129.270000 sec): 3 clusters Score: Raw -2639022.864410 + Penalty 4755.285336 = -2634267.579074 nChanged 5 SP:Iteration 28Q (81129.530000 sec): 3 clusters Score: Raw -2639023.529198 + Penalty 4755.285336 = -2634268.243863 nChanged 6 SP:Iteration 29Q (81129.780000 sec): 3 clusters Score: Raw -2639025.080573 + Penalty 4755.285336 = -2634269.795238 nChanged 4 SP:Iteration 30Q (81129.990000 sec): 3 clusters Score: Raw -2639025.540040 + Penalty 4755.285336 = -2634270.254705 nChanged 4 SP:Iteration 31Q (81130.230000 sec): 3 clusters Score: Raw -2639026.045475 + Penalty 4755.285336 = -2634270.760139 nChanged 3 SP:Iteration 32Q (81130.480000 sec): 3 clusters Score: Raw -2639026.332683 + Penalty 4755.285336 = -2634271.047347 nChanged 0 SP:Iteration 33F (81130.750000 sec): 3 clusters Score: Raw -2639026.332683 + Penalty 4755.285336 = -2634271.047347 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81130.840000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81131.040000 sec): 3 clusters Score: Raw -70057.626326 + Penalty 3075.452550 = -66982.173775 nChanged 94 SP:Iteration 1F (81131.210000 sec): 3 clusters Score: Raw -70259.138051 + Penalty 3075.452550 = -67183.685500 nChanged 21 SP:Iteration 2Q (81131.420000 sec): 3 clusters Score: Raw -70340.514905 + Penalty 3075.452550 = -67265.062354 nChanged 29 SP:Iteration 3F (81131.590000 sec): 3 clusters Score: Raw -70424.439433 + Penalty 3075.452550 = -67348.986883 nChanged 20 SP:Iteration 4Q (81131.800000 sec): 3 clusters Score: Raw -70520.122810 + Penalty 3075.452550 = -67444.670260 nChanged 19 SP:Iteration 5Q (81131.940000 sec): 3 clusters Score: Raw -70586.264508 + Penalty 3075.452550 = -67510.811958 nChanged 16 SP:Iteration 6Q (81132.080000 sec): 3 clusters Score: Raw -70611.229993 + Penalty 3075.452550 = -67535.777443 nChanged 18 SP:Iteration 7Q (81132.230000 sec): 3 clusters Score: Raw -70645.390530 + Penalty 3075.452550 = -67569.937980 nChanged 12 SP:Iteration 8Q (81132.440000 sec): 3 clusters Score: Raw -70661.779635 + Penalty 3075.452550 = -67586.327084 nChanged 6 SP:Iteration 9Q (81132.640000 sec): 3 clusters Score: Raw -70672.366110 + Penalty 3075.452550 = -67596.913560 nChanged 1 SP:Iteration 10Q (81132.810000 sec): 3 clusters Score: Raw -70673.590380 + Penalty 3075.452550 = -67598.137830 nChanged 0 SP:Iteration 11F (81132.980000 sec): 3 clusters Score: Raw -70673.590380 + Penalty 3075.452550 = -67598.137830 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81133.100000 sec): 2 clusters Score: Raw -154850.208894 + Penalty 1692.983215 = -153157.225679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81133.320000 sec): 3 clusters Score: Raw -154660.714948 + Penalty 3385.966431 = -151274.748517 nChanged 234 SP:Iteration 1F (81133.510000 sec): 3 clusters Score: Raw -154930.849735 + Penalty 3385.966431 = -151544.883304 nChanged 60 SP:Iteration 2F (81133.740000 sec): 3 clusters Score: Raw -155021.712488 + Penalty 3385.966431 = -151635.746057 nChanged 42 SP:Iteration 3Q (81133.900000 sec): 3 clusters Score: Raw -155082.070087 + Penalty 3385.966431 = -151696.103656 nChanged 16 SP:Iteration 4Q (81134.060000 sec): 3 clusters Score: Raw -155103.532628 + Penalty 3385.966431 = -151717.566197 nChanged 15 SP:Iteration 5Q (81134.230000 sec): 3 clusters Score: Raw -155130.883810 + Penalty 3385.966431 = -151744.917379 nChanged 13 SP:Iteration 6Q (81134.420000 sec): 3 clusters Score: Raw -155148.216068 + Penalty 3385.966431 = -151762.249637 nChanged 8 SP:Iteration 7Q (81134.640000 sec): 3 clusters Score: Raw -155156.636231 + Penalty 3385.966431 = -151770.669800 nChanged 1 SP:Iteration 8Q (81134.840000 sec): 3 clusters Score: Raw -155157.483477 + Penalty 3385.966431 = -151771.517046 nChanged 1 SP:Iteration 9Q (81135.030000 sec): 3 clusters Score: Raw -155159.895416 + Penalty 3385.966431 = -151773.928985 nChanged 2 SP:Iteration 10Q (81135.200000 sec): 3 clusters Score: Raw -155162.669277 + Penalty 3385.966431 = -151776.702846 nChanged 1 SP:Iteration 11Q (81135.400000 sec): 3 clusters Score: Raw -155166.763926 + Penalty 3385.966431 = -151780.797495 nChanged 2 SP:Iteration 12Q (81135.580000 sec): 3 clusters Score: Raw -155168.808201 + Penalty 3385.966431 = -151782.841770 nChanged 0 SP:Iteration 13F (81135.750000 sec): 3 clusters Score: Raw -155168.808201 + Penalty 3385.966431 = -151782.841770 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81136.280000 sec): 2 clusters Score: Raw -17387948.909488 + Penalty 2842.014438 = -17385106.895050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81137.000000 sec): 3 clusters Score: Raw -17327167.014277 + Penalty 5684.028876 = -17321482.985401 nChanged 44928 SP:Iteration 1F (81137.640000 sec): 3 clusters Score: Raw -17352707.575078 + Penalty 5684.028876 = -17347023.546202 nChanged 3288 SP:Iteration 2Q (81138.340000 sec): 3 clusters Score: Raw -17353537.409368 + Penalty 5684.028876 = -17347853.380493 nChanged 3299 SP:Iteration 3Q (81139.090000 sec): 3 clusters Score: Raw -17354467.651533 + Penalty 5684.028876 = -17348783.622657 nChanged 3523 SP:Iteration 4Q (81139.840000 sec): 3 clusters Score: Raw -17355618.719082 + Penalty 5684.028876 = -17349934.690207 nChanged 3759 SP:Iteration 5Q (81140.560000 sec): 3 clusters Score: Raw -17357088.692971 + Penalty 5684.028876 = -17351404.664096 nChanged 4374 SP:Iteration 6Q (81141.270000 sec): 3 clusters Score: Raw -17359156.893960 + Penalty 5684.028876 = -17353472.865085 nChanged 5080 SP:Iteration 7F (81141.980000 sec): 3 clusters Score: Raw -17362016.090260 + Penalty 5684.028876 = -17356332.061385 nChanged 5721 SP:Iteration 8F (81142.690000 sec): 3 clusters Score: Raw -17365640.335880 + Penalty 5684.028876 = -17359956.307004 nChanged 6056 SP:Iteration 9F (81143.380000 sec): 3 clusters Score: Raw -17369902.226212 + Penalty 5684.028876 = -17364218.197336 nChanged 5956 SP:Iteration 10F (81144.010000 sec): 3 clusters Score: Raw -17374526.916463 + Penalty 5684.028876 = -17368842.887587 nChanged 5285 SP:Iteration 11F (81144.680000 sec): 3 clusters Score: Raw -17378881.461844 + Penalty 5684.028876 = -17373197.432968 nChanged 4151 SP:Iteration 12Q (81145.340000 sec): 3 clusters Score: Raw -17382459.620506 + Penalty 5684.028876 = -17376775.591631 nChanged 2939 SP:Iteration 13Q (81145.920000 sec): 3 clusters Score: Raw -17385043.731647 + Penalty 5684.028876 = -17379359.702772 nChanged 1832 SP:Iteration 14Q (81146.540000 sec): 3 clusters Score: Raw -17386593.260341 + Penalty 5684.028876 = -17380909.231465 nChanged 998 SP:Iteration 15Q (81147.160000 sec): 3 clusters Score: Raw -17387408.469690 + Penalty 5684.028876 = -17381724.440815 nChanged 478 SP:Iteration 16Q (81147.760000 sec): 3 clusters Score: Raw -17387820.247990 + Penalty 5684.028876 = -17382136.219114 nChanged 228 SP:Iteration 17Q (81148.300000 sec): 3 clusters Score: Raw -17388016.918314 + Penalty 5684.028876 = -17382332.889438 nChanged 118 SP:Iteration 18Q (81148.870000 sec): 3 clusters Score: Raw -17388127.214029 + Penalty 5684.028876 = -17382443.185154 nChanged 63 SP:Iteration 19Q (81149.420000 sec): 3 clusters Score: Raw -17388185.038086 + Penalty 5684.028876 = -17382501.009210 nChanged 34 SP:Iteration 20F (81150.090000 sec): 3 clusters Score: Raw -17388221.307390 + Penalty 5684.028876 = -17382537.278515 nChanged 36 SP:Iteration 21Q (81150.640000 sec): 3 clusters Score: Raw -17388258.440498 + Penalty 5684.028876 = -17382574.411622 nChanged 11 SP:Iteration 22Q (81151.160000 sec): 3 clusters Score: Raw -17388272.414834 + Penalty 5684.028876 = -17382588.385958 nChanged 10 SP:Iteration 23Q (81151.690000 sec): 3 clusters Score: Raw -17388281.944026 + Penalty 5684.028876 = -17382597.915150 nChanged 8 SP:Iteration 24Q (81152.230000 sec): 3 clusters Score: Raw -17388288.929700 + Penalty 5684.028876 = -17382604.900825 nChanged 4 SP:Iteration 25Q (81152.760000 sec): 3 clusters Score: Raw -17388292.860562 + Penalty 5684.028876 = -17382608.831686 nChanged 7 SP:Iteration 26Q (81153.360000 sec): 3 clusters Score: Raw -17388299.036334 + Penalty 5684.028876 = -17382615.007458 nChanged 3 SP:Iteration 27Q (81153.930000 sec): 3 clusters Score: Raw -17388303.169227 + Penalty 5684.028876 = -17382619.140351 nChanged 5 SP:Iteration 28Q (81154.460000 sec): 3 clusters Score: Raw -17388307.667934 + Penalty 5684.028876 = -17382623.639058 nChanged 4 SP:Iteration 29Q (81155.110000 sec): 3 clusters Score: Raw -17388310.969832 + Penalty 5684.028876 = -17382626.940956 nChanged 5 SP:Iteration 30Q (81155.680000 sec): 3 clusters Score: Raw -17388316.794499 + Penalty 5684.028876 = -17382632.765624 nChanged 4 SP:Iteration 31Q (81156.270000 sec): 3 clusters Score: Raw -17388322.939405 + Penalty 5684.028876 = -17382638.910529 nChanged 5 SP:Iteration 32Q (81156.900000 sec): 3 clusters Score: Raw -17388328.382363 + Penalty 5684.028876 = -17382644.353487 nChanged 5 SP:Iteration 33Q (81157.550000 sec): 3 clusters Score: Raw -17388334.775207 + Penalty 5684.028876 = -17382650.746332 nChanged 4 SP:Iteration 34Q (81158.120000 sec): 3 clusters Score: Raw -17388338.842240 + Penalty 5684.028876 = -17382654.813364 nChanged 1 SP:Iteration 35Q (81158.730000 sec): 3 clusters Score: Raw -17388339.969702 + Penalty 5684.028876 = -17382655.940826 nChanged 1 SP:Iteration 36Q (81159.300000 sec): 3 clusters Score: Raw -17388341.437471 + Penalty 5684.028876 = -17382657.408595 nChanged 2 SP:Iteration 37Q (81159.910000 sec): 3 clusters Score: Raw -17388343.452648 + Penalty 5684.028876 = -17382659.423772 nChanged 1 SP:Iteration 38Q (81160.520000 sec): 3 clusters Score: Raw -17388344.669080 + Penalty 5684.028876 = -17382660.640204 nChanged 1 SP:Iteration 39Q (81161.060000 sec): 3 clusters Score: Raw -17388345.130137 + Penalty 5684.028876 = -17382661.101261 nChanged 0 SP:Iteration 40F (81161.740000 sec): 3 clusters Score: Raw -17388345.130137 + Penalty 5684.028876 = -17382661.101261 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81161.920000 sec): 2 clusters Score: Raw -1553421.995826 + Penalty 2234.494505 = -1551187.501320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81162.200000 sec): 3 clusters Score: Raw -1549071.284780 + Penalty 4468.989011 = -1544602.295769 nChanged 3280 SP:Iteration 1F (81162.450000 sec): 3 clusters Score: Raw -1550906.241020 + Penalty 4468.989011 = -1546437.252009 nChanged 607 SP:Iteration 2F (81162.680000 sec): 3 clusters Score: Raw -1551395.736037 + Penalty 4468.989011 = -1546926.747026 nChanged 643 SP:Iteration 3F (81162.910000 sec): 3 clusters Score: Raw -1552105.668963 + Penalty 4468.989011 = -1547636.679952 nChanged 726 SP:Iteration 4F (81163.110000 sec): 3 clusters Score: Raw -1553040.461063 + Penalty 4468.989011 = -1548571.472052 nChanged 785 SP:Iteration 5F (81163.330000 sec): 3 clusters Score: Raw -1554032.044252 + Penalty 4468.989011 = -1549563.055241 nChanged 628 SP:Iteration 6F (81163.610000 sec): 3 clusters Score: Raw -1554691.970739 + Penalty 4468.989011 = -1550222.981728 nChanged 423 SP:Iteration 7F (81163.820000 sec): 3 clusters Score: Raw -1555038.672043 + Penalty 4468.989011 = -1550569.683032 nChanged 259 SP:Iteration 8Q (81164.040000 sec): 3 clusters Score: Raw -1555200.732054 + Penalty 4468.989011 = -1550731.743044 nChanged 151 SP:Iteration 9Q (81164.240000 sec): 3 clusters Score: Raw -1555265.787965 + Penalty 4468.989011 = -1550796.798954 nChanged 83 SP:Iteration 10Q (81164.480000 sec): 3 clusters Score: Raw -1555298.075855 + Penalty 4468.989011 = -1550829.086844 nChanged 59 SP:Iteration 11Q (81164.720000 sec): 3 clusters Score: Raw -1555323.829218 + Penalty 4468.989011 = -1550854.840207 nChanged 55 SP:Iteration 12Q (81165.000000 sec): 3 clusters Score: Raw -1555343.172137 + Penalty 4468.989011 = -1550874.183126 nChanged 36 SP:Iteration 13Q (81165.230000 sec): 3 clusters Score: Raw -1555354.421183 + Penalty 4468.989011 = -1550885.432172 nChanged 34 SP:Iteration 14Q (81165.420000 sec): 3 clusters Score: Raw -1555364.431565 + Penalty 4468.989011 = -1550895.442554 nChanged 32 SP:Iteration 15Q (81165.700000 sec): 3 clusters Score: Raw -1555372.630523 + Penalty 4468.989011 = -1550903.641512 nChanged 25 SP:Iteration 16Q (81165.920000 sec): 3 clusters Score: Raw -1555379.106081 + Penalty 4468.989011 = -1550910.117070 nChanged 26 SP:Iteration 17Q (81166.170000 sec): 3 clusters Score: Raw -1555385.089300 + Penalty 4468.989011 = -1550916.100289 nChanged 14 SP:Iteration 18Q (81166.440000 sec): 3 clusters Score: Raw -1555388.203234 + Penalty 4468.989011 = -1550919.214223 nChanged 11 SP:Iteration 19Q (81166.670000 sec): 3 clusters Score: Raw -1555390.641052 + Penalty 4468.989011 = -1550921.652041 nChanged 14 SP:Iteration 20F (81166.870000 sec): 3 clusters Score: Raw -1555393.599463 + Penalty 4468.989011 = -1550924.610452 nChanged 11 SP:Iteration 21Q (81167.110000 sec): 3 clusters Score: Raw -1555395.954355 + Penalty 4468.989011 = -1550926.965344 nChanged 10 SP:Iteration 22Q (81167.350000 sec): 3 clusters Score: Raw -1555397.732382 + Penalty 4468.989011 = -1550928.743371 nChanged 8 SP:Iteration 23Q (81167.610000 sec): 3 clusters Score: Raw -1555399.303115 + Penalty 4468.989011 = -1550930.314104 nChanged 8 SP:Iteration 24Q (81167.870000 sec): 3 clusters Score: Raw -1555400.760006 + Penalty 4468.989011 = -1550931.770995 nChanged 7 SP:Iteration 25Q (81168.080000 sec): 3 clusters Score: Raw -1555402.128537 + Penalty 4468.989011 = -1550933.139526 nChanged 6 SP:Iteration 26Q (81168.330000 sec): 3 clusters Score: Raw -1555403.423067 + Penalty 4468.989011 = -1550934.434056 nChanged 6 SP:Iteration 27Q (81168.580000 sec): 3 clusters Score: Raw -1555404.551574 + Penalty 4468.989011 = -1550935.562563 nChanged 8 SP:Iteration 28Q (81168.810000 sec): 3 clusters Score: Raw -1555406.239832 + Penalty 4468.989011 = -1550937.250821 nChanged 5 SP:Iteration 29Q (81169.040000 sec): 3 clusters Score: Raw -1555406.968246 + Penalty 4468.989011 = -1550937.979235 nChanged 6 SP:Iteration 30Q (81169.280000 sec): 3 clusters Score: Raw -1555408.226137 + Penalty 4468.989011 = -1550939.237126 nChanged 3 SP:Iteration 31Q (81169.530000 sec): 3 clusters Score: Raw -1555408.695975 + Penalty 4468.989011 = -1550939.706964 nChanged 4 SP:Iteration 32Q (81169.770000 sec): 3 clusters Score: Raw -1555409.442550 + Penalty 4468.989011 = -1550940.453540 nChanged 4 SP:Iteration 33Q (81169.960000 sec): 3 clusters Score: Raw -1555410.201026 + Penalty 4468.989011 = -1550941.212015 nChanged 5 SP:Iteration 34Q (81170.230000 sec): 3 clusters Score: Raw -1555411.237717 + Penalty 4468.989011 = -1550942.248706 nChanged 7 SP:Iteration 35Q (81170.430000 sec): 3 clusters Score: Raw -1555412.910698 + Penalty 4468.989011 = -1550943.921687 nChanged 7 SP:Iteration 36Q (81170.650000 sec): 3 clusters Score: Raw -1555414.661229 + Penalty 4468.989011 = -1550945.672218 nChanged 11 SP:Iteration 37Q (81170.840000 sec): 3 clusters Score: Raw -1555416.992393 + Penalty 4468.989011 = -1550948.003383 nChanged 5 SP:Iteration 38Q (81171.050000 sec): 3 clusters Score: Raw -1555418.077774 + Penalty 4468.989011 = -1550949.088763 nChanged 7 SP:Iteration 39Q (81171.270000 sec): 3 clusters Score: Raw -1555419.286295 + Penalty 4468.989011 = -1550950.297284 nChanged 5 SP:Iteration 40F (81171.500000 sec): 3 clusters Score: Raw -1555420.558504 + Penalty 4468.989011 = -1550951.569493 nChanged 12 SP:Iteration 41Q (81171.680000 sec): 3 clusters Score: Raw -1555422.845878 + Penalty 4468.989011 = -1550953.856867 nChanged 7 SP:Iteration 42Q (81171.940000 sec): 3 clusters Score: Raw -1555424.359481 + Penalty 4468.989011 = -1550955.370470 nChanged 6 SP:Iteration 43Q (81172.110000 sec): 3 clusters Score: Raw -1555426.147160 + Penalty 4468.989011 = -1550957.158149 nChanged 11 SP:Iteration 44Q (81172.290000 sec): 3 clusters Score: Raw -1555428.328316 + Penalty 4468.989011 = -1550959.339305 nChanged 8 SP:Iteration 45Q (81172.470000 sec): 3 clusters Score: Raw -1555429.652736 + Penalty 4468.989011 = -1550960.663725 nChanged 2 SP:Iteration 46Q (81172.700000 sec): 3 clusters Score: Raw -1555429.919170 + Penalty 4468.989011 = -1550960.930159 nChanged 2 SP:Iteration 47Q (81172.910000 sec): 3 clusters Score: Raw -1555430.387746 + Penalty 4468.989011 = -1550961.398736 nChanged 1 SP:Iteration 48Q (81173.050000 sec): 3 clusters Score: Raw -1555430.549548 + Penalty 4468.989011 = -1550961.560537 nChanged 1 SP:Iteration 49Q (81173.290000 sec): 3 clusters Score: Raw -1555430.601105 + Penalty 4468.989011 = -1550961.612094 nChanged 0 SP:Iteration 50F (81173.500000 sec): 3 clusters Score: Raw -1555430.601105 + Penalty 4468.989011 = -1550961.612094 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81173.590000 sec): 2 clusters Score: Raw -111741.796714 + Penalty 1598.144552 = -110143.652162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81173.790000 sec): 3 clusters Score: Raw -111724.175722 + Penalty 3196.289103 = -108527.886619 nChanged 118 SP:Iteration 1F (81173.960000 sec): 3 clusters Score: Raw -111911.859210 + Penalty 3196.289103 = -108715.570107 nChanged 28 SP:Iteration 2Q (81174.150000 sec): 3 clusters Score: Raw -111991.091456 + Penalty 3196.289103 = -108794.802353 nChanged 28 SP:Iteration 3Q (81174.330000 sec): 3 clusters Score: Raw -112074.751378 + Penalty 3196.289103 = -108878.462275 nChanged 32 SP:Iteration 4F (81174.520000 sec): 3 clusters Score: Raw -112189.701693 + Penalty 3196.289103 = -108993.412590 nChanged 31 SP:Iteration 5Q (81174.810000 sec): 3 clusters Score: Raw -112286.172864 + Penalty 3196.289103 = -109089.883761 nChanged 21 SP:Iteration 6Q (81174.960000 sec): 3 clusters Score: Raw -112372.413049 + Penalty 3196.289103 = -109176.123946 nChanged 17 SP:Iteration 7Q (81175.110000 sec): 3 clusters Score: Raw -112414.223935 + Penalty 3196.289103 = -109217.934831 nChanged 11 SP:Iteration 8Q (81175.260000 sec): 3 clusters Score: Raw -112450.595725 + Penalty 3196.289103 = -109254.306621 nChanged 9 SP:Iteration 9Q (81175.450000 sec): 3 clusters Score: Raw -112470.252980 + Penalty 3196.289103 = -109273.963876 nChanged 8 SP:Iteration 10Q (81175.650000 sec): 3 clusters Score: Raw -112492.344933 + Penalty 3196.289103 = -109296.055830 nChanged 5 SP:Iteration 11Q (81175.830000 sec): 3 clusters Score: Raw -112501.971718 + Penalty 3196.289103 = -109305.682615 nChanged 0 SP:Iteration 12F (81175.970000 sec): 3 clusters Score: Raw -112501.971718 + Penalty 3196.289103 = -109305.682615 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81176.070000 sec): 2 clusters Score: Raw -67852.485954 + Penalty 1551.426010 = -66301.059943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81176.230000 sec): 3 clusters Score: Raw -67940.252263 + Penalty 3102.852021 = -64837.400243 nChanged 101 SP:Iteration 1F (81176.380000 sec): 3 clusters Score: Raw -68197.186695 + Penalty 3102.852021 = -65094.334675 nChanged 38 SP:Iteration 2F (81176.560000 sec): 3 clusters Score: Raw -68306.691235 + Penalty 3102.852021 = -65203.839215 nChanged 21 SP:Iteration 3Q (81176.700000 sec): 3 clusters Score: Raw -68421.408530 + Penalty 3102.852021 = -65318.556509 nChanged 16 SP:Iteration 4Q (81176.850000 sec): 3 clusters Score: Raw -68539.512865 + Penalty 3102.852021 = -65436.660845 nChanged 19 SP:Iteration 5Q (81177.030000 sec): 3 clusters Score: Raw -68645.630412 + Penalty 3102.852021 = -65542.778392 nChanged 11 SP:Iteration 6Q (81177.190000 sec): 3 clusters Score: Raw -68712.401937 + Penalty 3102.852021 = -65609.549916 nChanged 7 SP:Iteration 7Q (81177.350000 sec): 3 clusters Score: Raw -68753.679906 + Penalty 3102.852021 = -65650.827885 nChanged 11 SP:Iteration 8Q (81177.540000 sec): 3 clusters Score: Raw -68810.674660 + Penalty 3102.852021 = -65707.822639 nChanged 12 SP:Iteration 9Q (81177.700000 sec): 3 clusters Score: Raw -68856.950013 + Penalty 3102.852021 = -65754.097993 nChanged 11 SP:Iteration 10Q (81177.860000 sec): 3 clusters Score: Raw -68898.125930 + Penalty 3102.852021 = -65795.273909 nChanged 8 SP:Iteration 11Q (81178.020000 sec): 3 clusters Score: Raw -68967.730456 + Penalty 3102.852021 = -65864.878436 nChanged 8 SP:Iteration 12Q (81178.180000 sec): 3 clusters Score: Raw -69007.880424 + Penalty 3102.852021 = -65905.028403 nChanged 4 SP:Iteration 13Q (81178.340000 sec): 3 clusters Score: Raw -69031.946810 + Penalty 3102.852021 = -65929.094789 nChanged 5 SP:Iteration 14Q (81178.520000 sec): 3 clusters Score: Raw -69067.087056 + Penalty 3102.852021 = -65964.235036 nChanged 11 SP:Iteration 15Q (81178.640000 sec): 3 clusters Score: Raw -69134.211268 + Penalty 3102.852021 = -66031.359247 nChanged 11 SP:Iteration 16Q (81178.820000 sec): 3 clusters Score: Raw -69217.467802 + Penalty 3102.852021 = -66114.615782 nChanged 13 SP:Iteration 17Q (81179.000000 sec): 3 clusters Score: Raw -69332.770989 + Penalty 3102.852021 = -66229.918968 nChanged 10 SP:Iteration 18Q (81179.130000 sec): 3 clusters Score: Raw -69424.887092 + Penalty 3102.852021 = -66322.035071 nChanged 4 SP:Iteration 19Q (81179.310000 sec): 3 clusters Score: Raw -69434.810732 + Penalty 3102.852021 = -66331.958711 nChanged 0 SP:Iteration 20F (81179.510000 sec): 3 clusters Score: Raw -69434.810732 + Penalty 3102.852021 = -66331.958711 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81179.680000 sec): 2 clusters Score: Raw -3127906.083049 + Penalty 2414.531769 = -3125491.551280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81179.940000 sec): 3 clusters Score: Raw -3118292.058887 + Penalty 4829.063539 = -3113462.995349 nChanged 7286 SP:Iteration 1F (81180.200000 sec): 3 clusters Score: Raw -3122350.534445 + Penalty 4829.063539 = -3117521.470906 nChanged 1077 SP:Iteration 2F (81180.480000 sec): 3 clusters Score: Raw -3122896.214531 + Penalty 4829.063539 = -3118067.150993 nChanged 968 SP:Iteration 3F (81180.720000 sec): 3 clusters Score: Raw -3123432.668222 + Penalty 4829.063539 = -3118603.604683 nChanged 930 SP:Iteration 4F (81181.040000 sec): 3 clusters Score: Raw -3123972.201460 + Penalty 4829.063539 = -3119143.137921 nChanged 887 SP:Iteration 5F (81181.360000 sec): 3 clusters Score: Raw -3124471.477035 + Penalty 4829.063539 = -3119642.413497 nChanged 785 SP:Iteration 6Q (81181.720000 sec): 3 clusters Score: Raw -3124930.904044 + Penalty 4829.063539 = -3120101.840506 nChanged 777 SP:Iteration 7Q (81182.030000 sec): 3 clusters Score: Raw -3125362.217103 + Penalty 4829.063539 = -3120533.153564 nChanged 725 SP:Iteration 8Q (81182.320000 sec): 3 clusters Score: Raw -3125718.195074 + Penalty 4829.063539 = -3120889.131536 nChanged 608 SP:Iteration 9Q (81182.610000 sec): 3 clusters Score: Raw -3126008.787145 + Penalty 4829.063539 = -3121179.723607 nChanged 521 SP:Iteration 10Q (81182.870000 sec): 3 clusters Score: Raw -3126249.560184 + Penalty 4829.063539 = -3121420.496645 nChanged 482 SP:Iteration 11Q (81183.160000 sec): 3 clusters Score: Raw -3126497.330394 + Penalty 4829.063539 = -3121668.266856 nChanged 451 SP:Iteration 12Q (81183.510000 sec): 3 clusters Score: Raw -3126700.969670 + Penalty 4829.063539 = -3121871.906132 nChanged 416 SP:Iteration 13Q (81183.740000 sec): 3 clusters Score: Raw -3126870.430523 + Penalty 4829.063539 = -3122041.366984 nChanged 354 SP:Iteration 14Q (81184.040000 sec): 3 clusters Score: Raw -3126994.068975 + Penalty 4829.063539 = -3122165.005437 nChanged 299 SP:Iteration 15Q (81184.300000 sec): 3 clusters Score: Raw -3127092.397122 + Penalty 4829.063539 = -3122263.333583 nChanged 282 SP:Iteration 16Q (81184.590000 sec): 3 clusters Score: Raw -3127177.548645 + Penalty 4829.063539 = -3122348.485107 nChanged 243 SP:Iteration 17Q (81184.890000 sec): 3 clusters Score: Raw -3127244.794015 + Penalty 4829.063539 = -3122415.730476 nChanged 220 SP:Iteration 18Q (81185.140000 sec): 3 clusters Score: Raw -3127302.332256 + Penalty 4829.063539 = -3122473.268718 nChanged 187 SP:Iteration 19Q (81185.380000 sec): 3 clusters Score: Raw -3127355.794847 + Penalty 4829.063539 = -3122526.731308 nChanged 186 SP:Iteration 20F (81185.640000 sec): 3 clusters Score: Raw -3127410.812402 + Penalty 4829.063539 = -3122581.748863 nChanged 212 SP:Iteration 21Q (81185.900000 sec): 3 clusters Score: Raw -3127471.833253 + Penalty 4829.063539 = -3122642.769714 nChanged 205 SP:Iteration 22Q (81186.120000 sec): 3 clusters Score: Raw -3127525.965706 + Penalty 4829.063539 = -3122696.902167 nChanged 171 SP:Iteration 23Q (81186.470000 sec): 3 clusters Score: Raw -3127573.757193 + Penalty 4829.063539 = -3122744.693654 nChanged 170 SP:Iteration 24Q (81186.740000 sec): 3 clusters Score: Raw -3127621.084889 + Penalty 4829.063539 = -3122792.021350 nChanged 179 SP:Iteration 25Q (81187.040000 sec): 3 clusters Score: Raw -3127670.436530 + Penalty 4829.063539 = -3122841.372992 nChanged 185 SP:Iteration 26Q (81187.370000 sec): 3 clusters Score: Raw -3127725.924681 + Penalty 4829.063539 = -3122896.861143 nChanged 177 SP:Iteration 27Q (81187.650000 sec): 3 clusters Score: Raw -3127779.435362 + Penalty 4829.063539 = -3122950.371823 nChanged 190 SP:Iteration 28Q (81187.950000 sec): 3 clusters Score: Raw -3127842.127460 + Penalty 4829.063539 = -3123013.063921 nChanged 180 SP:Iteration 29Q (81188.220000 sec): 3 clusters Score: Raw -3127903.511137 + Penalty 4829.063539 = -3123074.447598 nChanged 180 SP:Iteration 30Q (81188.470000 sec): 3 clusters Score: Raw -3127959.346207 + Penalty 4829.063539 = -3123130.282668 nChanged 177 SP:Iteration 31Q (81188.780000 sec): 3 clusters Score: Raw -3128015.599560 + Penalty 4829.063539 = -3123186.536022 nChanged 162 SP:Iteration 32Q (81189.060000 sec): 3 clusters Score: Raw -3128065.727497 + Penalty 4829.063539 = -3123236.663959 nChanged 154 SP:Iteration 33Q (81189.340000 sec): 3 clusters Score: Raw -3128112.347215 + Penalty 4829.063539 = -3123283.283677 nChanged 140 SP:Iteration 34Q (81189.650000 sec): 3 clusters Score: Raw -3128157.999427 + Penalty 4829.063539 = -3123328.935888 nChanged 134 SP:Iteration 35Q (81189.950000 sec): 3 clusters Score: Raw -3128199.318384 + Penalty 4829.063539 = -3123370.254845 nChanged 118 SP:Iteration 36Q (81190.250000 sec): 3 clusters Score: Raw -3128236.591434 + Penalty 4829.063539 = -3123407.527896 nChanged 111 SP:Iteration 37Q (81190.570000 sec): 3 clusters Score: Raw -3128269.774328 + Penalty 4829.063539 = -3123440.710790 nChanged 106 SP:Iteration 38Q (81190.850000 sec): 3 clusters Score: Raw -3128299.610373 + Penalty 4829.063539 = -3123470.546835 nChanged 96 SP:Iteration 39Q (81191.090000 sec): 3 clusters Score: Raw -3128324.048485 + Penalty 4829.063539 = -3123494.984946 nChanged 80 SP:Iteration 40F (81191.400000 sec): 3 clusters Score: Raw -3128344.549189 + Penalty 4829.063539 = -3123515.485651 nChanged 78 SP:Iteration 41Q (81191.620000 sec): 3 clusters Score: Raw -3128369.841909 + Penalty 4829.063539 = -3123540.778371 nChanged 87 SP:Iteration 42Q (81191.900000 sec): 3 clusters Score: Raw -3128395.624647 + Penalty 4829.063539 = -3123566.561108 nChanged 82 SP:Iteration 43Q (81192.210000 sec): 3 clusters Score: Raw -3128417.807906 + Penalty 4829.063539 = -3123588.744368 nChanged 76 SP:Iteration 44Q (81192.450000 sec): 3 clusters Score: Raw -3128440.187116 + Penalty 4829.063539 = -3123611.123577 nChanged 66 SP:Iteration 45Q (81192.770000 sec): 3 clusters Score: Raw -3128461.785678 + Penalty 4829.063539 = -3123632.722139 nChanged 72 SP:Iteration 46Q (81193.020000 sec): 3 clusters Score: Raw -3128481.837850 + Penalty 4829.063539 = -3123652.774311 nChanged 48 SP:Iteration 47Q (81193.310000 sec): 3 clusters Score: Raw -3128496.476389 + Penalty 4829.063539 = -3123667.412851 nChanged 33 SP:Iteration 48Q (81193.640000 sec): 3 clusters Score: Raw -3128504.620174 + Penalty 4829.063539 = -3123675.556635 nChanged 24 SP:Iteration 49Q (81193.930000 sec): 3 clusters Score: Raw -3128510.710902 + Penalty 4829.063539 = -3123681.647364 nChanged 25 SP:Iteration 50Q (81194.180000 sec): 3 clusters Score: Raw -3128516.465414 + Penalty 4829.063539 = -3123687.401875 nChanged 20 SP:Iteration 51Q (81194.460000 sec): 3 clusters Score: Raw -3128521.727274 + Penalty 4829.063539 = -3123692.663736 nChanged 13 SP:Iteration 52Q (81194.750000 sec): 3 clusters Score: Raw -3128524.796597 + Penalty 4829.063539 = -3123695.733059 nChanged 14 SP:Iteration 53Q (81195.050000 sec): 3 clusters Score: Raw -3128528.566109 + Penalty 4829.063539 = -3123699.502570 nChanged 12 SP:Iteration 54Q (81195.300000 sec): 3 clusters Score: Raw -3128531.437736 + Penalty 4829.063539 = -3123702.374198 nChanged 10 SP:Iteration 55Q (81195.600000 sec): 3 clusters Score: Raw -3128533.895723 + Penalty 4829.063539 = -3123704.832184 nChanged 15 SP:Iteration 56Q (81195.880000 sec): 3 clusters Score: Raw -3128537.690170 + Penalty 4829.063539 = -3123708.626631 nChanged 14 SP:Iteration 57Q (81196.190000 sec): 3 clusters Score: Raw -3128541.217738 + Penalty 4829.063539 = -3123712.154200 nChanged 15 SP:Iteration 58Q (81196.430000 sec): 3 clusters Score: Raw -3128545.018272 + Penalty 4829.063539 = -3123715.954733 nChanged 13 SP:Iteration 59Q (81196.700000 sec): 3 clusters Score: Raw -3128548.223076 + Penalty 4829.063539 = -3123719.159537 nChanged 14 SP:Iteration 60F (81197.020000 sec): 3 clusters Score: Raw -3128551.322147 + Penalty 4829.063539 = -3123722.258608 nChanged 11 SP:Iteration 61Q (81197.300000 sec): 3 clusters Score: Raw -3128553.737025 + Penalty 4829.063539 = -3123724.673487 nChanged 13 SP:Iteration 62Q (81197.600000 sec): 3 clusters Score: Raw -3128556.220077 + Penalty 4829.063539 = -3123727.156538 nChanged 6 SP:Iteration 63Q (81197.870000 sec): 3 clusters Score: Raw -3128557.612781 + Penalty 4829.063539 = -3123728.549243 nChanged 8 SP:Iteration 64Q (81198.140000 sec): 3 clusters Score: Raw -3128559.167469 + Penalty 4829.063539 = -3123730.103931 nChanged 4 SP:Iteration 65Q (81198.360000 sec): 3 clusters Score: Raw -3128560.262664 + Penalty 4829.063539 = -3123731.199125 nChanged 5 SP:Iteration 66Q (81198.660000 sec): 3 clusters Score: Raw -3128561.589390 + Penalty 4829.063539 = -3123732.525852 nChanged 5 SP:Iteration 67Q (81198.870000 sec): 3 clusters Score: Raw -3128562.611461 + Penalty 4829.063539 = -3123733.547922 nChanged 4 SP:Iteration 68Q (81199.210000 sec): 3 clusters Score: Raw -3128563.429321 + Penalty 4829.063539 = -3123734.365783 nChanged 4 SP:Iteration 69Q (81199.470000 sec): 3 clusters Score: Raw -3128564.415448 + Penalty 4829.063539 = -3123735.351909 nChanged 2 SP:Iteration 70Q (81199.750000 sec): 3 clusters Score: Raw -3128564.857820 + Penalty 4829.063539 = -3123735.794282 nChanged 3 SP:Iteration 71Q (81200.020000 sec): 3 clusters Score: Raw -3128565.299010 + Penalty 4829.063539 = -3123736.235472 nChanged 5 SP:Iteration 72Q (81200.330000 sec): 3 clusters Score: Raw -3128566.256266 + Penalty 4829.063539 = -3123737.192727 nChanged 4 SP:Iteration 73Q (81200.620000 sec): 3 clusters Score: Raw -3128567.075537 + Penalty 4829.063539 = -3123738.011999 nChanged 4 SP:Iteration 74Q (81200.910000 sec): 3 clusters Score: Raw -3128568.043375 + Penalty 4829.063539 = -3123738.979837 nChanged 4 SP:Iteration 75Q (81201.170000 sec): 3 clusters Score: Raw -3128568.610603 + Penalty 4829.063539 = -3123739.547064 nChanged 0 SP:Iteration 76F (81201.430000 sec): 3 clusters Score: Raw -3128568.610603 + Penalty 4829.063539 = -3123739.547064 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81201.580000 sec): 2 clusters Score: Raw -53576.235527 + Penalty 1441.904372 = -52134.331155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81201.730000 sec): 3 clusters Score: Raw -53781.739568 + Penalty 2883.808744 = -50897.930824 nChanged 60 SP:Iteration 1F (81201.930000 sec): 3 clusters Score: Raw -53985.102834 + Penalty 2883.808744 = -51101.294090 nChanged 17 SP:Iteration 2F (81202.100000 sec): 3 clusters Score: Raw -54067.574008 + Penalty 2883.808744 = -51183.765264 nChanged 16 SP:Iteration 3Q (81202.250000 sec): 3 clusters Score: Raw -54156.190630 + Penalty 2883.808744 = -51272.381886 nChanged 11 SP:Iteration 4Q (81202.470000 sec): 3 clusters Score: Raw -54203.029756 + Penalty 2883.808744 = -51319.221012 nChanged 6 SP:Iteration 5Q (81202.630000 sec): 3 clusters Score: Raw -54248.061816 + Penalty 2883.808744 = -51364.253072 nChanged 8 SP:Iteration 6Q (81202.880000 sec): 3 clusters Score: Raw -54361.595469 + Penalty 2883.808744 = -51477.786725 nChanged 5 SP:Iteration 7Q (81203.060000 sec): 3 clusters Score: Raw -54395.443486 + Penalty 2883.808744 = -51511.634742 nChanged 8 SP:Iteration 8Q (81203.250000 sec): 3 clusters Score: Raw -54435.323589 + Penalty 2883.808744 = -51551.514845 nChanged 6 SP:Iteration 9Q (81203.430000 sec): 3 clusters Score: Raw -54493.520538 + Penalty 2883.808744 = -51609.711794 nChanged 3 SP:Iteration 10Q (81203.590000 sec): 3 clusters Score: Raw -54506.533284 + Penalty 2883.808744 = -51622.724540 nChanged 1 SP:Iteration 11Q (81203.770000 sec): 3 clusters Score: Raw -54508.406937 + Penalty 2883.808744 = -51624.598193 nChanged 0 SP:Iteration 12F (81203.950000 sec): 3 clusters Score: Raw -54513.756980 + Penalty 2883.808744 = -51629.948237 nChanged 1 SP:Iteration 13Q (81204.160000 sec): 3 clusters Score: Raw -54538.344685 + Penalty 2883.808744 = -51654.535941 nChanged 0 SP:Iteration 14F (81204.300000 sec): 3 clusters Score: Raw -54538.344685 + Penalty 2883.808744 = -51654.535941 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81204.420000 sec): 2 clusters Score: Raw -171019.659563 + Penalty 1702.223241 = -169317.436322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81204.580000 sec): 3 clusters Score: Raw -170821.197980 + Penalty 3404.446482 = -167416.751498 nChanged 250 SP:Iteration 1F (81204.750000 sec): 3 clusters Score: Raw -171119.301425 + Penalty 3404.446482 = -167714.854943 nChanged 75 SP:Iteration 2F (81204.920000 sec): 3 clusters Score: Raw -171285.727901 + Penalty 3404.446482 = -167881.281419 nChanged 49 SP:Iteration 3F (81205.150000 sec): 3 clusters Score: Raw -171402.067384 + Penalty 3404.446482 = -167997.620902 nChanged 39 SP:Iteration 4Q (81205.280000 sec): 3 clusters Score: Raw -171492.091434 + Penalty 3404.446482 = -168087.644952 nChanged 40 SP:Iteration 5Q (81205.500000 sec): 3 clusters Score: Raw -171566.018784 + Penalty 3404.446482 = -168161.572302 nChanged 31 SP:Iteration 6Q (81205.630000 sec): 3 clusters Score: Raw -171621.108351 + Penalty 3404.446482 = -168216.661869 nChanged 20 SP:Iteration 7Q (81205.830000 sec): 3 clusters Score: Raw -171661.171827 + Penalty 3404.446482 = -168256.725345 nChanged 15 SP:Iteration 8Q (81206.050000 sec): 3 clusters Score: Raw -171682.607667 + Penalty 3404.446482 = -168278.161185 nChanged 12 SP:Iteration 9Q (81206.210000 sec): 3 clusters Score: Raw -171700.526410 + Penalty 3404.446482 = -168296.079928 nChanged 6 SP:Iteration 10Q (81206.410000 sec): 3 clusters Score: Raw -171711.086452 + Penalty 3404.446482 = -168306.639970 nChanged 6 SP:Iteration 11Q (81206.610000 sec): 3 clusters Score: Raw -171721.276635 + Penalty 3404.446482 = -168316.830153 nChanged 5 SP:Iteration 12Q (81206.810000 sec): 3 clusters Score: Raw -171727.676509 + Penalty 3404.446482 = -168323.230027 nChanged 2 SP:Iteration 13Q (81206.990000 sec): 3 clusters Score: Raw -171732.069814 + Penalty 3404.446482 = -168327.623332 nChanged 2 SP:Iteration 14Q (81207.190000 sec): 3 clusters Score: Raw -171739.087780 + Penalty 3404.446482 = -168334.641298 nChanged 3 SP:Iteration 15Q (81207.360000 sec): 3 clusters Score: Raw -171745.178965 + Penalty 3404.446482 = -168340.732483 nChanged 2 SP:Iteration 16Q (81207.550000 sec): 3 clusters Score: Raw -171747.836333 + Penalty 3404.446482 = -168343.389851 nChanged 3 SP:Iteration 17Q (81207.740000 sec): 3 clusters Score: Raw -171750.925852 + Penalty 3404.446482 = -168346.479370 nChanged 4 SP:Iteration 18Q (81207.910000 sec): 3 clusters Score: Raw -171756.668890 + Penalty 3404.446482 = -168352.222408 nChanged 2 SP:Iteration 19Q (81208.110000 sec): 3 clusters Score: Raw -171760.700883 + Penalty 3404.446482 = -168356.254401 nChanged 2 SP:Iteration 20F (81208.290000 sec): 3 clusters Score: Raw -171762.670618 + Penalty 3404.446482 = -168358.224136 nChanged 1 SP:Iteration 21Q (81208.450000 sec): 3 clusters Score: Raw -171764.712325 + Penalty 3404.446482 = -168360.265842 nChanged 2 SP:Iteration 22Q (81208.610000 sec): 3 clusters Score: Raw -171768.241400 + Penalty 3404.446482 = -168363.794918 nChanged 1 SP:Iteration 23Q (81208.850000 sec): 3 clusters Score: Raw -171770.038038 + Penalty 3404.446482 = -168365.591556 nChanged 0 SP:Iteration 24F (81209.040000 sec): 3 clusters Score: Raw -171770.038038 + Penalty 3404.446482 = -168365.591556 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81209.110000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81209.330000 sec): 3 clusters Score: Raw -103115.049453 + Penalty 3193.124818 = -99921.924635 nChanged 130 SP:Iteration 1F (81209.480000 sec): 3 clusters Score: Raw -103352.113523 + Penalty 3193.124818 = -100158.988704 nChanged 39 SP:Iteration 2F (81209.710000 sec): 3 clusters Score: Raw -103435.607311 + Penalty 3193.124818 = -100242.482492 nChanged 13 SP:Iteration 3Q (81209.940000 sec): 3 clusters Score: Raw -103466.671146 + Penalty 3193.124818 = -100273.546328 nChanged 7 SP:Iteration 4Q (81210.090000 sec): 3 clusters Score: Raw -103490.824291 + Penalty 3193.124818 = -100297.699473 nChanged 8 SP:Iteration 5Q (81210.290000 sec): 3 clusters Score: Raw -103517.394097 + Penalty 3193.124818 = -100324.269279 nChanged 5 SP:Iteration 6Q (81210.470000 sec): 3 clusters Score: Raw -103541.171042 + Penalty 3193.124818 = -100348.046224 nChanged 6 SP:Iteration 7Q (81210.650000 sec): 3 clusters Score: Raw -103561.312747 + Penalty 3193.124818 = -100368.187929 nChanged 12 SP:Iteration 8Q (81210.830000 sec): 3 clusters Score: Raw -103600.851775 + Penalty 3193.124818 = -100407.726957 nChanged 5 SP:Iteration 9Q (81210.980000 sec): 3 clusters Score: Raw -103613.309681 + Penalty 3193.124818 = -100420.184863 nChanged 4 SP:Iteration 10Q (81211.170000 sec): 3 clusters Score: Raw -103626.819692 + Penalty 3193.124818 = -100433.694874 nChanged 3 SP:Iteration 11Q (81211.340000 sec): 3 clusters Score: Raw -103634.043407 + Penalty 3193.124818 = -100440.918589 nChanged 2 SP:Iteration 12Q (81211.540000 sec): 3 clusters Score: Raw -103649.195266 + Penalty 3193.124818 = -100456.070448 nChanged 9 SP:Iteration 13Q (81211.700000 sec): 3 clusters Score: Raw -103701.823471 + Penalty 3193.124818 = -100508.698653 nChanged 8 SP:Iteration 14Q (81211.890000 sec): 3 clusters Score: Raw -103735.847702 + Penalty 3193.124818 = -100542.722884 nChanged 9 SP:Iteration 15Q (81212.060000 sec): 3 clusters Score: Raw -103775.969275 + Penalty 3193.124818 = -100582.844456 nChanged 13 SP:Iteration 16Q (81212.220000 sec): 3 clusters Score: Raw -103818.224915 + Penalty 3193.124818 = -100625.100097 nChanged 19 SP:Iteration 17Q (81212.390000 sec): 3 clusters Score: Raw -103868.886562 + Penalty 3193.124818 = -100675.761744 nChanged 17 SP:Iteration 18Q (81212.610000 sec): 3 clusters Score: Raw -103908.214360 + Penalty 3193.124818 = -100715.089542 nChanged 10 SP:Iteration 19Q (81212.830000 sec): 3 clusters Score: Raw -103934.503174 + Penalty 3193.124818 = -100741.378355 nChanged 12 SP:Iteration 20F (81213.000000 sec): 3 clusters Score: Raw -103990.014698 + Penalty 3193.124818 = -100796.889880 nChanged 14 SP:Iteration 21Q (81213.240000 sec): 3 clusters Score: Raw -104035.849800 + Penalty 3193.124818 = -100842.724982 nChanged 10 SP:Iteration 22Q (81213.400000 sec): 3 clusters Score: Raw -104065.675209 + Penalty 3193.124818 = -100872.550390 nChanged 9 SP:Iteration 23Q (81213.590000 sec): 3 clusters Score: Raw -104092.081730 + Penalty 3193.124818 = -100898.956912 nChanged 12 SP:Iteration 24Q (81213.790000 sec): 3 clusters Score: Raw -104128.920989 + Penalty 3193.124818 = -100935.796171 nChanged 10 SP:Iteration 25Q (81214.000000 sec): 3 clusters Score: Raw -104171.079357 + Penalty 3193.124818 = -100977.954539 nChanged 10 SP:Iteration 26Q (81214.230000 sec): 3 clusters Score: Raw -104215.516011 + Penalty 3193.124818 = -101022.391193 nChanged 7 SP:Iteration 27Q (81214.390000 sec): 3 clusters Score: Raw -104255.146244 + Penalty 3193.124818 = -101062.021426 nChanged 5 SP:Iteration 28Q (81214.580000 sec): 3 clusters Score: Raw -104314.764466 + Penalty 3193.124818 = -101121.639647 nChanged 3 SP:Iteration 29Q (81214.800000 sec): 3 clusters Score: Raw -104348.368385 + Penalty 3193.124818 = -101155.243566 nChanged 3 SP:Iteration 30Q (81214.980000 sec): 3 clusters Score: Raw -104368.015187 + Penalty 3193.124818 = -101174.890368 nChanged 6 SP:Iteration 31Q (81215.210000 sec): 3 clusters Score: Raw -104403.487172 + Penalty 3193.124818 = -101210.362354 nChanged 6 SP:Iteration 32Q (81215.380000 sec): 3 clusters Score: Raw -104430.528430 + Penalty 3193.124818 = -101237.403612 nChanged 4 SP:Iteration 33Q (81215.540000 sec): 3 clusters Score: Raw -104440.660543 + Penalty 3193.124818 = -101247.535725 nChanged 0 SP:Iteration 34F (81215.700000 sec): 3 clusters Score: Raw -104440.660543 + Penalty 3193.124818 = -101247.535725 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81215.840000 sec): 2 clusters Score: Raw -684014.077946 + Penalty 2046.994130 = -681967.083816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81216.040000 sec): 3 clusters Score: Raw -682302.877554 + Penalty 4093.988261 = -678208.889293 nChanged 1383 SP:Iteration 1F (81216.220000 sec): 3 clusters Score: Raw -683095.539988 + Penalty 4093.988261 = -679001.551727 nChanged 283 SP:Iteration 2F (81216.440000 sec): 3 clusters Score: Raw -683300.239868 + Penalty 4093.988261 = -679206.251607 nChanged 215 SP:Iteration 3F (81216.680000 sec): 3 clusters Score: Raw -683506.745604 + Penalty 4093.988261 = -679412.757343 nChanged 210 SP:Iteration 4F (81216.850000 sec): 3 clusters Score: Raw -683713.825682 + Penalty 4093.988261 = -679619.837421 nChanged 166 SP:Iteration 5Q (81217.030000 sec): 3 clusters Score: Raw -683872.190132 + Penalty 4093.988261 = -679778.201871 nChanged 139 SP:Iteration 6Q (81217.260000 sec): 3 clusters Score: Raw -683984.121482 + Penalty 4093.988261 = -679890.133221 nChanged 140 SP:Iteration 7Q (81217.440000 sec): 3 clusters Score: Raw -684084.680720 + Penalty 4093.988261 = -679990.692459 nChanged 135 SP:Iteration 8Q (81217.640000 sec): 3 clusters Score: Raw -684184.121392 + Penalty 4093.988261 = -680090.133131 nChanged 125 SP:Iteration 9Q (81217.850000 sec): 3 clusters Score: Raw -684262.146145 + Penalty 4093.988261 = -680168.157885 nChanged 77 SP:Iteration 10Q (81218.030000 sec): 3 clusters Score: Raw -684309.007418 + Penalty 4093.988261 = -680215.019157 nChanged 68 SP:Iteration 11Q (81218.240000 sec): 3 clusters Score: Raw -684350.186504 + Penalty 4093.988261 = -680256.198243 nChanged 52 SP:Iteration 12Q (81218.420000 sec): 3 clusters Score: Raw -684377.150762 + Penalty 4093.988261 = -680283.162501 nChanged 38 SP:Iteration 13Q (81218.600000 sec): 3 clusters Score: Raw -684397.750430 + Penalty 4093.988261 = -680303.762169 nChanged 35 SP:Iteration 14Q (81218.800000 sec): 3 clusters Score: Raw -684414.970896 + Penalty 4093.988261 = -680320.982635 nChanged 36 SP:Iteration 15Q (81218.990000 sec): 3 clusters Score: Raw -684430.388208 + Penalty 4093.988261 = -680336.399947 nChanged 24 SP:Iteration 16Q (81219.220000 sec): 3 clusters Score: Raw -684441.403723 + Penalty 4093.988261 = -680347.415462 nChanged 25 SP:Iteration 17Q (81219.400000 sec): 3 clusters Score: Raw -684454.320893 + Penalty 4093.988261 = -680360.332632 nChanged 25 SP:Iteration 18Q (81219.620000 sec): 3 clusters Score: Raw -684464.666935 + Penalty 4093.988261 = -680370.678674 nChanged 21 SP:Iteration 19Q (81219.800000 sec): 3 clusters Score: Raw -684474.759642 + Penalty 4093.988261 = -680380.771381 nChanged 22 SP:Iteration 20F (81219.990000 sec): 3 clusters Score: Raw -684490.530482 + Penalty 4093.988261 = -680396.542221 nChanged 23 SP:Iteration 21Q (81220.200000 sec): 3 clusters Score: Raw -684505.512576 + Penalty 4093.988261 = -680411.524315 nChanged 25 SP:Iteration 22Q (81220.450000 sec): 3 clusters Score: Raw -684520.361784 + Penalty 4093.988261 = -680426.373523 nChanged 27 SP:Iteration 23Q (81220.650000 sec): 3 clusters Score: Raw -684540.928375 + Penalty 4093.988261 = -680446.940114 nChanged 23 SP:Iteration 24Q (81220.850000 sec): 3 clusters Score: Raw -684556.481479 + Penalty 4093.988261 = -680462.493219 nChanged 14 SP:Iteration 25Q (81221.030000 sec): 3 clusters Score: Raw -684566.216045 + Penalty 4093.988261 = -680472.227784 nChanged 15 SP:Iteration 26Q (81221.260000 sec): 3 clusters Score: Raw -684578.617192 + Penalty 4093.988261 = -680484.628931 nChanged 18 SP:Iteration 27Q (81221.450000 sec): 3 clusters Score: Raw -684596.008328 + Penalty 4093.988261 = -680502.020067 nChanged 21 SP:Iteration 28Q (81221.640000 sec): 3 clusters Score: Raw -684615.828762 + Penalty 4093.988261 = -680521.840501 nChanged 28 SP:Iteration 29Q (81221.860000 sec): 3 clusters Score: Raw -684631.902546 + Penalty 4093.988261 = -680537.914285 nChanged 22 SP:Iteration 30Q (81222.060000 sec): 3 clusters Score: Raw -684645.109977 + Penalty 4093.988261 = -680551.121716 nChanged 28 SP:Iteration 31Q (81222.220000 sec): 3 clusters Score: Raw -684661.581911 + Penalty 4093.988261 = -680567.593650 nChanged 20 SP:Iteration 32Q (81222.400000 sec): 3 clusters Score: Raw -684675.177450 + Penalty 4093.988261 = -680581.189189 nChanged 25 SP:Iteration 33Q (81222.600000 sec): 3 clusters Score: Raw -684685.526800 + Penalty 4093.988261 = -680591.538539 nChanged 15 SP:Iteration 34Q (81222.780000 sec): 3 clusters Score: Raw -684693.099765 + Penalty 4093.988261 = -680599.111504 nChanged 16 SP:Iteration 35Q (81222.980000 sec): 3 clusters Score: Raw -684703.289543 + Penalty 4093.988261 = -680609.301282 nChanged 15 SP:Iteration 36Q (81223.150000 sec): 3 clusters Score: Raw -684713.500878 + Penalty 4093.988261 = -680619.512618 nChanged 18 SP:Iteration 37Q (81223.360000 sec): 3 clusters Score: Raw -684720.846025 + Penalty 4093.988261 = -680626.857764 nChanged 13 SP:Iteration 38Q (81223.550000 sec): 3 clusters Score: Raw -684725.237242 + Penalty 4093.988261 = -680631.248981 nChanged 11 SP:Iteration 39Q (81223.760000 sec): 3 clusters Score: Raw -684730.429810 + Penalty 4093.988261 = -680636.441549 nChanged 6 SP:Iteration 40F (81223.960000 sec): 3 clusters Score: Raw -684733.154508 + Penalty 4093.988261 = -680639.166247 nChanged 8 SP:Iteration 41Q (81224.140000 sec): 3 clusters Score: Raw -684736.292965 + Penalty 4093.988261 = -680642.304704 nChanged 3 SP:Iteration 42Q (81224.340000 sec): 3 clusters Score: Raw -684737.351805 + Penalty 4093.988261 = -680643.363544 nChanged 0 SP:Iteration 43F (81224.500000 sec): 3 clusters Score: Raw -684737.351805 + Penalty 4093.988261 = -680643.363544 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81224.630000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81224.860000 sec): 3 clusters Score: Raw -107549.498817 + Penalty 3190.738286 = -104358.760531 nChanged 141 SP:Iteration 1F (81225.010000 sec): 3 clusters Score: Raw -107873.871046 + Penalty 3190.738286 = -104683.132760 nChanged 57 SP:Iteration 2F (81225.180000 sec): 3 clusters Score: Raw -108135.654194 + Penalty 3190.738286 = -104944.915908 nChanged 43 SP:Iteration 3F (81225.340000 sec): 3 clusters Score: Raw -108364.665343 + Penalty 3190.738286 = -105173.927057 nChanged 40 SP:Iteration 4F (81225.570000 sec): 3 clusters Score: Raw -108566.379483 + Penalty 3190.738286 = -105375.641197 nChanged 29 SP:Iteration 5Q (81225.730000 sec): 3 clusters Score: Raw -108672.925520 + Penalty 3190.738286 = -105482.187234 nChanged 18 SP:Iteration 6Q (81225.960000 sec): 3 clusters Score: Raw -108725.076934 + Penalty 3190.738286 = -105534.338648 nChanged 9 SP:Iteration 7Q (81226.140000 sec): 3 clusters Score: Raw -108762.061089 + Penalty 3190.738286 = -105571.322803 nChanged 6 SP:Iteration 8Q (81226.300000 sec): 3 clusters Score: Raw -108786.645168 + Penalty 3190.738286 = -105595.906882 nChanged 4 SP:Iteration 9Q (81226.480000 sec): 3 clusters Score: Raw -108798.027825 + Penalty 3190.738286 = -105607.289539 nChanged 1 SP:Iteration 10Q (81226.710000 sec): 3 clusters Score: Raw -108801.452043 + Penalty 3190.738286 = -105610.713757 nChanged 4 SP:Iteration 11Q (81226.880000 sec): 3 clusters Score: Raw -108815.583867 + Penalty 3190.738286 = -105624.845581 nChanged 4 SP:Iteration 12Q (81227.060000 sec): 3 clusters Score: Raw -108837.244819 + Penalty 3190.738286 = -105646.506533 nChanged 4 SP:Iteration 13Q (81227.240000 sec): 3 clusters Score: Raw -108857.057667 + Penalty 3190.738286 = -105666.319381 nChanged 7 SP:Iteration 14Q (81227.440000 sec): 3 clusters Score: Raw -108877.652844 + Penalty 3190.738286 = -105686.914558 nChanged 6 SP:Iteration 15Q (81227.610000 sec): 3 clusters Score: Raw -108896.348361 + Penalty 3190.738286 = -105705.610075 nChanged 4 SP:Iteration 16Q (81227.790000 sec): 3 clusters Score: Raw -108907.196112 + Penalty 3190.738286 = -105716.457826 nChanged 1 SP:Iteration 17Q (81227.970000 sec): 3 clusters Score: Raw -108910.428089 + Penalty 3190.738286 = -105719.689803 nChanged 1 SP:Iteration 18Q (81228.130000 sec): 3 clusters Score: Raw -108913.857026 + Penalty 3190.738286 = -105723.118740 nChanged 0 SP:Iteration 19F (81228.290000 sec): 3 clusters Score: Raw -108913.857026 + Penalty 3190.738286 = -105723.118740 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81228.370000 sec): 2 clusters Score: Raw -61062.305281 + Penalty 1464.529738 = -59597.775543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81228.530000 sec): 3 clusters Score: Raw -61194.897264 + Penalty 2929.059477 = -58265.837787 nChanged 52 SP:Iteration 1F (81228.700000 sec): 3 clusters Score: Raw -61316.948849 + Penalty 2929.059477 = -58387.889372 nChanged 9 SP:Iteration 2Q (81228.850000 sec): 3 clusters Score: Raw -61344.205652 + Penalty 2929.059477 = -58415.146175 nChanged 3 SP:Iteration 3Q (81228.980000 sec): 3 clusters Score: Raw -61354.248126 + Penalty 2929.059477 = -58425.188650 nChanged 3 SP:Iteration 4Q (81229.070000 sec): 3 clusters Score: Raw -61358.547459 + Penalty 2929.059477 = -58429.487983 nChanged 0 SP:Iteration 5F (81229.290000 sec): 3 clusters Score: Raw -61358.547459 + Penalty 2929.059477 = -58429.487983 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81229.340000 sec): 2 clusters Score: Raw -22303.424427 + Penalty 1362.279238 = -20941.145189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81229.480000 sec): 3 clusters Score: Raw -22599.466049 + Penalty 2724.558476 = -19874.907573 nChanged 39 SP:Iteration 1F (81229.600000 sec): 3 clusters Score: Raw -22763.918166 + Penalty 2724.558476 = -20039.359690 nChanged 16 SP:Iteration 2F (81229.730000 sec): 3 clusters Score: Raw -22830.992498 + Penalty 2724.558476 = -20106.434022 nChanged 4 SP:Iteration 3Q (81229.860000 sec): 3 clusters Score: Raw -22866.104182 + Penalty 2724.558476 = -20141.545706 nChanged 3 SP:Iteration 4Q (81229.990000 sec): 3 clusters Score: Raw -22888.602318 + Penalty 2724.558476 = -20164.043842 nChanged 3 SP:Iteration 5Q (81230.120000 sec): 3 clusters Score: Raw -22901.247105 + Penalty 2724.558476 = -20176.688629 nChanged 0 SP:Iteration 6F (81230.240000 sec): 3 clusters Score: Raw -22901.247105 + Penalty 2724.558476 = -20176.688629 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81230.340000 sec): 2 clusters Score: Raw -358669.892703 + Penalty 1894.034128 = -356775.858575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81230.480000 sec): 3 clusters Score: Raw -357923.804993 + Penalty 3788.068257 = -354135.736736 nChanged 685 SP:Iteration 1F (81230.600000 sec): 3 clusters Score: Raw -358647.680704 + Penalty 3788.068257 = -354859.612447 nChanged 192 SP:Iteration 2F (81230.730000 sec): 3 clusters Score: Raw -358958.040659 + Penalty 3788.068257 = -355169.972402 nChanged 137 SP:Iteration 3F (81230.860000 sec): 3 clusters Score: Raw -359161.044216 + Penalty 3788.068257 = -355372.975959 nChanged 116 SP:Iteration 4F (81230.990000 sec): 3 clusters Score: Raw -359314.490676 + Penalty 3788.068257 = -355526.422419 nChanged 79 SP:Iteration 5Q (81231.120000 sec): 3 clusters Score: Raw -359418.178179 + Penalty 3788.068257 = -355630.109922 nChanged 62 SP:Iteration 6Q (81231.250000 sec): 3 clusters Score: Raw -359489.384650 + Penalty 3788.068257 = -355701.316393 nChanged 50 SP:Iteration 7Q (81231.370000 sec): 3 clusters Score: Raw -359559.505689 + Penalty 3788.068257 = -355771.437432 nChanged 45 SP:Iteration 8Q (81231.500000 sec): 3 clusters Score: Raw -359621.466587 + Penalty 3788.068257 = -355833.398330 nChanged 61 SP:Iteration 9Q (81231.630000 sec): 3 clusters Score: Raw -359695.219836 + Penalty 3788.068257 = -355907.151579 nChanged 59 SP:Iteration 10Q (81231.760000 sec): 3 clusters Score: Raw -359767.355304 + Penalty 3788.068257 = -355979.287047 nChanged 46 SP:Iteration 11Q (81231.890000 sec): 3 clusters Score: Raw -359826.208530 + Penalty 3788.068257 = -356038.140273 nChanged 40 SP:Iteration 12Q (81232.070000 sec): 3 clusters Score: Raw -359874.547211 + Penalty 3788.068257 = -356086.478954 nChanged 30 SP:Iteration 13Q (81232.210000 sec): 3 clusters Score: Raw -359906.618289 + Penalty 3788.068257 = -356118.550032 nChanged 18 SP:Iteration 14Q (81232.350000 sec): 3 clusters Score: Raw -359928.880155 + Penalty 3788.068257 = -356140.811898 nChanged 26 SP:Iteration 15Q (81232.490000 sec): 3 clusters Score: Raw -359964.641232 + Penalty 3788.068257 = -356176.572975 nChanged 29 SP:Iteration 16Q (81232.650000 sec): 3 clusters Score: Raw -360004.547748 + Penalty 3788.068257 = -356216.479492 nChanged 25 SP:Iteration 17Q (81232.850000 sec): 3 clusters Score: Raw -360041.298149 + Penalty 3788.068257 = -356253.229892 nChanged 23 SP:Iteration 18Q (81233.000000 sec): 3 clusters Score: Raw -360084.532870 + Penalty 3788.068257 = -356296.464614 nChanged 18 SP:Iteration 19Q (81233.190000 sec): 3 clusters Score: Raw -360106.446214 + Penalty 3788.068257 = -356318.377957 nChanged 14 SP:Iteration 20F (81233.310000 sec): 3 clusters Score: Raw -360149.327247 + Penalty 3788.068257 = -356361.258990 nChanged 15 SP:Iteration 21Q (81233.440000 sec): 3 clusters Score: Raw -360191.371672 + Penalty 3788.068257 = -356403.303415 nChanged 19 SP:Iteration 22Q (81233.570000 sec): 3 clusters Score: Raw -360213.424859 + Penalty 3788.068257 = -356425.356602 nChanged 16 SP:Iteration 23Q (81233.690000 sec): 3 clusters Score: Raw -360228.969373 + Penalty 3788.068257 = -356440.901116 nChanged 12 SP:Iteration 24Q (81233.820000 sec): 3 clusters Score: Raw -360235.671461 + Penalty 3788.068257 = -356447.603204 nChanged 6 SP:Iteration 25Q (81233.950000 sec): 3 clusters Score: Raw -360241.297001 + Penalty 3788.068257 = -356453.228744 nChanged 4 SP:Iteration 26Q (81234.080000 sec): 3 clusters Score: Raw -360245.601038 + Penalty 3788.068257 = -356457.532781 nChanged 7 SP:Iteration 27Q (81234.210000 sec): 3 clusters Score: Raw -360249.253291 + Penalty 3788.068257 = -356461.185034 nChanged 3 SP:Iteration 28Q (81234.330000 sec): 3 clusters Score: Raw -360250.677284 + Penalty 3788.068257 = -356462.609027 nChanged 1 SP:Iteration 29Q (81234.460000 sec): 3 clusters Score: Raw -360251.476830 + Penalty 3788.068257 = -356463.408573 nChanged 1 SP:Iteration 30Q (81234.590000 sec): 3 clusters Score: Raw -360251.919081 + Penalty 3788.068257 = -356463.850824 nChanged 0 SP:Iteration 31F (81234.720000 sec): 3 clusters Score: Raw -360251.919081 + Penalty 3788.068257 = -356463.850824 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81234.820000 sec): 2 clusters Score: Raw -13303.756824 + Penalty 1154.182167 = -12149.574657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81234.950000 sec): 3 clusters Score: Raw -14362.702100 + Penalty 2308.364334 = -12054.337766 nChanged 4 SP:Iteration 1Q (81235.080000 sec): 3 clusters Score: Raw -14411.111804 + Penalty 2308.364334 = -12102.747470 nChanged 0 SP:Iteration 2F (81235.200000 sec): 3 clusters Score: Raw -14411.111804 + Penalty 2308.364334 = -12102.747470 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81235.270000 sec): 2 clusters Score: Raw -105563.298036 + Penalty 1622.533046 = -103940.764990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81235.410000 sec): 3 clusters Score: Raw -105568.072397 + Penalty 3245.066092 = -102323.006305 nChanged 182 SP:Iteration 1F (81235.580000 sec): 3 clusters Score: Raw -105940.152738 + Penalty 3245.066092 = -102695.086645 nChanged 48 SP:Iteration 2F (81235.710000 sec): 3 clusters Score: Raw -106062.029164 + Penalty 3245.066092 = -102816.963071 nChanged 32 SP:Iteration 3Q (81235.830000 sec): 3 clusters Score: Raw -106138.413575 + Penalty 3245.066092 = -102893.347483 nChanged 18 SP:Iteration 4Q (81235.960000 sec): 3 clusters Score: Raw -106231.438832 + Penalty 3245.066092 = -102986.372739 nChanged 18 SP:Iteration 5Q (81236.090000 sec): 3 clusters Score: Raw -106311.682359 + Penalty 3245.066092 = -103066.616267 nChanged 12 SP:Iteration 6Q (81236.210000 sec): 3 clusters Score: Raw -106348.065851 + Penalty 3245.066092 = -103102.999758 nChanged 9 SP:Iteration 7Q (81236.320000 sec): 3 clusters Score: Raw -106363.685949 + Penalty 3245.066092 = -103118.619857 nChanged 7 SP:Iteration 8Q (81236.530000 sec): 3 clusters Score: Raw -106376.352517 + Penalty 3245.066092 = -103131.286425 nChanged 1 SP:Iteration 9Q (81236.660000 sec): 3 clusters Score: Raw -106377.490432 + Penalty 3245.066092 = -103132.424340 nChanged 1 SP:Iteration 10Q (81236.830000 sec): 3 clusters Score: Raw -106378.474460 + Penalty 3245.066092 = -103133.408367 nChanged 0 SP:Iteration 11F (81237.010000 sec): 3 clusters Score: Raw -106378.474460 + Penalty 3245.066092 = -103133.408367 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81237.220000 sec): 2 clusters Score: Raw -3798277.129453 + Penalty 2478.232036 = -3795798.897416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81237.490000 sec): 3 clusters Score: Raw -3785529.397759 + Penalty 4956.464072 = -3780572.933687 nChanged 9668 SP:Iteration 1F (81237.780000 sec): 3 clusters Score: Raw -3790758.571995 + Penalty 4956.464072 = -3785802.107923 nChanged 1268 SP:Iteration 2F (81238.090000 sec): 3 clusters Score: Raw -3791426.015402 + Penalty 4956.464072 = -3786469.551329 nChanged 1267 SP:Iteration 3F (81238.400000 sec): 3 clusters Score: Raw -3792201.887713 + Penalty 4956.464072 = -3787245.423641 nChanged 1239 SP:Iteration 4F (81238.690000 sec): 3 clusters Score: Raw -3792973.835054 + Penalty 4956.464072 = -3788017.370982 nChanged 1195 SP:Iteration 5F (81238.940000 sec): 3 clusters Score: Raw -3793648.437444 + Penalty 4956.464072 = -3788691.973372 nChanged 1092 SP:Iteration 6Q (81239.310000 sec): 3 clusters Score: Raw -3794224.140850 + Penalty 4956.464072 = -3789267.676778 nChanged 1029 SP:Iteration 7Q (81239.550000 sec): 3 clusters Score: Raw -3794751.082397 + Penalty 4956.464072 = -3789794.618325 nChanged 939 SP:Iteration 8Q (81239.870000 sec): 3 clusters Score: Raw -3795214.123810 + Penalty 4956.464072 = -3790257.659737 nChanged 877 SP:Iteration 9Q (81240.160000 sec): 3 clusters Score: Raw -3795602.808412 + Penalty 4956.464072 = -3790646.344340 nChanged 750 SP:Iteration 10Q (81240.450000 sec): 3 clusters Score: Raw -3795950.489942 + Penalty 4956.464072 = -3790994.025870 nChanged 723 SP:Iteration 11Q (81240.790000 sec): 3 clusters Score: Raw -3796293.544625 + Penalty 4956.464072 = -3791337.080553 nChanged 617 SP:Iteration 12Q (81241.060000 sec): 3 clusters Score: Raw -3796563.907912 + Penalty 4956.464072 = -3791607.443839 nChanged 538 SP:Iteration 13Q (81241.400000 sec): 3 clusters Score: Raw -3796772.718662 + Penalty 4956.464072 = -3791816.254589 nChanged 445 SP:Iteration 14Q (81241.730000 sec): 3 clusters Score: Raw -3796925.562974 + Penalty 4956.464072 = -3791969.098901 nChanged 347 SP:Iteration 15Q (81242.020000 sec): 3 clusters Score: Raw -3797026.002422 + Penalty 4956.464072 = -3792069.538349 nChanged 282 SP:Iteration 16Q (81242.340000 sec): 3 clusters Score: Raw -3797096.403609 + Penalty 4956.464072 = -3792139.939537 nChanged 227 SP:Iteration 17Q (81242.630000 sec): 3 clusters Score: Raw -3797148.259440 + Penalty 4956.464072 = -3792191.795367 nChanged 213 SP:Iteration 18Q (81242.930000 sec): 3 clusters Score: Raw -3797197.564888 + Penalty 4956.464072 = -3792241.100815 nChanged 211 SP:Iteration 19Q (81243.240000 sec): 3 clusters Score: Raw -3797251.885213 + Penalty 4956.464072 = -3792295.421141 nChanged 208 SP:Iteration 20F (81243.500000 sec): 3 clusters Score: Raw -3797307.216360 + Penalty 4956.464072 = -3792350.752287 nChanged 217 SP:Iteration 21Q (81243.830000 sec): 3 clusters Score: Raw -3797365.782722 + Penalty 4956.464072 = -3792409.318650 nChanged 226 SP:Iteration 22Q (81244.200000 sec): 3 clusters Score: Raw -3797431.322689 + Penalty 4956.464072 = -3792474.858617 nChanged 233 SP:Iteration 23Q (81244.500000 sec): 3 clusters Score: Raw -3797504.601085 + Penalty 4956.464072 = -3792548.137012 nChanged 238 SP:Iteration 24Q (81244.840000 sec): 3 clusters Score: Raw -3797580.997094 + Penalty 4956.464072 = -3792624.533022 nChanged 262 SP:Iteration 25Q (81245.170000 sec): 3 clusters Score: Raw -3797665.245088 + Penalty 4956.464072 = -3792708.781015 nChanged 249 SP:Iteration 26Q (81245.470000 sec): 3 clusters Score: Raw -3797747.576549 + Penalty 4956.464072 = -3792791.112477 nChanged 266 SP:Iteration 27Q (81245.740000 sec): 3 clusters Score: Raw -3797838.023258 + Penalty 4956.464072 = -3792881.559186 nChanged 280 SP:Iteration 28Q (81246.030000 sec): 3 clusters Score: Raw -3797933.486179 + Penalty 4956.464072 = -3792977.022107 nChanged 273 SP:Iteration 29Q (81246.310000 sec): 3 clusters Score: Raw -3798029.412996 + Penalty 4956.464072 = -3793072.948923 nChanged 263 SP:Iteration 30Q (81246.590000 sec): 3 clusters Score: Raw -3798132.095002 + Penalty 4956.464072 = -3793175.630929 nChanged 296 SP:Iteration 31Q (81246.870000 sec): 3 clusters Score: Raw -3798247.140581 + Penalty 4956.464072 = -3793290.676509 nChanged 280 SP:Iteration 32Q (81247.180000 sec): 3 clusters Score: Raw -3798357.806465 + Penalty 4956.464072 = -3793401.342393 nChanged 256 SP:Iteration 33Q (81247.450000 sec): 3 clusters Score: Raw -3798453.370453 + Penalty 4956.464072 = -3793496.906380 nChanged 245 SP:Iteration 34Q (81247.760000 sec): 3 clusters Score: Raw -3798543.834437 + Penalty 4956.464072 = -3793587.370364 nChanged 227 SP:Iteration 35Q (81248.010000 sec): 3 clusters Score: Raw -3798620.508960 + Penalty 4956.464072 = -3793664.044888 nChanged 202 SP:Iteration 36Q (81248.290000 sec): 3 clusters Score: Raw -3798687.226851 + Penalty 4956.464072 = -3793730.762779 nChanged 176 SP:Iteration 37Q (81248.600000 sec): 3 clusters Score: Raw -3798737.126950 + Penalty 4956.464072 = -3793780.662877 nChanged 160 SP:Iteration 38Q (81248.840000 sec): 3 clusters Score: Raw -3798787.896294 + Penalty 4956.464072 = -3793831.432222 nChanged 151 SP:Iteration 39Q (81249.130000 sec): 3 clusters Score: Raw -3798835.591496 + Penalty 4956.464072 = -3793879.127424 nChanged 161 SP:Iteration 40F (81249.440000 sec): 3 clusters Score: Raw -3798888.013938 + Penalty 4956.464072 = -3793931.549866 nChanged 136 SP:Iteration 41Q (81249.710000 sec): 3 clusters Score: Raw -3798932.608922 + Penalty 4956.464072 = -3793976.144850 nChanged 125 SP:Iteration 42Q (81249.980000 sec): 3 clusters Score: Raw -3798971.048529 + Penalty 4956.464072 = -3794014.584457 nChanged 117 SP:Iteration 43Q (81250.290000 sec): 3 clusters Score: Raw -3799005.248150 + Penalty 4956.464072 = -3794048.784078 nChanged 112 SP:Iteration 44Q (81250.580000 sec): 3 clusters Score: Raw -3799039.350398 + Penalty 4956.464072 = -3794082.886325 nChanged 100 SP:Iteration 45Q (81250.860000 sec): 3 clusters Score: Raw -3799066.230379 + Penalty 4956.464072 = -3794109.766306 nChanged 96 SP:Iteration 46Q (81251.150000 sec): 3 clusters Score: Raw -3799093.116234 + Penalty 4956.464072 = -3794136.652162 nChanged 87 SP:Iteration 47Q (81251.430000 sec): 3 clusters Score: Raw -3799117.797981 + Penalty 4956.464072 = -3794161.333908 nChanged 79 SP:Iteration 48Q (81251.780000 sec): 3 clusters Score: Raw -3799139.311150 + Penalty 4956.464072 = -3794182.847078 nChanged 69 SP:Iteration 49Q (81252.020000 sec): 3 clusters Score: Raw -3799158.147093 + Penalty 4956.464072 = -3794201.683021 nChanged 59 SP:Iteration 50Q (81252.340000 sec): 3 clusters Score: Raw -3799171.412178 + Penalty 4956.464072 = -3794214.948105 nChanged 57 SP:Iteration 51Q (81252.590000 sec): 3 clusters Score: Raw -3799185.200144 + Penalty 4956.464072 = -3794228.736072 nChanged 49 SP:Iteration 52Q (81252.850000 sec): 3 clusters Score: Raw -3799197.948351 + Penalty 4956.464072 = -3794241.484279 nChanged 44 SP:Iteration 53Q (81253.140000 sec): 3 clusters Score: Raw -3799207.452422 + Penalty 4956.464072 = -3794250.988350 nChanged 52 SP:Iteration 54Q (81253.420000 sec): 3 clusters Score: Raw -3799219.597147 + Penalty 4956.464072 = -3794263.133074 nChanged 53 SP:Iteration 55Q (81253.720000 sec): 3 clusters Score: Raw -3799232.369266 + Penalty 4956.464072 = -3794275.905193 nChanged 44 SP:Iteration 56Q (81254.030000 sec): 3 clusters Score: Raw -3799241.879356 + Penalty 4956.464072 = -3794285.415284 nChanged 36 SP:Iteration 57Q (81254.290000 sec): 3 clusters Score: Raw -3799249.828533 + Penalty 4956.464072 = -3794293.364461 nChanged 34 SP:Iteration 58Q (81254.590000 sec): 3 clusters Score: Raw -3799256.107048 + Penalty 4956.464072 = -3794299.642975 nChanged 28 SP:Iteration 59Q (81254.910000 sec): 3 clusters Score: Raw -3799261.166776 + Penalty 4956.464072 = -3794304.702704 nChanged 22 SP:Iteration 60F (81255.240000 sec): 3 clusters Score: Raw -3799265.654003 + Penalty 4956.464072 = -3794309.189931 nChanged 9 SP:Iteration 61Q (81255.530000 sec): 3 clusters Score: Raw -3799266.681327 + Penalty 4956.464072 = -3794310.217254 nChanged 5 SP:Iteration 62Q (81255.870000 sec): 3 clusters Score: Raw -3799267.309728 + Penalty 4956.464072 = -3794310.845656 nChanged 4 SP:Iteration 63Q (81256.100000 sec): 3 clusters Score: Raw -3799267.903833 + Penalty 4956.464072 = -3794311.439761 nChanged 5 SP:Iteration 64Q (81256.410000 sec): 3 clusters Score: Raw -3799268.429645 + Penalty 4956.464072 = -3794311.965573 nChanged 3 SP:Iteration 65Q (81256.670000 sec): 3 clusters Score: Raw -3799268.983236 + Penalty 4956.464072 = -3794312.519164 nChanged 2 SP:Iteration 66Q (81256.950000 sec): 3 clusters Score: Raw -3799269.291412 + Penalty 4956.464072 = -3794312.827340 nChanged 2 SP:Iteration 67Q (81257.230000 sec): 3 clusters Score: Raw -3799269.565511 + Penalty 4956.464072 = -3794313.101439 nChanged 2 SP:Iteration 68Q (81257.490000 sec): 3 clusters Score: Raw -3799270.061356 + Penalty 4956.464072 = -3794313.597284 nChanged 5 SP:Iteration 69Q (81257.750000 sec): 3 clusters Score: Raw -3799270.958443 + Penalty 4956.464072 = -3794314.494371 nChanged 6 SP:Iteration 70Q (81258.010000 sec): 3 clusters Score: Raw -3799272.014801 + Penalty 4956.464072 = -3794315.550729 nChanged 4 SP:Iteration 71Q (81258.280000 sec): 3 clusters Score: Raw -3799272.692988 + Penalty 4956.464072 = -3794316.228915 nChanged 4 SP:Iteration 72Q (81258.550000 sec): 3 clusters Score: Raw -3799273.179604 + Penalty 4956.464072 = -3794316.715532 nChanged 2 SP:Iteration 73Q (81258.820000 sec): 3 clusters Score: Raw -3799273.497616 + Penalty 4956.464072 = -3794317.033544 nChanged 0 SP:Iteration 74F (81259.110000 sec): 3 clusters Score: Raw -3799273.497616 + Penalty 4956.464072 = -3794317.033544 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81259.180000 sec): 2 clusters Score: Raw -95853.207359 + Penalty 1627.135605 = -94226.071753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81259.390000 sec): 3 clusters Score: Raw -95866.070716 + Penalty 3254.271210 = -92611.799505 nChanged 176 SP:Iteration 1F (81259.550000 sec): 3 clusters Score: Raw -96223.547170 + Penalty 3254.271210 = -92969.275959 nChanged 71 SP:Iteration 2F (81259.760000 sec): 3 clusters Score: Raw -96475.266644 + Penalty 3254.271210 = -93220.995434 nChanged 45 SP:Iteration 3F (81259.920000 sec): 3 clusters Score: Raw -96642.537594 + Penalty 3254.271210 = -93388.266384 nChanged 34 SP:Iteration 4Q (81260.080000 sec): 3 clusters Score: Raw -96774.259940 + Penalty 3254.271210 = -93519.988729 nChanged 33 SP:Iteration 5Q (81260.240000 sec): 3 clusters Score: Raw -96882.074557 + Penalty 3254.271210 = -93627.803346 nChanged 16 SP:Iteration 6Q (81260.460000 sec): 3 clusters Score: Raw -96917.455938 + Penalty 3254.271210 = -93663.184728 nChanged 8 SP:Iteration 7Q (81260.610000 sec): 3 clusters Score: Raw -96937.221135 + Penalty 3254.271210 = -93682.949924 nChanged 7 SP:Iteration 8Q (81260.770000 sec): 3 clusters Score: Raw -96965.864541 + Penalty 3254.271210 = -93711.593331 nChanged 10 SP:Iteration 9Q (81260.930000 sec): 3 clusters Score: Raw -97000.686047 + Penalty 3254.271210 = -93746.414837 nChanged 5 SP:Iteration 10Q (81261.150000 sec): 3 clusters Score: Raw -97022.522183 + Penalty 3254.271210 = -93768.250973 nChanged 4 SP:Iteration 11Q (81261.320000 sec): 3 clusters Score: Raw -97040.301121 + Penalty 3254.271210 = -93786.029911 nChanged 4 SP:Iteration 12Q (81261.470000 sec): 3 clusters Score: Raw -97051.294988 + Penalty 3254.271210 = -93797.023778 nChanged 4 SP:Iteration 13Q (81261.630000 sec): 3 clusters Score: Raw -97065.454459 + Penalty 3254.271210 = -93811.183249 nChanged 3 SP:Iteration 14Q (81261.830000 sec): 3 clusters Score: Raw -97075.589710 + Penalty 3254.271210 = -93821.318500 nChanged 5 SP:Iteration 15Q (81262.020000 sec): 3 clusters Score: Raw -97091.287319 + Penalty 3254.271210 = -93837.016109 nChanged 1 SP:Iteration 16Q (81262.170000 sec): 3 clusters Score: Raw -97092.090997 + Penalty 3254.271210 = -93837.819787 nChanged 0 SP:Iteration 17F (81262.380000 sec): 3 clusters Score: Raw -97092.423968 + Penalty 3254.271210 = -93838.152758 nChanged 1 SP:Iteration 18Q (81262.520000 sec): 3 clusters Score: Raw -97100.996770 + Penalty 3254.271210 = -93846.725559 nChanged 2 SP:Iteration 19Q (81262.710000 sec): 3 clusters Score: Raw -97107.630696 + Penalty 3254.271210 = -93853.359486 nChanged 2 SP:Iteration 20F (81262.900000 sec): 3 clusters Score: Raw -97121.470743 + Penalty 3254.271210 = -93867.199533 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81263.000000 sec): 2 clusters Score: Raw -212828.808441 + Penalty 1764.664367 = -211064.144074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81263.170000 sec): 3 clusters Score: Raw -212476.974761 + Penalty 3529.328735 = -208947.646026 nChanged 341 SP:Iteration 1F (81263.330000 sec): 3 clusters Score: Raw -212857.995504 + Penalty 3529.328735 = -209328.666769 nChanged 94 SP:Iteration 2F (81263.520000 sec): 3 clusters Score: Raw -213003.691637 + Penalty 3529.328735 = -209474.362903 nChanged 49 SP:Iteration 3Q (81263.680000 sec): 3 clusters Score: Raw -213089.821207 + Penalty 3529.328735 = -209560.492473 nChanged 57 SP:Iteration 4Q (81263.860000 sec): 3 clusters Score: Raw -213184.090690 + Penalty 3529.328735 = -209654.761956 nChanged 50 SP:Iteration 5Q (81264.020000 sec): 3 clusters Score: Raw -213258.895297 + Penalty 3529.328735 = -209729.566562 nChanged 27 SP:Iteration 6Q (81264.200000 sec): 3 clusters Score: Raw -213303.980353 + Penalty 3529.328735 = -209774.651618 nChanged 24 SP:Iteration 7Q (81264.380000 sec): 3 clusters Score: Raw -213338.461356 + Penalty 3529.328735 = -209809.132621 nChanged 18 SP:Iteration 8Q (81264.560000 sec): 3 clusters Score: Raw -213367.422474 + Penalty 3529.328735 = -209838.093739 nChanged 20 SP:Iteration 9Q (81264.720000 sec): 3 clusters Score: Raw -213394.925693 + Penalty 3529.328735 = -209865.596959 nChanged 20 SP:Iteration 10Q (81264.920000 sec): 3 clusters Score: Raw -213423.863893 + Penalty 3529.328735 = -209894.535159 nChanged 20 SP:Iteration 11Q (81265.070000 sec): 3 clusters Score: Raw -213462.396015 + Penalty 3529.328735 = -209933.067281 nChanged 18 SP:Iteration 12Q (81265.270000 sec): 3 clusters Score: Raw -213489.290863 + Penalty 3529.328735 = -209959.962128 nChanged 13 SP:Iteration 13Q (81265.440000 sec): 3 clusters Score: Raw -213510.998471 + Penalty 3529.328735 = -209981.669737 nChanged 10 SP:Iteration 14Q (81265.600000 sec): 3 clusters Score: Raw -213523.248138 + Penalty 3529.328735 = -209993.919404 nChanged 8 SP:Iteration 15Q (81265.770000 sec): 3 clusters Score: Raw -213537.607842 + Penalty 3529.328735 = -210008.279107 nChanged 8 SP:Iteration 16Q (81265.960000 sec): 3 clusters Score: Raw -213551.618591 + Penalty 3529.328735 = -210022.289857 nChanged 8 SP:Iteration 17Q (81266.110000 sec): 3 clusters Score: Raw -213568.298968 + Penalty 3529.328735 = -210038.970233 nChanged 10 SP:Iteration 18Q (81266.290000 sec): 3 clusters Score: Raw -213578.508923 + Penalty 3529.328735 = -210049.180188 nChanged 3 SP:Iteration 19Q (81266.530000 sec): 3 clusters Score: Raw -213583.340477 + Penalty 3529.328735 = -210054.011743 nChanged 4 SP:Iteration 20F (81266.710000 sec): 3 clusters Score: Raw -213588.022769 + Penalty 3529.328735 = -210058.694034 nChanged 3 SP:Iteration 21Q (81266.900000 sec): 3 clusters Score: Raw -213592.845635 + Penalty 3529.328735 = -210063.516900 nChanged 2 SP:Iteration 22Q (81267.070000 sec): 3 clusters Score: Raw -213595.179902 + Penalty 3529.328735 = -210065.851167 nChanged 0 SP:Iteration 23F (81267.260000 sec): 3 clusters Score: Raw -213595.179902 + Penalty 3529.328735 = -210065.851167 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81267.360000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81267.510000 sec): 3 clusters Score: Raw -60578.249834 + Penalty 2947.628490 = -57630.621344 nChanged 57 SP:Iteration 1F (81267.690000 sec): 3 clusters Score: Raw -60738.229420 + Penalty 2947.628490 = -57790.600930 nChanged 14 SP:Iteration 2Q (81267.860000 sec): 3 clusters Score: Raw -60778.002722 + Penalty 2947.628490 = -57830.374232 nChanged 8 SP:Iteration 3Q (81268.040000 sec): 3 clusters Score: Raw -60805.374146 + Penalty 2947.628490 = -57857.745656 nChanged 1 SP:Iteration 4Q (81268.190000 sec): 3 clusters Score: Raw -60808.137243 + Penalty 2947.628490 = -57860.508753 nChanged 1 SP:Iteration 5Q (81268.360000 sec): 3 clusters Score: Raw -60816.851139 + Penalty 2947.628490 = -57869.222649 nChanged 2 SP:Iteration 6Q (81268.550000 sec): 3 clusters Score: Raw -60835.392869 + Penalty 2947.628490 = -57887.764379 nChanged 2 SP:Iteration 7Q (81268.760000 sec): 3 clusters Score: Raw -60840.363155 + Penalty 2947.628490 = -57892.734665 nChanged 1 SP:Iteration 8Q (81268.900000 sec): 3 clusters Score: Raw -60842.823255 + Penalty 2947.628490 = -57895.194765 nChanged 0 SP:Iteration 9F (81269.080000 sec): 3 clusters Score: Raw -60842.823255 + Penalty 2947.628490 = -57895.194765 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81269.190000 sec): 2 clusters Score: Raw -285634.451647 + Penalty 1812.352450 = -283822.099197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81269.350000 sec): 3 clusters Score: Raw -285167.090549 + Penalty 3624.704899 = -281542.385650 nChanged 437 SP:Iteration 1F (81269.540000 sec): 3 clusters Score: Raw -285544.668860 + Penalty 3624.704899 = -281919.963960 nChanged 103 SP:Iteration 2F (81269.690000 sec): 3 clusters Score: Raw -285653.525517 + Penalty 3624.704899 = -282028.820618 nChanged 58 SP:Iteration 3Q (81269.890000 sec): 3 clusters Score: Raw -285708.526556 + Penalty 3624.704899 = -282083.821656 nChanged 36 SP:Iteration 4Q (81270.060000 sec): 3 clusters Score: Raw -285744.362485 + Penalty 3624.704899 = -282119.657585 nChanged 27 SP:Iteration 5Q (81270.240000 sec): 3 clusters Score: Raw -285772.781901 + Penalty 3624.704899 = -282148.077002 nChanged 18 SP:Iteration 6Q (81270.440000 sec): 3 clusters Score: Raw -285789.444327 + Penalty 3624.704899 = -282164.739428 nChanged 9 SP:Iteration 7Q (81270.600000 sec): 3 clusters Score: Raw -285797.105774 + Penalty 3624.704899 = -282172.400874 nChanged 8 SP:Iteration 8Q (81270.790000 sec): 3 clusters Score: Raw -285801.979650 + Penalty 3624.704899 = -282177.274751 nChanged 8 SP:Iteration 9Q (81270.940000 sec): 3 clusters Score: Raw -285809.311720 + Penalty 3624.704899 = -282184.606820 nChanged 10 SP:Iteration 10Q (81271.140000 sec): 3 clusters Score: Raw -285818.271541 + Penalty 3624.704899 = -282193.566642 nChanged 7 SP:Iteration 11Q (81271.300000 sec): 3 clusters Score: Raw -285823.261634 + Penalty 3624.704899 = -282198.556735 nChanged 5 SP:Iteration 12Q (81271.480000 sec): 3 clusters Score: Raw -285827.025981 + Penalty 3624.704899 = -282202.321081 nChanged 3 SP:Iteration 13Q (81271.660000 sec): 3 clusters Score: Raw -285828.376964 + Penalty 3624.704899 = -282203.672065 nChanged 3 SP:Iteration 14Q (81271.860000 sec): 3 clusters Score: Raw -285830.742083 + Penalty 3624.704899 = -282206.037184 nChanged 4 SP:Iteration 15Q (81272.000000 sec): 3 clusters Score: Raw -285833.134237 + Penalty 3624.704899 = -282208.429337 nChanged 4 SP:Iteration 16Q (81272.180000 sec): 3 clusters Score: Raw -285837.041391 + Penalty 3624.704899 = -282212.336492 nChanged 5 SP:Iteration 17Q (81272.370000 sec): 3 clusters Score: Raw -285840.021881 + Penalty 3624.704899 = -282215.316982 nChanged 2 SP:Iteration 18Q (81272.520000 sec): 3 clusters Score: Raw -285841.325472 + Penalty 3624.704899 = -282216.620573 nChanged 2 SP:Iteration 19Q (81272.700000 sec): 3 clusters Score: Raw -285842.212610 + Penalty 3624.704899 = -282217.507711 nChanged 4 SP:Iteration 20F (81272.880000 sec): 3 clusters Score: Raw -285843.893973 + Penalty 3624.704899 = -282219.189074 nChanged 3 SP:Iteration 21Q (81273.060000 sec): 3 clusters Score: Raw -285845.603305 + Penalty 3624.704899 = -282220.898406 nChanged 3 SP:Iteration 22Q (81273.230000 sec): 3 clusters Score: Raw -285848.861827 + Penalty 3624.704899 = -282224.156928 nChanged 1 SP:Iteration 23Q (81273.410000 sec): 3 clusters Score: Raw -285849.464963 + Penalty 3624.704899 = -282224.760064 nChanged 1 SP:Iteration 24Q (81273.580000 sec): 3 clusters Score: Raw -285849.847894 + Penalty 3624.704899 = -282225.142995 nChanged 1 SP:Iteration 25Q (81273.750000 sec): 3 clusters Score: Raw -285850.467426 + Penalty 3624.704899 = -282225.762527 nChanged 0 SP:Iteration 26F (81273.930000 sec): 3 clusters Score: Raw -285850.467426 + Penalty 3624.704899 = -282225.762527 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81274.030000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81274.200000 sec): 3 clusters Score: Raw -80195.196731 + Penalty 3086.397829 = -77108.798903 nChanged 100 SP:Iteration 1F (81274.410000 sec): 3 clusters Score: Raw -80498.937206 + Penalty 3086.397829 = -77412.539377 nChanged 36 SP:Iteration 2F (81274.580000 sec): 3 clusters Score: Raw -80615.420428 + Penalty 3086.397829 = -77529.022599 nChanged 15 SP:Iteration 3Q (81274.720000 sec): 3 clusters Score: Raw -80654.070604 + Penalty 3086.397829 = -77567.672775 nChanged 6 SP:Iteration 4Q (81274.890000 sec): 3 clusters Score: Raw -80667.087554 + Penalty 3086.397829 = -77580.689725 nChanged 1 SP:Iteration 5Q (81275.070000 sec): 3 clusters Score: Raw -80669.372103 + Penalty 3086.397829 = -77582.974274 nChanged 0 SP:Iteration 6F (81275.220000 sec): 3 clusters Score: Raw -80669.372103 + Penalty 3086.397829 = -77582.974274 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81275.320000 sec): 2 clusters Score: Raw -55332.770861 + Penalty 1544.670729 = -53788.100133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81275.460000 sec): 3 clusters Score: Raw -55477.058427 + Penalty 3089.341458 = -52387.716969 nChanged 118 SP:Iteration 1F (81275.660000 sec): 3 clusters Score: Raw -55758.796137 + Penalty 3089.341458 = -52669.454679 nChanged 40 SP:Iteration 2F (81275.820000 sec): 3 clusters Score: Raw -55881.936730 + Penalty 3089.341458 = -52792.595272 nChanged 27 SP:Iteration 3F (81275.970000 sec): 3 clusters Score: Raw -56025.066611 + Penalty 3089.341458 = -52935.725153 nChanged 23 SP:Iteration 4Q (81276.190000 sec): 3 clusters Score: Raw -56087.087321 + Penalty 3089.341458 = -52997.745863 nChanged 12 SP:Iteration 5Q (81276.340000 sec): 3 clusters Score: Raw -56131.260493 + Penalty 3089.341458 = -53041.919035 nChanged 10 SP:Iteration 6Q (81276.480000 sec): 3 clusters Score: Raw -56170.254329 + Penalty 3089.341458 = -53080.912871 nChanged 6 SP:Iteration 7Q (81276.660000 sec): 3 clusters Score: Raw -56218.340338 + Penalty 3089.341458 = -53128.998880 nChanged 6 SP:Iteration 8Q (81276.840000 sec): 3 clusters Score: Raw -56251.301292 + Penalty 3089.341458 = -53161.959834 nChanged 4 SP:Iteration 9Q (81277.020000 sec): 3 clusters Score: Raw -56265.957594 + Penalty 3089.341458 = -53176.616136 nChanged 1 SP:Iteration 10Q (81277.200000 sec): 3 clusters Score: Raw -56268.563015 + Penalty 3089.341458 = -53179.221558 nChanged 1 SP:Iteration 11Q (81277.320000 sec): 3 clusters Score: Raw -56275.281422 + Penalty 3089.341458 = -53185.939964 nChanged 4 SP:Iteration 12Q (81277.500000 sec): 3 clusters Score: Raw -56294.044398 + Penalty 3089.341458 = -53204.702940 nChanged 5 SP:Iteration 13Q (81277.710000 sec): 3 clusters Score: Raw -56323.504952 + Penalty 3089.341458 = -53234.163494 nChanged 5 SP:Iteration 14Q (81277.850000 sec): 3 clusters Score: Raw -56356.096527 + Penalty 3089.341458 = -53266.755070 nChanged 3 SP:Iteration 15Q (81278.050000 sec): 3 clusters Score: Raw -56369.512878 + Penalty 3089.341458 = -53280.171421 nChanged 1 SP:Iteration 16Q (81278.200000 sec): 3 clusters Score: Raw -56378.057596 + Penalty 3089.341458 = -53288.716138 nChanged 3 SP:Iteration 17Q (81278.390000 sec): 3 clusters Score: Raw -56396.729303 + Penalty 3089.341458 = -53307.387845 nChanged 2 SP:Iteration 18Q (81278.570000 sec): 3 clusters Score: Raw -56402.093466 + Penalty 3089.341458 = -53312.752009 nChanged 3 SP:Iteration 19Q (81278.750000 sec): 3 clusters Score: Raw -56411.684901 + Penalty 3089.341458 = -53322.343443 nChanged 0 SP:Iteration 20F (81278.910000 sec): 3 clusters Score: Raw -56411.684901 + Penalty 3089.341458 = -53322.343443 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81279.030000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81279.160000 sec): 3 clusters Score: Raw -70227.848232 + Penalty 3011.085913 = -67216.762319 nChanged 84 SP:Iteration 1F (81279.360000 sec): 3 clusters Score: Raw -70427.456216 + Penalty 3011.085913 = -67416.370303 nChanged 25 SP:Iteration 2F (81279.560000 sec): 3 clusters Score: Raw -70484.711469 + Penalty 3011.085913 = -67473.625556 nChanged 12 SP:Iteration 3Q (81279.760000 sec): 3 clusters Score: Raw -70519.750662 + Penalty 3011.085913 = -67508.664748 nChanged 6 SP:Iteration 4Q (81279.960000 sec): 3 clusters Score: Raw -70538.212488 + Penalty 3011.085913 = -67527.126575 nChanged 7 SP:Iteration 5Q (81280.160000 sec): 3 clusters Score: Raw -70571.173096 + Penalty 3011.085913 = -67560.087182 nChanged 6 SP:Iteration 6Q (81280.340000 sec): 3 clusters Score: Raw -70601.700338 + Penalty 3011.085913 = -67590.614424 nChanged 4 SP:Iteration 7Q (81280.520000 sec): 3 clusters Score: Raw -70624.117128 + Penalty 3011.085913 = -67613.031215 nChanged 1 SP:Iteration 8Q (81280.700000 sec): 3 clusters Score: Raw -70627.772231 + Penalty 3011.085913 = -67616.686318 nChanged 1 SP:Iteration 9Q (81280.880000 sec): 3 clusters Score: Raw -70629.312474 + Penalty 3011.085913 = -67618.226561 nChanged 1 SP:Iteration 10Q (81281.060000 sec): 3 clusters Score: Raw -70636.691232 + Penalty 3011.085913 = -67625.605318 nChanged 1 SP:Iteration 11Q (81281.240000 sec): 3 clusters Score: Raw -70639.362551 + Penalty 3011.085913 = -67628.276638 nChanged 1 SP:Iteration 12Q (81281.430000 sec): 3 clusters Score: Raw -70641.149048 + Penalty 3011.085913 = -67630.063135 nChanged 0 SP:Iteration 13F (81281.620000 sec): 3 clusters Score: Raw -70641.149048 + Penalty 3011.085913 = -67630.063135 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81281.680000 sec): 2 clusters Score: Raw -61946.120126 + Penalty 1467.218112 = -60478.902014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81281.870000 sec): 3 clusters Score: Raw -62182.695716 + Penalty 2934.436223 = -59248.259493 nChanged 86 SP:Iteration 1F (81282.060000 sec): 3 clusters Score: Raw -62404.624300 + Penalty 2934.436223 = -59470.188077 nChanged 24 SP:Iteration 2F (81282.240000 sec): 3 clusters Score: Raw -62480.743679 + Penalty 2934.436223 = -59546.307456 nChanged 10 SP:Iteration 3Q (81282.420000 sec): 3 clusters Score: Raw -62544.940566 + Penalty 2934.436223 = -59610.504343 nChanged 17 SP:Iteration 4Q (81282.590000 sec): 3 clusters Score: Raw -62665.534022 + Penalty 2934.436223 = -59731.097799 nChanged 12 SP:Iteration 5Q (81282.800000 sec): 3 clusters Score: Raw -62748.465903 + Penalty 2934.436223 = -59814.029680 nChanged 6 SP:Iteration 6Q (81283.000000 sec): 3 clusters Score: Raw -62766.778951 + Penalty 2934.436223 = -59832.342728 nChanged 3 SP:Iteration 7Q (81283.130000 sec): 3 clusters Score: Raw -62781.567004 + Penalty 2934.436223 = -59847.130781 nChanged 1 SP:Iteration 8Q (81283.320000 sec): 3 clusters Score: Raw -62783.476946 + Penalty 2934.436223 = -59849.040723 nChanged 2 SP:Iteration 9Q (81283.500000 sec): 3 clusters Score: Raw -62790.032003 + Penalty 2934.436223 = -59855.595780 nChanged 0 SP:Iteration 10F (81283.710000 sec): 3 clusters Score: Raw -62792.162308 + Penalty 2934.436223 = -59857.726085 nChanged 1 SP:Iteration 11Q (81283.840000 sec): 3 clusters Score: Raw -62797.645248 + Penalty 2934.436223 = -59863.209025 nChanged 3 SP:Iteration 12Q (81284.030000 sec): 3 clusters Score: Raw -62804.804508 + Penalty 2934.436223 = -59870.368285 nChanged 2 SP:Iteration 13Q (81284.210000 sec): 3 clusters Score: Raw -62809.877232 + Penalty 2934.436223 = -59875.441009 nChanged 1 SP:Iteration 14Q (81284.400000 sec): 3 clusters Score: Raw -62815.655845 + Penalty 2934.436223 = -59881.219622 nChanged 2 SP:Iteration 15Q (81284.550000 sec): 3 clusters Score: Raw -62826.059822 + Penalty 2934.436223 = -59891.623599 nChanged 0 SP:Iteration 16F (81284.710000 sec): 3 clusters Score: Raw -62826.059822 + Penalty 2934.436223 = -59891.623599 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81284.880000 sec): 2 clusters Score: Raw -3243219.104824 + Penalty 2422.566204 = -3240796.538621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81285.180000 sec): 3 clusters Score: Raw -3233222.286644 + Penalty 4845.132407 = -3228377.154237 nChanged 7532 SP:Iteration 1F (81285.430000 sec): 3 clusters Score: Raw -3237132.793701 + Penalty 4845.132407 = -3232287.661294 nChanged 945 SP:Iteration 2F (81285.710000 sec): 3 clusters Score: Raw -3237461.828197 + Penalty 4845.132407 = -3232616.695790 nChanged 757 SP:Iteration 3Q (81285.970000 sec): 3 clusters Score: Raw -3237706.046153 + Penalty 4845.132407 = -3232860.913746 nChanged 633 SP:Iteration 4Q (81286.290000 sec): 3 clusters Score: Raw -3237911.156628 + Penalty 4845.132407 = -3233066.024221 nChanged 559 SP:Iteration 5Q (81286.560000 sec): 3 clusters Score: Raw -3238082.536531 + Penalty 4845.132407 = -3233237.404124 nChanged 498 SP:Iteration 6Q (81286.810000 sec): 3 clusters Score: Raw -3238225.066792 + Penalty 4845.132407 = -3233379.934385 nChanged 469 SP:Iteration 7Q (81287.100000 sec): 3 clusters Score: Raw -3238359.104067 + Penalty 4845.132407 = -3233513.971660 nChanged 440 SP:Iteration 8Q (81287.370000 sec): 3 clusters Score: Raw -3238487.030723 + Penalty 4845.132407 = -3233641.898315 nChanged 401 SP:Iteration 9Q (81287.640000 sec): 3 clusters Score: Raw -3238605.947503 + Penalty 4845.132407 = -3233760.815096 nChanged 381 SP:Iteration 10Q (81287.940000 sec): 3 clusters Score: Raw -3238727.531395 + Penalty 4845.132407 = -3233882.398988 nChanged 369 SP:Iteration 11Q (81288.240000 sec): 3 clusters Score: Raw -3238846.402773 + Penalty 4845.132407 = -3234001.270366 nChanged 402 SP:Iteration 12Q (81288.520000 sec): 3 clusters Score: Raw -3238970.614129 + Penalty 4845.132407 = -3234125.481722 nChanged 412 SP:Iteration 13Q (81288.790000 sec): 3 clusters Score: Raw -3239090.505966 + Penalty 4845.132407 = -3234245.373559 nChanged 387 SP:Iteration 14Q (81289.100000 sec): 3 clusters Score: Raw -3239212.450640 + Penalty 4845.132407 = -3234367.318233 nChanged 415 SP:Iteration 15Q (81289.360000 sec): 3 clusters Score: Raw -3239342.257383 + Penalty 4845.132407 = -3234497.124975 nChanged 448 SP:Iteration 16Q (81289.670000 sec): 3 clusters Score: Raw -3239496.036448 + Penalty 4845.132407 = -3234650.904040 nChanged 484 SP:Iteration 17Q (81289.900000 sec): 3 clusters Score: Raw -3239685.170206 + Penalty 4845.132407 = -3234840.037799 nChanged 537 SP:Iteration 18Q (81290.220000 sec): 3 clusters Score: Raw -3239938.422744 + Penalty 4845.132407 = -3235093.290337 nChanged 648 SP:Iteration 19Q (81290.460000 sec): 3 clusters Score: Raw -3240272.693045 + Penalty 4845.132407 = -3235427.560638 nChanged 752 SP:Iteration 20F (81290.730000 sec): 3 clusters Score: Raw -3240710.432777 + Penalty 4845.132407 = -3235865.300370 nChanged 786 SP:Iteration 21Q (81291.000000 sec): 3 clusters Score: Raw -3241202.938797 + Penalty 4845.132407 = -3236357.806390 nChanged 715 SP:Iteration 22Q (81291.260000 sec): 3 clusters Score: Raw -3241627.257434 + Penalty 4845.132407 = -3236782.125027 nChanged 641 SP:Iteration 23Q (81291.530000 sec): 3 clusters Score: Raw -3241998.517202 + Penalty 4845.132407 = -3237153.384794 nChanged 537 SP:Iteration 24Q (81291.770000 sec): 3 clusters Score: Raw -3242301.500553 + Penalty 4845.132407 = -3237456.368145 nChanged 446 SP:Iteration 25Q (81292.040000 sec): 3 clusters Score: Raw -3242543.403119 + Penalty 4845.132407 = -3237698.270712 nChanged 412 SP:Iteration 26Q (81292.320000 sec): 3 clusters Score: Raw -3242775.925796 + Penalty 4845.132407 = -3237930.793389 nChanged 330 SP:Iteration 27Q (81292.540000 sec): 3 clusters Score: Raw -3242939.260688 + Penalty 4845.132407 = -3238094.128281 nChanged 263 SP:Iteration 28Q (81292.800000 sec): 3 clusters Score: Raw -3243064.347351 + Penalty 4845.132407 = -3238219.214944 nChanged 223 SP:Iteration 29Q (81293.080000 sec): 3 clusters Score: Raw -3243159.146457 + Penalty 4845.132407 = -3238314.014049 nChanged 188 SP:Iteration 30Q (81293.360000 sec): 3 clusters Score: Raw -3243242.421480 + Penalty 4845.132407 = -3238397.289073 nChanged 152 SP:Iteration 31Q (81293.620000 sec): 3 clusters Score: Raw -3243301.753875 + Penalty 4845.132407 = -3238456.621468 nChanged 142 SP:Iteration 32Q (81293.900000 sec): 3 clusters Score: Raw -3243356.781442 + Penalty 4845.132407 = -3238511.649035 nChanged 118 SP:Iteration 33Q (81294.130000 sec): 3 clusters Score: Raw -3243398.630153 + Penalty 4845.132407 = -3238553.497746 nChanged 95 SP:Iteration 34Q (81294.420000 sec): 3 clusters Score: Raw -3243429.469642 + Penalty 4845.132407 = -3238584.337235 nChanged 83 SP:Iteration 35Q (81294.640000 sec): 3 clusters Score: Raw -3243457.486306 + Penalty 4845.132407 = -3238612.353899 nChanged 78 SP:Iteration 36Q (81294.950000 sec): 3 clusters Score: Raw -3243480.130807 + Penalty 4845.132407 = -3238634.998400 nChanged 63 SP:Iteration 37Q (81295.190000 sec): 3 clusters Score: Raw -3243497.758787 + Penalty 4845.132407 = -3238652.626380 nChanged 75 SP:Iteration 38Q (81295.450000 sec): 3 clusters Score: Raw -3243524.886878 + Penalty 4845.132407 = -3238679.754471 nChanged 84 SP:Iteration 39Q (81295.720000 sec): 3 clusters Score: Raw -3243553.563840 + Penalty 4845.132407 = -3238708.431433 nChanged 75 SP:Iteration 40F (81296.010000 sec): 3 clusters Score: Raw -3243579.831671 + Penalty 4845.132407 = -3238734.699264 nChanged 74 SP:Iteration 41Q (81296.300000 sec): 3 clusters Score: Raw -3243603.131509 + Penalty 4845.132407 = -3238757.999102 nChanged 71 SP:Iteration 42Q (81296.610000 sec): 3 clusters Score: Raw -3243624.482878 + Penalty 4845.132407 = -3238779.350471 nChanged 63 SP:Iteration 43Q (81296.870000 sec): 3 clusters Score: Raw -3243644.173013 + Penalty 4845.132407 = -3238799.040606 nChanged 50 SP:Iteration 44Q (81297.130000 sec): 3 clusters Score: Raw -3243658.832990 + Penalty 4845.132407 = -3238813.700582 nChanged 42 SP:Iteration 45Q (81297.390000 sec): 3 clusters Score: Raw -3243670.345115 + Penalty 4845.132407 = -3238825.212707 nChanged 41 SP:Iteration 46Q (81297.620000 sec): 3 clusters Score: Raw -3243681.133476 + Penalty 4845.132407 = -3238836.001068 nChanged 31 SP:Iteration 47Q (81297.880000 sec): 3 clusters Score: Raw -3243687.987713 + Penalty 4845.132407 = -3238842.855306 nChanged 27 SP:Iteration 48Q (81298.170000 sec): 3 clusters Score: Raw -3243693.929662 + Penalty 4845.132407 = -3238848.797254 nChanged 25 SP:Iteration 49Q (81298.430000 sec): 3 clusters Score: Raw -3243700.620626 + Penalty 4845.132407 = -3238855.488219 nChanged 24 SP:Iteration 50Q (81298.690000 sec): 3 clusters Score: Raw -3243706.589034 + Penalty 4845.132407 = -3238861.456626 nChanged 22 SP:Iteration 51Q (81298.920000 sec): 3 clusters Score: Raw -3243710.608283 + Penalty 4845.132407 = -3238865.475876 nChanged 15 SP:Iteration 52Q (81299.120000 sec): 3 clusters Score: Raw -3243713.651155 + Penalty 4845.132407 = -3238868.518748 nChanged 15 SP:Iteration 53Q (81299.370000 sec): 3 clusters Score: Raw -3243716.431635 + Penalty 4845.132407 = -3238871.299228 nChanged 16 SP:Iteration 54Q (81299.610000 sec): 3 clusters Score: Raw -3243721.276350 + Penalty 4845.132407 = -3238876.143943 nChanged 19 SP:Iteration 55Q (81299.870000 sec): 3 clusters Score: Raw -3243725.056829 + Penalty 4845.132407 = -3238879.924422 nChanged 22 SP:Iteration 56Q (81300.150000 sec): 3 clusters Score: Raw -3243729.526464 + Penalty 4845.132407 = -3238884.394056 nChanged 11 SP:Iteration 57Q (81300.360000 sec): 3 clusters Score: Raw -3243731.840962 + Penalty 4845.132407 = -3238886.708554 nChanged 15 SP:Iteration 58Q (81300.590000 sec): 3 clusters Score: Raw -3243735.358680 + Penalty 4845.132407 = -3238890.226272 nChanged 14 SP:Iteration 59Q (81300.870000 sec): 3 clusters Score: Raw -3243737.742525 + Penalty 4845.132407 = -3238892.610118 nChanged 8 SP:Iteration 60F (81301.130000 sec): 3 clusters Score: Raw -3243739.990069 + Penalty 4845.132407 = -3238894.857662 nChanged 14 SP:Iteration 61Q (81301.430000 sec): 3 clusters Score: Raw -3243743.087649 + Penalty 4845.132407 = -3238897.955242 nChanged 15 SP:Iteration 62Q (81301.730000 sec): 3 clusters Score: Raw -3243746.635479 + Penalty 4845.132407 = -3238901.503072 nChanged 15 SP:Iteration 63Q (81302.010000 sec): 3 clusters Score: Raw -3243750.489821 + Penalty 4845.132407 = -3238905.357414 nChanged 20 SP:Iteration 64Q (81302.320000 sec): 3 clusters Score: Raw -3243755.027106 + Penalty 4845.132407 = -3238909.894699 nChanged 15 SP:Iteration 65Q (81302.570000 sec): 3 clusters Score: Raw -3243759.173701 + Penalty 4845.132407 = -3238914.041294 nChanged 13 SP:Iteration 66Q (81302.840000 sec): 3 clusters Score: Raw -3243762.729676 + Penalty 4845.132407 = -3238917.597268 nChanged 15 SP:Iteration 67Q (81303.050000 sec): 3 clusters Score: Raw -3243765.968257 + Penalty 4845.132407 = -3238920.835849 nChanged 12 SP:Iteration 68Q (81303.320000 sec): 3 clusters Score: Raw -3243768.102271 + Penalty 4845.132407 = -3238922.969864 nChanged 9 SP:Iteration 69Q (81303.570000 sec): 3 clusters Score: Raw -3243770.165982 + Penalty 4845.132407 = -3238925.033575 nChanged 10 SP:Iteration 70Q (81303.840000 sec): 3 clusters Score: Raw -3243772.014061 + Penalty 4845.132407 = -3238926.881654 nChanged 7 SP:Iteration 71Q (81304.050000 sec): 3 clusters Score: Raw -3243773.669728 + Penalty 4845.132407 = -3238928.537320 nChanged 10 SP:Iteration 72Q (81304.310000 sec): 3 clusters Score: Raw -3243775.707010 + Penalty 4845.132407 = -3238930.574602 nChanged 9 SP:Iteration 73Q (81304.600000 sec): 3 clusters Score: Raw -3243777.116182 + Penalty 4845.132407 = -3238931.983774 nChanged 6 SP:Iteration 74Q (81304.840000 sec): 3 clusters Score: Raw -3243778.237479 + Penalty 4845.132407 = -3238933.105072 nChanged 1 SP:Iteration 75Q (81305.070000 sec): 3 clusters Score: Raw -3243778.473162 + Penalty 4845.132407 = -3238933.340755 nChanged 0 SP:Iteration 76F (81305.320000 sec): 3 clusters Score: Raw -3243778.473162 + Penalty 4845.132407 = -3238933.340755 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81305.420000 sec): 2 clusters Score: Raw -118051.534568 + Penalty 1614.544068 = -116436.990500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81305.630000 sec): 3 clusters Score: Raw -117993.402681 + Penalty 3229.088137 = -114764.314544 nChanged 145 SP:Iteration 1F (81305.810000 sec): 3 clusters Score: Raw -118185.392964 + Penalty 3229.088137 = -114956.304827 nChanged 27 SP:Iteration 2Q (81305.960000 sec): 3 clusters Score: Raw -118229.377487 + Penalty 3229.088137 = -115000.289350 nChanged 18 SP:Iteration 3Q (81306.130000 sec): 3 clusters Score: Raw -118258.471060 + Penalty 3229.088137 = -115029.382923 nChanged 12 SP:Iteration 4Q (81306.310000 sec): 3 clusters Score: Raw -118280.985271 + Penalty 3229.088137 = -115051.897134 nChanged 11 SP:Iteration 5Q (81306.450000 sec): 3 clusters Score: Raw -118301.019650 + Penalty 3229.088137 = -115071.931514 nChanged 7 SP:Iteration 6Q (81306.620000 sec): 3 clusters Score: Raw -118319.300317 + Penalty 3229.088137 = -115090.212180 nChanged 11 SP:Iteration 7Q (81306.800000 sec): 3 clusters Score: Raw -118339.114466 + Penalty 3229.088137 = -115110.026329 nChanged 4 SP:Iteration 8Q (81306.920000 sec): 3 clusters Score: Raw -118348.327077 + Penalty 3229.088137 = -115119.238940 nChanged 4 SP:Iteration 9Q (81307.080000 sec): 3 clusters Score: Raw -118353.662197 + Penalty 3229.088137 = -115124.574060 nChanged 1 SP:Iteration 10Q (81307.270000 sec): 3 clusters Score: Raw -118354.862898 + Penalty 3229.088137 = -115125.774761 nChanged 0 SP:Iteration 11F (81307.440000 sec): 3 clusters Score: Raw -118354.862898 + Penalty 3229.088137 = -115125.774761 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81307.520000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81307.690000 sec): 3 clusters Score: Raw -41226.403234 + Penalty 2769.414169 = -38456.989065 nChanged 31 SP:Iteration 1F (81307.830000 sec): 3 clusters Score: Raw -41357.839636 + Penalty 2769.414169 = -38588.425467 nChanged 13 SP:Iteration 2Q (81308.000000 sec): 3 clusters Score: Raw -41419.200289 + Penalty 2769.414169 = -38649.786120 nChanged 6 SP:Iteration 3Q (81308.200000 sec): 3 clusters Score: Raw -41451.570559 + Penalty 2769.414169 = -38682.156390 nChanged 2 SP:Iteration 4Q (81308.340000 sec): 3 clusters Score: Raw -41458.088687 + Penalty 2769.414169 = -38688.674518 nChanged 0 SP:Iteration 5F (81308.500000 sec): 3 clusters Score: Raw -41458.088687 + Penalty 2769.414169 = -38688.674518 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81308.580000 sec): 2 clusters Score: Raw -107732.026826 + Penalty 1611.947186 = -106120.079640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81308.790000 sec): 3 clusters Score: Raw -107745.336213 + Penalty 3223.894372 = -104521.441841 nChanged 155 SP:Iteration 1F (81308.940000 sec): 3 clusters Score: Raw -108113.472376 + Penalty 3223.894372 = -104889.578004 nChanged 52 SP:Iteration 2F (81309.080000 sec): 3 clusters Score: Raw -108299.273889 + Penalty 3223.894372 = -105075.379517 nChanged 27 SP:Iteration 3Q (81309.240000 sec): 3 clusters Score: Raw -108380.994860 + Penalty 3223.894372 = -105157.100488 nChanged 15 SP:Iteration 4Q (81309.440000 sec): 3 clusters Score: Raw -108421.205543 + Penalty 3223.894372 = -105197.311171 nChanged 18 SP:Iteration 5Q (81309.620000 sec): 3 clusters Score: Raw -108461.068446 + Penalty 3223.894372 = -105237.174074 nChanged 16 SP:Iteration 6Q (81309.740000 sec): 3 clusters Score: Raw -108502.818630 + Penalty 3223.894372 = -105278.924258 nChanged 17 SP:Iteration 7Q (81309.960000 sec): 3 clusters Score: Raw -108554.243517 + Penalty 3223.894372 = -105330.349145 nChanged 10 SP:Iteration 8Q (81310.120000 sec): 3 clusters Score: Raw -108576.978982 + Penalty 3223.894372 = -105353.084610 nChanged 8 SP:Iteration 9Q (81310.290000 sec): 3 clusters Score: Raw -108615.906617 + Penalty 3223.894372 = -105392.012245 nChanged 7 SP:Iteration 10Q (81310.420000 sec): 3 clusters Score: Raw -108633.787283 + Penalty 3223.894372 = -105409.892911 nChanged 7 SP:Iteration 11Q (81310.620000 sec): 3 clusters Score: Raw -108646.981120 + Penalty 3223.894372 = -105423.086748 nChanged 6 SP:Iteration 12Q (81310.780000 sec): 3 clusters Score: Raw -108660.433239 + Penalty 3223.894372 = -105436.538867 nChanged 7 SP:Iteration 13Q (81310.900000 sec): 3 clusters Score: Raw -108674.260483 + Penalty 3223.894372 = -105450.366111 nChanged 7 SP:Iteration 14Q (81311.080000 sec): 3 clusters Score: Raw -108703.186587 + Penalty 3223.894372 = -105479.292215 nChanged 9 SP:Iteration 15Q (81311.230000 sec): 3 clusters Score: Raw -108720.511345 + Penalty 3223.894372 = -105496.616973 nChanged 6 SP:Iteration 16Q (81311.420000 sec): 3 clusters Score: Raw -108731.442898 + Penalty 3223.894372 = -105507.548526 nChanged 3 SP:Iteration 17Q (81311.580000 sec): 3 clusters Score: Raw -108738.087550 + Penalty 3223.894372 = -105514.193178 nChanged 3 SP:Iteration 18Q (81311.730000 sec): 3 clusters Score: Raw -108742.106534 + Penalty 3223.894372 = -105518.212162 nChanged 0 SP:Iteration 19F (81311.920000 sec): 3 clusters Score: Raw -108742.106534 + Penalty 3223.894372 = -105518.212162 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81311.980000 sec): 2 clusters Score: Raw -29210.891865 + Penalty 1350.790868 = -27860.100997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81312.160000 sec): 3 clusters Score: Raw -29752.815723 + Penalty 2701.581736 = -27051.233987 nChanged 41 SP:Iteration 1F (81312.310000 sec): 3 clusters Score: Raw -29949.887027 + Penalty 2701.581736 = -27248.305291 nChanged 7 SP:Iteration 2Q (81312.470000 sec): 3 clusters Score: Raw -29972.579814 + Penalty 2701.581736 = -27270.998078 nChanged 3 SP:Iteration 3Q (81312.620000 sec): 3 clusters Score: Raw -29993.474773 + Penalty 2701.581736 = -27291.893037 nChanged 1 SP:Iteration 4Q (81312.780000 sec): 3 clusters Score: Raw -29997.408644 + Penalty 2701.581736 = -27295.826908 nChanged 1 SP:Iteration 5Q (81312.950000 sec): 3 clusters Score: Raw -30010.226545 + Penalty 2701.581736 = -27308.644809 nChanged 2 SP:Iteration 6Q (81313.120000 sec): 3 clusters Score: Raw -30022.443351 + Penalty 2701.581736 = -27320.861615 nChanged 0 SP:Iteration 7F (81313.290000 sec): 3 clusters Score: Raw -30022.443351 + Penalty 2701.581736 = -27320.861615 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81313.370000 sec): 2 clusters Score: Raw -148413.037780 + Penalty 1689.461583 = -146723.576197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81313.560000 sec): 3 clusters Score: Raw -148300.725838 + Penalty 3378.923167 = -144921.802671 nChanged 251 SP:Iteration 1F (81313.720000 sec): 3 clusters Score: Raw -148695.793918 + Penalty 3378.923167 = -145316.870752 nChanged 74 SP:Iteration 2F (81313.880000 sec): 3 clusters Score: Raw -148853.176921 + Penalty 3378.923167 = -145474.253755 nChanged 45 SP:Iteration 3Q (81314.060000 sec): 3 clusters Score: Raw -148974.710124 + Penalty 3378.923167 = -145595.786958 nChanged 39 SP:Iteration 4Q (81314.240000 sec): 3 clusters Score: Raw -149070.414468 + Penalty 3378.923167 = -145691.491302 nChanged 34 SP:Iteration 5Q (81314.420000 sec): 3 clusters Score: Raw -149172.906260 + Penalty 3378.923167 = -145793.983093 nChanged 40 SP:Iteration 6Q (81314.590000 sec): 3 clusters Score: Raw -149270.685602 + Penalty 3378.923167 = -145891.762435 nChanged 23 SP:Iteration 7Q (81314.770000 sec): 3 clusters Score: Raw -149322.395780 + Penalty 3378.923167 = -145943.472613 nChanged 21 SP:Iteration 8Q (81314.910000 sec): 3 clusters Score: Raw -149380.115142 + Penalty 3378.923167 = -146001.191976 nChanged 15 SP:Iteration 9Q (81315.090000 sec): 3 clusters Score: Raw -149398.929517 + Penalty 3378.923167 = -146020.006350 nChanged 9 SP:Iteration 10Q (81315.280000 sec): 3 clusters Score: Raw -149412.189653 + Penalty 3378.923167 = -146033.266486 nChanged 6 SP:Iteration 11Q (81315.420000 sec): 3 clusters Score: Raw -149431.963983 + Penalty 3378.923167 = -146053.040816 nChanged 5 SP:Iteration 12Q (81315.610000 sec): 3 clusters Score: Raw -149444.084925 + Penalty 3378.923167 = -146065.161758 nChanged 4 SP:Iteration 13Q (81315.770000 sec): 3 clusters Score: Raw -149455.635535 + Penalty 3378.923167 = -146076.712369 nChanged 3 SP:Iteration 14Q (81315.950000 sec): 3 clusters Score: Raw -149464.996246 + Penalty 3378.923167 = -146086.073080 nChanged 2 SP:Iteration 15Q (81316.120000 sec): 3 clusters Score: Raw -149469.468631 + Penalty 3378.923167 = -146090.545464 nChanged 3 SP:Iteration 16Q (81316.300000 sec): 3 clusters Score: Raw -149478.843747 + Penalty 3378.923167 = -146099.920580 nChanged 3 SP:Iteration 17Q (81316.480000 sec): 3 clusters Score: Raw -149485.154224 + Penalty 3378.923167 = -146106.231057 nChanged 2 SP:Iteration 18Q (81316.670000 sec): 3 clusters Score: Raw -149488.598326 + Penalty 3378.923167 = -146109.675159 nChanged 1 SP:Iteration 19Q (81316.880000 sec): 3 clusters Score: Raw -149491.245332 + Penalty 3378.923167 = -146112.322165 nChanged 1 SP:Iteration 20F (81317.020000 sec): 3 clusters Score: Raw -149500.354324 + Penalty 3378.923167 = -146121.431157 nChanged 2 SP:Iteration 21Q (81317.210000 sec): 3 clusters Score: Raw -149522.932503 + Penalty 3378.923167 = -146144.009336 nChanged 5 SP:Iteration 22Q (81317.340000 sec): 3 clusters Score: Raw -149536.307639 + Penalty 3378.923167 = -146157.384472 nChanged 2 SP:Iteration 23Q (81317.550000 sec): 3 clusters Score: Raw -149538.916407 + Penalty 3378.923167 = -146159.993240 nChanged 2 SP:Iteration 24Q (81317.700000 sec): 3 clusters Score: Raw -149552.830234 + Penalty 3378.923167 = -146173.907068 nChanged 5 SP:Iteration 25Q (81317.900000 sec): 3 clusters Score: Raw -149560.667953 + Penalty 3378.923167 = -146181.744787 nChanged 3 SP:Iteration 26Q (81318.070000 sec): 3 clusters Score: Raw -149565.550883 + Penalty 3378.923167 = -146186.627716 nChanged 0 SP:Iteration 27F (81318.250000 sec): 3 clusters Score: Raw -149565.550883 + Penalty 3378.923167 = -146186.627716 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81318.340000 sec): 2 clusters Score: Raw -154885.098309 + Penalty 1682.264650 = -153202.833659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81318.490000 sec): 3 clusters Score: Raw -154708.411601 + Penalty 3364.529299 = -151343.882302 nChanged 230 SP:Iteration 1F (81318.670000 sec): 3 clusters Score: Raw -155046.962242 + Penalty 3364.529299 = -151682.432943 nChanged 62 SP:Iteration 2F (81318.830000 sec): 3 clusters Score: Raw -155158.136851 + Penalty 3364.529299 = -151793.607551 nChanged 35 SP:Iteration 3Q (81319.040000 sec): 3 clusters Score: Raw -155261.859915 + Penalty 3364.529299 = -151897.330615 nChanged 41 SP:Iteration 4Q (81319.210000 sec): 3 clusters Score: Raw -155331.037653 + Penalty 3364.529299 = -151966.508354 nChanged 29 SP:Iteration 5Q (81319.380000 sec): 3 clusters Score: Raw -155389.560411 + Penalty 3364.529299 = -152025.031112 nChanged 36 SP:Iteration 6Q (81319.540000 sec): 3 clusters Score: Raw -155467.295923 + Penalty 3364.529299 = -152102.766624 nChanged 37 SP:Iteration 7Q (81319.700000 sec): 3 clusters Score: Raw -155546.041832 + Penalty 3364.529299 = -152181.512533 nChanged 42 SP:Iteration 8Q (81319.890000 sec): 3 clusters Score: Raw -155658.984126 + Penalty 3364.529299 = -152294.454827 nChanged 28 SP:Iteration 9Q (81320.080000 sec): 3 clusters Score: Raw -155738.349048 + Penalty 3364.529299 = -152373.819748 nChanged 26 SP:Iteration 10Q (81320.230000 sec): 3 clusters Score: Raw -155805.479049 + Penalty 3364.529299 = -152440.949749 nChanged 18 SP:Iteration 11Q (81320.420000 sec): 3 clusters Score: Raw -155852.869893 + Penalty 3364.529299 = -152488.340593 nChanged 16 SP:Iteration 12Q (81320.560000 sec): 3 clusters Score: Raw -155886.171086 + Penalty 3364.529299 = -152521.641786 nChanged 8 SP:Iteration 13Q (81320.730000 sec): 3 clusters Score: Raw -155902.356192 + Penalty 3364.529299 = -152537.826892 nChanged 5 SP:Iteration 14Q (81320.900000 sec): 3 clusters Score: Raw -155915.242196 + Penalty 3364.529299 = -152550.712897 nChanged 1 SP:Iteration 15Q (81321.090000 sec): 3 clusters Score: Raw -155917.191122 + Penalty 3364.529299 = -152552.661823 nChanged 0 SP:Iteration 16F (81321.260000 sec): 3 clusters Score: Raw -155917.191122 + Penalty 3364.529299 = -152552.661823 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81321.350000 sec): 2 clusters Score: Raw -60877.834346 + Penalty 1450.632545 = -59427.201801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81321.530000 sec): 3 clusters Score: Raw -60991.637155 + Penalty 2901.265091 = -58090.372064 nChanged 53 SP:Iteration 1F (81321.710000 sec): 3 clusters Score: Raw -61141.153390 + Penalty 2901.265091 = -58239.888299 nChanged 9 SP:Iteration 2Q (81321.880000 sec): 3 clusters Score: Raw -61166.199516 + Penalty 2901.265091 = -58264.934425 nChanged 1 SP:Iteration 3Q (81322.060000 sec): 3 clusters Score: Raw -61169.202457 + Penalty 2901.265091 = -58267.937366 nChanged 0 SP:Iteration 4F (81322.260000 sec): 3 clusters Score: Raw -61169.202457 + Penalty 2901.265091 = -58267.937366 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81322.340000 sec): 2 clusters Score: Raw -94542.115880 + Penalty 1563.956271 = -92978.159609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81322.520000 sec): 3 clusters Score: Raw -94517.358311 + Penalty 3127.912542 = -91389.445769 nChanged 100 SP:Iteration 1F (81322.700000 sec): 3 clusters Score: Raw -94711.842178 + Penalty 3127.912542 = -91583.929635 nChanged 22 SP:Iteration 2Q (81322.860000 sec): 3 clusters Score: Raw -94760.480080 + Penalty 3127.912542 = -91632.567538 nChanged 10 SP:Iteration 3Q (81323.040000 sec): 3 clusters Score: Raw -94784.579759 + Penalty 3127.912542 = -91656.667217 nChanged 9 SP:Iteration 4Q (81323.220000 sec): 3 clusters Score: Raw -94797.533924 + Penalty 3127.912542 = -91669.621382 nChanged 3 SP:Iteration 5Q (81323.360000 sec): 3 clusters Score: Raw -94805.058221 + Penalty 3127.912542 = -91677.145679 nChanged 0 SP:Iteration 6F (81323.500000 sec): 3 clusters Score: Raw -94805.058221 + Penalty 3127.912542 = -91677.145679 nChanged 0 Deleting Class 66 (232 points): Lose 3410.012961 but Gain 3578.798581 Iteration 259Q (81430.150000 sec): 67 clusters Score: Raw -340480143.151411 + Penalty 236200.706332 = -340243942.445079 nChanged 251 Iteration 260F (81661.950000 sec): 67 clusters Score: Raw -340481229.629473 + Penalty 236200.706332 = -340245028.923140 nChanged 19 Iteration 261Q (81777.380000 sec): 67 clusters Score: Raw -340481277.721133 + Penalty 236200.706332 = -340245077.014800 nChanged 12 Iteration 262Q (81892.160000 sec): 67 clusters Score: Raw -340481301.016820 + Penalty 236200.706332 = -340245100.310488 nChanged 8 Iteration 263Q (82011.910000 sec): 67 clusters Score: Raw -340481309.562070 + Penalty 236200.706332 = -340245108.855738 nChanged 8 Iteration 264Q (82124.750000 sec): 67 clusters Score: Raw -340481319.780252 + Penalty 236200.706332 = -340245119.073919 nChanged 7 Iteration 265Q (82236.710000 sec): 67 clusters Score: Raw -340481322.412183 + Penalty 236200.706332 = -340245121.705850 nChanged 6 Iteration 266Q (82344.390000 sec): 67 clusters Score: Raw -340481326.151956 + Penalty 236200.706332 = -340245125.445624 nChanged 3 Iteration 267Q (82461.030000 sec): 67 clusters Score: Raw -340481328.509833 + Penalty 236200.706332 = -340245127.803500 nChanged 1 Iteration 268Q (82580.350000 sec): 67 clusters Score: Raw -340481328.511008 + Penalty 236200.706332 = -340245127.804675 nChanged 2 Iteration 269Q (82703.450000 sec): 67 clusters Score: Raw -340481328.514392 + Penalty 236200.706332 = -340245127.808059 nChanged 1 Iteration 270Q (82837.470000 sec): 67 clusters Score: Raw -340481328.518526 + Penalty 236200.706332 = -340245127.812194 nChanged 0 Iteration 271F (83085.420000 sec): 67 clusters Score: Raw -340481331.285203 + Penalty 236200.706332 = -340245130.578870 nChanged 1 Iteration 272Q (83219.000000 sec): 67 clusters Score: Raw -340481335.160838 + Penalty 236200.706332 = -340245134.454506 nChanged 1 Iteration 273Q (83354.260000 sec): 67 clusters Score: Raw -340481338.674194 + Penalty 236200.706332 = -340245137.967862 nChanged 0 Iteration 274F (83584.250000 sec): 67 clusters Score: Raw -340481338.674194 + Penalty 236200.706332 = -340245137.967862 nChanged 0 Compute initial score before splitting: Score: Raw -340481338.674194 + Penalty 236200.706332 = -340245137.967862 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (464765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83586.750000 sec): 2 clusters Score: Raw -90216366.991671 + Penalty 3236.223221 = -90213130.768450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83589.150000 sec): 3 clusters Score: Raw -89905409.842002 + Penalty 6472.446442 = -89898937.395560 nChanged 226710 SP:Iteration 1F (83591.820000 sec): 3 clusters Score: Raw -90043314.552649 + Penalty 6472.446442 = -90036842.106207 nChanged 17183 SP:Iteration 2Q (83594.680000 sec): 3 clusters Score: Raw -90048887.263256 + Penalty 6472.446442 = -90042414.816814 nChanged 23757 SP:Iteration 3F (83597.340000 sec): 3 clusters Score: Raw -90059834.457637 + Penalty 6472.446442 = -90053362.011195 nChanged 32108 SP:Iteration 4F (83600.030000 sec): 3 clusters Score: Raw -90079889.165170 + Penalty 6472.446442 = -90073416.718728 nChanged 40347 SP:Iteration 5F (83602.980000 sec): 3 clusters Score: Raw -90112314.539807 + Penalty 6472.446442 = -90105842.093365 nChanged 43055 SP:Iteration 6F (83605.660000 sec): 3 clusters Score: Raw -90153837.372841 + Penalty 6472.446442 = -90147364.926400 nChanged 34942 SP:Iteration 7F (83608.550000 sec): 3 clusters Score: Raw -90190471.261890 + Penalty 6472.446442 = -90183998.815449 nChanged 18429 SP:Iteration 8Q (83611.490000 sec): 3 clusters Score: Raw -90209391.974389 + Penalty 6472.446442 = -90202919.527948 nChanged 5865 SP:Iteration 9Q (83613.790000 sec): 3 clusters Score: Raw -90215014.446026 + Penalty 6472.446442 = -90208541.999585 nChanged 1203 SP:Iteration 10Q (83616.410000 sec): 3 clusters Score: Raw -90216185.804052 + Penalty 6472.446442 = -90209713.357610 nChanged 219 SP:Iteration 11Q (83618.630000 sec): 3 clusters Score: Raw -90216472.005229 + Penalty 6472.446442 = -90209999.558788 nChanged 73 SP:Iteration 12Q (83620.810000 sec): 3 clusters Score: Raw -90216589.442922 + Penalty 6472.446442 = -90210116.996480 nChanged 32 SP:Iteration 13Q (83623.100000 sec): 3 clusters Score: Raw -90216643.717098 + Penalty 6472.446442 = -90210171.270656 nChanged 17 SP:Iteration 14Q (83625.090000 sec): 3 clusters Score: Raw -90216680.025912 + Penalty 6472.446442 = -90210207.579470 nChanged 10 SP:Iteration 15Q (83627.400000 sec): 3 clusters Score: Raw -90216694.989851 + Penalty 6472.446442 = -90210222.543409 nChanged 7 SP:Iteration 16Q (83629.550000 sec): 3 clusters Score: Raw -90216704.877979 + Penalty 6472.446442 = -90210232.431537 nChanged 8 SP:Iteration 17Q (83631.660000 sec): 3 clusters Score: Raw -90216714.364402 + Penalty 6472.446442 = -90210241.917961 nChanged 5 SP:Iteration 18Q (83633.710000 sec): 3 clusters Score: Raw -90216722.252566 + Penalty 6472.446442 = -90210249.806124 nChanged 4 SP:Iteration 19Q (83635.960000 sec): 3 clusters Score: Raw -90216728.588561 + Penalty 6472.446442 = -90210256.142119 nChanged 3 SP:Iteration 20F (83638.860000 sec): 3 clusters Score: Raw -90216731.800267 + Penalty 6472.446442 = -90210259.353825 nChanged 3 SP:Iteration 21Q (83641.130000 sec): 3 clusters Score: Raw -90216738.270750 + Penalty 6472.446442 = -90210265.824309 nChanged 2 SP:Iteration 22Q (83643.340000 sec): 3 clusters Score: Raw -90216741.064623 + Penalty 6472.446442 = -90210268.618181 nChanged 3 SP:Iteration 23Q (83645.640000 sec): 3 clusters Score: Raw -90216746.699397 + Penalty 6472.446442 = -90210274.252955 nChanged 2 SP:Iteration 24Q (83647.730000 sec): 3 clusters Score: Raw -90216749.817735 + Penalty 6472.446442 = -90210277.371294 nChanged 1 SP:Iteration 25Q (83649.860000 sec): 3 clusters Score: Raw -90216752.004156 + Penalty 6472.446442 = -90210279.557715 nChanged 1 SP:Iteration 26Q (83652.010000 sec): 3 clusters Score: Raw -90216752.378650 + Penalty 6472.446442 = -90210279.932208 nChanged 1 SP:Iteration 27Q (83653.980000 sec): 3 clusters Score: Raw -90216752.690787 + Penalty 6472.446442 = -90210280.244345 nChanged 1 SP:Iteration 28Q (83656.150000 sec): 3 clusters Score: Raw -90216755.182107 + Penalty 6472.446442 = -90210282.735666 nChanged 1 SP:Iteration 29Q (83658.250000 sec): 3 clusters Score: Raw -90216757.810658 + Penalty 6472.446442 = -90210285.364216 nChanged 2 SP:Iteration 30Q (83660.150000 sec): 3 clusters Score: Raw -90216760.093407 + Penalty 6472.446442 = -90210287.646965 nChanged 1 SP:Iteration 31Q (83662.330000 sec): 3 clusters Score: Raw -90216760.553585 + Penalty 6472.446442 = -90210288.107144 nChanged 0 SP:Iteration 32F (83664.770000 sec): 3 clusters Score: Raw -90216760.553585 + Penalty 6472.446442 = -90210288.107144 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83665.120000 sec): 2 clusters Score: Raw -80980.315454 + Penalty 1521.620093 = -79458.695361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83665.310000 sec): 3 clusters Score: Raw -81121.040379 + Penalty 3043.240186 = -78077.800193 nChanged 84 SP:Iteration 1F (83665.490000 sec): 3 clusters Score: Raw -81315.199992 + Penalty 3043.240186 = -78271.959806 nChanged 25 SP:Iteration 2F (83665.700000 sec): 3 clusters Score: Raw -81402.645705 + Penalty 3043.240186 = -78359.405519 nChanged 17 SP:Iteration 3Q (83665.850000 sec): 3 clusters Score: Raw -81479.019005 + Penalty 3043.240186 = -78435.778819 nChanged 19 SP:Iteration 4Q (83665.990000 sec): 3 clusters Score: Raw -81559.626134 + Penalty 3043.240186 = -78516.385948 nChanged 14 SP:Iteration 5Q (83666.170000 sec): 3 clusters Score: Raw -81596.946128 + Penalty 3043.240186 = -78553.705943 nChanged 6 SP:Iteration 6Q (83666.400000 sec): 3 clusters Score: Raw -81608.704762 + Penalty 3043.240186 = -78565.464576 nChanged 1 SP:Iteration 7Q (83666.590000 sec): 3 clusters Score: Raw -81635.978281 + Penalty 3043.240186 = -78592.738095 nChanged 4 SP:Iteration 8Q (83666.750000 sec): 3 clusters Score: Raw -81648.853759 + Penalty 3043.240186 = -78605.613573 nChanged 3 SP:Iteration 9Q (83666.930000 sec): 3 clusters Score: Raw -81655.491069 + Penalty 3043.240186 = -78612.250883 nChanged 3 SP:Iteration 10Q (83667.110000 sec): 3 clusters Score: Raw -81664.068032 + Penalty 3043.240186 = -78620.827846 nChanged 1 SP:Iteration 11Q (83667.230000 sec): 3 clusters Score: Raw -81671.765910 + Penalty 3043.240186 = -78628.525724 nChanged 0 SP:Iteration 12F (83667.380000 sec): 3 clusters Score: Raw -81671.765910 + Penalty 3043.240186 = -78628.525724 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83667.470000 sec): 2 clusters Score: Raw -67226.097940 + Penalty 1586.024876 = -65640.073064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83667.590000 sec): 3 clusters Score: Raw -67439.213684 + Penalty 3172.049753 = -64267.163931 nChanged 144 SP:Iteration 1F (83667.700000 sec): 3 clusters Score: Raw -67770.306368 + Penalty 3172.049753 = -64598.256616 nChanged 51 SP:Iteration 2F (83667.810000 sec): 3 clusters Score: Raw -67903.034537 + Penalty 3172.049753 = -64730.984784 nChanged 26 SP:Iteration 3Q (83667.920000 sec): 3 clusters Score: Raw -67984.892695 + Penalty 3172.049753 = -64812.842943 nChanged 18 SP:Iteration 4Q (83668.030000 sec): 3 clusters Score: Raw -68018.919258 + Penalty 3172.049753 = -64846.869506 nChanged 24 SP:Iteration 5Q (83668.140000 sec): 3 clusters Score: Raw -68122.995098 + Penalty 3172.049753 = -64950.945345 nChanged 35 SP:Iteration 6F (83668.250000 sec): 3 clusters Score: Raw -68295.039335 + Penalty 3172.049753 = -65122.989582 nChanged 32 SP:Iteration 7F (83668.360000 sec): 3 clusters Score: Raw -68382.599356 + Penalty 3172.049753 = -65210.549604 nChanged 22 SP:Iteration 8Q (83668.470000 sec): 3 clusters Score: Raw -68503.165357 + Penalty 3172.049753 = -65331.115605 nChanged 21 SP:Iteration 9Q (83668.580000 sec): 3 clusters Score: Raw -68579.963898 + Penalty 3172.049753 = -65407.914145 nChanged 12 SP:Iteration 10Q (83668.710000 sec): 3 clusters Score: Raw -68648.665738 + Penalty 3172.049753 = -65476.615985 nChanged 10 SP:Iteration 11Q (83668.850000 sec): 3 clusters Score: Raw -68689.045425 + Penalty 3172.049753 = -65516.995672 nChanged 2 SP:Iteration 12Q (83669.020000 sec): 3 clusters Score: Raw -68701.027328 + Penalty 3172.049753 = -65528.977575 nChanged 0 SP:Iteration 13F (83669.200000 sec): 3 clusters Score: Raw -68702.117784 + Penalty 3172.049753 = -65530.068031 nChanged 2 SP:Iteration 14Q (83669.360000 sec): 3 clusters Score: Raw -68755.353196 + Penalty 3172.049753 = -65583.303443 nChanged 4 SP:Iteration 15Q (83669.490000 sec): 3 clusters Score: Raw -68821.682968 + Penalty 3172.049753 = -65649.633215 nChanged 6 SP:Iteration 16Q (83669.630000 sec): 3 clusters Score: Raw -68891.916938 + Penalty 3172.049753 = -65719.867185 nChanged 8 SP:Iteration 17Q (83669.750000 sec): 3 clusters Score: Raw -68978.831959 + Penalty 3172.049753 = -65806.782207 nChanged 8 SP:Iteration 18Q (83669.880000 sec): 3 clusters Score: Raw -69040.166728 + Penalty 3172.049753 = -65868.116975 nChanged 9 SP:Iteration 19Q (83670.010000 sec): 3 clusters Score: Raw -69138.155214 + Penalty 3172.049753 = -65966.105461 nChanged 9 SP:Iteration 20F (83670.140000 sec): 3 clusters Score: Raw -69236.171736 + Penalty 3172.049753 = -66064.121984 nChanged 4 SP:Iteration 21Q (83670.270000 sec): 3 clusters Score: Raw -69362.537434 + Penalty 3172.049753 = -66190.487682 nChanged 9 SP:Iteration 22Q (83670.390000 sec): 3 clusters Score: Raw -69402.925754 + Penalty 3172.049753 = -66230.876001 nChanged 4 SP:Iteration 23Q (83670.520000 sec): 3 clusters Score: Raw -69455.099939 + Penalty 3172.049753 = -66283.050187 nChanged 4 SP:Iteration 24Q (83670.650000 sec): 3 clusters Score: Raw -69524.322762 + Penalty 3172.049753 = -66352.273009 nChanged 9 SP:Iteration 25Q (83670.780000 sec): 3 clusters Score: Raw -69553.438619 + Penalty 3172.049753 = -66381.388866 nChanged 8 SP:Iteration 26Q (83670.910000 sec): 3 clusters Score: Raw -69571.232143 + Penalty 3172.049753 = -66399.182390 nChanged 1 SP:Iteration 27Q (83671.030000 sec): 3 clusters Score: Raw -69572.626029 + Penalty 3172.049753 = -66400.576276 nChanged 0 SP:Iteration 28F (83671.210000 sec): 3 clusters Score: Raw -69572.626029 + Penalty 3172.049753 = -66400.576276 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (709184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83674.830000 sec): 2 clusters Score: Raw -131750743.082928 + Penalty 3341.023832 = -131747402.059095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83679.220000 sec): 3 clusters Score: Raw -131273860.428604 + Penalty 6682.047665 = -131267178.380939 nChanged 346847 SP:Iteration 1F (83682.900000 sec): 3 clusters Score: Raw -131483200.602334 + Penalty 6682.047665 = -131476518.554669 nChanged 14622 SP:Iteration 2Q (83687.170000 sec): 3 clusters Score: Raw -131485494.987374 + Penalty 6682.047665 = -131478812.939709 nChanged 16973 SP:Iteration 3Q (83691.370000 sec): 3 clusters Score: Raw -131488808.581807 + Penalty 6682.047665 = -131482126.534142 nChanged 20772 SP:Iteration 4Q (83695.420000 sec): 3 clusters Score: Raw -131494040.686264 + Penalty 6682.047665 = -131487358.638599 nChanged 26194 SP:Iteration 5Q (83699.390000 sec): 3 clusters Score: Raw -131502438.950271 + Penalty 6682.047665 = -131495756.902606 nChanged 32036 SP:Iteration 6Q (83703.580000 sec): 3 clusters Score: Raw -131515324.689406 + Penalty 6682.047665 = -131508642.641741 nChanged 38878 SP:Iteration 7F (83707.510000 sec): 3 clusters Score: Raw -131534666.534101 + Penalty 6682.047665 = -131527984.486436 nChanged 45154 SP:Iteration 8F (83711.490000 sec): 3 clusters Score: Raw -131562008.858153 + Penalty 6682.047665 = -131555326.810488 nChanged 50110 SP:Iteration 9F (83715.350000 sec): 3 clusters Score: Raw -131598221.493212 + Penalty 6682.047665 = -131591539.445547 nChanged 51867 SP:Iteration 10F (83719.090000 sec): 3 clusters Score: Raw -131641481.359348 + Penalty 6682.047665 = -131634799.311683 nChanged 48337 SP:Iteration 11F (83722.960000 sec): 3 clusters Score: Raw -131686132.824373 + Penalty 6682.047665 = -131679450.776708 nChanged 36787 SP:Iteration 12F (83726.640000 sec): 3 clusters Score: Raw -131721289.294058 + Penalty 6682.047665 = -131714607.246393 nChanged 20635 SP:Iteration 13Q (83730.350000 sec): 3 clusters Score: Raw -131740616.148169 + Penalty 6682.047665 = -131733934.100504 nChanged 8266 SP:Iteration 14Q (83733.800000 sec): 3 clusters Score: Raw -131747913.948035 + Penalty 6682.047665 = -131741231.900370 nChanged 2518 SP:Iteration 15Q (83737.670000 sec): 3 clusters Score: Raw -131750015.180970 + Penalty 6682.047665 = -131743333.133305 nChanged 669 SP:Iteration 16Q (83741.450000 sec): 3 clusters Score: Raw -131750623.284411 + Penalty 6682.047665 = -131743941.236746 nChanged 180 SP:Iteration 17Q (83744.370000 sec): 3 clusters Score: Raw -131750843.715240 + Penalty 6682.047665 = -131744161.667575 nChanged 58 SP:Iteration 18Q (83747.150000 sec): 3 clusters Score: Raw -131750924.711141 + Penalty 6682.047665 = -131744242.663476 nChanged 38 SP:Iteration 19Q (83750.180000 sec): 3 clusters Score: Raw -131750966.510039 + Penalty 6682.047665 = -131744284.462374 nChanged 14 SP:Iteration 20F (83754.020000 sec): 3 clusters Score: Raw -131750984.857749 + Penalty 6682.047665 = -131744302.810084 nChanged 11 SP:Iteration 21Q (83757.120000 sec): 3 clusters Score: Raw -131750999.078727 + Penalty 6682.047665 = -131744317.031062 nChanged 9 SP:Iteration 22Q (83760.070000 sec): 3 clusters Score: Raw -131751018.337452 + Penalty 6682.047665 = -131744336.289787 nChanged 14 SP:Iteration 23Q (83762.910000 sec): 3 clusters Score: Raw -131751043.218538 + Penalty 6682.047665 = -131744361.170873 nChanged 13 SP:Iteration 24Q (83766.090000 sec): 3 clusters Score: Raw -131751061.220781 + Penalty 6682.047665 = -131744379.173116 nChanged 6 SP:Iteration 25Q (83769.320000 sec): 3 clusters Score: Raw -131751069.297149 + Penalty 6682.047665 = -131744387.249484 nChanged 3 SP:Iteration 26Q (83772.500000 sec): 3 clusters Score: Raw -131751075.717679 + Penalty 6682.047665 = -131744393.670014 nChanged 6 SP:Iteration 27Q (83775.410000 sec): 3 clusters Score: Raw -131751083.010855 + Penalty 6682.047665 = -131744400.963190 nChanged 4 SP:Iteration 28Q (83778.420000 sec): 3 clusters Score: Raw -131751087.912777 + Penalty 6682.047665 = -131744405.865112 nChanged 3 SP:Iteration 29Q (83781.440000 sec): 3 clusters Score: Raw -131751091.628948 + Penalty 6682.047665 = -131744409.581283 nChanged 1 SP:Iteration 30Q (83784.800000 sec): 3 clusters Score: Raw -131751092.336933 + Penalty 6682.047665 = -131744410.289269 nChanged 1 SP:Iteration 31Q (83788.140000 sec): 3 clusters Score: Raw -131751093.742179 + Penalty 6682.047665 = -131744411.694514 nChanged 1 SP:Iteration 32Q (83791.150000 sec): 3 clusters Score: Raw -131751096.213951 + Penalty 6682.047665 = -131744414.166286 nChanged 1 SP:Iteration 33Q (83794.170000 sec): 3 clusters Score: Raw -131751097.144496 + Penalty 6682.047665 = -131744415.096831 nChanged 0 SP:Iteration 34F (83797.930000 sec): 3 clusters Score: Raw -131751097.144496 + Penalty 6682.047665 = -131744415.096831 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83798.360000 sec): 2 clusters Score: Raw -744685.183200 + Penalty 2063.229476 = -742621.953724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83798.550000 sec): 3 clusters Score: Raw -742799.421107 + Penalty 4126.458951 = -738672.962156 nChanged 1519 SP:Iteration 1F (83798.760000 sec): 3 clusters Score: Raw -743872.220552 + Penalty 4126.458951 = -739745.761600 nChanged 362 SP:Iteration 2F (83798.940000 sec): 3 clusters Score: Raw -744191.255669 + Penalty 4126.458951 = -740064.796718 nChanged 271 SP:Iteration 3F (83799.150000 sec): 3 clusters Score: Raw -744397.735719 + Penalty 4126.458951 = -740271.276768 nChanged 212 SP:Iteration 4F (83799.310000 sec): 3 clusters Score: Raw -744546.253909 + Penalty 4126.458951 = -740419.794958 nChanged 170 SP:Iteration 5Q (83799.490000 sec): 3 clusters Score: Raw -744658.864708 + Penalty 4126.458951 = -740532.405756 nChanged 127 SP:Iteration 6Q (83799.680000 sec): 3 clusters Score: Raw -744748.171064 + Penalty 4126.458951 = -740621.712113 nChanged 117 SP:Iteration 7Q (83799.880000 sec): 3 clusters Score: Raw -744817.342283 + Penalty 4126.458951 = -740690.883332 nChanged 85 SP:Iteration 8Q (83800.040000 sec): 3 clusters Score: Raw -744866.774801 + Penalty 4126.458951 = -740740.315850 nChanged 73 SP:Iteration 9Q (83800.240000 sec): 3 clusters Score: Raw -744909.991082 + Penalty 4126.458951 = -740783.532131 nChanged 62 SP:Iteration 10Q (83800.430000 sec): 3 clusters Score: Raw -744954.023383 + Penalty 4126.458951 = -740827.564432 nChanged 70 SP:Iteration 11Q (83800.620000 sec): 3 clusters Score: Raw -745004.161869 + Penalty 4126.458951 = -740877.702917 nChanged 66 SP:Iteration 12Q (83800.820000 sec): 3 clusters Score: Raw -745053.981245 + Penalty 4126.458951 = -740927.522293 nChanged 67 SP:Iteration 13Q (83801.030000 sec): 3 clusters Score: Raw -745105.640076 + Penalty 4126.458951 = -740979.181124 nChanged 65 SP:Iteration 14Q (83801.210000 sec): 3 clusters Score: Raw -745159.854979 + Penalty 4126.458951 = -741033.396028 nChanged 54 SP:Iteration 15Q (83801.360000 sec): 3 clusters Score: Raw -745202.019986 + Penalty 4126.458951 = -741075.561035 nChanged 41 SP:Iteration 16Q (83801.590000 sec): 3 clusters Score: Raw -745227.860770 + Penalty 4126.458951 = -741101.401819 nChanged 33 SP:Iteration 17Q (83801.740000 sec): 3 clusters Score: Raw -745250.915479 + Penalty 4126.458951 = -741124.456528 nChanged 33 SP:Iteration 18Q (83801.940000 sec): 3 clusters Score: Raw -745272.954642 + Penalty 4126.458951 = -741146.495691 nChanged 34 SP:Iteration 19Q (83802.150000 sec): 3 clusters Score: Raw -745304.249540 + Penalty 4126.458951 = -741177.790589 nChanged 47 SP:Iteration 20F (83802.340000 sec): 3 clusters Score: Raw -745342.080091 + Penalty 4126.458951 = -741215.621140 nChanged 32 SP:Iteration 21Q (83802.530000 sec): 3 clusters Score: Raw -745363.390861 + Penalty 4126.458951 = -741236.931909 nChanged 20 SP:Iteration 22Q (83802.700000 sec): 3 clusters Score: Raw -745375.850452 + Penalty 4126.458951 = -741249.391501 nChanged 15 SP:Iteration 23Q (83802.890000 sec): 3 clusters Score: Raw -745386.195087 + Penalty 4126.458951 = -741259.736136 nChanged 17 SP:Iteration 24Q (83803.050000 sec): 3 clusters Score: Raw -745397.490765 + Penalty 4126.458951 = -741271.031814 nChanged 10 SP:Iteration 25Q (83803.240000 sec): 3 clusters Score: Raw -745404.659987 + Penalty 4126.458951 = -741278.201035 nChanged 13 SP:Iteration 26Q (83803.430000 sec): 3 clusters Score: Raw -745415.127963 + Penalty 4126.458951 = -741288.669011 nChanged 6 SP:Iteration 27Q (83803.600000 sec): 3 clusters Score: Raw -745419.605243 + Penalty 4126.458951 = -741293.146291 nChanged 6 SP:Iteration 28Q (83803.780000 sec): 3 clusters Score: Raw -745423.153052 + Penalty 4126.458951 = -741296.694100 nChanged 4 SP:Iteration 29Q (83803.960000 sec): 3 clusters Score: Raw -745424.870216 + Penalty 4126.458951 = -741298.411264 nChanged 3 SP:Iteration 30Q (83804.140000 sec): 3 clusters Score: Raw -745426.609631 + Penalty 4126.458951 = -741300.150680 nChanged 5 SP:Iteration 31Q (83804.360000 sec): 3 clusters Score: Raw -745430.140602 + Penalty 4126.458951 = -741303.681650 nChanged 4 SP:Iteration 32Q (83804.530000 sec): 3 clusters Score: Raw -745433.570118 + Penalty 4126.458951 = -741307.111167 nChanged 6 SP:Iteration 33Q (83804.690000 sec): 3 clusters Score: Raw -745437.410011 + Penalty 4126.458951 = -741310.951060 nChanged 5 SP:Iteration 34Q (83804.880000 sec): 3 clusters Score: Raw -745439.700659 + Penalty 4126.458951 = -741313.241708 nChanged 3 SP:Iteration 35Q (83805.070000 sec): 3 clusters Score: Raw -745441.171136 + Penalty 4126.458951 = -741314.712185 nChanged 0 SP:Iteration 36F (83805.250000 sec): 3 clusters Score: Raw -745441.171136 + Penalty 4126.458951 = -741314.712185 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83805.370000 sec): 2 clusters Score: Raw -227975.872321 + Penalty 1780.468376 = -226195.403944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83805.570000 sec): 3 clusters Score: Raw -227628.698054 + Penalty 3560.936753 = -224067.761301 nChanged 367 SP:Iteration 1F (83805.750000 sec): 3 clusters Score: Raw -227988.289644 + Penalty 3560.936753 = -224427.352891 nChanged 105 SP:Iteration 2F (83805.920000 sec): 3 clusters Score: Raw -228136.540318 + Penalty 3560.936753 = -224575.603565 nChanged 76 SP:Iteration 3F (83806.060000 sec): 3 clusters Score: Raw -228244.737102 + Penalty 3560.936753 = -224683.800349 nChanged 59 SP:Iteration 4Q (83806.250000 sec): 3 clusters Score: Raw -228337.651772 + Penalty 3560.936753 = -224776.715019 nChanged 46 SP:Iteration 5Q (83806.460000 sec): 3 clusters Score: Raw -228400.468224 + Penalty 3560.936753 = -224839.531471 nChanged 39 SP:Iteration 6Q (83806.650000 sec): 3 clusters Score: Raw -228452.951903 + Penalty 3560.936753 = -224892.015150 nChanged 35 SP:Iteration 7Q (83806.800000 sec): 3 clusters Score: Raw -228504.038574 + Penalty 3560.936753 = -224943.101821 nChanged 30 SP:Iteration 8Q (83807.000000 sec): 3 clusters Score: Raw -228546.973081 + Penalty 3560.936753 = -224986.036328 nChanged 20 SP:Iteration 9Q (83807.180000 sec): 3 clusters Score: Raw -228576.243451 + Penalty 3560.936753 = -225015.306698 nChanged 13 SP:Iteration 10Q (83807.340000 sec): 3 clusters Score: Raw -228594.683919 + Penalty 3560.936753 = -225033.747166 nChanged 11 SP:Iteration 11Q (83807.520000 sec): 3 clusters Score: Raw -228608.366421 + Penalty 3560.936753 = -225047.429668 nChanged 8 SP:Iteration 12Q (83807.720000 sec): 3 clusters Score: Raw -228615.835310 + Penalty 3560.936753 = -225054.898558 nChanged 3 SP:Iteration 13Q (83807.880000 sec): 3 clusters Score: Raw -228619.551285 + Penalty 3560.936753 = -225058.614532 nChanged 1 SP:Iteration 14Q (83808.070000 sec): 3 clusters Score: Raw -228620.339173 + Penalty 3560.936753 = -225059.402420 nChanged 0 SP:Iteration 15F (83808.240000 sec): 3 clusters Score: Raw -228620.339173 + Penalty 3560.936753 = -225059.402420 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83808.310000 sec): 2 clusters Score: Raw -37910.241062 + Penalty 1364.312036 = -36545.929026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83808.490000 sec): 3 clusters Score: Raw -38065.834900 + Penalty 2728.624072 = -35337.210827 nChanged 25 SP:Iteration 1F (83808.660000 sec): 3 clusters Score: Raw -38164.784835 + Penalty 2728.624072 = -35436.160763 nChanged 9 SP:Iteration 2Q (83808.860000 sec): 3 clusters Score: Raw -38220.200332 + Penalty 2728.624072 = -35491.576260 nChanged 10 SP:Iteration 3Q (83809.030000 sec): 3 clusters Score: Raw -38298.900952 + Penalty 2728.624072 = -35570.276879 nChanged 4 SP:Iteration 4Q (83809.190000 sec): 3 clusters Score: Raw -38324.420314 + Penalty 2728.624072 = -35595.796241 nChanged 3 SP:Iteration 5Q (83809.410000 sec): 3 clusters Score: Raw -38333.695119 + Penalty 2728.624072 = -35605.071046 nChanged 1 SP:Iteration 6Q (83809.610000 sec): 3 clusters Score: Raw -38337.702368 + Penalty 2728.624072 = -35609.078295 nChanged 0 SP:Iteration 7F (83809.780000 sec): 3 clusters Score: Raw -38337.702368 + Penalty 2728.624072 = -35609.078295 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83809.910000 sec): 2 clusters Score: Raw -1409610.929501 + Penalty 2236.215581 = -1407374.713920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83810.160000 sec): 3 clusters Score: Raw -1405348.442638 + Penalty 4472.431163 = -1400876.011476 nChanged 3297 SP:Iteration 1F (83810.370000 sec): 3 clusters Score: Raw -1407141.471678 + Penalty 4472.431163 = -1402669.040516 nChanged 581 SP:Iteration 2F (83810.590000 sec): 3 clusters Score: Raw -1407473.492573 + Penalty 4472.431163 = -1403001.061410 nChanged 483 SP:Iteration 3F (83810.840000 sec): 3 clusters Score: Raw -1407724.178697 + Penalty 4472.431163 = -1403251.747534 nChanged 391 SP:Iteration 4Q (83811.060000 sec): 3 clusters Score: Raw -1407942.958862 + Penalty 4472.431163 = -1403470.527700 nChanged 344 SP:Iteration 5Q (83811.300000 sec): 3 clusters Score: Raw -1408123.188085 + Penalty 4472.431163 = -1403650.756922 nChanged 301 SP:Iteration 6Q (83811.530000 sec): 3 clusters Score: Raw -1408259.377288 + Penalty 4472.431163 = -1403786.946125 nChanged 251 SP:Iteration 7Q (83811.700000 sec): 3 clusters Score: Raw -1408376.085372 + Penalty 4472.431163 = -1403903.654210 nChanged 249 SP:Iteration 8Q (83811.940000 sec): 3 clusters Score: Raw -1408510.603284 + Penalty 4472.431163 = -1404038.172122 nChanged 272 SP:Iteration 9Q (83812.160000 sec): 3 clusters Score: Raw -1408649.249424 + Penalty 4472.431163 = -1404176.818261 nChanged 273 SP:Iteration 10Q (83812.430000 sec): 3 clusters Score: Raw -1408792.534706 + Penalty 4472.431163 = -1404320.103544 nChanged 276 SP:Iteration 11Q (83812.660000 sec): 3 clusters Score: Raw -1408947.969694 + Penalty 4472.431163 = -1404475.538531 nChanged 268 SP:Iteration 12Q (83812.880000 sec): 3 clusters Score: Raw -1409112.340695 + Penalty 4472.431163 = -1404639.909532 nChanged 282 SP:Iteration 13Q (83813.050000 sec): 3 clusters Score: Raw -1409296.053517 + Penalty 4472.431163 = -1404823.622355 nChanged 251 SP:Iteration 14Q (83813.270000 sec): 3 clusters Score: Raw -1409464.817120 + Penalty 4472.431163 = -1404992.385957 nChanged 222 SP:Iteration 15Q (83813.510000 sec): 3 clusters Score: Raw -1409647.362701 + Penalty 4472.431163 = -1405174.931538 nChanged 212 SP:Iteration 16Q (83813.770000 sec): 3 clusters Score: Raw -1409812.435540 + Penalty 4472.431163 = -1405340.004377 nChanged 155 SP:Iteration 17Q (83814.020000 sec): 3 clusters Score: Raw -1409935.353211 + Penalty 4472.431163 = -1405462.922049 nChanged 128 SP:Iteration 18Q (83814.290000 sec): 3 clusters Score: Raw -1410020.469844 + Penalty 4472.431163 = -1405548.038681 nChanged 88 SP:Iteration 19Q (83814.580000 sec): 3 clusters Score: Raw -1410077.465505 + Penalty 4472.431163 = -1405605.034343 nChanged 70 SP:Iteration 20F (83814.780000 sec): 3 clusters Score: Raw -1410121.726173 + Penalty 4472.431163 = -1405649.295010 nChanged 64 SP:Iteration 21Q (83815.020000 sec): 3 clusters Score: Raw -1410161.343800 + Penalty 4472.431163 = -1405688.912638 nChanged 44 SP:Iteration 22Q (83815.250000 sec): 3 clusters Score: Raw -1410184.446455 + Penalty 4472.431163 = -1405712.015293 nChanged 38 SP:Iteration 23Q (83815.410000 sec): 3 clusters Score: Raw -1410202.609351 + Penalty 4472.431163 = -1405730.178188 nChanged 26 SP:Iteration 24Q (83815.650000 sec): 3 clusters Score: Raw -1410218.564800 + Penalty 4472.431163 = -1405746.133637 nChanged 17 SP:Iteration 25Q (83815.870000 sec): 3 clusters Score: Raw -1410229.266500 + Penalty 4472.431163 = -1405756.835337 nChanged 17 SP:Iteration 26Q (83816.120000 sec): 3 clusters Score: Raw -1410237.109648 + Penalty 4472.431163 = -1405764.678485 nChanged 14 SP:Iteration 27Q (83816.300000 sec): 3 clusters Score: Raw -1410244.663993 + Penalty 4472.431163 = -1405772.232830 nChanged 11 SP:Iteration 28Q (83816.500000 sec): 3 clusters Score: Raw -1410250.542525 + Penalty 4472.431163 = -1405778.111363 nChanged 11 SP:Iteration 29Q (83816.750000 sec): 3 clusters Score: Raw -1410254.872488 + Penalty 4472.431163 = -1405782.441325 nChanged 8 SP:Iteration 30Q (83816.960000 sec): 3 clusters Score: Raw -1410259.489032 + Penalty 4472.431163 = -1405787.057870 nChanged 8 SP:Iteration 31Q (83817.180000 sec): 3 clusters Score: Raw -1410262.644867 + Penalty 4472.431163 = -1405790.213705 nChanged 3 SP:Iteration 32Q (83817.440000 sec): 3 clusters Score: Raw -1410264.235800 + Penalty 4472.431163 = -1405791.804637 nChanged 5 SP:Iteration 33Q (83817.650000 sec): 3 clusters Score: Raw -1410266.776775 + Penalty 4472.431163 = -1405794.345613 nChanged 2 SP:Iteration 34Q (83817.860000 sec): 3 clusters Score: Raw -1410267.624324 + Penalty 4472.431163 = -1405795.193161 nChanged 2 SP:Iteration 35Q (83818.110000 sec): 3 clusters Score: Raw -1410268.265129 + Penalty 4472.431163 = -1405795.833966 nChanged 1 SP:Iteration 36Q (83818.300000 sec): 3 clusters Score: Raw -1410268.577514 + Penalty 4472.431163 = -1405796.146351 nChanged 0 SP:Iteration 37F (83818.550000 sec): 3 clusters Score: Raw -1410268.577514 + Penalty 4472.431163 = -1405796.146351 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83818.640000 sec): 2 clusters Score: Raw -46839.911476 + Penalty 1412.045570 = -45427.865906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83818.860000 sec): 3 clusters Score: Raw -47029.374707 + Penalty 2824.091141 = -44205.283566 nChanged 54 SP:Iteration 1F (83819.000000 sec): 3 clusters Score: Raw -47269.832405 + Penalty 2824.091141 = -44445.741264 nChanged 14 SP:Iteration 2Q (83819.230000 sec): 3 clusters Score: Raw -47328.581882 + Penalty 2824.091141 = -44504.490741 nChanged 3 SP:Iteration 3Q (83819.390000 sec): 3 clusters Score: Raw -47352.873376 + Penalty 2824.091141 = -44528.782235 nChanged 2 SP:Iteration 4Q (83819.580000 sec): 3 clusters Score: Raw -47357.096399 + Penalty 2824.091141 = -44533.005258 nChanged 1 SP:Iteration 5Q (83819.770000 sec): 3 clusters Score: Raw -47363.106037 + Penalty 2824.091141 = -44539.014896 nChanged 3 SP:Iteration 6Q (83819.930000 sec): 3 clusters Score: Raw -47383.895132 + Penalty 2824.091141 = -44559.803991 nChanged 3 SP:Iteration 7Q (83820.110000 sec): 3 clusters Score: Raw -47397.433741 + Penalty 2824.091141 = -44573.342600 nChanged 1 SP:Iteration 8Q (83820.330000 sec): 3 clusters Score: Raw -47399.601969 + Penalty 2824.091141 = -44575.510828 nChanged 0 SP:Iteration 9F (83820.460000 sec): 3 clusters Score: Raw -47399.601969 + Penalty 2824.091141 = -44575.510828 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (122559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83821.200000 sec): 2 clusters Score: Raw -22501807.578022 + Penalty 2905.654261 = -22498901.923761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83822.010000 sec): 3 clusters Score: Raw -22422719.847322 + Penalty 5811.308522 = -22416908.538800 nChanged 58295 SP:Iteration 1F (83822.770000 sec): 3 clusters Score: Raw -22456154.953804 + Penalty 5811.308522 = -22450343.645282 nChanged 3754 SP:Iteration 2Q (83823.610000 sec): 3 clusters Score: Raw -22456969.252189 + Penalty 5811.308522 = -22451157.943667 nChanged 3877 SP:Iteration 3Q (83824.410000 sec): 3 clusters Score: Raw -22457824.266765 + Penalty 5811.308522 = -22452012.958244 nChanged 3969 SP:Iteration 4Q (83825.280000 sec): 3 clusters Score: Raw -22458810.782000 + Penalty 5811.308522 = -22452999.473479 nChanged 4425 SP:Iteration 5Q (83826.070000 sec): 3 clusters Score: Raw -22460108.670103 + Penalty 5811.308522 = -22454297.361582 nChanged 5040 SP:Iteration 6Q (83826.910000 sec): 3 clusters Score: Raw -22461953.057923 + Penalty 5811.308522 = -22456141.749402 nChanged 6082 SP:Iteration 7Q (83827.670000 sec): 3 clusters Score: Raw -22464798.027312 + Penalty 5811.308522 = -22458986.718791 nChanged 7565 SP:Iteration 8F (83828.440000 sec): 3 clusters Score: Raw -22469390.234539 + Penalty 5811.308522 = -22463578.926017 nChanged 9131 SP:Iteration 9F (83829.220000 sec): 3 clusters Score: Raw -22476281.290653 + Penalty 5811.308522 = -22470469.982132 nChanged 9832 SP:Iteration 10F (83830.080000 sec): 3 clusters Score: Raw -22485087.905466 + Penalty 5811.308522 = -22479276.596945 nChanged 8455 SP:Iteration 11F (83830.870000 sec): 3 clusters Score: Raw -22493205.504949 + Penalty 5811.308522 = -22487394.196428 nChanged 5493 SP:Iteration 12Q (83831.730000 sec): 3 clusters Score: Raw -22498455.589769 + Penalty 5811.308522 = -22492644.281248 nChanged 2556 SP:Iteration 13Q (83832.510000 sec): 3 clusters Score: Raw -22500783.389221 + Penalty 5811.308522 = -22494972.080699 nChanged 859 SP:Iteration 14Q (83833.250000 sec): 3 clusters Score: Raw -22501563.993155 + Penalty 5811.308522 = -22495752.684633 nChanged 252 SP:Iteration 15Q (83833.960000 sec): 3 clusters Score: Raw -22501839.406388 + Penalty 5811.308522 = -22496028.097866 nChanged 94 SP:Iteration 16Q (83834.660000 sec): 3 clusters Score: Raw -22501973.443142 + Penalty 5811.308522 = -22496162.134621 nChanged 47 SP:Iteration 17Q (83835.320000 sec): 3 clusters Score: Raw -22502054.116634 + Penalty 5811.308522 = -22496242.808112 nChanged 27 SP:Iteration 18Q (83836.000000 sec): 3 clusters Score: Raw -22502090.795252 + Penalty 5811.308522 = -22496279.486731 nChanged 14 SP:Iteration 19Q (83836.680000 sec): 3 clusters Score: Raw -22502114.592433 + Penalty 5811.308522 = -22496303.283912 nChanged 6 SP:Iteration 20F (83837.490000 sec): 3 clusters Score: Raw -22502125.083520 + Penalty 5811.308522 = -22496313.774999 nChanged 4 SP:Iteration 21Q (83838.130000 sec): 3 clusters Score: Raw -22502132.822785 + Penalty 5811.308522 = -22496321.514264 nChanged 2 SP:Iteration 22Q (83838.800000 sec): 3 clusters Score: Raw -22502134.387785 + Penalty 5811.308522 = -22496323.079264 nChanged 0 SP:Iteration 23F (83839.540000 sec): 3 clusters Score: Raw -22502134.387785 + Penalty 5811.308522 = -22496323.079264 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83839.890000 sec): 2 clusters Score: Raw -12600237.736773 + Penalty 2767.856572 = -12597469.880202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83840.440000 sec): 3 clusters Score: Raw -12555798.470158 + Penalty 5535.713143 = -12550262.757015 nChanged 32859 SP:Iteration 1F (83841.020000 sec): 3 clusters Score: Raw -12574833.470330 + Penalty 5535.713143 = -12569297.757186 nChanged 2856 SP:Iteration 2Q (83841.620000 sec): 3 clusters Score: Raw -12575867.242500 + Penalty 5535.713143 = -12570331.529356 nChanged 3151 SP:Iteration 3Q (83842.200000 sec): 3 clusters Score: Raw -12577215.729859 + Penalty 5535.713143 = -12571680.016715 nChanged 3493 SP:Iteration 4Q (83842.740000 sec): 3 clusters Score: Raw -12579005.393493 + Penalty 5535.713143 = -12573469.680350 nChanged 3838 SP:Iteration 5F (83843.330000 sec): 3 clusters Score: Raw -12581467.720447 + Penalty 5535.713143 = -12575932.007303 nChanged 4276 SP:Iteration 6F (83843.890000 sec): 3 clusters Score: Raw -12584690.546645 + Penalty 5535.713143 = -12579154.833501 nChanged 4467 SP:Iteration 7F (83844.440000 sec): 3 clusters Score: Raw -12588405.591738 + Penalty 5535.713143 = -12582869.878595 nChanged 4268 SP:Iteration 8F (83844.980000 sec): 3 clusters Score: Raw -12591984.933169 + Penalty 5535.713143 = -12586449.220026 nChanged 3528 SP:Iteration 9F (83845.470000 sec): 3 clusters Score: Raw -12594824.847472 + Penalty 5535.713143 = -12589289.134328 nChanged 2718 SP:Iteration 10Q (83846.050000 sec): 3 clusters Score: Raw -12596866.078612 + Penalty 5535.713143 = -12591330.365469 nChanged 1942 SP:Iteration 11Q (83846.580000 sec): 3 clusters Score: Raw -12598247.038181 + Penalty 5535.713143 = -12592711.325037 nChanged 1347 SP:Iteration 12Q (83847.060000 sec): 3 clusters Score: Raw -12599133.911357 + Penalty 5535.713143 = -12593598.198214 nChanged 889 SP:Iteration 13Q (83847.560000 sec): 3 clusters Score: Raw -12599667.832270 + Penalty 5535.713143 = -12594132.119127 nChanged 581 SP:Iteration 14Q (83847.990000 sec): 3 clusters Score: Raw -12599993.464188 + Penalty 5535.713143 = -12594457.751045 nChanged 413 SP:Iteration 15Q (83848.430000 sec): 3 clusters Score: Raw -12600230.211948 + Penalty 5535.713143 = -12594694.498804 nChanged 278 SP:Iteration 16Q (83848.920000 sec): 3 clusters Score: Raw -12600383.502317 + Penalty 5535.713143 = -12594847.789174 nChanged 198 SP:Iteration 17Q (83849.510000 sec): 3 clusters Score: Raw -12600492.782386 + Penalty 5535.713143 = -12594957.069242 nChanged 150 SP:Iteration 18Q (83850.050000 sec): 3 clusters Score: Raw -12600563.509408 + Penalty 5535.713143 = -12595027.796265 nChanged 99 SP:Iteration 19Q (83850.560000 sec): 3 clusters Score: Raw -12600613.923290 + Penalty 5535.713143 = -12595078.210147 nChanged 79 SP:Iteration 20F (83851.140000 sec): 3 clusters Score: Raw -12600655.964608 + Penalty 5535.713143 = -12595120.251464 nChanged 67 SP:Iteration 21Q (83851.640000 sec): 3 clusters Score: Raw -12600689.263798 + Penalty 5535.713143 = -12595153.550654 nChanged 50 SP:Iteration 22Q (83852.170000 sec): 3 clusters Score: Raw -12600713.592729 + Penalty 5535.713143 = -12595177.879586 nChanged 37 SP:Iteration 23Q (83852.650000 sec): 3 clusters Score: Raw -12600732.621114 + Penalty 5535.713143 = -12595196.907971 nChanged 34 SP:Iteration 24Q (83853.170000 sec): 3 clusters Score: Raw -12600748.218261 + Penalty 5535.713143 = -12595212.505118 nChanged 27 SP:Iteration 25Q (83853.660000 sec): 3 clusters Score: Raw -12600762.343279 + Penalty 5535.713143 = -12595226.630136 nChanged 26 SP:Iteration 26Q (83854.190000 sec): 3 clusters Score: Raw -12600774.173607 + Penalty 5535.713143 = -12595238.460464 nChanged 12 SP:Iteration 27Q (83854.700000 sec): 3 clusters Score: Raw -12600779.053007 + Penalty 5535.713143 = -12595243.339864 nChanged 13 SP:Iteration 28Q (83855.220000 sec): 3 clusters Score: Raw -12600783.827338 + Penalty 5535.713143 = -12595248.114195 nChanged 8 SP:Iteration 29Q (83855.720000 sec): 3 clusters Score: Raw -12600787.462036 + Penalty 5535.713143 = -12595251.748893 nChanged 13 SP:Iteration 30Q (83856.150000 sec): 3 clusters Score: Raw -12600793.095272 + Penalty 5535.713143 = -12595257.382128 nChanged 8 SP:Iteration 31Q (83856.680000 sec): 3 clusters Score: Raw -12600795.688534 + Penalty 5535.713143 = -12595259.975391 nChanged 3 SP:Iteration 32Q (83857.150000 sec): 3 clusters Score: Raw -12600797.174559 + Penalty 5535.713143 = -12595261.461416 nChanged 6 SP:Iteration 33Q (83857.670000 sec): 3 clusters Score: Raw -12600800.137376 + Penalty 5535.713143 = -12595264.424233 nChanged 4 SP:Iteration 34Q (83858.150000 sec): 3 clusters Score: Raw -12600801.916134 + Penalty 5535.713143 = -12595266.202991 nChanged 2 SP:Iteration 35Q (83858.750000 sec): 3 clusters Score: Raw -12600802.862488 + Penalty 5535.713143 = -12595267.149344 nChanged 4 SP:Iteration 36Q (83859.320000 sec): 3 clusters Score: Raw -12600804.501500 + Penalty 5535.713143 = -12595268.788356 nChanged 1 SP:Iteration 37Q (83859.860000 sec): 3 clusters Score: Raw -12600804.729462 + Penalty 5535.713143 = -12595269.016319 nChanged 1 SP:Iteration 38Q (83860.410000 sec): 3 clusters Score: Raw -12600805.222530 + Penalty 5535.713143 = -12595269.509387 nChanged 4 SP:Iteration 39Q (83860.970000 sec): 3 clusters Score: Raw -12600806.698385 + Penalty 5535.713143 = -12595270.985242 nChanged 3 SP:Iteration 40F (83861.570000 sec): 3 clusters Score: Raw -12600807.688868 + Penalty 5535.713143 = -12595271.975725 nChanged 4 SP:Iteration 41Q (83862.160000 sec): 3 clusters Score: Raw -12600809.567814 + Penalty 5535.713143 = -12595273.854670 nChanged 3 SP:Iteration 42Q (83862.670000 sec): 3 clusters Score: Raw -12600811.798056 + Penalty 5535.713143 = -12595276.084912 nChanged 2 SP:Iteration 43Q (83863.200000 sec): 3 clusters Score: Raw -12600812.559020 + Penalty 5535.713143 = -12595276.845876 nChanged 2 SP:Iteration 44Q (83863.770000 sec): 3 clusters Score: Raw -12600812.981739 + Penalty 5535.713143 = -12595277.268596 nChanged 1 SP:Iteration 45Q (83864.280000 sec): 3 clusters Score: Raw -12600813.217805 + Penalty 5535.713143 = -12595277.504662 nChanged 2 SP:Iteration 46Q (83864.840000 sec): 3 clusters Score: Raw -12600813.997372 + Penalty 5535.713143 = -12595278.284229 nChanged 0 SP:Iteration 47F (83865.430000 sec): 3 clusters Score: Raw -12600813.997372 + Penalty 5535.713143 = -12595278.284229 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83865.610000 sec): 2 clusters Score: Raw -1080538.015518 + Penalty 2158.757692 = -1078379.257826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83865.820000 sec): 3 clusters Score: Raw -1077527.989169 + Penalty 4317.515384 = -1073210.473784 nChanged 2381 SP:Iteration 1F (83866.090000 sec): 3 clusters Score: Raw -1078829.427675 + Penalty 4317.515384 = -1074511.912291 nChanged 435 SP:Iteration 2F (83866.360000 sec): 3 clusters Score: Raw -1079108.540069 + Penalty 4317.515384 = -1074791.024685 nChanged 368 SP:Iteration 3F (83866.640000 sec): 3 clusters Score: Raw -1079360.581100 + Penalty 4317.515384 = -1075043.065716 nChanged 287 SP:Iteration 4Q (83866.860000 sec): 3 clusters Score: Raw -1079530.766119 + Penalty 4317.515384 = -1075213.250735 nChanged 241 SP:Iteration 5Q (83867.070000 sec): 3 clusters Score: Raw -1079653.398609 + Penalty 4317.515384 = -1075335.883225 nChanged 206 SP:Iteration 6Q (83867.280000 sec): 3 clusters Score: Raw -1079747.445327 + Penalty 4317.515384 = -1075429.929942 nChanged 165 SP:Iteration 7Q (83867.470000 sec): 3 clusters Score: Raw -1079823.298240 + Penalty 4317.515384 = -1075505.782856 nChanged 163 SP:Iteration 8Q (83867.680000 sec): 3 clusters Score: Raw -1079905.132715 + Penalty 4317.515384 = -1075587.617331 nChanged 140 SP:Iteration 9Q (83867.900000 sec): 3 clusters Score: Raw -1079965.877422 + Penalty 4317.515384 = -1075648.362037 nChanged 124 SP:Iteration 10Q (83868.140000 sec): 3 clusters Score: Raw -1080020.700564 + Penalty 4317.515384 = -1075703.185180 nChanged 146 SP:Iteration 11Q (83868.370000 sec): 3 clusters Score: Raw -1080093.825901 + Penalty 4317.515384 = -1075776.310517 nChanged 129 SP:Iteration 12Q (83868.580000 sec): 3 clusters Score: Raw -1080155.967844 + Penalty 4317.515384 = -1075838.452459 nChanged 134 SP:Iteration 13Q (83868.810000 sec): 3 clusters Score: Raw -1080227.664885 + Penalty 4317.515384 = -1075910.149500 nChanged 130 SP:Iteration 14Q (83869.060000 sec): 3 clusters Score: Raw -1080286.634665 + Penalty 4317.515384 = -1075969.119281 nChanged 111 SP:Iteration 15Q (83869.270000 sec): 3 clusters Score: Raw -1080343.559174 + Penalty 4317.515384 = -1076026.043790 nChanged 98 SP:Iteration 16Q (83869.470000 sec): 3 clusters Score: Raw -1080386.226040 + Penalty 4317.515384 = -1076068.710655 nChanged 87 SP:Iteration 17Q (83869.690000 sec): 3 clusters Score: Raw -1080427.401853 + Penalty 4317.515384 = -1076109.886469 nChanged 75 SP:Iteration 18Q (83869.890000 sec): 3 clusters Score: Raw -1080463.484385 + Penalty 4317.515384 = -1076145.969001 nChanged 85 SP:Iteration 19Q (83870.090000 sec): 3 clusters Score: Raw -1080504.504321 + Penalty 4317.515384 = -1076186.988937 nChanged 67 SP:Iteration 20F (83870.390000 sec): 3 clusters Score: Raw -1080530.615767 + Penalty 4317.515384 = -1076213.100383 nChanged 59 SP:Iteration 21Q (83870.610000 sec): 3 clusters Score: Raw -1080553.917367 + Penalty 4317.515384 = -1076236.401982 nChanged 50 SP:Iteration 22Q (83870.870000 sec): 3 clusters Score: Raw -1080572.550585 + Penalty 4317.515384 = -1076255.035201 nChanged 48 SP:Iteration 23Q (83871.120000 sec): 3 clusters Score: Raw -1080591.350542 + Penalty 4317.515384 = -1076273.835157 nChanged 50 SP:Iteration 24Q (83871.330000 sec): 3 clusters Score: Raw -1080610.777731 + Penalty 4317.515384 = -1076293.262347 nChanged 52 SP:Iteration 25Q (83871.540000 sec): 3 clusters Score: Raw -1080633.040661 + Penalty 4317.515384 = -1076315.525277 nChanged 49 SP:Iteration 26Q (83871.740000 sec): 3 clusters Score: Raw -1080654.089570 + Penalty 4317.515384 = -1076336.574185 nChanged 49 SP:Iteration 27Q (83871.930000 sec): 3 clusters Score: Raw -1080674.531316 + Penalty 4317.515384 = -1076357.015932 nChanged 47 SP:Iteration 28Q (83872.110000 sec): 3 clusters Score: Raw -1080691.993035 + Penalty 4317.515384 = -1076374.477650 nChanged 39 SP:Iteration 29Q (83872.330000 sec): 3 clusters Score: Raw -1080709.476826 + Penalty 4317.515384 = -1076391.961442 nChanged 38 SP:Iteration 30Q (83872.570000 sec): 3 clusters Score: Raw -1080725.612277 + Penalty 4317.515384 = -1076408.096893 nChanged 36 SP:Iteration 31Q (83872.820000 sec): 3 clusters Score: Raw -1080739.748848 + Penalty 4317.515384 = -1076422.233463 nChanged 37 SP:Iteration 32Q (83873.040000 sec): 3 clusters Score: Raw -1080754.262922 + Penalty 4317.515384 = -1076436.747537 nChanged 34 SP:Iteration 33Q (83873.260000 sec): 3 clusters Score: Raw -1080764.577716 + Penalty 4317.515384 = -1076447.062332 nChanged 19 SP:Iteration 34Q (83873.500000 sec): 3 clusters Score: Raw -1080770.914583 + Penalty 4317.515384 = -1076453.399198 nChanged 17 SP:Iteration 35Q (83873.680000 sec): 3 clusters Score: Raw -1080777.307092 + Penalty 4317.515384 = -1076459.791708 nChanged 18 SP:Iteration 36Q (83873.890000 sec): 3 clusters Score: Raw -1080785.846302 + Penalty 4317.515384 = -1076468.330918 nChanged 21 SP:Iteration 37Q (83874.100000 sec): 3 clusters Score: Raw -1080794.761299 + Penalty 4317.515384 = -1076477.245915 nChanged 25 SP:Iteration 38Q (83874.280000 sec): 3 clusters Score: Raw -1080807.209193 + Penalty 4317.515384 = -1076489.693809 nChanged 26 SP:Iteration 39Q (83874.490000 sec): 3 clusters Score: Raw -1080818.295307 + Penalty 4317.515384 = -1076500.779923 nChanged 31 SP:Iteration 40F (83874.690000 sec): 3 clusters Score: Raw -1080830.424638 + Penalty 4317.515384 = -1076512.909254 nChanged 28 SP:Iteration 41Q (83874.900000 sec): 3 clusters Score: Raw -1080843.339579 + Penalty 4317.515384 = -1076525.824195 nChanged 25 SP:Iteration 42Q (83875.140000 sec): 3 clusters Score: Raw -1080853.132221 + Penalty 4317.515384 = -1076535.616837 nChanged 20 SP:Iteration 43Q (83875.340000 sec): 3 clusters Score: Raw -1080862.118746 + Penalty 4317.515384 = -1076544.603361 nChanged 21 SP:Iteration 44Q (83875.560000 sec): 3 clusters Score: Raw -1080871.046662 + Penalty 4317.515384 = -1076553.531278 nChanged 18 SP:Iteration 45Q (83875.790000 sec): 3 clusters Score: Raw -1080878.992398 + Penalty 4317.515384 = -1076561.477014 nChanged 19 SP:Iteration 46Q (83876.000000 sec): 3 clusters Score: Raw -1080885.466903 + Penalty 4317.515384 = -1076567.951519 nChanged 12 SP:Iteration 47Q (83876.230000 sec): 3 clusters Score: Raw -1080890.689215 + Penalty 4317.515384 = -1076573.173831 nChanged 14 SP:Iteration 48Q (83876.460000 sec): 3 clusters Score: Raw -1080898.192528 + Penalty 4317.515384 = -1076580.677144 nChanged 9 SP:Iteration 49Q (83876.680000 sec): 3 clusters Score: Raw -1080902.242249 + Penalty 4317.515384 = -1076584.726865 nChanged 11 SP:Iteration 50Q (83876.870000 sec): 3 clusters Score: Raw -1080905.962851 + Penalty 4317.515384 = -1076588.447467 nChanged 6 SP:Iteration 51Q (83877.060000 sec): 3 clusters Score: Raw -1080909.423425 + Penalty 4317.515384 = -1076591.908041 nChanged 8 SP:Iteration 52Q (83877.280000 sec): 3 clusters Score: Raw -1080911.969316 + Penalty 4317.515384 = -1076594.453932 nChanged 6 SP:Iteration 53Q (83877.480000 sec): 3 clusters Score: Raw -1080914.877053 + Penalty 4317.515384 = -1076597.361669 nChanged 4 SP:Iteration 54Q (83877.710000 sec): 3 clusters Score: Raw -1080916.700247 + Penalty 4317.515384 = -1076599.184863 nChanged 7 SP:Iteration 55Q (83877.900000 sec): 3 clusters Score: Raw -1080921.070691 + Penalty 4317.515384 = -1076603.555307 nChanged 6 SP:Iteration 56Q (83878.120000 sec): 3 clusters Score: Raw -1080923.850025 + Penalty 4317.515384 = -1076606.334641 nChanged 7 SP:Iteration 57Q (83878.320000 sec): 3 clusters Score: Raw -1080927.567966 + Penalty 4317.515384 = -1076610.052582 nChanged 5 SP:Iteration 58Q (83878.520000 sec): 3 clusters Score: Raw -1080930.034982 + Penalty 4317.515384 = -1076612.519598 nChanged 4 SP:Iteration 59Q (83878.740000 sec): 3 clusters Score: Raw -1080931.432042 + Penalty 4317.515384 = -1076613.916658 nChanged 2 SP:Iteration 60F (83878.970000 sec): 3 clusters Score: Raw -1080932.507098 + Penalty 4317.515384 = -1076614.991714 nChanged 2 SP:Iteration 61Q (83879.170000 sec): 3 clusters Score: Raw -1080933.300495 + Penalty 4317.515384 = -1076615.785111 nChanged 5 SP:Iteration 62Q (83879.390000 sec): 3 clusters Score: Raw -1080935.210687 + Penalty 4317.515384 = -1076617.695303 nChanged 4 SP:Iteration 63Q (83879.560000 sec): 3 clusters Score: Raw -1080937.044415 + Penalty 4317.515384 = -1076619.529031 nChanged 4 SP:Iteration 64Q (83879.800000 sec): 3 clusters Score: Raw -1080938.782069 + Penalty 4317.515384 = -1076621.266684 nChanged 4 SP:Iteration 65Q (83880.010000 sec): 3 clusters Score: Raw -1080940.965733 + Penalty 4317.515384 = -1076623.450349 nChanged 3 SP:Iteration 66Q (83880.210000 sec): 3 clusters Score: Raw -1080941.607066 + Penalty 4317.515384 = -1076624.091682 nChanged 3 SP:Iteration 67Q (83880.410000 sec): 3 clusters Score: Raw -1080942.335784 + Penalty 4317.515384 = -1076624.820400 nChanged 2 SP:Iteration 68Q (83880.610000 sec): 3 clusters Score: Raw -1080942.965171 + Penalty 4317.515384 = -1076625.449787 nChanged 2 SP:Iteration 69Q (83880.820000 sec): 3 clusters Score: Raw -1080943.860036 + Penalty 4317.515384 = -1076626.344651 nChanged 2 SP:Iteration 70Q (83881.060000 sec): 3 clusters Score: Raw -1080944.587231 + Penalty 4317.515384 = -1076627.071846 nChanged 1 SP:Iteration 71Q (83881.310000 sec): 3 clusters Score: Raw -1080944.854860 + Penalty 4317.515384 = -1076627.339476 nChanged 0 SP:Iteration 72F (83881.490000 sec): 3 clusters Score: Raw -1080944.854860 + Penalty 4317.515384 = -1076627.339476 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (159313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83882.330000 sec): 2 clusters Score: Raw -29130097.084057 + Penalty 2970.699273 = -29127126.384784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83883.390000 sec): 3 clusters Score: Raw -29026397.488766 + Penalty 5941.398545 = -29020456.090220 nChanged 76156 SP:Iteration 1F (83884.280000 sec): 3 clusters Score: Raw -29070269.159332 + Penalty 5941.398545 = -29064327.760787 nChanged 4615 SP:Iteration 2Q (83885.320000 sec): 3 clusters Score: Raw -29071215.115005 + Penalty 5941.398545 = -29065273.716459 nChanged 4669 SP:Iteration 3Q (83886.470000 sec): 3 clusters Score: Raw -29072241.090563 + Penalty 5941.398545 = -29066299.692017 nChanged 4955 SP:Iteration 4Q (83887.570000 sec): 3 clusters Score: Raw -29073458.059534 + Penalty 5941.398545 = -29067516.660988 nChanged 5331 SP:Iteration 5Q (83888.550000 sec): 3 clusters Score: Raw -29074939.563101 + Penalty 5941.398545 = -29068998.164555 nChanged 5789 SP:Iteration 6Q (83889.450000 sec): 3 clusters Score: Raw -29076842.467236 + Penalty 5941.398545 = -29070901.068690 nChanged 6589 SP:Iteration 7Q (83890.420000 sec): 3 clusters Score: Raw -29079499.774975 + Penalty 5941.398545 = -29073558.376430 nChanged 7497 SP:Iteration 8Q (83891.460000 sec): 3 clusters Score: Raw -29083320.148927 + Penalty 5941.398545 = -29077378.750382 nChanged 8536 SP:Iteration 9F (83892.400000 sec): 3 clusters Score: Raw -29088822.626584 + Penalty 5941.398545 = -29082881.228039 nChanged 9514 SP:Iteration 10F (83893.360000 sec): 3 clusters Score: Raw -29096070.184999 + Penalty 5941.398545 = -29090128.786453 nChanged 9600 SP:Iteration 11F (83894.360000 sec): 3 clusters Score: Raw -29103520.148811 + Penalty 5941.398545 = -29097578.750265 nChanged 8108 SP:Iteration 12F (83895.390000 sec): 3 clusters Score: Raw -29108630.957864 + Penalty 5941.398545 = -29102689.559318 nChanged 5947 SP:Iteration 13Q (83896.400000 sec): 3 clusters Score: Raw -29111317.152491 + Penalty 5941.398545 = -29105375.753946 nChanged 4000 SP:Iteration 14Q (83897.370000 sec): 3 clusters Score: Raw -29112659.570749 + Penalty 5941.398545 = -29106718.172204 nChanged 2713 SP:Iteration 15Q (83898.320000 sec): 3 clusters Score: Raw -29113494.990409 + Penalty 5941.398545 = -29107553.591863 nChanged 2264 SP:Iteration 16Q (83899.330000 sec): 3 clusters Score: Raw -29114198.640313 + Penalty 5941.398545 = -29108257.241767 nChanged 2084 SP:Iteration 17Q (83900.310000 sec): 3 clusters Score: Raw -29114837.257504 + Penalty 5941.398545 = -29108895.858959 nChanged 1989 SP:Iteration 18Q (83901.250000 sec): 3 clusters Score: Raw -29115421.340065 + Penalty 5941.398545 = -29109479.941520 nChanged 1902 SP:Iteration 19Q (83902.120000 sec): 3 clusters Score: Raw -29115983.880006 + Penalty 5941.398545 = -29110042.481461 nChanged 1914 SP:Iteration 20F (83903.090000 sec): 3 clusters Score: Raw -29116580.332510 + Penalty 5941.398545 = -29110638.933965 nChanged 1853 SP:Iteration 21Q (83904.030000 sec): 3 clusters Score: Raw -29117155.960088 + Penalty 5941.398545 = -29111214.561542 nChanged 1927 SP:Iteration 22Q (83905.050000 sec): 3 clusters Score: Raw -29117777.436556 + Penalty 5941.398545 = -29111836.038011 nChanged 1885 SP:Iteration 23Q (83906.050000 sec): 3 clusters Score: Raw -29118414.673064 + Penalty 5941.398545 = -29112473.274518 nChanged 1929 SP:Iteration 24Q (83907.170000 sec): 3 clusters Score: Raw -29119109.614711 + Penalty 5941.398545 = -29113168.216166 nChanged 1937 SP:Iteration 25Q (83908.150000 sec): 3 clusters Score: Raw -29119856.129990 + Penalty 5941.398545 = -29113914.731444 nChanged 2001 SP:Iteration 26Q (83909.080000 sec): 3 clusters Score: Raw -29120666.571028 + Penalty 5941.398545 = -29114725.172483 nChanged 2040 SP:Iteration 27Q (83909.990000 sec): 3 clusters Score: Raw -29121555.649655 + Penalty 5941.398545 = -29115614.251109 nChanged 2012 SP:Iteration 28Q (83910.840000 sec): 3 clusters Score: Raw -29122462.838728 + Penalty 5941.398545 = -29116521.440182 nChanged 1933 SP:Iteration 29Q (83911.840000 sec): 3 clusters Score: Raw -29123396.606592 + Penalty 5941.398545 = -29117455.208046 nChanged 1907 SP:Iteration 30Q (83912.760000 sec): 3 clusters Score: Raw -29124386.687617 + Penalty 5941.398545 = -29118445.289072 nChanged 1865 SP:Iteration 31Q (83913.670000 sec): 3 clusters Score: Raw -29125445.340363 + Penalty 5941.398545 = -29119503.941818 nChanged 1768 SP:Iteration 32Q (83914.540000 sec): 3 clusters Score: Raw -29126493.998045 + Penalty 5941.398545 = -29120552.599499 nChanged 1600 SP:Iteration 33Q (83915.420000 sec): 3 clusters Score: Raw -29127452.151110 + Penalty 5941.398545 = -29121510.752564 nChanged 1369 SP:Iteration 34Q (83916.320000 sec): 3 clusters Score: Raw -29128217.445545 + Penalty 5941.398545 = -29122276.047000 nChanged 1097 SP:Iteration 35Q (83917.270000 sec): 3 clusters Score: Raw -29128796.602402 + Penalty 5941.398545 = -29122855.203857 nChanged 935 SP:Iteration 36Q (83918.130000 sec): 3 clusters Score: Raw -29129253.943357 + Penalty 5941.398545 = -29123312.544812 nChanged 751 SP:Iteration 37Q (83919.010000 sec): 3 clusters Score: Raw -29129575.002050 + Penalty 5941.398545 = -29123633.603504 nChanged 637 SP:Iteration 38Q (83919.920000 sec): 3 clusters Score: Raw -29129826.923596 + Penalty 5941.398545 = -29123885.525050 nChanged 532 SP:Iteration 39Q (83920.830000 sec): 3 clusters Score: Raw -29130011.811320 + Penalty 5941.398545 = -29124070.412774 nChanged 408 SP:Iteration 40F (83921.780000 sec): 3 clusters Score: Raw -29130143.386498 + Penalty 5941.398545 = -29124201.987953 nChanged 353 SP:Iteration 41Q (83922.620000 sec): 3 clusters Score: Raw -29130259.270239 + Penalty 5941.398545 = -29124317.871694 nChanged 313 SP:Iteration 42Q (83923.510000 sec): 3 clusters Score: Raw -29130359.776760 + Penalty 5941.398545 = -29124418.378215 nChanged 233 SP:Iteration 43Q (83924.560000 sec): 3 clusters Score: Raw -29130430.055276 + Penalty 5941.398545 = -29124488.656731 nChanged 191 SP:Iteration 44Q (83925.380000 sec): 3 clusters Score: Raw -29130489.334942 + Penalty 5941.398545 = -29124547.936397 nChanged 185 SP:Iteration 45Q (83926.240000 sec): 3 clusters Score: Raw -29130545.688159 + Penalty 5941.398545 = -29124604.289613 nChanged 135 SP:Iteration 46Q (83927.130000 sec): 3 clusters Score: Raw -29130584.319712 + Penalty 5941.398545 = -29124642.921167 nChanged 119 SP:Iteration 47Q (83928.000000 sec): 3 clusters Score: Raw -29130617.005157 + Penalty 5941.398545 = -29124675.606611 nChanged 100 SP:Iteration 48Q (83928.880000 sec): 3 clusters Score: Raw -29130642.605297 + Penalty 5941.398545 = -29124701.206752 nChanged 76 SP:Iteration 49Q (83929.790000 sec): 3 clusters Score: Raw -29130659.514928 + Penalty 5941.398545 = -29124718.116382 nChanged 60 SP:Iteration 50Q (83930.900000 sec): 3 clusters Score: Raw -29130673.008847 + Penalty 5941.398545 = -29124731.610301 nChanged 50 SP:Iteration 51Q (83931.940000 sec): 3 clusters Score: Raw -29130684.293739 + Penalty 5941.398545 = -29124742.895194 nChanged 59 SP:Iteration 52Q (83932.880000 sec): 3 clusters Score: Raw -29130700.309893 + Penalty 5941.398545 = -29124758.911347 nChanged 51 SP:Iteration 53Q (83933.820000 sec): 3 clusters Score: Raw -29130712.811619 + Penalty 5941.398545 = -29124771.413074 nChanged 44 SP:Iteration 54Q (83934.760000 sec): 3 clusters Score: Raw -29130723.620386 + Penalty 5941.398545 = -29124782.221840 nChanged 38 SP:Iteration 55Q (83935.760000 sec): 3 clusters Score: Raw -29130731.817704 + Penalty 5941.398545 = -29124790.419158 nChanged 33 SP:Iteration 56Q (83936.560000 sec): 3 clusters Score: Raw -29130740.159157 + Penalty 5941.398545 = -29124798.760612 nChanged 34 SP:Iteration 57Q (83937.400000 sec): 3 clusters Score: Raw -29130747.168970 + Penalty 5941.398545 = -29124805.770425 nChanged 29 SP:Iteration 58Q (83938.200000 sec): 3 clusters Score: Raw -29130754.541987 + Penalty 5941.398545 = -29124813.143442 nChanged 29 SP:Iteration 59Q (83939.040000 sec): 3 clusters Score: Raw -29130761.348392 + Penalty 5941.398545 = -29124819.949847 nChanged 27 SP:Iteration 60F (83940.040000 sec): 3 clusters Score: Raw -29130767.192000 + Penalty 5941.398545 = -29124825.793455 nChanged 26 SP:Iteration 61Q (83940.910000 sec): 3 clusters Score: Raw -29130772.532724 + Penalty 5941.398545 = -29124831.134179 nChanged 23 SP:Iteration 62Q (83941.800000 sec): 3 clusters Score: Raw -29130776.750493 + Penalty 5941.398545 = -29124835.351948 nChanged 21 SP:Iteration 63Q (83942.560000 sec): 3 clusters Score: Raw -29130780.940298 + Penalty 5941.398545 = -29124839.541752 nChanged 22 SP:Iteration 64Q (83943.350000 sec): 3 clusters Score: Raw -29130785.338044 + Penalty 5941.398545 = -29124843.939498 nChanged 14 SP:Iteration 65Q (83944.120000 sec): 3 clusters Score: Raw -29130787.882014 + Penalty 5941.398545 = -29124846.483469 nChanged 11 SP:Iteration 66Q (83944.880000 sec): 3 clusters Score: Raw -29130789.847548 + Penalty 5941.398545 = -29124848.449002 nChanged 11 SP:Iteration 67Q (83945.620000 sec): 3 clusters Score: Raw -29130792.053449 + Penalty 5941.398545 = -29124850.654903 nChanged 12 SP:Iteration 68Q (83946.400000 sec): 3 clusters Score: Raw -29130794.132236 + Penalty 5941.398545 = -29124852.733690 nChanged 10 SP:Iteration 69Q (83947.200000 sec): 3 clusters Score: Raw -29130795.928187 + Penalty 5941.398545 = -29124854.529641 nChanged 10 SP:Iteration 70Q (83948.040000 sec): 3 clusters Score: Raw -29130798.095194 + Penalty 5941.398545 = -29124856.696649 nChanged 17 SP:Iteration 71Q (83948.860000 sec): 3 clusters Score: Raw -29130802.002564 + Penalty 5941.398545 = -29124860.604018 nChanged 14 SP:Iteration 72Q (83949.630000 sec): 3 clusters Score: Raw -29130805.383326 + Penalty 5941.398545 = -29124863.984780 nChanged 14 SP:Iteration 73Q (83950.430000 sec): 3 clusters Score: Raw -29130808.483252 + Penalty 5941.398545 = -29124867.084706 nChanged 14 SP:Iteration 74Q (83951.170000 sec): 3 clusters Score: Raw -29130810.859637 + Penalty 5941.398545 = -29124869.461092 nChanged 9 SP:Iteration 75Q (83951.980000 sec): 3 clusters Score: Raw -29130812.854306 + Penalty 5941.398545 = -29124871.455761 nChanged 11 SP:Iteration 76Q (83952.780000 sec): 3 clusters Score: Raw -29130815.480501 + Penalty 5941.398545 = -29124874.081955 nChanged 12 SP:Iteration 77Q (83953.570000 sec): 3 clusters Score: Raw -29130819.004650 + Penalty 5941.398545 = -29124877.606104 nChanged 16 SP:Iteration 78Q (83954.300000 sec): 3 clusters Score: Raw -29130821.820797 + Penalty 5941.398545 = -29124880.422252 nChanged 12 SP:Iteration 79Q (83955.160000 sec): 3 clusters Score: Raw -29130824.483389 + Penalty 5941.398545 = -29124883.084844 nChanged 10 SP:Iteration 80F (83956.140000 sec): 3 clusters Score: Raw -29130826.217270 + Penalty 5941.398545 = -29124884.818725 nChanged 12 SP:Iteration 81Q (83957.040000 sec): 3 clusters Score: Raw -29130828.377184 + Penalty 5941.398545 = -29124886.978638 nChanged 10 SP:Iteration 82Q (83957.920000 sec): 3 clusters Score: Raw -29130830.188521 + Penalty 5941.398545 = -29124888.789975 nChanged 6 SP:Iteration 83Q (83958.790000 sec): 3 clusters Score: Raw -29130831.537799 + Penalty 5941.398545 = -29124890.139253 nChanged 5 SP:Iteration 84Q (83959.690000 sec): 3 clusters Score: Raw -29130832.342734 + Penalty 5941.398545 = -29124890.944188 nChanged 5 SP:Iteration 85Q (83960.620000 sec): 3 clusters Score: Raw -29130833.307877 + Penalty 5941.398545 = -29124891.909331 nChanged 4 SP:Iteration 86Q (83961.550000 sec): 3 clusters Score: Raw -29130834.188701 + Penalty 5941.398545 = -29124892.790156 nChanged 5 SP:Iteration 87Q (83962.420000 sec): 3 clusters Score: Raw -29130835.093141 + Penalty 5941.398545 = -29124893.694596 nChanged 5 SP:Iteration 88Q (83963.240000 sec): 3 clusters Score: Raw -29130836.019775 + Penalty 5941.398545 = -29124894.621230 nChanged 2 SP:Iteration 89Q (83964.110000 sec): 3 clusters Score: Raw -29130836.356090 + Penalty 5941.398545 = -29124894.957545 nChanged 1 SP:Iteration 90Q (83965.000000 sec): 3 clusters Score: Raw -29130836.645826 + Penalty 5941.398545 = -29124895.247280 nChanged 3 SP:Iteration 91Q (83965.860000 sec): 3 clusters Score: Raw -29130837.367974 + Penalty 5941.398545 = -29124895.969429 nChanged 6 SP:Iteration 92Q (83966.770000 sec): 3 clusters Score: Raw -29130838.208825 + Penalty 5941.398545 = -29124896.810280 nChanged 2 SP:Iteration 93Q (83967.720000 sec): 3 clusters Score: Raw -29130838.640320 + Penalty 5941.398545 = -29124897.241775 nChanged 2 SP:Iteration 94Q (83968.560000 sec): 3 clusters Score: Raw -29130838.980253 + Penalty 5941.398545 = -29124897.581708 nChanged 1 SP:Iteration 95Q (83969.350000 sec): 3 clusters Score: Raw -29130839.216692 + Penalty 5941.398545 = -29124897.818146 nChanged 0 SP:Iteration 96F (83970.290000 sec): 3 clusters Score: Raw -29130839.216692 + Penalty 5941.398545 = -29124897.818146 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83970.460000 sec): 2 clusters Score: Raw -212700.138650 + Penalty 1747.784271 = -210952.354379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83970.630000 sec): 3 clusters Score: Raw -212363.218936 + Penalty 3495.568542 = -208867.650394 nChanged 316 SP:Iteration 1F (83970.840000 sec): 3 clusters Score: Raw -212707.220483 + Penalty 3495.568542 = -209211.651942 nChanged 86 SP:Iteration 2F (83970.980000 sec): 3 clusters Score: Raw -212803.496798 + Penalty 3495.568542 = -209307.928256 nChanged 36 SP:Iteration 3Q (83971.190000 sec): 3 clusters Score: Raw -212846.747606 + Penalty 3495.568542 = -209351.179064 nChanged 23 SP:Iteration 4Q (83971.340000 sec): 3 clusters Score: Raw -212871.781554 + Penalty 3495.568542 = -209376.213012 nChanged 16 SP:Iteration 5Q (83971.500000 sec): 3 clusters Score: Raw -212886.766357 + Penalty 3495.568542 = -209391.197816 nChanged 11 SP:Iteration 6Q (83971.650000 sec): 3 clusters Score: Raw -212897.261709 + Penalty 3495.568542 = -209401.693168 nChanged 10 SP:Iteration 7Q (83971.860000 sec): 3 clusters Score: Raw -212905.976463 + Penalty 3495.568542 = -209410.407922 nChanged 7 SP:Iteration 8Q (83972.010000 sec): 3 clusters Score: Raw -212913.395739 + Penalty 3495.568542 = -209417.827197 nChanged 4 SP:Iteration 9Q (83972.160000 sec): 3 clusters Score: Raw -212916.540322 + Penalty 3495.568542 = -209420.971780 nChanged 1 SP:Iteration 10Q (83972.350000 sec): 3 clusters Score: Raw -212916.916049 + Penalty 3495.568542 = -209421.347507 nChanged 1 SP:Iteration 11Q (83972.530000 sec): 3 clusters Score: Raw -212918.230764 + Penalty 3495.568542 = -209422.662223 nChanged 2 SP:Iteration 12Q (83972.700000 sec): 3 clusters Score: Raw -212922.507167 + Penalty 3495.568542 = -209426.938625 nChanged 3 SP:Iteration 13Q (83972.860000 sec): 3 clusters Score: Raw -212924.863323 + Penalty 3495.568542 = -209429.294781 nChanged 2 SP:Iteration 14Q (83973.060000 sec): 3 clusters Score: Raw -212925.825173 + Penalty 3495.568542 = -209430.256632 nChanged 0 SP:Iteration 15F (83973.210000 sec): 3 clusters Score: Raw -212925.825173 + Penalty 3495.568542 = -209430.256632 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83973.340000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83973.510000 sec): 3 clusters Score: Raw -111752.394925 + Penalty 3234.958028 = -108517.436897 nChanged 152 SP:Iteration 1F (83973.700000 sec): 3 clusters Score: Raw -112021.096361 + Penalty 3234.958028 = -108786.138333 nChanged 50 SP:Iteration 2F (83973.880000 sec): 3 clusters Score: Raw -112103.822331 + Penalty 3234.958028 = -108868.864303 nChanged 17 SP:Iteration 3Q (83974.040000 sec): 3 clusters Score: Raw -112134.638189 + Penalty 3234.958028 = -108899.680161 nChanged 10 SP:Iteration 4Q (83974.200000 sec): 3 clusters Score: Raw -112161.317029 + Penalty 3234.958028 = -108926.359002 nChanged 9 SP:Iteration 5Q (83974.370000 sec): 3 clusters Score: Raw -112184.607393 + Penalty 3234.958028 = -108949.649365 nChanged 4 SP:Iteration 6Q (83974.590000 sec): 3 clusters Score: Raw -112189.171289 + Penalty 3234.958028 = -108954.213262 nChanged 0 SP:Iteration 7F (83974.760000 sec): 3 clusters Score: Raw -112189.171289 + Penalty 3234.958028 = -108954.213262 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83974.930000 sec): 2 clusters Score: Raw -2284498.735604 + Penalty 2345.888951 = -2282152.846654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83975.200000 sec): 3 clusters Score: Raw -2277311.959992 + Penalty 4691.777901 = -2272620.182090 nChanged 5481 SP:Iteration 1F (83975.440000 sec): 3 clusters Score: Raw -2280239.828238 + Penalty 4691.777901 = -2275548.050337 nChanged 834 SP:Iteration 2F (83975.660000 sec): 3 clusters Score: Raw -2280643.183351 + Penalty 4691.777901 = -2275951.405450 nChanged 700 SP:Iteration 3F (83975.920000 sec): 3 clusters Score: Raw -2280970.402139 + Penalty 4691.777901 = -2276278.624238 nChanged 603 SP:Iteration 4Q (83976.170000 sec): 3 clusters Score: Raw -2281207.816035 + Penalty 4691.777901 = -2276516.038134 nChanged 476 SP:Iteration 5Q (83976.420000 sec): 3 clusters Score: Raw -2281394.239556 + Penalty 4691.777901 = -2276702.461654 nChanged 432 SP:Iteration 6Q (83976.660000 sec): 3 clusters Score: Raw -2281565.164238 + Penalty 4691.777901 = -2276873.386337 nChanged 420 SP:Iteration 7Q (83976.920000 sec): 3 clusters Score: Raw -2281744.379416 + Penalty 4691.777901 = -2277052.601514 nChanged 418 SP:Iteration 8Q (83977.190000 sec): 3 clusters Score: Raw -2281906.309986 + Penalty 4691.777901 = -2277214.532085 nChanged 389 SP:Iteration 9Q (83977.430000 sec): 3 clusters Score: Raw -2282063.098666 + Penalty 4691.777901 = -2277371.320765 nChanged 372 SP:Iteration 10Q (83977.680000 sec): 3 clusters Score: Raw -2282226.736769 + Penalty 4691.777901 = -2277534.958868 nChanged 389 SP:Iteration 11Q (83977.940000 sec): 3 clusters Score: Raw -2282380.949637 + Penalty 4691.777901 = -2277689.171736 nChanged 342 SP:Iteration 12Q (83978.220000 sec): 3 clusters Score: Raw -2282519.895086 + Penalty 4691.777901 = -2277828.117184 nChanged 325 SP:Iteration 13Q (83978.480000 sec): 3 clusters Score: Raw -2282644.720580 + Penalty 4691.777901 = -2277952.942679 nChanged 304 SP:Iteration 14Q (83978.720000 sec): 3 clusters Score: Raw -2282776.366477 + Penalty 4691.777901 = -2278084.588576 nChanged 346 SP:Iteration 15Q (83979.010000 sec): 3 clusters Score: Raw -2282941.256910 + Penalty 4691.777901 = -2278249.479009 nChanged 313 SP:Iteration 16Q (83979.230000 sec): 3 clusters Score: Raw -2283075.295388 + Penalty 4691.777901 = -2278383.517487 nChanged 281 SP:Iteration 17Q (83979.460000 sec): 3 clusters Score: Raw -2283186.281740 + Penalty 4691.777901 = -2278494.503839 nChanged 270 SP:Iteration 18Q (83979.700000 sec): 3 clusters Score: Raw -2283279.267998 + Penalty 4691.777901 = -2278587.490096 nChanged 230 SP:Iteration 19Q (83979.960000 sec): 3 clusters Score: Raw -2283355.186184 + Penalty 4691.777901 = -2278663.408282 nChanged 222 SP:Iteration 20F (83980.190000 sec): 3 clusters Score: Raw -2283424.882017 + Penalty 4691.777901 = -2278733.104116 nChanged 179 SP:Iteration 21Q (83980.440000 sec): 3 clusters Score: Raw -2283478.305829 + Penalty 4691.777901 = -2278786.527928 nChanged 170 SP:Iteration 22Q (83980.650000 sec): 3 clusters Score: Raw -2283522.213392 + Penalty 4691.777901 = -2278830.435491 nChanged 129 SP:Iteration 23Q (83980.910000 sec): 3 clusters Score: Raw -2283551.871418 + Penalty 4691.777901 = -2278860.093516 nChanged 107 SP:Iteration 24Q (83981.180000 sec): 3 clusters Score: Raw -2283578.459693 + Penalty 4691.777901 = -2278886.681792 nChanged 104 SP:Iteration 25Q (83981.400000 sec): 3 clusters Score: Raw -2283600.098374 + Penalty 4691.777901 = -2278908.320472 nChanged 90 SP:Iteration 26Q (83981.610000 sec): 3 clusters Score: Raw -2283618.731073 + Penalty 4691.777901 = -2278926.953172 nChanged 60 SP:Iteration 27Q (83981.850000 sec): 3 clusters Score: Raw -2283630.514011 + Penalty 4691.777901 = -2278938.736110 nChanged 61 SP:Iteration 28Q (83982.100000 sec): 3 clusters Score: Raw -2283642.614847 + Penalty 4691.777901 = -2278950.836945 nChanged 56 SP:Iteration 29Q (83982.380000 sec): 3 clusters Score: Raw -2283651.508089 + Penalty 4691.777901 = -2278959.730187 nChanged 55 SP:Iteration 30Q (83982.550000 sec): 3 clusters Score: Raw -2283661.464926 + Penalty 4691.777901 = -2278969.687024 nChanged 60 SP:Iteration 31Q (83982.810000 sec): 3 clusters Score: Raw -2283672.388890 + Penalty 4691.777901 = -2278980.610989 nChanged 67 SP:Iteration 32Q (83983.010000 sec): 3 clusters Score: Raw -2283683.383122 + Penalty 4691.777901 = -2278991.605221 nChanged 53 SP:Iteration 33Q (83983.260000 sec): 3 clusters Score: Raw -2283692.710155 + Penalty 4691.777901 = -2279000.932254 nChanged 48 SP:Iteration 34Q (83983.480000 sec): 3 clusters Score: Raw -2283699.909837 + Penalty 4691.777901 = -2279008.131936 nChanged 42 SP:Iteration 35Q (83983.740000 sec): 3 clusters Score: Raw -2283706.773985 + Penalty 4691.777901 = -2279014.996083 nChanged 42 SP:Iteration 36Q (83983.980000 sec): 3 clusters Score: Raw -2283714.224917 + Penalty 4691.777901 = -2279022.447015 nChanged 44 SP:Iteration 37Q (83984.250000 sec): 3 clusters Score: Raw -2283721.139503 + Penalty 4691.777901 = -2279029.361601 nChanged 47 SP:Iteration 38Q (83984.510000 sec): 3 clusters Score: Raw -2283727.417650 + Penalty 4691.777901 = -2279035.639748 nChanged 44 SP:Iteration 39Q (83984.820000 sec): 3 clusters Score: Raw -2283736.458646 + Penalty 4691.777901 = -2279044.680744 nChanged 53 SP:Iteration 40F (83985.090000 sec): 3 clusters Score: Raw -2283748.678461 + Penalty 4691.777901 = -2279056.900560 nChanged 63 SP:Iteration 41Q (83985.290000 sec): 3 clusters Score: Raw -2283760.771717 + Penalty 4691.777901 = -2279068.993815 nChanged 53 SP:Iteration 42Q (83985.550000 sec): 3 clusters Score: Raw -2283772.581450 + Penalty 4691.777901 = -2279080.803549 nChanged 63 SP:Iteration 43Q (83985.810000 sec): 3 clusters Score: Raw -2283786.857387 + Penalty 4691.777901 = -2279095.079485 nChanged 63 SP:Iteration 44Q (83986.090000 sec): 3 clusters Score: Raw -2283800.643141 + Penalty 4691.777901 = -2279108.865239 nChanged 67 SP:Iteration 45Q (83986.320000 sec): 3 clusters Score: Raw -2283816.612172 + Penalty 4691.777901 = -2279124.834271 nChanged 64 SP:Iteration 46Q (83986.610000 sec): 3 clusters Score: Raw -2283831.794955 + Penalty 4691.777901 = -2279140.017054 nChanged 64 SP:Iteration 47Q (83986.840000 sec): 3 clusters Score: Raw -2283846.857990 + Penalty 4691.777901 = -2279155.080088 nChanged 65 SP:Iteration 48Q (83987.080000 sec): 3 clusters Score: Raw -2283860.211167 + Penalty 4691.777901 = -2279168.433266 nChanged 62 SP:Iteration 49Q (83987.330000 sec): 3 clusters Score: Raw -2283874.543021 + Penalty 4691.777901 = -2279182.765119 nChanged 69 SP:Iteration 50Q (83987.540000 sec): 3 clusters Score: Raw -2283892.500826 + Penalty 4691.777901 = -2279200.722925 nChanged 76 SP:Iteration 51Q (83987.790000 sec): 3 clusters Score: Raw -2283917.247015 + Penalty 4691.777901 = -2279225.469113 nChanged 98 SP:Iteration 52Q (83988.020000 sec): 3 clusters Score: Raw -2283945.501714 + Penalty 4691.777901 = -2279253.723812 nChanged 89 SP:Iteration 53Q (83988.250000 sec): 3 clusters Score: Raw -2283972.591850 + Penalty 4691.777901 = -2279280.813949 nChanged 92 SP:Iteration 54Q (83988.480000 sec): 3 clusters Score: Raw -2283999.751430 + Penalty 4691.777901 = -2279307.973529 nChanged 103 SP:Iteration 55Q (83988.730000 sec): 3 clusters Score: Raw -2284031.858316 + Penalty 4691.777901 = -2279340.080414 nChanged 96 SP:Iteration 56Q (83988.990000 sec): 3 clusters Score: Raw -2284059.590739 + Penalty 4691.777901 = -2279367.812838 nChanged 89 SP:Iteration 57Q (83989.280000 sec): 3 clusters Score: Raw -2284082.436113 + Penalty 4691.777901 = -2279390.658212 nChanged 75 SP:Iteration 58Q (83989.540000 sec): 3 clusters Score: Raw -2284104.220579 + Penalty 4691.777901 = -2279412.442678 nChanged 79 SP:Iteration 59Q (83989.830000 sec): 3 clusters Score: Raw -2284124.975409 + Penalty 4691.777901 = -2279433.197508 nChanged 72 SP:Iteration 60F (83990.070000 sec): 3 clusters Score: Raw -2284142.259135 + Penalty 4691.777901 = -2279450.481233 nChanged 75 SP:Iteration 61Q (83990.370000 sec): 3 clusters Score: Raw -2284161.331225 + Penalty 4691.777901 = -2279469.553323 nChanged 70 SP:Iteration 62Q (83990.680000 sec): 3 clusters Score: Raw -2284179.411372 + Penalty 4691.777901 = -2279487.633470 nChanged 71 SP:Iteration 63Q (83990.960000 sec): 3 clusters Score: Raw -2284196.405286 + Penalty 4691.777901 = -2279504.627385 nChanged 76 SP:Iteration 64Q (83991.200000 sec): 3 clusters Score: Raw -2284216.971539 + Penalty 4691.777901 = -2279525.193638 nChanged 75 SP:Iteration 65Q (83991.450000 sec): 3 clusters Score: Raw -2284236.848229 + Penalty 4691.777901 = -2279545.070328 nChanged 69 SP:Iteration 66Q (83991.730000 sec): 3 clusters Score: Raw -2284257.322425 + Penalty 4691.777901 = -2279565.544523 nChanged 70 SP:Iteration 67Q (83991.980000 sec): 3 clusters Score: Raw -2284277.450808 + Penalty 4691.777901 = -2279585.672906 nChanged 68 SP:Iteration 68Q (83992.230000 sec): 3 clusters Score: Raw -2284294.929267 + Penalty 4691.777901 = -2279603.151366 nChanged 68 SP:Iteration 69Q (83992.460000 sec): 3 clusters Score: Raw -2284313.329822 + Penalty 4691.777901 = -2279621.551920 nChanged 53 SP:Iteration 70Q (83992.730000 sec): 3 clusters Score: Raw -2284326.928865 + Penalty 4691.777901 = -2279635.150963 nChanged 51 SP:Iteration 71Q (83992.990000 sec): 3 clusters Score: Raw -2284338.488911 + Penalty 4691.777901 = -2279646.711010 nChanged 43 SP:Iteration 72Q (83993.270000 sec): 3 clusters Score: Raw -2284348.203126 + Penalty 4691.777901 = -2279656.425225 nChanged 37 SP:Iteration 73Q (83993.490000 sec): 3 clusters Score: Raw -2284356.504707 + Penalty 4691.777901 = -2279664.726805 nChanged 29 SP:Iteration 74Q (83993.730000 sec): 3 clusters Score: Raw -2284362.709505 + Penalty 4691.777901 = -2279670.931604 nChanged 33 SP:Iteration 75Q (83993.990000 sec): 3 clusters Score: Raw -2284371.206800 + Penalty 4691.777901 = -2279679.428899 nChanged 38 SP:Iteration 76Q (83994.260000 sec): 3 clusters Score: Raw -2284381.052407 + Penalty 4691.777901 = -2279689.274506 nChanged 32 SP:Iteration 77Q (83994.490000 sec): 3 clusters Score: Raw -2284389.031672 + Penalty 4691.777901 = -2279697.253771 nChanged 32 SP:Iteration 78Q (83994.730000 sec): 3 clusters Score: Raw -2284396.979353 + Penalty 4691.777901 = -2279705.201451 nChanged 30 SP:Iteration 79Q (83995.000000 sec): 3 clusters Score: Raw -2284404.386890 + Penalty 4691.777901 = -2279712.608989 nChanged 34 SP:Iteration 80F (83995.200000 sec): 3 clusters Score: Raw -2284413.546303 + Penalty 4691.777901 = -2279721.768401 nChanged 47 SP:Iteration 81Q (83995.440000 sec): 3 clusters Score: Raw -2284425.477237 + Penalty 4691.777901 = -2279733.699336 nChanged 42 SP:Iteration 82Q (83995.660000 sec): 3 clusters Score: Raw -2284435.550769 + Penalty 4691.777901 = -2279743.772868 nChanged 34 SP:Iteration 83Q (83995.890000 sec): 3 clusters Score: Raw -2284443.271361 + Penalty 4691.777901 = -2279751.493460 nChanged 26 SP:Iteration 84Q (83996.130000 sec): 3 clusters Score: Raw -2284448.646076 + Penalty 4691.777901 = -2279756.868175 nChanged 21 SP:Iteration 85Q (83996.380000 sec): 3 clusters Score: Raw -2284453.086301 + Penalty 4691.777901 = -2279761.308400 nChanged 27 SP:Iteration 86Q (83996.680000 sec): 3 clusters Score: Raw -2284460.295593 + Penalty 4691.777901 = -2279768.517691 nChanged 31 SP:Iteration 87Q (83996.880000 sec): 3 clusters Score: Raw -2284468.414099 + Penalty 4691.777901 = -2279776.636197 nChanged 29 SP:Iteration 88Q (83997.130000 sec): 3 clusters Score: Raw -2284476.576168 + Penalty 4691.777901 = -2279784.798267 nChanged 36 SP:Iteration 89Q (83997.380000 sec): 3 clusters Score: Raw -2284487.068552 + Penalty 4691.777901 = -2279795.290651 nChanged 34 SP:Iteration 90Q (83997.600000 sec): 3 clusters Score: Raw -2284496.065212 + Penalty 4691.777901 = -2279804.287310 nChanged 29 SP:Iteration 91Q (83997.870000 sec): 3 clusters Score: Raw -2284506.501944 + Penalty 4691.777901 = -2279814.724043 nChanged 40 SP:Iteration 92Q (83998.120000 sec): 3 clusters Score: Raw -2284519.734350 + Penalty 4691.777901 = -2279827.956449 nChanged 48 SP:Iteration 93Q (83998.360000 sec): 3 clusters Score: Raw -2284535.802397 + Penalty 4691.777901 = -2279844.024496 nChanged 48 SP:Iteration 94Q (83998.600000 sec): 3 clusters Score: Raw -2284549.169404 + Penalty 4691.777901 = -2279857.391502 nChanged 41 SP:Iteration 95Q (83998.890000 sec): 3 clusters Score: Raw -2284560.559707 + Penalty 4691.777901 = -2279868.781806 nChanged 33 SP:Iteration 96Q (83999.090000 sec): 3 clusters Score: Raw -2284570.565405 + Penalty 4691.777901 = -2279878.787504 nChanged 44 SP:Iteration 97Q (83999.340000 sec): 3 clusters Score: Raw -2284584.922200 + Penalty 4691.777901 = -2279893.144298 nChanged 46 SP:Iteration 98Q (83999.590000 sec): 3 clusters Score: Raw -2284599.999474 + Penalty 4691.777901 = -2279908.221573 nChanged 44 SP:Iteration 99Q (83999.850000 sec): 3 clusters Score: Raw -2284613.744922 + Penalty 4691.777901 = -2279921.967021 nChanged 35 SP:Iteration 100F (84000.050000 sec): 3 clusters Score: Raw -2284623.550431 + Penalty 4691.777901 = -2279931.772529 nChanged 29 SP:Iteration 101Q (84000.290000 sec): 3 clusters Score: Raw -2284631.699305 + Penalty 4691.777901 = -2279939.921404 nChanged 37 SP:Iteration 102Q (84000.540000 sec): 3 clusters Score: Raw -2284642.147280 + Penalty 4691.777901 = -2279950.369379 nChanged 23 SP:Iteration 103Q (84000.800000 sec): 3 clusters Score: Raw -2284648.709365 + Penalty 4691.777901 = -2279956.931464 nChanged 22 SP:Iteration 104Q (84000.980000 sec): 3 clusters Score: Raw -2284654.800994 + Penalty 4691.777901 = -2279963.023092 nChanged 19 SP:Iteration 105Q (84001.220000 sec): 3 clusters Score: Raw -2284660.577558 + Penalty 4691.777901 = -2279968.799656 nChanged 20 SP:Iteration 106Q (84001.480000 sec): 3 clusters Score: Raw -2284666.291497 + Penalty 4691.777901 = -2279974.513596 nChanged 21 SP:Iteration 107Q (84001.740000 sec): 3 clusters Score: Raw -2284671.712413 + Penalty 4691.777901 = -2279979.934512 nChanged 19 SP:Iteration 108Q (84001.980000 sec): 3 clusters Score: Raw -2284675.875383 + Penalty 4691.777901 = -2279984.097482 nChanged 18 SP:Iteration 109Q (84002.210000 sec): 3 clusters Score: Raw -2284679.528254 + Penalty 4691.777901 = -2279987.750352 nChanged 16 SP:Iteration 110Q (84002.480000 sec): 3 clusters Score: Raw -2284683.643230 + Penalty 4691.777901 = -2279991.865328 nChanged 11 SP:Iteration 111Q (84002.700000 sec): 3 clusters Score: Raw -2284685.930744 + Penalty 4691.777901 = -2279994.152843 nChanged 11 SP:Iteration 112Q (84002.950000 sec): 3 clusters Score: Raw -2284688.156976 + Penalty 4691.777901 = -2279996.379075 nChanged 11 SP:Iteration 113Q (84003.180000 sec): 3 clusters Score: Raw -2284691.915406 + Penalty 4691.777901 = -2280000.137504 nChanged 15 SP:Iteration 114Q (84003.410000 sec): 3 clusters Score: Raw -2284696.412676 + Penalty 4691.777901 = -2280004.634775 nChanged 14 SP:Iteration 115Q (84003.700000 sec): 3 clusters Score: Raw -2284700.158957 + Penalty 4691.777901 = -2280008.381056 nChanged 21 SP:Iteration 116Q (84003.950000 sec): 3 clusters Score: Raw -2284705.732793 + Penalty 4691.777901 = -2280013.954892 nChanged 18 SP:Iteration 117Q (84004.190000 sec): 3 clusters Score: Raw -2284711.028138 + Penalty 4691.777901 = -2280019.250237 nChanged 21 SP:Iteration 118Q (84004.400000 sec): 3 clusters Score: Raw -2284717.603718 + Penalty 4691.777901 = -2280025.825817 nChanged 16 SP:Iteration 119Q (84004.630000 sec): 3 clusters Score: Raw -2284721.868413 + Penalty 4691.777901 = -2280030.090512 nChanged 16 SP:Iteration 120F (84004.880000 sec): 3 clusters Score: Raw -2284725.846504 + Penalty 4691.777901 = -2280034.068602 nChanged 14 SP:Iteration 121Q (84005.150000 sec): 3 clusters Score: Raw -2284729.979208 + Penalty 4691.777901 = -2280038.201307 nChanged 16 SP:Iteration 122Q (84005.350000 sec): 3 clusters Score: Raw -2284733.375980 + Penalty 4691.777901 = -2280041.598079 nChanged 7 SP:Iteration 123Q (84005.580000 sec): 3 clusters Score: Raw -2284735.274327 + Penalty 4691.777901 = -2280043.496426 nChanged 6 SP:Iteration 124Q (84005.820000 sec): 3 clusters Score: Raw -2284737.141316 + Penalty 4691.777901 = -2280045.363415 nChanged 10 SP:Iteration 125Q (84006.060000 sec): 3 clusters Score: Raw -2284740.323466 + Penalty 4691.777901 = -2280048.545564 nChanged 9 SP:Iteration 126Q (84006.290000 sec): 3 clusters Score: Raw -2284742.426680 + Penalty 4691.777901 = -2280050.648778 nChanged 7 SP:Iteration 127Q (84006.540000 sec): 3 clusters Score: Raw -2284744.472521 + Penalty 4691.777901 = -2280052.694619 nChanged 8 SP:Iteration 128Q (84006.760000 sec): 3 clusters Score: Raw -2284746.154842 + Penalty 4691.777901 = -2280054.376941 nChanged 5 SP:Iteration 129Q (84006.980000 sec): 3 clusters Score: Raw -2284747.446290 + Penalty 4691.777901 = -2280055.668388 nChanged 6 SP:Iteration 130Q (84007.180000 sec): 3 clusters Score: Raw -2284749.534262 + Penalty 4691.777901 = -2280057.756360 nChanged 13 SP:Iteration 131Q (84007.410000 sec): 3 clusters Score: Raw -2284753.392117 + Penalty 4691.777901 = -2280061.614215 nChanged 13 SP:Iteration 132Q (84007.680000 sec): 3 clusters Score: Raw -2284758.164724 + Penalty 4691.777901 = -2280066.386823 nChanged 14 SP:Iteration 133Q (84007.880000 sec): 3 clusters Score: Raw -2284761.353116 + Penalty 4691.777901 = -2280069.575215 nChanged 8 SP:Iteration 134Q (84008.090000 sec): 3 clusters Score: Raw -2284764.036015 + Penalty 4691.777901 = -2280072.258113 nChanged 10 SP:Iteration 135Q (84008.340000 sec): 3 clusters Score: Raw -2284767.175038 + Penalty 4691.777901 = -2280075.397137 nChanged 11 SP:Iteration 136Q (84008.580000 sec): 3 clusters Score: Raw -2284769.622934 + Penalty 4691.777901 = -2280077.845033 nChanged 4 SP:Iteration 137Q (84008.850000 sec): 3 clusters Score: Raw -2284771.222238 + Penalty 4691.777901 = -2280079.444337 nChanged 6 SP:Iteration 138Q (84009.090000 sec): 3 clusters Score: Raw -2284772.340372 + Penalty 4691.777901 = -2280080.562471 nChanged 2 SP:Iteration 139Q (84009.440000 sec): 3 clusters Score: Raw -2284772.784844 + Penalty 4691.777901 = -2280081.006943 nChanged 4 SP:Iteration 140F (84009.700000 sec): 3 clusters Score: Raw -2284773.691407 + Penalty 4691.777901 = -2280081.913506 nChanged 4 SP:Iteration 141Q (84009.970000 sec): 3 clusters Score: Raw -2284774.414221 + Penalty 4691.777901 = -2280082.636320 nChanged 5 SP:Iteration 142Q (84010.210000 sec): 3 clusters Score: Raw -2284775.439222 + Penalty 4691.777901 = -2280083.661321 nChanged 5 SP:Iteration 143Q (84010.480000 sec): 3 clusters Score: Raw -2284776.703677 + Penalty 4691.777901 = -2280084.925776 nChanged 6 SP:Iteration 144Q (84010.750000 sec): 3 clusters Score: Raw -2284778.001750 + Penalty 4691.777901 = -2280086.223849 nChanged 5 SP:Iteration 145Q (84010.990000 sec): 3 clusters Score: Raw -2284779.739936 + Penalty 4691.777901 = -2280087.962035 nChanged 9 SP:Iteration 146Q (84011.270000 sec): 3 clusters Score: Raw -2284782.411523 + Penalty 4691.777901 = -2280090.633621 nChanged 11 SP:Iteration 147Q (84011.500000 sec): 3 clusters Score: Raw -2284784.804474 + Penalty 4691.777901 = -2280093.026572 nChanged 5 SP:Iteration 148Q (84011.760000 sec): 3 clusters Score: Raw -2284786.412921 + Penalty 4691.777901 = -2280094.635020 nChanged 7 SP:Iteration 149Q (84011.980000 sec): 3 clusters Score: Raw -2284788.863159 + Penalty 4691.777901 = -2280097.085258 nChanged 7 SP:Iteration 150Q (84012.250000 sec): 3 clusters Score: Raw -2284791.690326 + Penalty 4691.777901 = -2280099.912425 nChanged 7 SP:Iteration 151Q (84012.490000 sec): 3 clusters Score: Raw -2284795.383729 + Penalty 4691.777901 = -2280103.605828 nChanged 11 SP:Iteration 152Q (84012.730000 sec): 3 clusters Score: Raw -2284799.353394 + Penalty 4691.777901 = -2280107.575493 nChanged 10 SP:Iteration 153Q (84012.970000 sec): 3 clusters Score: Raw -2284803.157704 + Penalty 4691.777901 = -2280111.379803 nChanged 15 SP:Iteration 154Q (84013.230000 sec): 3 clusters Score: Raw -2284808.984433 + Penalty 4691.777901 = -2280117.206531 nChanged 11 SP:Iteration 155Q (84013.470000 sec): 3 clusters Score: Raw -2284812.691610 + Penalty 4691.777901 = -2280120.913709 nChanged 6 SP:Iteration 156Q (84013.680000 sec): 3 clusters Score: Raw -2284814.725731 + Penalty 4691.777901 = -2280122.947830 nChanged 10 SP:Iteration 157Q (84013.970000 sec): 3 clusters Score: Raw -2284817.846641 + Penalty 4691.777901 = -2280126.068740 nChanged 9 SP:Iteration 158Q (84014.260000 sec): 3 clusters Score: Raw -2284820.577036 + Penalty 4691.777901 = -2280128.799135 nChanged 7 SP:Iteration 159Q (84014.470000 sec): 3 clusters Score: Raw -2284822.287493 + Penalty 4691.777901 = -2280130.509591 nChanged 4 SP:Iteration 160F (84014.700000 sec): 3 clusters Score: Raw -2284823.752693 + Penalty 4691.777901 = -2280131.974791 nChanged 7 SP:Iteration 161Q (84014.970000 sec): 3 clusters Score: Raw -2284827.127750 + Penalty 4691.777901 = -2280135.349848 nChanged 9 SP:Iteration 162Q (84015.240000 sec): 3 clusters Score: Raw -2284829.783392 + Penalty 4691.777901 = -2280138.005491 nChanged 3 SP:Iteration 163Q (84015.480000 sec): 3 clusters Score: Raw -2284830.674953 + Penalty 4691.777901 = -2280138.897052 nChanged 3 SP:Iteration 164Q (84015.700000 sec): 3 clusters Score: Raw -2284831.659228 + Penalty 4691.777901 = -2280139.881326 nChanged 3 SP:Iteration 165Q (84015.940000 sec): 3 clusters Score: Raw -2284833.143628 + Penalty 4691.777901 = -2280141.365727 nChanged 2 SP:Iteration 166Q (84016.200000 sec): 3 clusters Score: Raw -2284833.495376 + Penalty 4691.777901 = -2280141.717474 nChanged 0 SP:Iteration 167F (84016.460000 sec): 3 clusters Score: Raw -2284833.495376 + Penalty 4691.777901 = -2280141.717474 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84016.590000 sec): 2 clusters Score: Raw -36522.109471 + Penalty 1353.977208 = -35168.132263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84016.780000 sec): 3 clusters Score: Raw -36739.712823 + Penalty 2707.954415 = -34031.758408 nChanged 26 SP:Iteration 1F (84016.950000 sec): 3 clusters Score: Raw -36823.363385 + Penalty 2707.954415 = -34115.408970 nChanged 10 SP:Iteration 2Q (84017.160000 sec): 3 clusters Score: Raw -36854.103831 + Penalty 2707.954415 = -34146.149416 nChanged 7 SP:Iteration 3Q (84017.290000 sec): 3 clusters Score: Raw -36886.679172 + Penalty 2707.954415 = -34178.724757 nChanged 2 SP:Iteration 4Q (84017.490000 sec): 3 clusters Score: Raw -36888.851870 + Penalty 2707.954415 = -34180.897455 nChanged 0 SP:Iteration 5F (84017.650000 sec): 3 clusters Score: Raw -36888.851870 + Penalty 2707.954415 = -34180.897455 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84017.770000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84017.970000 sec): 3 clusters Score: Raw -63664.986707 + Penalty 2939.755309 = -60725.231398 nChanged 44 SP:Iteration 1F (84018.180000 sec): 3 clusters Score: Raw -63795.150256 + Penalty 2939.755309 = -60855.394947 nChanged 12 SP:Iteration 2Q (84018.370000 sec): 3 clusters Score: Raw -63830.158266 + Penalty 2939.755309 = -60890.402957 nChanged 3 SP:Iteration 3Q (84018.590000 sec): 3 clusters Score: Raw -63841.378135 + Penalty 2939.755309 = -60901.622826 nChanged 2 SP:Iteration 4Q (84018.760000 sec): 3 clusters Score: Raw -63852.324717 + Penalty 2939.755309 = -60912.569408 nChanged 1 SP:Iteration 5Q (84018.950000 sec): 3 clusters Score: Raw -63853.809435 + Penalty 2939.755309 = -60914.054126 nChanged 0 SP:Iteration 6F (84019.150000 sec): 3 clusters Score: Raw -63853.809435 + Penalty 2939.755309 = -60914.054126 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84019.410000 sec): 2 clusters Score: Raw -5405070.376864 + Penalty 2540.517692 = -5402529.859172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84019.800000 sec): 3 clusters Score: Raw -5388366.093985 + Penalty 5081.035384 = -5383285.058601 nChanged 12605 SP:Iteration 1F (84020.110000 sec): 3 clusters Score: Raw -5395267.393807 + Penalty 5081.035384 = -5390186.358422 nChanged 1281 SP:Iteration 2Q (84020.450000 sec): 3 clusters Score: Raw -5395699.946558 + Penalty 5081.035384 = -5390618.911174 nChanged 1169 SP:Iteration 3Q (84020.810000 sec): 3 clusters Score: Raw -5396127.474007 + Penalty 5081.035384 = -5391046.438623 nChanged 1167 SP:Iteration 4Q (84021.150000 sec): 3 clusters Score: Raw -5396601.829446 + Penalty 5081.035384 = -5391520.794061 nChanged 1074 SP:Iteration 5Q (84021.480000 sec): 3 clusters Score: Raw -5397075.437339 + Penalty 5081.035384 = -5391994.401955 nChanged 1072 SP:Iteration 6Q (84021.810000 sec): 3 clusters Score: Raw -5397587.106815 + Penalty 5081.035384 = -5392506.071431 nChanged 1133 SP:Iteration 7Q (84022.130000 sec): 3 clusters Score: Raw -5398169.279997 + Penalty 5081.035384 = -5393088.244613 nChanged 1222 SP:Iteration 8Q (84022.520000 sec): 3 clusters Score: Raw -5398880.526858 + Penalty 5081.035384 = -5393799.491474 nChanged 1347 SP:Iteration 9Q (84022.790000 sec): 3 clusters Score: Raw -5399772.711894 + Penalty 5081.035384 = -5394691.676510 nChanged 1481 SP:Iteration 10F (84023.160000 sec): 3 clusters Score: Raw -5400807.973915 + Penalty 5081.035384 = -5395726.938530 nChanged 1417 SP:Iteration 11F (84023.470000 sec): 3 clusters Score: Raw -5401807.993750 + Penalty 5081.035384 = -5396726.958366 nChanged 1279 SP:Iteration 12Q (84023.790000 sec): 3 clusters Score: Raw -5402754.824643 + Penalty 5081.035384 = -5397673.789259 nChanged 1074 SP:Iteration 13Q (84024.100000 sec): 3 clusters Score: Raw -5403541.745212 + Penalty 5081.035384 = -5398460.709828 nChanged 807 SP:Iteration 14Q (84024.440000 sec): 3 clusters Score: Raw -5404132.464983 + Penalty 5081.035384 = -5399051.429599 nChanged 568 SP:Iteration 15Q (84024.770000 sec): 3 clusters Score: Raw -5404555.435579 + Penalty 5081.035384 = -5399474.400195 nChanged 380 SP:Iteration 16Q (84025.060000 sec): 3 clusters Score: Raw -5404829.036349 + Penalty 5081.035384 = -5399748.000965 nChanged 233 SP:Iteration 17Q (84025.410000 sec): 3 clusters Score: Raw -5404993.045254 + Penalty 5081.035384 = -5399912.009870 nChanged 163 SP:Iteration 18Q (84025.740000 sec): 3 clusters Score: Raw -5405107.967000 + Penalty 5081.035384 = -5400026.931615 nChanged 104 SP:Iteration 19Q (84026.050000 sec): 3 clusters Score: Raw -5405181.078213 + Penalty 5081.035384 = -5400100.042829 nChanged 68 SP:Iteration 20F (84026.340000 sec): 3 clusters Score: Raw -5405231.871667 + Penalty 5081.035384 = -5400150.836283 nChanged 60 SP:Iteration 21Q (84026.660000 sec): 3 clusters Score: Raw -5405271.158184 + Penalty 5081.035384 = -5400190.122800 nChanged 47 SP:Iteration 22Q (84027.000000 sec): 3 clusters Score: Raw -5405305.705222 + Penalty 5081.035384 = -5400224.669837 nChanged 31 SP:Iteration 23Q (84027.330000 sec): 3 clusters Score: Raw -5405327.274168 + Penalty 5081.035384 = -5400246.238784 nChanged 30 SP:Iteration 24Q (84027.690000 sec): 3 clusters Score: Raw -5405354.793165 + Penalty 5081.035384 = -5400273.757781 nChanged 30 SP:Iteration 25Q (84028.010000 sec): 3 clusters Score: Raw -5405375.388984 + Penalty 5081.035384 = -5400294.353600 nChanged 17 SP:Iteration 26Q (84028.330000 sec): 3 clusters Score: Raw -5405386.212609 + Penalty 5081.035384 = -5400305.177225 nChanged 14 SP:Iteration 27Q (84028.620000 sec): 3 clusters Score: Raw -5405397.779252 + Penalty 5081.035384 = -5400316.743868 nChanged 14 SP:Iteration 28Q (84028.930000 sec): 3 clusters Score: Raw -5405408.471017 + Penalty 5081.035384 = -5400327.435633 nChanged 17 SP:Iteration 29Q (84029.230000 sec): 3 clusters Score: Raw -5405421.996011 + Penalty 5081.035384 = -5400340.960627 nChanged 18 SP:Iteration 30Q (84029.530000 sec): 3 clusters Score: Raw -5405434.368984 + Penalty 5081.035384 = -5400353.333600 nChanged 12 SP:Iteration 31Q (84029.790000 sec): 3 clusters Score: Raw -5405442.535143 + Penalty 5081.035384 = -5400361.499759 nChanged 8 SP:Iteration 32Q (84030.080000 sec): 3 clusters Score: Raw -5405448.379540 + Penalty 5081.035384 = -5400367.344156 nChanged 5 SP:Iteration 33Q (84030.390000 sec): 3 clusters Score: Raw -5405451.859425 + Penalty 5081.035384 = -5400370.824041 nChanged 5 SP:Iteration 34Q (84030.710000 sec): 3 clusters Score: Raw -5405455.380826 + Penalty 5081.035384 = -5400374.345442 nChanged 1 SP:Iteration 35Q (84030.990000 sec): 3 clusters Score: Raw -5405455.823034 + Penalty 5081.035384 = -5400374.787650 nChanged 2 SP:Iteration 36Q (84031.300000 sec): 3 clusters Score: Raw -5405458.234742 + Penalty 5081.035384 = -5400377.199358 nChanged 3 SP:Iteration 37Q (84031.650000 sec): 3 clusters Score: Raw -5405460.286827 + Penalty 5081.035384 = -5400379.251443 nChanged 1 SP:Iteration 38Q (84031.940000 sec): 3 clusters Score: Raw -5405460.799504 + Penalty 5081.035384 = -5400379.764120 nChanged 0 SP:Iteration 39F (84032.280000 sec): 3 clusters Score: Raw -5405460.799504 + Penalty 5081.035384 = -5400379.764120 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84032.370000 sec): 2 clusters Score: Raw -196560.783282 + Penalty 1729.902654 = -194830.880628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84032.550000 sec): 3 clusters Score: Raw -196323.609396 + Penalty 3459.805308 = -192863.804088 nChanged 260 SP:Iteration 1F (84032.710000 sec): 3 clusters Score: Raw -196644.958886 + Penalty 3459.805308 = -193185.153578 nChanged 75 SP:Iteration 2F (84032.870000 sec): 3 clusters Score: Raw -196774.491963 + Penalty 3459.805308 = -193314.686655 nChanged 49 SP:Iteration 3Q (84033.030000 sec): 3 clusters Score: Raw -196914.408590 + Penalty 3459.805308 = -193454.603282 nChanged 43 SP:Iteration 4Q (84033.240000 sec): 3 clusters Score: Raw -197013.155342 + Penalty 3459.805308 = -193553.350034 nChanged 53 SP:Iteration 5Q (84033.400000 sec): 3 clusters Score: Raw -197138.455612 + Penalty 3459.805308 = -193678.650304 nChanged 47 SP:Iteration 6Q (84033.510000 sec): 3 clusters Score: Raw -197246.684606 + Penalty 3459.805308 = -193786.879298 nChanged 42 SP:Iteration 7Q (84033.700000 sec): 3 clusters Score: Raw -197343.018381 + Penalty 3459.805308 = -193883.213073 nChanged 40 SP:Iteration 8Q (84033.820000 sec): 3 clusters Score: Raw -197444.888338 + Penalty 3459.805308 = -193985.083030 nChanged 44 SP:Iteration 9Q (84033.980000 sec): 3 clusters Score: Raw -197565.093404 + Penalty 3459.805308 = -194105.288096 nChanged 41 SP:Iteration 10Q (84034.170000 sec): 3 clusters Score: Raw -197660.681236 + Penalty 3459.805308 = -194200.875928 nChanged 22 SP:Iteration 11Q (84034.380000 sec): 3 clusters Score: Raw -197709.926066 + Penalty 3459.805308 = -194250.120758 nChanged 21 SP:Iteration 12Q (84034.570000 sec): 3 clusters Score: Raw -197752.912066 + Penalty 3459.805308 = -194293.106758 nChanged 13 SP:Iteration 13Q (84034.720000 sec): 3 clusters Score: Raw -197781.619203 + Penalty 3459.805308 = -194321.813895 nChanged 10 SP:Iteration 14Q (84034.890000 sec): 3 clusters Score: Raw -197798.741640 + Penalty 3459.805308 = -194338.936332 nChanged 6 SP:Iteration 15Q (84035.080000 sec): 3 clusters Score: Raw -197808.139199 + Penalty 3459.805308 = -194348.333891 nChanged 3 SP:Iteration 16Q (84035.270000 sec): 3 clusters Score: Raw -197812.366041 + Penalty 3459.805308 = -194352.560733 nChanged 2 SP:Iteration 17Q (84035.450000 sec): 3 clusters Score: Raw -197815.681895 + Penalty 3459.805308 = -194355.876587 nChanged 3 SP:Iteration 18Q (84035.650000 sec): 3 clusters Score: Raw -197820.116962 + Penalty 3459.805308 = -194360.311654 nChanged 3 SP:Iteration 19Q (84035.830000 sec): 3 clusters Score: Raw -197824.205762 + Penalty 3459.805308 = -194364.400454 nChanged 4 SP:Iteration 20F (84036.020000 sec): 3 clusters Score: Raw -197834.193269 + Penalty 3459.805308 = -194374.387961 nChanged 1 SP:Iteration 21Q (84036.180000 sec): 3 clusters Score: Raw -197840.729711 + Penalty 3459.805308 = -194380.924403 nChanged 2 SP:Iteration 22Q (84036.390000 sec): 3 clusters Score: Raw -197843.435665 + Penalty 3459.805308 = -194383.630357 nChanged 0 SP:Iteration 23F (84036.550000 sec): 3 clusters Score: Raw -197843.435665 + Penalty 3459.805308 = -194383.630357 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84036.630000 sec): 2 clusters Score: Raw -22252.652390 + Penalty 1353.977208 = -20898.675183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84036.810000 sec): 3 clusters Score: Raw -22592.618555 + Penalty 2707.954415 = -19884.664140 nChanged 36 SP:Iteration 1F (84037.010000 sec): 3 clusters Score: Raw -22754.575574 + Penalty 2707.954415 = -20046.621159 nChanged 7 SP:Iteration 2Q (84037.190000 sec): 3 clusters Score: Raw -22782.699404 + Penalty 2707.954415 = -20074.744989 nChanged 3 SP:Iteration 3Q (84037.390000 sec): 3 clusters Score: Raw -22802.428305 + Penalty 2707.954415 = -20094.473890 nChanged 1 SP:Iteration 4Q (84037.570000 sec): 3 clusters Score: Raw -22809.119486 + Penalty 2707.954415 = -20101.165071 nChanged 0 SP:Iteration 5F (84037.750000 sec): 3 clusters Score: Raw -22809.119486 + Penalty 2707.954415 = -20101.165071 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84037.840000 sec): 2 clusters Score: Raw -423074.866235 + Penalty 1937.870927 = -421136.995308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84038.060000 sec): 3 clusters Score: Raw -422065.526885 + Penalty 3875.741855 = -418189.785030 nChanged 842 SP:Iteration 1F (84038.250000 sec): 3 clusters Score: Raw -422715.726547 + Penalty 3875.741855 = -418839.984692 nChanged 225 SP:Iteration 2F (84038.450000 sec): 3 clusters Score: Raw -422922.752518 + Penalty 3875.741855 = -419047.010663 nChanged 136 SP:Iteration 3F (84038.630000 sec): 3 clusters Score: Raw -423022.987509 + Penalty 3875.741855 = -419147.245654 nChanged 85 SP:Iteration 4Q (84038.850000 sec): 3 clusters Score: Raw -423085.843784 + Penalty 3875.741855 = -419210.101929 nChanged 66 SP:Iteration 5Q (84039.020000 sec): 3 clusters Score: Raw -423135.866156 + Penalty 3875.741855 = -419260.124301 nChanged 61 SP:Iteration 6Q (84039.210000 sec): 3 clusters Score: Raw -423178.194539 + Penalty 3875.741855 = -419302.452684 nChanged 48 SP:Iteration 7Q (84039.410000 sec): 3 clusters Score: Raw -423209.602016 + Penalty 3875.741855 = -419333.860162 nChanged 42 SP:Iteration 8Q (84039.640000 sec): 3 clusters Score: Raw -423236.630523 + Penalty 3875.741855 = -419360.888669 nChanged 35 SP:Iteration 9Q (84039.810000 sec): 3 clusters Score: Raw -423262.747313 + Penalty 3875.741855 = -419387.005458 nChanged 43 SP:Iteration 10Q (84040.010000 sec): 3 clusters Score: Raw -423289.049786 + Penalty 3875.741855 = -419413.307931 nChanged 36 SP:Iteration 11Q (84040.230000 sec): 3 clusters Score: Raw -423309.835868 + Penalty 3875.741855 = -419434.094013 nChanged 34 SP:Iteration 12Q (84040.380000 sec): 3 clusters Score: Raw -423329.518344 + Penalty 3875.741855 = -419453.776489 nChanged 29 SP:Iteration 13Q (84040.590000 sec): 3 clusters Score: Raw -423346.658401 + Penalty 3875.741855 = -419470.916546 nChanged 35 SP:Iteration 14Q (84040.800000 sec): 3 clusters Score: Raw -423366.631001 + Penalty 3875.741855 = -419490.889146 nChanged 30 SP:Iteration 15Q (84040.960000 sec): 3 clusters Score: Raw -423383.726235 + Penalty 3875.741855 = -419507.984380 nChanged 19 SP:Iteration 16Q (84041.150000 sec): 3 clusters Score: Raw -423395.331873 + Penalty 3875.741855 = -419519.590018 nChanged 20 SP:Iteration 17Q (84041.360000 sec): 3 clusters Score: Raw -423409.326381 + Penalty 3875.741855 = -419533.584526 nChanged 26 SP:Iteration 18Q (84041.540000 sec): 3 clusters Score: Raw -423426.262128 + Penalty 3875.741855 = -419550.520273 nChanged 25 SP:Iteration 19Q (84041.730000 sec): 3 clusters Score: Raw -423442.721406 + Penalty 3875.741855 = -419566.979551 nChanged 20 SP:Iteration 20F (84041.940000 sec): 3 clusters Score: Raw -423454.257288 + Penalty 3875.741855 = -419578.515433 nChanged 17 SP:Iteration 21Q (84042.140000 sec): 3 clusters Score: Raw -423464.337872 + Penalty 3875.741855 = -419588.596018 nChanged 14 SP:Iteration 22Q (84042.340000 sec): 3 clusters Score: Raw -423470.372271 + Penalty 3875.741855 = -419594.630417 nChanged 9 SP:Iteration 23Q (84042.560000 sec): 3 clusters Score: Raw -423474.514116 + Penalty 3875.741855 = -419598.772262 nChanged 7 SP:Iteration 24Q (84042.750000 sec): 3 clusters Score: Raw -423479.324660 + Penalty 3875.741855 = -419603.582805 nChanged 8 SP:Iteration 25Q (84042.940000 sec): 3 clusters Score: Raw -423485.372837 + Penalty 3875.741855 = -419609.630982 nChanged 8 SP:Iteration 26Q (84043.120000 sec): 3 clusters Score: Raw -423489.424308 + Penalty 3875.741855 = -419613.682453 nChanged 3 SP:Iteration 27Q (84043.300000 sec): 3 clusters Score: Raw -423490.760621 + Penalty 3875.741855 = -419615.018767 nChanged 5 SP:Iteration 28Q (84043.510000 sec): 3 clusters Score: Raw -423492.822962 + Penalty 3875.741855 = -419617.081108 nChanged 9 SP:Iteration 29Q (84043.710000 sec): 3 clusters Score: Raw -423497.156020 + Penalty 3875.741855 = -419621.414165 nChanged 10 SP:Iteration 30Q (84043.870000 sec): 3 clusters Score: Raw -423504.447659 + Penalty 3875.741855 = -419628.705804 nChanged 12 SP:Iteration 31Q (84044.050000 sec): 3 clusters Score: Raw -423511.768564 + Penalty 3875.741855 = -419636.026709 nChanged 8 SP:Iteration 32Q (84044.270000 sec): 3 clusters Score: Raw -423514.689154 + Penalty 3875.741855 = -419638.947299 nChanged 6 SP:Iteration 33Q (84044.410000 sec): 3 clusters Score: Raw -423517.447763 + Penalty 3875.741855 = -419641.705909 nChanged 6 SP:Iteration 34Q (84044.580000 sec): 3 clusters Score: Raw -423520.090036 + Penalty 3875.741855 = -419644.348181 nChanged 5 SP:Iteration 35Q (84044.770000 sec): 3 clusters Score: Raw -423527.491003 + Penalty 3875.741855 = -419651.749149 nChanged 6 SP:Iteration 36Q (84044.970000 sec): 3 clusters Score: Raw -423534.538359 + Penalty 3875.741855 = -419658.796504 nChanged 15 SP:Iteration 37Q (84045.170000 sec): 3 clusters Score: Raw -423547.788400 + Penalty 3875.741855 = -419672.046545 nChanged 12 SP:Iteration 38Q (84045.360000 sec): 3 clusters Score: Raw -423556.549839 + Penalty 3875.741855 = -419680.807985 nChanged 13 SP:Iteration 39Q (84045.570000 sec): 3 clusters Score: Raw -423568.413222 + Penalty 3875.741855 = -419692.671367 nChanged 10 SP:Iteration 40F (84045.750000 sec): 3 clusters Score: Raw -423575.875677 + Penalty 3875.741855 = -419700.133822 nChanged 4 SP:Iteration 41Q (84045.960000 sec): 3 clusters Score: Raw -423579.040551 + Penalty 3875.741855 = -419703.298696 nChanged 4 SP:Iteration 42Q (84046.110000 sec): 3 clusters Score: Raw -423581.375737 + Penalty 3875.741855 = -419705.633882 nChanged 8 SP:Iteration 43Q (84046.290000 sec): 3 clusters Score: Raw -423586.357274 + Penalty 3875.741855 = -419710.615419 nChanged 6 SP:Iteration 44Q (84046.500000 sec): 3 clusters Score: Raw -423588.981684 + Penalty 3875.741855 = -419713.239830 nChanged 0 SP:Iteration 45F (84046.650000 sec): 3 clusters Score: Raw -423588.981684 + Penalty 3875.741855 = -419713.239830 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84046.790000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84046.950000 sec): 3 clusters Score: Raw -209711.628732 + Penalty 3485.107697 = -206226.521034 nChanged 296 SP:Iteration 1F (84047.150000 sec): 3 clusters Score: Raw -210007.628009 + Penalty 3485.107697 = -206522.520312 nChanged 81 SP:Iteration 2F (84047.300000 sec): 3 clusters Score: Raw -210122.865687 + Penalty 3485.107697 = -206637.757990 nChanged 50 SP:Iteration 3Q (84047.510000 sec): 3 clusters Score: Raw -210192.455924 + Penalty 3485.107697 = -206707.348227 nChanged 28 SP:Iteration 4Q (84047.660000 sec): 3 clusters Score: Raw -210228.414049 + Penalty 3485.107697 = -206743.306352 nChanged 14 SP:Iteration 5Q (84047.820000 sec): 3 clusters Score: Raw -210246.573438 + Penalty 3485.107697 = -206761.465741 nChanged 10 SP:Iteration 6Q (84048.000000 sec): 3 clusters Score: Raw -210257.295520 + Penalty 3485.107697 = -206772.187823 nChanged 3 SP:Iteration 7Q (84048.140000 sec): 3 clusters Score: Raw -210260.206982 + Penalty 3485.107697 = -206775.099285 nChanged 4 SP:Iteration 8Q (84048.310000 sec): 3 clusters Score: Raw -210264.061588 + Penalty 3485.107697 = -206778.953891 nChanged 2 SP:Iteration 9Q (84048.480000 sec): 3 clusters Score: Raw -210265.198239 + Penalty 3485.107697 = -206780.090542 nChanged 0 SP:Iteration 10F (84048.630000 sec): 3 clusters Score: Raw -210265.198239 + Penalty 3485.107697 = -206780.090542 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84048.690000 sec): 2 clusters Score: Raw -24324.029761 + Penalty 1323.709444 = -23000.320317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84048.880000 sec): 3 clusters Score: Raw -24835.610477 + Penalty 2647.418888 = -22188.191589 nChanged 45 SP:Iteration 1F (84049.050000 sec): 3 clusters Score: Raw -25208.770582 + Penalty 2647.418888 = -22561.351695 nChanged 12 SP:Iteration 2F (84049.220000 sec): 3 clusters Score: Raw -25354.770757 + Penalty 2647.418888 = -22707.351869 nChanged 7 SP:Iteration 3Q (84049.360000 sec): 3 clusters Score: Raw -25419.672707 + Penalty 2647.418888 = -22772.253819 nChanged 5 SP:Iteration 4Q (84049.570000 sec): 3 clusters Score: Raw -25479.155785 + Penalty 2647.418888 = -22831.736898 nChanged 0 SP:Iteration 5F (84049.760000 sec): 3 clusters Score: Raw -25479.155785 + Penalty 2647.418888 = -22831.736898 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84049.930000 sec): 2 clusters Score: Raw -629857.955935 + Penalty 2032.237366 = -627825.718568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84050.110000 sec): 3 clusters Score: Raw -628299.305588 + Penalty 4064.474733 = -624234.830855 nChanged 1309 SP:Iteration 1F (84050.300000 sec): 3 clusters Score: Raw -629167.632016 + Penalty 4064.474733 = -625103.157284 nChanged 304 SP:Iteration 2F (84050.520000 sec): 3 clusters Score: Raw -629433.633399 + Penalty 4064.474733 = -625369.158666 nChanged 221 SP:Iteration 3F (84050.730000 sec): 3 clusters Score: Raw -629623.791513 + Penalty 4064.474733 = -625559.316780 nChanged 196 SP:Iteration 4F (84050.950000 sec): 3 clusters Score: Raw -629794.557629 + Penalty 4064.474733 = -625730.082896 nChanged 150 SP:Iteration 5Q (84051.170000 sec): 3 clusters Score: Raw -629907.623112 + Penalty 4064.474733 = -625843.148379 nChanged 123 SP:Iteration 6Q (84051.380000 sec): 3 clusters Score: Raw -629994.058650 + Penalty 4064.474733 = -625929.583917 nChanged 96 SP:Iteration 7Q (84051.560000 sec): 3 clusters Score: Raw -630054.628238 + Penalty 4064.474733 = -625990.153506 nChanged 66 SP:Iteration 8Q (84051.770000 sec): 3 clusters Score: Raw -630097.807791 + Penalty 4064.474733 = -626033.333058 nChanged 62 SP:Iteration 9Q (84052.000000 sec): 3 clusters Score: Raw -630130.340695 + Penalty 4064.474733 = -626065.865962 nChanged 59 SP:Iteration 10Q (84052.190000 sec): 3 clusters Score: Raw -630166.307757 + Penalty 4064.474733 = -626101.833024 nChanged 57 SP:Iteration 11Q (84052.380000 sec): 3 clusters Score: Raw -630203.324381 + Penalty 4064.474733 = -626138.849648 nChanged 53 SP:Iteration 12Q (84052.550000 sec): 3 clusters Score: Raw -630244.677956 + Penalty 4064.474733 = -626180.203223 nChanged 65 SP:Iteration 13Q (84052.740000 sec): 3 clusters Score: Raw -630285.353067 + Penalty 4064.474733 = -626220.878335 nChanged 49 SP:Iteration 14Q (84052.930000 sec): 3 clusters Score: Raw -630319.310238 + Penalty 4064.474733 = -626254.835506 nChanged 36 SP:Iteration 15Q (84053.110000 sec): 3 clusters Score: Raw -630344.086696 + Penalty 4064.474733 = -626279.611964 nChanged 40 SP:Iteration 16Q (84053.270000 sec): 3 clusters Score: Raw -630365.300441 + Penalty 4064.474733 = -626300.825708 nChanged 28 SP:Iteration 17Q (84053.460000 sec): 3 clusters Score: Raw -630379.981230 + Penalty 4064.474733 = -626315.506497 nChanged 20 SP:Iteration 18Q (84053.640000 sec): 3 clusters Score: Raw -630388.771349 + Penalty 4064.474733 = -626324.296616 nChanged 14 SP:Iteration 19Q (84053.840000 sec): 3 clusters Score: Raw -630395.609424 + Penalty 4064.474733 = -626331.134691 nChanged 16 SP:Iteration 20F (84054.040000 sec): 3 clusters Score: Raw -630401.849105 + Penalty 4064.474733 = -626337.374372 nChanged 10 SP:Iteration 21Q (84054.220000 sec): 3 clusters Score: Raw -630405.628825 + Penalty 4064.474733 = -626341.154092 nChanged 16 SP:Iteration 22Q (84054.440000 sec): 3 clusters Score: Raw -630411.049876 + Penalty 4064.474733 = -626346.575144 nChanged 7 SP:Iteration 23Q (84054.630000 sec): 3 clusters Score: Raw -630412.922569 + Penalty 4064.474733 = -626348.447836 nChanged 6 SP:Iteration 24Q (84054.790000 sec): 3 clusters Score: Raw -630414.590389 + Penalty 4064.474733 = -626350.115656 nChanged 4 SP:Iteration 25Q (84055.000000 sec): 3 clusters Score: Raw -630416.048345 + Penalty 4064.474733 = -626351.573612 nChanged 6 SP:Iteration 26Q (84055.210000 sec): 3 clusters Score: Raw -630417.790277 + Penalty 4064.474733 = -626353.315544 nChanged 3 SP:Iteration 27Q (84055.430000 sec): 3 clusters Score: Raw -630418.689055 + Penalty 4064.474733 = -626354.214322 nChanged 2 SP:Iteration 28Q (84055.600000 sec): 3 clusters Score: Raw -630419.485170 + Penalty 4064.474733 = -626355.010437 nChanged 2 SP:Iteration 29Q (84055.820000 sec): 3 clusters Score: Raw -630419.914822 + Penalty 4064.474733 = -626355.440089 nChanged 3 SP:Iteration 30Q (84056.030000 sec): 3 clusters Score: Raw -630421.656383 + Penalty 4064.474733 = -626357.181651 nChanged 6 SP:Iteration 31Q (84056.220000 sec): 3 clusters Score: Raw -630424.130289 + Penalty 4064.474733 = -626359.655556 nChanged 4 SP:Iteration 32Q (84056.430000 sec): 3 clusters Score: Raw -630426.155887 + Penalty 4064.474733 = -626361.681154 nChanged 5 SP:Iteration 33Q (84056.610000 sec): 3 clusters Score: Raw -630427.564355 + Penalty 4064.474733 = -626363.089622 nChanged 3 SP:Iteration 34Q (84056.790000 sec): 3 clusters Score: Raw -630428.867452 + Penalty 4064.474733 = -626364.392719 nChanged 2 SP:Iteration 35Q (84056.950000 sec): 3 clusters Score: Raw -630429.453727 + Penalty 4064.474733 = -626364.978994 nChanged 1 SP:Iteration 36Q (84057.150000 sec): 3 clusters Score: Raw -630429.656863 + Penalty 4064.474733 = -626365.182130 nChanged 0 SP:Iteration 37F (84057.360000 sec): 3 clusters Score: Raw -630429.656863 + Penalty 4064.474733 = -626365.182130 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84057.460000 sec): 2 clusters Score: Raw -99972.910612 + Penalty 1583.109645 = -98389.800966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84057.650000 sec): 3 clusters Score: Raw -100037.053733 + Penalty 3166.219291 = -96870.834442 nChanged 132 SP:Iteration 1F (84057.820000 sec): 3 clusters Score: Raw -100278.435070 + Penalty 3166.219291 = -97112.215779 nChanged 32 SP:Iteration 2F (84057.990000 sec): 3 clusters Score: Raw -100328.433783 + Penalty 3166.219291 = -97162.214492 nChanged 18 SP:Iteration 3Q (84058.150000 sec): 3 clusters Score: Raw -100370.129945 + Penalty 3166.219291 = -97203.910654 nChanged 12 SP:Iteration 4Q (84058.330000 sec): 3 clusters Score: Raw -100391.173076 + Penalty 3166.219291 = -97224.953785 nChanged 8 SP:Iteration 5Q (84058.500000 sec): 3 clusters Score: Raw -100401.021192 + Penalty 3166.219291 = -97234.801901 nChanged 5 SP:Iteration 6Q (84058.670000 sec): 3 clusters Score: Raw -100410.325281 + Penalty 3166.219291 = -97244.105990 nChanged 5 SP:Iteration 7Q (84058.850000 sec): 3 clusters Score: Raw -100419.146426 + Penalty 3166.219291 = -97252.927135 nChanged 3 SP:Iteration 8Q (84059.010000 sec): 3 clusters Score: Raw -100422.035418 + Penalty 3166.219291 = -97255.816127 nChanged 1 SP:Iteration 9Q (84059.180000 sec): 3 clusters Score: Raw -100423.696685 + Penalty 3166.219291 = -97257.477394 nChanged 1 SP:Iteration 10Q (84059.340000 sec): 3 clusters Score: Raw -100425.249338 + Penalty 3166.219291 = -97259.030047 nChanged 0 SP:Iteration 11F (84059.500000 sec): 3 clusters Score: Raw -100425.249338 + Penalty 3166.219291 = -97259.030047 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84059.650000 sec): 2 clusters Score: Raw -821814.819480 + Penalty 2089.256108 = -819725.563371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84059.830000 sec): 3 clusters Score: Raw -819652.786291 + Penalty 4178.512216 = -815474.274075 nChanged 1693 SP:Iteration 1F (84060.040000 sec): 3 clusters Score: Raw -820589.578875 + Penalty 4178.512216 = -816411.066658 nChanged 307 SP:Iteration 2F (84060.220000 sec): 3 clusters Score: Raw -820763.406140 + Penalty 4178.512216 = -816584.893923 nChanged 205 SP:Iteration 3Q (84060.440000 sec): 3 clusters Score: Raw -820873.816545 + Penalty 4178.512216 = -816695.304328 nChanged 165 SP:Iteration 4Q (84060.610000 sec): 3 clusters Score: Raw -820962.020756 + Penalty 4178.512216 = -816783.508539 nChanged 130 SP:Iteration 5Q (84060.800000 sec): 3 clusters Score: Raw -821020.053598 + Penalty 4178.512216 = -816841.541382 nChanged 103 SP:Iteration 6Q (84061.010000 sec): 3 clusters Score: Raw -821067.114689 + Penalty 4178.512216 = -816888.602473 nChanged 103 SP:Iteration 7Q (84061.190000 sec): 3 clusters Score: Raw -821112.490136 + Penalty 4178.512216 = -816933.977919 nChanged 94 SP:Iteration 8Q (84061.380000 sec): 3 clusters Score: Raw -821155.475894 + Penalty 4178.512216 = -816976.963678 nChanged 73 SP:Iteration 9Q (84061.590000 sec): 3 clusters Score: Raw -821186.829806 + Penalty 4178.512216 = -817008.317590 nChanged 76 SP:Iteration 10Q (84061.790000 sec): 3 clusters Score: Raw -821218.225637 + Penalty 4178.512216 = -817039.713421 nChanged 62 SP:Iteration 11Q (84061.970000 sec): 3 clusters Score: Raw -821242.825561 + Penalty 4178.512216 = -817064.313345 nChanged 51 SP:Iteration 12Q (84062.160000 sec): 3 clusters Score: Raw -821262.920825 + Penalty 4178.512216 = -817084.408608 nChanged 63 SP:Iteration 13Q (84062.360000 sec): 3 clusters Score: Raw -821297.196414 + Penalty 4178.512216 = -817118.684198 nChanged 65 SP:Iteration 14Q (84062.570000 sec): 3 clusters Score: Raw -821332.850219 + Penalty 4178.512216 = -817154.338003 nChanged 62 SP:Iteration 15Q (84062.770000 sec): 3 clusters Score: Raw -821361.592521 + Penalty 4178.512216 = -817183.080304 nChanged 61 SP:Iteration 16Q (84062.950000 sec): 3 clusters Score: Raw -821390.462996 + Penalty 4178.512216 = -817211.950780 nChanged 60 SP:Iteration 17Q (84063.130000 sec): 3 clusters Score: Raw -821417.946255 + Penalty 4178.512216 = -817239.434038 nChanged 61 SP:Iteration 18Q (84063.370000 sec): 3 clusters Score: Raw -821449.937563 + Penalty 4178.512216 = -817271.425347 nChanged 62 SP:Iteration 19Q (84063.550000 sec): 3 clusters Score: Raw -821478.275093 + Penalty 4178.512216 = -817299.762877 nChanged 62 SP:Iteration 20F (84063.780000 sec): 3 clusters Score: Raw -821504.457200 + Penalty 4178.512216 = -817325.944984 nChanged 59 SP:Iteration 21Q (84063.980000 sec): 3 clusters Score: Raw -821531.793807 + Penalty 4178.512216 = -817353.281590 nChanged 57 SP:Iteration 22Q (84064.160000 sec): 3 clusters Score: Raw -821558.333334 + Penalty 4178.512216 = -817379.821118 nChanged 55 SP:Iteration 23Q (84064.360000 sec): 3 clusters Score: Raw -821584.785342 + Penalty 4178.512216 = -817406.273125 nChanged 53 SP:Iteration 24Q (84064.580000 sec): 3 clusters Score: Raw -821606.670916 + Penalty 4178.512216 = -817428.158699 nChanged 48 SP:Iteration 25Q (84064.770000 sec): 3 clusters Score: Raw -821628.930447 + Penalty 4178.512216 = -817450.418230 nChanged 55 SP:Iteration 26Q (84064.950000 sec): 3 clusters Score: Raw -821659.625391 + Penalty 4178.512216 = -817481.113174 nChanged 65 SP:Iteration 27Q (84065.160000 sec): 3 clusters Score: Raw -821698.163773 + Penalty 4178.512216 = -817519.651556 nChanged 65 SP:Iteration 28Q (84065.360000 sec): 3 clusters Score: Raw -821738.958318 + Penalty 4178.512216 = -817560.446101 nChanged 75 SP:Iteration 29Q (84065.590000 sec): 3 clusters Score: Raw -821787.272038 + Penalty 4178.512216 = -817608.759821 nChanged 62 SP:Iteration 30Q (84065.780000 sec): 3 clusters Score: Raw -821824.188152 + Penalty 4178.512216 = -817645.675936 nChanged 64 SP:Iteration 31Q (84065.980000 sec): 3 clusters Score: Raw -821864.328256 + Penalty 4178.512216 = -817685.816040 nChanged 60 SP:Iteration 32Q (84066.170000 sec): 3 clusters Score: Raw -821896.522041 + Penalty 4178.512216 = -817718.009824 nChanged 54 SP:Iteration 33Q (84066.360000 sec): 3 clusters Score: Raw -821922.783931 + Penalty 4178.512216 = -817744.271715 nChanged 47 SP:Iteration 34Q (84066.530000 sec): 3 clusters Score: Raw -821947.593193 + Penalty 4178.512216 = -817769.080977 nChanged 45 SP:Iteration 35Q (84066.720000 sec): 3 clusters Score: Raw -821975.110098 + Penalty 4178.512216 = -817796.597881 nChanged 44 SP:Iteration 36Q (84066.960000 sec): 3 clusters Score: Raw -822002.974651 + Penalty 4178.512216 = -817824.462434 nChanged 34 SP:Iteration 37Q (84067.160000 sec): 3 clusters Score: Raw -822024.005440 + Penalty 4178.512216 = -817845.493224 nChanged 30 SP:Iteration 38Q (84067.350000 sec): 3 clusters Score: Raw -822042.003063 + Penalty 4178.512216 = -817863.490847 nChanged 27 SP:Iteration 39Q (84067.530000 sec): 3 clusters Score: Raw -822062.253152 + Penalty 4178.512216 = -817883.740936 nChanged 28 SP:Iteration 40F (84067.730000 sec): 3 clusters Score: Raw -822082.203746 + Penalty 4178.512216 = -817903.691529 nChanged 24 SP:Iteration 41Q (84067.900000 sec): 3 clusters Score: Raw -822102.962162 + Penalty 4178.512216 = -817924.449945 nChanged 31 SP:Iteration 42Q (84068.080000 sec): 3 clusters Score: Raw -822123.026349 + Penalty 4178.512216 = -817944.514132 nChanged 31 SP:Iteration 43Q (84068.280000 sec): 3 clusters Score: Raw -822146.880634 + Penalty 4178.512216 = -817968.368418 nChanged 29 SP:Iteration 44Q (84068.430000 sec): 3 clusters Score: Raw -822169.383913 + Penalty 4178.512216 = -817990.871697 nChanged 30 SP:Iteration 45Q (84068.640000 sec): 3 clusters Score: Raw -822187.733845 + Penalty 4178.512216 = -818009.221629 nChanged 21 SP:Iteration 46Q (84068.800000 sec): 3 clusters Score: Raw -822199.407210 + Penalty 4178.512216 = -818020.894993 nChanged 17 SP:Iteration 47Q (84069.030000 sec): 3 clusters Score: Raw -822210.291825 + Penalty 4178.512216 = -818031.779608 nChanged 18 SP:Iteration 48Q (84069.170000 sec): 3 clusters Score: Raw -822220.392165 + Penalty 4178.512216 = -818041.879949 nChanged 20 SP:Iteration 49Q (84069.380000 sec): 3 clusters Score: Raw -822232.173514 + Penalty 4178.512216 = -818053.661297 nChanged 17 SP:Iteration 50Q (84069.620000 sec): 3 clusters Score: Raw -822240.524874 + Penalty 4178.512216 = -818062.012658 nChanged 5 SP:Iteration 51Q (84069.830000 sec): 3 clusters Score: Raw -822242.304952 + Penalty 4178.512216 = -818063.792735 nChanged 4 SP:Iteration 52Q (84069.990000 sec): 3 clusters Score: Raw -822245.168462 + Penalty 4178.512216 = -818066.656245 nChanged 2 SP:Iteration 53Q (84070.210000 sec): 3 clusters Score: Raw -822246.380998 + Penalty 4178.512216 = -818067.868782 nChanged 0 SP:Iteration 54F (84070.430000 sec): 3 clusters Score: Raw -822246.380998 + Penalty 4178.512216 = -818067.868782 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84070.540000 sec): 2 clusters Score: Raw -278606.322020 + Penalty 1839.261863 = -276767.060158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84070.700000 sec): 3 clusters Score: Raw -278098.211745 + Penalty 3678.523726 = -274419.688019 nChanged 528 SP:Iteration 1F (84070.860000 sec): 3 clusters Score: Raw -278707.375426 + Penalty 3678.523726 = -275028.851701 nChanged 168 SP:Iteration 2F (84071.080000 sec): 3 clusters Score: Raw -279004.299245 + Penalty 3678.523726 = -275325.775519 nChanged 106 SP:Iteration 3F (84071.270000 sec): 3 clusters Score: Raw -279169.810812 + Penalty 3678.523726 = -275491.287086 nChanged 97 SP:Iteration 4F (84071.460000 sec): 3 clusters Score: Raw -279297.910347 + Penalty 3678.523726 = -275619.386622 nChanged 64 SP:Iteration 5Q (84071.630000 sec): 3 clusters Score: Raw -279379.948748 + Penalty 3678.523726 = -275701.425023 nChanged 41 SP:Iteration 6Q (84071.820000 sec): 3 clusters Score: Raw -279424.503646 + Penalty 3678.523726 = -275745.979921 nChanged 29 SP:Iteration 7Q (84071.970000 sec): 3 clusters Score: Raw -279452.229134 + Penalty 3678.523726 = -275773.705408 nChanged 22 SP:Iteration 8Q (84072.180000 sec): 3 clusters Score: Raw -279475.194934 + Penalty 3678.523726 = -275796.671208 nChanged 18 SP:Iteration 9Q (84072.340000 sec): 3 clusters Score: Raw -279489.320084 + Penalty 3678.523726 = -275810.796358 nChanged 10 SP:Iteration 10Q (84072.520000 sec): 3 clusters Score: Raw -279496.326268 + Penalty 3678.523726 = -275817.802543 nChanged 5 SP:Iteration 11Q (84072.700000 sec): 3 clusters Score: Raw -279500.163638 + Penalty 3678.523726 = -275821.639913 nChanged 6 SP:Iteration 12Q (84072.870000 sec): 3 clusters Score: Raw -279504.496948 + Penalty 3678.523726 = -275825.973222 nChanged 2 SP:Iteration 13Q (84073.080000 sec): 3 clusters Score: Raw -279506.514133 + Penalty 3678.523726 = -275827.990407 nChanged 4 SP:Iteration 14Q (84073.240000 sec): 3 clusters Score: Raw -279508.628360 + Penalty 3678.523726 = -275830.104634 nChanged 0 SP:Iteration 15F (84073.400000 sec): 3 clusters Score: Raw -279508.628360 + Penalty 3678.523726 = -275830.104634 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84073.660000 sec): 2 clusters Score: Raw -7766813.139345 + Penalty 2638.257851 = -7764174.881494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84074.050000 sec): 3 clusters Score: Raw -7741250.447637 + Penalty 5276.515702 = -7735973.931935 nChanged 19106 SP:Iteration 1F (84074.430000 sec): 3 clusters Score: Raw -7751824.962009 + Penalty 5276.515702 = -7746548.446307 nChanged 1976 SP:Iteration 2Q (84074.840000 sec): 3 clusters Score: Raw -7752578.889289 + Penalty 5276.515702 = -7747302.373587 nChanged 2175 SP:Iteration 3F (84075.310000 sec): 3 clusters Score: Raw -7753624.060533 + Penalty 5276.515702 = -7748347.544831 nChanged 2593 SP:Iteration 4F (84075.750000 sec): 3 clusters Score: Raw -7755213.323718 + Penalty 5276.515702 = -7749936.808016 nChanged 3070 SP:Iteration 5F (84076.210000 sec): 3 clusters Score: Raw -7757437.172372 + Penalty 5276.515702 = -7752160.656670 nChanged 3148 SP:Iteration 6F (84076.650000 sec): 3 clusters Score: Raw -7759898.393972 + Penalty 5276.515702 = -7754621.878270 nChanged 2769 SP:Iteration 7F (84077.070000 sec): 3 clusters Score: Raw -7762210.803426 + Penalty 5276.515702 = -7756934.287724 nChanged 2068 SP:Iteration 8Q (84077.430000 sec): 3 clusters Score: Raw -7763963.639338 + Penalty 5276.515702 = -7758687.123635 nChanged 1403 SP:Iteration 9Q (84077.890000 sec): 3 clusters Score: Raw -7765091.567687 + Penalty 5276.515702 = -7759815.051985 nChanged 898 SP:Iteration 10Q (84078.300000 sec): 3 clusters Score: Raw -7765575.235037 + Penalty 5276.515702 = -7760298.719335 nChanged 575 SP:Iteration 11Q (84078.730000 sec): 3 clusters Score: Raw -7765831.542919 + Penalty 5276.515702 = -7760555.027216 nChanged 432 SP:Iteration 12Q (84079.100000 sec): 3 clusters Score: Raw -7765985.371521 + Penalty 5276.515702 = -7760708.855819 nChanged 362 SP:Iteration 13Q (84079.520000 sec): 3 clusters Score: Raw -7766104.154419 + Penalty 5276.515702 = -7760827.638717 nChanged 320 SP:Iteration 14Q (84079.950000 sec): 3 clusters Score: Raw -7766201.875246 + Penalty 5276.515702 = -7760925.359544 nChanged 283 SP:Iteration 15Q (84080.370000 sec): 3 clusters Score: Raw -7766282.251605 + Penalty 5276.515702 = -7761005.735903 nChanged 255 SP:Iteration 16Q (84080.730000 sec): 3 clusters Score: Raw -7766346.943229 + Penalty 5276.515702 = -7761070.427527 nChanged 209 SP:Iteration 17Q (84081.110000 sec): 3 clusters Score: Raw -7766400.565443 + Penalty 5276.515702 = -7761124.049740 nChanged 207 SP:Iteration 18Q (84081.480000 sec): 3 clusters Score: Raw -7766449.502215 + Penalty 5276.515702 = -7761172.986512 nChanged 188 SP:Iteration 19Q (84081.860000 sec): 3 clusters Score: Raw -7766494.859396 + Penalty 5276.515702 = -7761218.343694 nChanged 198 SP:Iteration 20F (84082.250000 sec): 3 clusters Score: Raw -7766545.713555 + Penalty 5276.515702 = -7761269.197853 nChanged 187 SP:Iteration 21Q (84082.650000 sec): 3 clusters Score: Raw -7766592.851513 + Penalty 5276.515702 = -7761316.335810 nChanged 182 SP:Iteration 22Q (84083.030000 sec): 3 clusters Score: Raw -7766639.511963 + Penalty 5276.515702 = -7761362.996261 nChanged 173 SP:Iteration 23Q (84083.410000 sec): 3 clusters Score: Raw -7766687.160166 + Penalty 5276.515702 = -7761410.644464 nChanged 178 SP:Iteration 24Q (84083.760000 sec): 3 clusters Score: Raw -7766735.226679 + Penalty 5276.515702 = -7761458.710977 nChanged 171 SP:Iteration 25Q (84084.110000 sec): 3 clusters Score: Raw -7766779.498817 + Penalty 5276.515702 = -7761502.983114 nChanged 151 SP:Iteration 26Q (84084.430000 sec): 3 clusters Score: Raw -7766823.445764 + Penalty 5276.515702 = -7761546.930062 nChanged 168 SP:Iteration 27Q (84084.840000 sec): 3 clusters Score: Raw -7766870.720505 + Penalty 5276.515702 = -7761594.204802 nChanged 147 SP:Iteration 28Q (84085.190000 sec): 3 clusters Score: Raw -7766911.510215 + Penalty 5276.515702 = -7761634.994513 nChanged 128 SP:Iteration 29Q (84085.550000 sec): 3 clusters Score: Raw -7766945.160838 + Penalty 5276.515702 = -7761668.645135 nChanged 114 SP:Iteration 30Q (84085.890000 sec): 3 clusters Score: Raw -7766978.188342 + Penalty 5276.515702 = -7761701.672639 nChanged 106 SP:Iteration 31Q (84086.240000 sec): 3 clusters Score: Raw -7767007.575905 + Penalty 5276.515702 = -7761731.060203 nChanged 96 SP:Iteration 32Q (84086.640000 sec): 3 clusters Score: Raw -7767033.305285 + Penalty 5276.515702 = -7761756.789583 nChanged 91 SP:Iteration 33Q (84087.020000 sec): 3 clusters Score: Raw -7767059.090402 + Penalty 5276.515702 = -7761782.574700 nChanged 94 SP:Iteration 34Q (84087.320000 sec): 3 clusters Score: Raw -7767091.265684 + Penalty 5276.515702 = -7761814.749982 nChanged 96 SP:Iteration 35Q (84087.690000 sec): 3 clusters Score: Raw -7767121.378370 + Penalty 5276.515702 = -7761844.862667 nChanged 85 SP:Iteration 36Q (84088.040000 sec): 3 clusters Score: Raw -7767145.639399 + Penalty 5276.515702 = -7761869.123697 nChanged 65 SP:Iteration 37Q (84088.400000 sec): 3 clusters Score: Raw -7767164.971133 + Penalty 5276.515702 = -7761888.455430 nChanged 50 SP:Iteration 38Q (84088.800000 sec): 3 clusters Score: Raw -7767177.603810 + Penalty 5276.515702 = -7761901.088108 nChanged 47 SP:Iteration 39Q (84089.190000 sec): 3 clusters Score: Raw -7767188.517100 + Penalty 5276.515702 = -7761912.001398 nChanged 48 SP:Iteration 40F (84089.620000 sec): 3 clusters Score: Raw -7767198.227467 + Penalty 5276.515702 = -7761921.711765 nChanged 43 SP:Iteration 41Q (84089.980000 sec): 3 clusters Score: Raw -7767209.132542 + Penalty 5276.515702 = -7761932.616840 nChanged 44 SP:Iteration 42Q (84090.390000 sec): 3 clusters Score: Raw -7767221.050835 + Penalty 5276.515702 = -7761944.535133 nChanged 35 SP:Iteration 43Q (84090.820000 sec): 3 clusters Score: Raw -7767230.657419 + Penalty 5276.515702 = -7761954.141717 nChanged 38 SP:Iteration 44Q (84091.160000 sec): 3 clusters Score: Raw -7767241.604528 + Penalty 5276.515702 = -7761965.088826 nChanged 33 SP:Iteration 45Q (84091.480000 sec): 3 clusters Score: Raw -7767248.795915 + Penalty 5276.515702 = -7761972.280213 nChanged 34 SP:Iteration 46Q (84091.830000 sec): 3 clusters Score: Raw -7767257.132968 + Penalty 5276.515702 = -7761980.617266 nChanged 31 SP:Iteration 47Q (84092.160000 sec): 3 clusters Score: Raw -7767264.817970 + Penalty 5276.515702 = -7761988.302268 nChanged 25 SP:Iteration 48Q (84092.520000 sec): 3 clusters Score: Raw -7767270.900897 + Penalty 5276.515702 = -7761994.385195 nChanged 23 SP:Iteration 49Q (84092.840000 sec): 3 clusters Score: Raw -7767276.043373 + Penalty 5276.515702 = -7761999.527671 nChanged 25 SP:Iteration 50Q (84093.170000 sec): 3 clusters Score: Raw -7767282.025904 + Penalty 5276.515702 = -7762005.510202 nChanged 22 SP:Iteration 51Q (84093.510000 sec): 3 clusters Score: Raw -7767287.296260 + Penalty 5276.515702 = -7762010.780558 nChanged 22 SP:Iteration 52Q (84093.840000 sec): 3 clusters Score: Raw -7767292.408252 + Penalty 5276.515702 = -7762015.892549 nChanged 18 SP:Iteration 53Q (84094.250000 sec): 3 clusters Score: Raw -7767296.543555 + Penalty 5276.515702 = -7762020.027853 nChanged 20 SP:Iteration 54Q (84094.650000 sec): 3 clusters Score: Raw -7767301.186504 + Penalty 5276.515702 = -7762024.670801 nChanged 17 SP:Iteration 55Q (84094.980000 sec): 3 clusters Score: Raw -7767305.401008 + Penalty 5276.515702 = -7762028.885306 nChanged 16 SP:Iteration 56Q (84095.340000 sec): 3 clusters Score: Raw -7767309.530407 + Penalty 5276.515702 = -7762033.014705 nChanged 14 SP:Iteration 57Q (84095.720000 sec): 3 clusters Score: Raw -7767312.481172 + Penalty 5276.515702 = -7762035.965470 nChanged 20 SP:Iteration 58Q (84096.090000 sec): 3 clusters Score: Raw -7767316.185221 + Penalty 5276.515702 = -7762039.669518 nChanged 16 SP:Iteration 59Q (84096.440000 sec): 3 clusters Score: Raw -7767319.461294 + Penalty 5276.515702 = -7762042.945592 nChanged 7 SP:Iteration 60F (84096.890000 sec): 3 clusters Score: Raw -7767320.820923 + Penalty 5276.515702 = -7762044.305221 nChanged 4 SP:Iteration 61Q (84097.200000 sec): 3 clusters Score: Raw -7767321.642289 + Penalty 5276.515702 = -7762045.126587 nChanged 5 SP:Iteration 62Q (84097.560000 sec): 3 clusters Score: Raw -7767322.878497 + Penalty 5276.515702 = -7762046.362795 nChanged 5 SP:Iteration 63Q (84097.950000 sec): 3 clusters Score: Raw -7767323.952023 + Penalty 5276.515702 = -7762047.436321 nChanged 4 SP:Iteration 64Q (84098.320000 sec): 3 clusters Score: Raw -7767324.427482 + Penalty 5276.515702 = -7762047.911779 nChanged 2 SP:Iteration 65Q (84098.670000 sec): 3 clusters Score: Raw -7767324.763641 + Penalty 5276.515702 = -7762048.247938 nChanged 2 SP:Iteration 66Q (84099.060000 sec): 3 clusters Score: Raw -7767324.997167 + Penalty 5276.515702 = -7762048.481465 nChanged 2 SP:Iteration 67Q (84099.470000 sec): 3 clusters Score: Raw -7767325.471590 + Penalty 5276.515702 = -7762048.955888 nChanged 4 SP:Iteration 68Q (84099.880000 sec): 3 clusters Score: Raw -7767326.288479 + Penalty 5276.515702 = -7762049.772777 nChanged 5 SP:Iteration 69Q (84100.270000 sec): 3 clusters Score: Raw -7767327.344088 + Penalty 5276.515702 = -7762050.828386 nChanged 4 SP:Iteration 70Q (84100.670000 sec): 3 clusters Score: Raw -7767327.976614 + Penalty 5276.515702 = -7762051.460912 nChanged 4 SP:Iteration 71Q (84101.070000 sec): 3 clusters Score: Raw -7767328.865170 + Penalty 5276.515702 = -7762052.349467 nChanged 1 SP:Iteration 72Q (84101.470000 sec): 3 clusters Score: Raw -7767328.943850 + Penalty 5276.515702 = -7762052.428148 nChanged 1 SP:Iteration 73Q (84101.830000 sec): 3 clusters Score: Raw -7767329.032078 + Penalty 5276.515702 = -7762052.516375 nChanged 0 SP:Iteration 74F (84102.210000 sec): 3 clusters Score: Raw -7767329.032078 + Penalty 5276.515702 = -7762052.516375 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84102.330000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84102.520000 sec): 3 clusters Score: Raw -233848.891922 + Penalty 3570.669895 = -230278.222026 nChanged 365 SP:Iteration 1F (84102.750000 sec): 3 clusters Score: Raw -234178.635402 + Penalty 3570.669895 = -230607.965506 nChanged 92 SP:Iteration 2F (84102.910000 sec): 3 clusters Score: Raw -234301.484329 + Penalty 3570.669895 = -230730.814433 nChanged 57 SP:Iteration 3Q (84103.060000 sec): 3 clusters Score: Raw -234350.674350 + Penalty 3570.669895 = -230780.004455 nChanged 24 SP:Iteration 4Q (84103.270000 sec): 3 clusters Score: Raw -234372.136369 + Penalty 3570.669895 = -230801.466473 nChanged 29 SP:Iteration 5Q (84103.420000 sec): 3 clusters Score: Raw -234399.226565 + Penalty 3570.669895 = -230828.556670 nChanged 22 SP:Iteration 6Q (84103.610000 sec): 3 clusters Score: Raw -234424.138976 + Penalty 3570.669895 = -230853.469081 nChanged 27 SP:Iteration 7Q (84103.830000 sec): 3 clusters Score: Raw -234453.338286 + Penalty 3570.669895 = -230882.668391 nChanged 17 SP:Iteration 8Q (84103.960000 sec): 3 clusters Score: Raw -234471.023456 + Penalty 3570.669895 = -230900.353561 nChanged 10 SP:Iteration 9Q (84104.150000 sec): 3 clusters Score: Raw -234481.525935 + Penalty 3570.669895 = -230910.856040 nChanged 9 SP:Iteration 10Q (84104.350000 sec): 3 clusters Score: Raw -234493.086566 + Penalty 3570.669895 = -230922.416671 nChanged 7 SP:Iteration 11Q (84104.530000 sec): 3 clusters Score: Raw -234503.540683 + Penalty 3570.669895 = -230932.870788 nChanged 11 SP:Iteration 12Q (84104.670000 sec): 3 clusters Score: Raw -234514.336064 + Penalty 3570.669895 = -230943.666169 nChanged 11 SP:Iteration 13Q (84104.820000 sec): 3 clusters Score: Raw -234525.847772 + Penalty 3570.669895 = -230955.177876 nChanged 9 SP:Iteration 14Q (84104.960000 sec): 3 clusters Score: Raw -234532.528947 + Penalty 3570.669895 = -230961.859052 nChanged 8 SP:Iteration 15Q (84105.150000 sec): 3 clusters Score: Raw -234540.129129 + Penalty 3570.669895 = -230969.459233 nChanged 7 SP:Iteration 16Q (84105.350000 sec): 3 clusters Score: Raw -234548.372056 + Penalty 3570.669895 = -230977.702161 nChanged 5 SP:Iteration 17Q (84105.530000 sec): 3 clusters Score: Raw -234554.612304 + Penalty 3570.669895 = -230983.942409 nChanged 6 SP:Iteration 18Q (84105.750000 sec): 3 clusters Score: Raw -234559.202460 + Penalty 3570.669895 = -230988.532564 nChanged 7 SP:Iteration 19Q (84105.940000 sec): 3 clusters Score: Raw -234566.241409 + Penalty 3570.669895 = -230995.571514 nChanged 6 SP:Iteration 20F (84106.130000 sec): 3 clusters Score: Raw -234570.646624 + Penalty 3570.669895 = -230999.976728 nChanged 9 SP:Iteration 21Q (84106.330000 sec): 3 clusters Score: Raw -234578.740318 + Penalty 3570.669895 = -231008.070422 nChanged 8 SP:Iteration 22Q (84106.490000 sec): 3 clusters Score: Raw -234584.406886 + Penalty 3570.669895 = -231013.736991 nChanged 7 SP:Iteration 23Q (84106.690000 sec): 3 clusters Score: Raw -234595.139011 + Penalty 3570.669895 = -231024.469115 nChanged 7 SP:Iteration 24Q (84106.880000 sec): 3 clusters Score: Raw -234604.379802 + Penalty 3570.669895 = -231033.709907 nChanged 12 SP:Iteration 25Q (84107.010000 sec): 3 clusters Score: Raw -234611.484802 + Penalty 3570.669895 = -231040.814906 nChanged 7 SP:Iteration 26Q (84107.200000 sec): 3 clusters Score: Raw -234615.197656 + Penalty 3570.669895 = -231044.527761 nChanged 6 SP:Iteration 27Q (84107.330000 sec): 3 clusters Score: Raw -234618.555572 + Penalty 3570.669895 = -231047.885677 nChanged 4 SP:Iteration 28Q (84107.520000 sec): 3 clusters Score: Raw -234620.430357 + Penalty 3570.669895 = -231049.760462 nChanged 1 SP:Iteration 29Q (84107.660000 sec): 3 clusters Score: Raw -234622.030989 + Penalty 3570.669895 = -231051.361094 nChanged 3 SP:Iteration 30Q (84107.840000 sec): 3 clusters Score: Raw -234623.360502 + Penalty 3570.669895 = -231052.690606 nChanged 3 SP:Iteration 31Q (84108.020000 sec): 3 clusters Score: Raw -234625.122979 + Penalty 3570.669895 = -231054.453083 nChanged 7 SP:Iteration 32Q (84108.170000 sec): 3 clusters Score: Raw -234630.296778 + Penalty 3570.669895 = -231059.626883 nChanged 3 SP:Iteration 33Q (84108.330000 sec): 3 clusters Score: Raw -234632.668665 + Penalty 3570.669895 = -231061.998770 nChanged 2 SP:Iteration 34Q (84108.470000 sec): 3 clusters Score: Raw -234633.849834 + Penalty 3570.669895 = -231063.179939 nChanged 0 SP:Iteration 35F (84108.650000 sec): 3 clusters Score: Raw -234633.849834 + Penalty 3570.669895 = -231063.179939 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84108.840000 sec): 2 clusters Score: Raw -2637901.727350 + Penalty 2377.642668 = -2635524.084682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84109.090000 sec): 3 clusters Score: Raw -2629742.829727 + Penalty 4755.285336 = -2624987.544391 nChanged 6233 SP:Iteration 1F (84109.290000 sec): 3 clusters Score: Raw -2633101.579933 + Penalty 4755.285336 = -2628346.294598 nChanged 928 SP:Iteration 2F (84109.560000 sec): 3 clusters Score: Raw -2633523.929133 + Penalty 4755.285336 = -2628768.643797 nChanged 778 SP:Iteration 3F (84109.830000 sec): 3 clusters Score: Raw -2633921.931022 + Penalty 4755.285336 = -2629166.645686 nChanged 757 SP:Iteration 4F (84110.050000 sec): 3 clusters Score: Raw -2634370.126080 + Penalty 4755.285336 = -2629614.840744 nChanged 798 SP:Iteration 5F (84110.350000 sec): 3 clusters Score: Raw -2634856.052666 + Penalty 4755.285336 = -2630100.767330 nChanged 763 SP:Iteration 6F (84110.570000 sec): 3 clusters Score: Raw -2635317.468086 + Penalty 4755.285336 = -2630562.182750 nChanged 712 SP:Iteration 7Q (84110.810000 sec): 3 clusters Score: Raw -2635780.092032 + Penalty 4755.285336 = -2631024.806696 nChanged 712 SP:Iteration 8Q (84111.110000 sec): 3 clusters Score: Raw -2636231.050058 + Penalty 4755.285336 = -2631475.764722 nChanged 674 SP:Iteration 9Q (84111.410000 sec): 3 clusters Score: Raw -2636610.033919 + Penalty 4755.285336 = -2631854.748584 nChanged 596 SP:Iteration 10Q (84111.650000 sec): 3 clusters Score: Raw -2636942.583682 + Penalty 4755.285336 = -2632187.298346 nChanged 537 SP:Iteration 11Q (84111.920000 sec): 3 clusters Score: Raw -2637226.201975 + Penalty 4755.285336 = -2632470.916639 nChanged 444 SP:Iteration 12Q (84112.160000 sec): 3 clusters Score: Raw -2637429.940032 + Penalty 4755.285336 = -2632674.654696 nChanged 351 SP:Iteration 13Q (84112.440000 sec): 3 clusters Score: Raw -2637591.512245 + Penalty 4755.285336 = -2632836.226910 nChanged 304 SP:Iteration 14Q (84112.710000 sec): 3 clusters Score: Raw -2637720.750685 + Penalty 4755.285336 = -2632965.465350 nChanged 282 SP:Iteration 15Q (84113.030000 sec): 3 clusters Score: Raw -2637838.381772 + Penalty 4755.285336 = -2633083.096436 nChanged 272 SP:Iteration 16Q (84113.270000 sec): 3 clusters Score: Raw -2637955.835264 + Penalty 4755.285336 = -2633200.549928 nChanged 268 SP:Iteration 17Q (84113.530000 sec): 3 clusters Score: Raw -2638075.776501 + Penalty 4755.285336 = -2633320.491165 nChanged 269 SP:Iteration 18Q (84113.770000 sec): 3 clusters Score: Raw -2638206.068598 + Penalty 4755.285336 = -2633450.783262 nChanged 250 SP:Iteration 19Q (84114.030000 sec): 3 clusters Score: Raw -2638334.058511 + Penalty 4755.285336 = -2633578.773175 nChanged 234 SP:Iteration 20F (84114.300000 sec): 3 clusters Score: Raw -2638454.889093 + Penalty 4755.285336 = -2633699.603757 nChanged 209 SP:Iteration 21Q (84114.580000 sec): 3 clusters Score: Raw -2638557.036808 + Penalty 4755.285336 = -2633801.751473 nChanged 183 SP:Iteration 22Q (84114.830000 sec): 3 clusters Score: Raw -2638651.267545 + Penalty 4755.285336 = -2633895.982210 nChanged 167 SP:Iteration 23Q (84115.120000 sec): 3 clusters Score: Raw -2638738.953458 + Penalty 4755.285336 = -2633983.668122 nChanged 148 SP:Iteration 24Q (84115.410000 sec): 3 clusters Score: Raw -2638808.464977 + Penalty 4755.285336 = -2634053.179641 nChanged 162 SP:Iteration 25Q (84115.720000 sec): 3 clusters Score: Raw -2638875.639683 + Penalty 4755.285336 = -2634120.354347 nChanged 107 SP:Iteration 26Q (84115.950000 sec): 3 clusters Score: Raw -2638916.735711 + Penalty 4755.285336 = -2634161.450375 nChanged 82 SP:Iteration 27Q (84116.260000 sec): 3 clusters Score: Raw -2638946.062140 + Penalty 4755.285336 = -2634190.776804 nChanged 69 SP:Iteration 28Q (84116.490000 sec): 3 clusters Score: Raw -2638969.927483 + Penalty 4755.285336 = -2634214.642147 nChanged 68 SP:Iteration 29Q (84116.770000 sec): 3 clusters Score: Raw -2638992.104564 + Penalty 4755.285336 = -2634236.819228 nChanged 61 SP:Iteration 30Q (84117.080000 sec): 3 clusters Score: Raw -2639012.245275 + Penalty 4755.285336 = -2634256.959940 nChanged 53 SP:Iteration 31Q (84117.390000 sec): 3 clusters Score: Raw -2639026.797941 + Penalty 4755.285336 = -2634271.512606 nChanged 43 SP:Iteration 32Q (84117.660000 sec): 3 clusters Score: Raw -2639036.854592 + Penalty 4755.285336 = -2634281.569256 nChanged 37 SP:Iteration 33Q (84117.900000 sec): 3 clusters Score: Raw -2639045.359997 + Penalty 4755.285336 = -2634290.074662 nChanged 25 SP:Iteration 34Q (84118.220000 sec): 3 clusters Score: Raw -2639051.292201 + Penalty 4755.285336 = -2634296.006865 nChanged 22 SP:Iteration 35Q (84118.450000 sec): 3 clusters Score: Raw -2639056.507545 + Penalty 4755.285336 = -2634301.222210 nChanged 21 SP:Iteration 36Q (84118.700000 sec): 3 clusters Score: Raw -2639061.603328 + Penalty 4755.285336 = -2634306.317992 nChanged 19 SP:Iteration 37Q (84118.960000 sec): 3 clusters Score: Raw -2639066.485540 + Penalty 4755.285336 = -2634311.200205 nChanged 17 SP:Iteration 38Q (84119.240000 sec): 3 clusters Score: Raw -2639069.657699 + Penalty 4755.285336 = -2634314.372363 nChanged 11 SP:Iteration 39Q (84119.520000 sec): 3 clusters Score: Raw -2639071.459785 + Penalty 4755.285336 = -2634316.174449 nChanged 8 SP:Iteration 40F (84119.790000 sec): 3 clusters Score: Raw -2639072.609198 + Penalty 4755.285336 = -2634317.323862 nChanged 4 SP:Iteration 41Q (84120.070000 sec): 3 clusters Score: Raw -2639073.180841 + Penalty 4755.285336 = -2634317.895505 nChanged 3 SP:Iteration 42Q (84120.340000 sec): 3 clusters Score: Raw -2639073.667261 + Penalty 4755.285336 = -2634318.381925 nChanged 2 SP:Iteration 43Q (84120.610000 sec): 3 clusters Score: Raw -2639073.881404 + Penalty 4755.285336 = -2634318.596069 nChanged 3 SP:Iteration 44Q (84120.860000 sec): 3 clusters Score: Raw -2639074.097100 + Penalty 4755.285336 = -2634318.811764 nChanged 3 SP:Iteration 45Q (84121.130000 sec): 3 clusters Score: Raw -2639074.422216 + Penalty 4755.285336 = -2634319.136880 nChanged 4 SP:Iteration 46Q (84121.400000 sec): 3 clusters Score: Raw -2639074.842522 + Penalty 4755.285336 = -2634319.557186 nChanged 5 SP:Iteration 47Q (84121.630000 sec): 3 clusters Score: Raw -2639075.463847 + Penalty 4755.285336 = -2634320.178511 nChanged 4 SP:Iteration 48Q (84121.910000 sec): 3 clusters Score: Raw -2639075.900402 + Penalty 4755.285336 = -2634320.615066 nChanged 1 SP:Iteration 49Q (84122.150000 sec): 3 clusters Score: Raw -2639076.204653 + Penalty 4755.285336 = -2634320.919318 nChanged 2 SP:Iteration 50Q (84122.410000 sec): 3 clusters Score: Raw -2639076.866579 + Penalty 4755.285336 = -2634321.581243 nChanged 4 SP:Iteration 51Q (84122.670000 sec): 3 clusters Score: Raw -2639077.618869 + Penalty 4755.285336 = -2634322.333533 nChanged 4 SP:Iteration 52Q (84122.980000 sec): 3 clusters Score: Raw -2639078.160418 + Penalty 4755.285336 = -2634322.875082 nChanged 0 SP:Iteration 53F (84123.270000 sec): 3 clusters Score: Raw -2639078.160418 + Penalty 4755.285336 = -2634322.875082 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84123.390000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84123.570000 sec): 3 clusters Score: Raw -70061.413059 + Penalty 3075.452550 = -66985.960509 nChanged 124 SP:Iteration 1F (84123.730000 sec): 3 clusters Score: Raw -70352.956812 + Penalty 3075.452550 = -67277.504262 nChanged 39 SP:Iteration 2F (84123.920000 sec): 3 clusters Score: Raw -70450.106813 + Penalty 3075.452550 = -67374.654262 nChanged 21 SP:Iteration 3Q (84124.090000 sec): 3 clusters Score: Raw -70510.679454 + Penalty 3075.452550 = -67435.226904 nChanged 20 SP:Iteration 4Q (84124.270000 sec): 3 clusters Score: Raw -70567.898986 + Penalty 3075.452550 = -67492.446436 nChanged 13 SP:Iteration 5Q (84124.490000 sec): 3 clusters Score: Raw -70631.642276 + Penalty 3075.452550 = -67556.189725 nChanged 12 SP:Iteration 6Q (84124.690000 sec): 3 clusters Score: Raw -70733.969399 + Penalty 3075.452550 = -67658.516849 nChanged 8 SP:Iteration 7Q (84124.930000 sec): 3 clusters Score: Raw -70767.278685 + Penalty 3075.452550 = -67691.826135 nChanged 7 SP:Iteration 8Q (84125.070000 sec): 3 clusters Score: Raw -70818.326617 + Penalty 3075.452550 = -67742.874067 nChanged 8 SP:Iteration 9Q (84125.330000 sec): 3 clusters Score: Raw -70849.847702 + Penalty 3075.452550 = -67774.395151 nChanged 7 SP:Iteration 10Q (84125.510000 sec): 3 clusters Score: Raw -70876.918160 + Penalty 3075.452550 = -67801.465610 nChanged 3 SP:Iteration 11Q (84125.660000 sec): 3 clusters Score: Raw -70883.928955 + Penalty 3075.452550 = -67808.476405 nChanged 2 SP:Iteration 12Q (84125.830000 sec): 3 clusters Score: Raw -70891.927619 + Penalty 3075.452550 = -67816.475069 nChanged 2 SP:Iteration 13Q (84126.030000 sec): 3 clusters Score: Raw -70895.786120 + Penalty 3075.452550 = -67820.333570 nChanged 0 SP:Iteration 14F (84126.180000 sec): 3 clusters Score: Raw -70895.786120 + Penalty 3075.452550 = -67820.333570 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84126.290000 sec): 2 clusters Score: Raw -154850.208894 + Penalty 1692.983215 = -153157.225679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84126.450000 sec): 3 clusters Score: Raw -154615.465302 + Penalty 3385.966431 = -151229.498871 nChanged 223 SP:Iteration 1F (84126.680000 sec): 3 clusters Score: Raw -154897.630383 + Penalty 3385.966431 = -151511.663952 nChanged 59 SP:Iteration 2F (84126.860000 sec): 3 clusters Score: Raw -154993.397703 + Penalty 3385.966431 = -151607.431272 nChanged 37 SP:Iteration 3Q (84127.020000 sec): 3 clusters Score: Raw -155042.911440 + Penalty 3385.966431 = -151656.945009 nChanged 17 SP:Iteration 4Q (84127.180000 sec): 3 clusters Score: Raw -155063.864961 + Penalty 3385.966431 = -151677.898530 nChanged 14 SP:Iteration 5Q (84127.350000 sec): 3 clusters Score: Raw -155089.452334 + Penalty 3385.966431 = -151703.485903 nChanged 10 SP:Iteration 6Q (84127.550000 sec): 3 clusters Score: Raw -155102.639328 + Penalty 3385.966431 = -151716.672897 nChanged 2 SP:Iteration 7Q (84127.740000 sec): 3 clusters Score: Raw -155105.065715 + Penalty 3385.966431 = -151719.099285 nChanged 3 SP:Iteration 8Q (84127.940000 sec): 3 clusters Score: Raw -155107.266277 + Penalty 3385.966431 = -151721.299846 nChanged 2 SP:Iteration 9Q (84128.130000 sec): 3 clusters Score: Raw -155109.140116 + Penalty 3385.966431 = -151723.173685 nChanged 0 SP:Iteration 10F (84128.340000 sec): 3 clusters Score: Raw -155109.140116 + Penalty 3385.966431 = -151723.173685 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84128.940000 sec): 2 clusters Score: Raw -17388306.473809 + Penalty 2842.019669 = -17385464.454141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84129.630000 sec): 3 clusters Score: Raw -17328048.551808 + Penalty 5684.039337 = -17322364.512471 nChanged 44639 SP:Iteration 1F (84130.370000 sec): 3 clusters Score: Raw -17353318.907484 + Penalty 5684.039337 = -17347634.868147 nChanged 3317 SP:Iteration 2Q (84131.130000 sec): 3 clusters Score: Raw -17354188.014077 + Penalty 5684.039337 = -17348503.974739 nChanged 3360 SP:Iteration 3Q (84131.870000 sec): 3 clusters Score: Raw -17355125.707656 + Penalty 5684.039337 = -17349441.668319 nChanged 3478 SP:Iteration 4Q (84132.570000 sec): 3 clusters Score: Raw -17356252.980559 + Penalty 5684.039337 = -17350568.941221 nChanged 3709 SP:Iteration 5Q (84133.270000 sec): 3 clusters Score: Raw -17357709.626102 + Penalty 5684.039337 = -17352025.586764 nChanged 4204 SP:Iteration 6Q (84133.950000 sec): 3 clusters Score: Raw -17359722.755146 + Penalty 5684.039337 = -17354038.715809 nChanged 4804 SP:Iteration 7F (84134.640000 sec): 3 clusters Score: Raw -17362482.543097 + Penalty 5684.039337 = -17356798.503760 nChanged 5375 SP:Iteration 8F (84135.370000 sec): 3 clusters Score: Raw -17366207.245015 + Penalty 5684.039337 = -17360523.205677 nChanged 5686 SP:Iteration 9F (84136.050000 sec): 3 clusters Score: Raw -17370683.539972 + Penalty 5684.039337 = -17364999.500635 nChanged 5333 SP:Iteration 10F (84136.780000 sec): 3 clusters Score: Raw -17374868.840701 + Penalty 5684.039337 = -17369184.801364 nChanged 4603 SP:Iteration 11Q (84137.510000 sec): 3 clusters Score: Raw -17377813.887750 + Penalty 5684.039337 = -17372129.848412 nChanged 3640 SP:Iteration 12Q (84138.210000 sec): 3 clusters Score: Raw -17379665.963330 + Penalty 5684.039337 = -17373981.923992 nChanged 2844 SP:Iteration 13Q (84138.850000 sec): 3 clusters Score: Raw -17380965.092062 + Penalty 5684.039337 = -17375281.052725 nChanged 2422 SP:Iteration 14Q (84139.560000 sec): 3 clusters Score: Raw -17382049.873391 + Penalty 5684.039337 = -17376365.834053 nChanged 2137 SP:Iteration 15Q (84140.190000 sec): 3 clusters Score: Raw -17382991.881169 + Penalty 5684.039337 = -17377307.841831 nChanged 1917 SP:Iteration 16Q (84140.870000 sec): 3 clusters Score: Raw -17383836.973766 + Penalty 5684.039337 = -17378152.934428 nChanged 1830 SP:Iteration 17Q (84141.510000 sec): 3 clusters Score: Raw -17384676.920219 + Penalty 5684.039337 = -17378992.880881 nChanged 1589 SP:Iteration 18Q (84142.130000 sec): 3 clusters Score: Raw -17385410.563471 + Penalty 5684.039337 = -17379726.524133 nChanged 1399 SP:Iteration 19Q (84142.720000 sec): 3 clusters Score: Raw -17386076.280244 + Penalty 5684.039337 = -17380392.240906 nChanged 1250 SP:Iteration 20F (84143.370000 sec): 3 clusters Score: Raw -17386690.854989 + Penalty 5684.039337 = -17381006.815651 nChanged 1020 SP:Iteration 21Q (84143.960000 sec): 3 clusters Score: Raw -17387167.472110 + Penalty 5684.039337 = -17381483.432772 nChanged 803 SP:Iteration 22Q (84144.520000 sec): 3 clusters Score: Raw -17387509.924436 + Penalty 5684.039337 = -17381825.885099 nChanged 639 SP:Iteration 23Q (84145.100000 sec): 3 clusters Score: Raw -17387765.032387 + Penalty 5684.039337 = -17382080.993050 nChanged 499 SP:Iteration 24Q (84145.720000 sec): 3 clusters Score: Raw -17387962.904052 + Penalty 5684.039337 = -17382278.864715 nChanged 410 SP:Iteration 25Q (84146.330000 sec): 3 clusters Score: Raw -17388129.220755 + Penalty 5684.039337 = -17382445.181417 nChanged 354 SP:Iteration 26Q (84146.950000 sec): 3 clusters Score: Raw -17388267.058892 + Penalty 5684.039337 = -17382583.019554 nChanged 303 SP:Iteration 27Q (84147.500000 sec): 3 clusters Score: Raw -17388381.477067 + Penalty 5684.039337 = -17382697.437729 nChanged 248 SP:Iteration 28Q (84148.090000 sec): 3 clusters Score: Raw -17388478.232786 + Penalty 5684.039337 = -17382794.193449 nChanged 212 SP:Iteration 29Q (84148.680000 sec): 3 clusters Score: Raw -17388555.369792 + Penalty 5684.039337 = -17382871.330455 nChanged 179 SP:Iteration 30Q (84149.330000 sec): 3 clusters Score: Raw -17388619.601743 + Penalty 5684.039337 = -17382935.562405 nChanged 141 SP:Iteration 31Q (84149.970000 sec): 3 clusters Score: Raw -17388677.482254 + Penalty 5684.039337 = -17382993.442917 nChanged 125 SP:Iteration 32Q (84150.610000 sec): 3 clusters Score: Raw -17388728.306729 + Penalty 5684.039337 = -17383044.267392 nChanged 101 SP:Iteration 33Q (84151.250000 sec): 3 clusters Score: Raw -17388771.577329 + Penalty 5684.039337 = -17383087.537991 nChanged 104 SP:Iteration 34Q (84151.860000 sec): 3 clusters Score: Raw -17388814.276259 + Penalty 5684.039337 = -17383130.236921 nChanged 75 SP:Iteration 35Q (84152.480000 sec): 3 clusters Score: Raw -17388844.263842 + Penalty 5684.039337 = -17383160.224504 nChanged 65 SP:Iteration 36Q (84153.050000 sec): 3 clusters Score: Raw -17388867.650019 + Penalty 5684.039337 = -17383183.610682 nChanged 58 SP:Iteration 37Q (84153.650000 sec): 3 clusters Score: Raw -17388888.214751 + Penalty 5684.039337 = -17383204.175414 nChanged 44 SP:Iteration 38Q (84154.300000 sec): 3 clusters Score: Raw -17388903.394214 + Penalty 5684.039337 = -17383219.354876 nChanged 38 SP:Iteration 39Q (84154.910000 sec): 3 clusters Score: Raw -17388916.904014 + Penalty 5684.039337 = -17383232.864677 nChanged 34 SP:Iteration 40F (84155.610000 sec): 3 clusters Score: Raw -17388929.172316 + Penalty 5684.039337 = -17383245.132979 nChanged 21 SP:Iteration 41Q (84156.210000 sec): 3 clusters Score: Raw -17388937.049747 + Penalty 5684.039337 = -17383253.010409 nChanged 19 SP:Iteration 42Q (84156.830000 sec): 3 clusters Score: Raw -17388943.495694 + Penalty 5684.039337 = -17383259.456357 nChanged 16 SP:Iteration 43Q (84157.450000 sec): 3 clusters Score: Raw -17388950.313796 + Penalty 5684.039337 = -17383266.274459 nChanged 25 SP:Iteration 44Q (84158.030000 sec): 3 clusters Score: Raw -17388959.036116 + Penalty 5684.039337 = -17383274.996779 nChanged 12 SP:Iteration 45Q (84158.640000 sec): 3 clusters Score: Raw -17388963.277376 + Penalty 5684.039337 = -17383279.238038 nChanged 13 SP:Iteration 46Q (84159.210000 sec): 3 clusters Score: Raw -17388966.930750 + Penalty 5684.039337 = -17383282.891413 nChanged 4 SP:Iteration 47Q (84159.830000 sec): 3 clusters Score: Raw -17388968.333801 + Penalty 5684.039337 = -17383284.294464 nChanged 6 SP:Iteration 48Q (84160.440000 sec): 3 clusters Score: Raw -17388969.719098 + Penalty 5684.039337 = -17383285.679760 nChanged 2 SP:Iteration 49Q (84161.020000 sec): 3 clusters Score: Raw -17388970.088637 + Penalty 5684.039337 = -17383286.049299 nChanged 2 SP:Iteration 50Q (84161.620000 sec): 3 clusters Score: Raw -17388970.582190 + Penalty 5684.039337 = -17383286.542853 nChanged 2 SP:Iteration 51Q (84162.170000 sec): 3 clusters Score: Raw -17388971.110945 + Penalty 5684.039337 = -17383287.071607 nChanged 5 SP:Iteration 52Q (84162.760000 sec): 3 clusters Score: Raw -17388972.655001 + Penalty 5684.039337 = -17383288.615664 nChanged 2 SP:Iteration 53Q (84163.360000 sec): 3 clusters Score: Raw -17388973.128965 + Penalty 5684.039337 = -17383289.089628 nChanged 4 SP:Iteration 54Q (84164.000000 sec): 3 clusters Score: Raw -17388974.323367 + Penalty 5684.039337 = -17383290.284030 nChanged 6 SP:Iteration 55Q (84164.630000 sec): 3 clusters Score: Raw -17388975.650605 + Penalty 5684.039337 = -17383291.611267 nChanged 5 SP:Iteration 56Q (84165.200000 sec): 3 clusters Score: Raw -17388976.896342 + Penalty 5684.039337 = -17383292.857004 nChanged 1 SP:Iteration 57Q (84165.850000 sec): 3 clusters Score: Raw -17388977.337414 + Penalty 5684.039337 = -17383293.298077 nChanged 1 SP:Iteration 58Q (84166.490000 sec): 3 clusters Score: Raw -17388977.737692 + Penalty 5684.039337 = -17383293.698354 nChanged 0 SP:Iteration 59F (84167.140000 sec): 3 clusters Score: Raw -17388977.737692 + Penalty 5684.039337 = -17383293.698354 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84167.310000 sec): 2 clusters Score: Raw -1553421.995826 + Penalty 2234.494505 = -1551187.501320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84167.550000 sec): 3 clusters Score: Raw -1549114.155818 + Penalty 4468.989011 = -1544645.166807 nChanged 3307 SP:Iteration 1F (84167.830000 sec): 3 clusters Score: Raw -1551078.598950 + Penalty 4468.989011 = -1546609.609939 nChanged 637 SP:Iteration 2F (84168.020000 sec): 3 clusters Score: Raw -1551559.997974 + Penalty 4468.989011 = -1547091.008963 nChanged 556 SP:Iteration 3F (84168.250000 sec): 3 clusters Score: Raw -1552010.820790 + Penalty 4468.989011 = -1547541.831779 nChanged 535 SP:Iteration 4F (84168.470000 sec): 3 clusters Score: Raw -1552515.511641 + Penalty 4468.989011 = -1548046.522630 nChanged 568 SP:Iteration 5F (84168.730000 sec): 3 clusters Score: Raw -1553042.133060 + Penalty 4468.989011 = -1548573.144050 nChanged 565 SP:Iteration 6F (84168.970000 sec): 3 clusters Score: Raw -1553598.345972 + Penalty 4468.989011 = -1549129.356961 nChanged 515 SP:Iteration 7F (84169.190000 sec): 3 clusters Score: Raw -1554107.370476 + Penalty 4468.989011 = -1549638.381465 nChanged 392 SP:Iteration 8Q (84169.420000 sec): 3 clusters Score: Raw -1554460.829551 + Penalty 4468.989011 = -1549991.840540 nChanged 304 SP:Iteration 9Q (84169.670000 sec): 3 clusters Score: Raw -1554734.572227 + Penalty 4468.989011 = -1550265.583216 nChanged 230 SP:Iteration 10Q (84169.950000 sec): 3 clusters Score: Raw -1554939.581740 + Penalty 4468.989011 = -1550470.592729 nChanged 171 SP:Iteration 11Q (84170.210000 sec): 3 clusters Score: Raw -1555070.924089 + Penalty 4468.989011 = -1550601.935078 nChanged 126 SP:Iteration 12Q (84170.430000 sec): 3 clusters Score: Raw -1555148.688644 + Penalty 4468.989011 = -1550679.699633 nChanged 94 SP:Iteration 13Q (84170.690000 sec): 3 clusters Score: Raw -1555202.554990 + Penalty 4468.989011 = -1550733.565979 nChanged 82 SP:Iteration 14Q (84170.910000 sec): 3 clusters Score: Raw -1555245.449780 + Penalty 4468.989011 = -1550776.460769 nChanged 78 SP:Iteration 15Q (84171.190000 sec): 3 clusters Score: Raw -1555272.910248 + Penalty 4468.989011 = -1550803.921237 nChanged 54 SP:Iteration 16Q (84171.410000 sec): 3 clusters Score: Raw -1555292.662683 + Penalty 4468.989011 = -1550823.673672 nChanged 44 SP:Iteration 17Q (84171.630000 sec): 3 clusters Score: Raw -1555310.593892 + Penalty 4468.989011 = -1550841.604881 nChanged 41 SP:Iteration 18Q (84171.840000 sec): 3 clusters Score: Raw -1555326.729778 + Penalty 4468.989011 = -1550857.740767 nChanged 40 SP:Iteration 19Q (84172.100000 sec): 3 clusters Score: Raw -1555341.527373 + Penalty 4468.989011 = -1550872.538362 nChanged 41 SP:Iteration 20F (84172.380000 sec): 3 clusters Score: Raw -1555352.961342 + Penalty 4468.989011 = -1550883.972331 nChanged 35 SP:Iteration 21Q (84172.580000 sec): 3 clusters Score: Raw -1555361.893410 + Penalty 4468.989011 = -1550892.904399 nChanged 26 SP:Iteration 22Q (84172.800000 sec): 3 clusters Score: Raw -1555369.454835 + Penalty 4468.989011 = -1550900.465824 nChanged 24 SP:Iteration 23Q (84173.070000 sec): 3 clusters Score: Raw -1555375.527654 + Penalty 4468.989011 = -1550906.538643 nChanged 23 SP:Iteration 24Q (84173.340000 sec): 3 clusters Score: Raw -1555380.300646 + Penalty 4468.989011 = -1550911.311635 nChanged 15 SP:Iteration 25Q (84173.590000 sec): 3 clusters Score: Raw -1555383.951647 + Penalty 4468.989011 = -1550914.962636 nChanged 11 SP:Iteration 26Q (84173.790000 sec): 3 clusters Score: Raw -1555386.293564 + Penalty 4468.989011 = -1550917.304553 nChanged 9 SP:Iteration 27Q (84174.030000 sec): 3 clusters Score: Raw -1555388.528915 + Penalty 4468.989011 = -1550919.539904 nChanged 7 SP:Iteration 28Q (84174.270000 sec): 3 clusters Score: Raw -1555389.631975 + Penalty 4468.989011 = -1550920.642964 nChanged 4 SP:Iteration 29Q (84174.560000 sec): 3 clusters Score: Raw -1555390.288874 + Penalty 4468.989011 = -1550921.299863 nChanged 2 SP:Iteration 30Q (84174.800000 sec): 3 clusters Score: Raw -1555390.663855 + Penalty 4468.989011 = -1550921.674844 nChanged 3 SP:Iteration 31Q (84174.990000 sec): 3 clusters Score: Raw -1555391.639945 + Penalty 4468.989011 = -1550922.650934 nChanged 7 SP:Iteration 32Q (84175.240000 sec): 3 clusters Score: Raw -1555393.160708 + Penalty 4468.989011 = -1550924.171697 nChanged 7 SP:Iteration 33Q (84175.500000 sec): 3 clusters Score: Raw -1555394.667038 + Penalty 4468.989011 = -1550925.678027 nChanged 8 SP:Iteration 34Q (84175.750000 sec): 3 clusters Score: Raw -1555396.542394 + Penalty 4468.989011 = -1550927.553383 nChanged 7 SP:Iteration 35Q (84175.930000 sec): 3 clusters Score: Raw -1555398.161777 + Penalty 4468.989011 = -1550929.172766 nChanged 5 SP:Iteration 36Q (84176.140000 sec): 3 clusters Score: Raw -1555399.469545 + Penalty 4468.989011 = -1550930.480534 nChanged 6 SP:Iteration 37Q (84176.370000 sec): 3 clusters Score: Raw -1555400.408579 + Penalty 4468.989011 = -1550931.419568 nChanged 6 SP:Iteration 38Q (84176.620000 sec): 3 clusters Score: Raw -1555401.195348 + Penalty 4468.989011 = -1550932.206337 nChanged 6 SP:Iteration 39Q (84176.860000 sec): 3 clusters Score: Raw -1555402.524565 + Penalty 4468.989011 = -1550933.535554 nChanged 5 SP:Iteration 40F (84177.100000 sec): 3 clusters Score: Raw -1555403.757799 + Penalty 4468.989011 = -1550934.768788 nChanged 4 SP:Iteration 41Q (84177.340000 sec): 3 clusters Score: Raw -1555404.702931 + Penalty 4468.989011 = -1550935.713920 nChanged 4 SP:Iteration 42Q (84177.550000 sec): 3 clusters Score: Raw -1555405.388182 + Penalty 4468.989011 = -1550936.399171 nChanged 4 SP:Iteration 43Q (84177.820000 sec): 3 clusters Score: Raw -1555406.060526 + Penalty 4468.989011 = -1550937.071515 nChanged 3 SP:Iteration 44Q (84178.010000 sec): 3 clusters Score: Raw -1555406.566894 + Penalty 4468.989011 = -1550937.577883 nChanged 2 SP:Iteration 45Q (84178.260000 sec): 3 clusters Score: Raw -1555406.869767 + Penalty 4468.989011 = -1550937.880756 nChanged 2 SP:Iteration 46Q (84178.510000 sec): 3 clusters Score: Raw -1555407.113652 + Penalty 4468.989011 = -1550938.124641 nChanged 1 SP:Iteration 47Q (84178.770000 sec): 3 clusters Score: Raw -1555407.315327 + Penalty 4468.989011 = -1550938.326316 nChanged 1 SP:Iteration 48Q (84178.980000 sec): 3 clusters Score: Raw -1555407.457814 + Penalty 4468.989011 = -1550938.468803 nChanged 0 SP:Iteration 49F (84179.210000 sec): 3 clusters Score: Raw -1555407.457814 + Penalty 4468.989011 = -1550938.468803 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84179.300000 sec): 2 clusters Score: Raw -111741.796714 + Penalty 1598.144552 = -110143.652162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84179.510000 sec): 3 clusters Score: Raw -111695.802109 + Penalty 3196.289103 = -108499.513006 nChanged 121 SP:Iteration 1F (84179.680000 sec): 3 clusters Score: Raw -111848.604584 + Penalty 3196.289103 = -108652.315480 nChanged 37 SP:Iteration 2F (84179.880000 sec): 3 clusters Score: Raw -111916.765644 + Penalty 3196.289103 = -108720.476541 nChanged 23 SP:Iteration 3Q (84180.030000 sec): 3 clusters Score: Raw -111967.685840 + Penalty 3196.289103 = -108771.396737 nChanged 19 SP:Iteration 4Q (84180.220000 sec): 3 clusters Score: Raw -112010.703442 + Penalty 3196.289103 = -108814.414339 nChanged 12 SP:Iteration 5Q (84180.380000 sec): 3 clusters Score: Raw -112039.186413 + Penalty 3196.289103 = -108842.897310 nChanged 13 SP:Iteration 6Q (84180.520000 sec): 3 clusters Score: Raw -112057.577874 + Penalty 3196.289103 = -108861.288771 nChanged 4 SP:Iteration 7Q (84180.680000 sec): 3 clusters Score: Raw -112064.860364 + Penalty 3196.289103 = -108868.571261 nChanged 3 SP:Iteration 8Q (84180.870000 sec): 3 clusters Score: Raw -112069.094924 + Penalty 3196.289103 = -108872.805820 nChanged 5 SP:Iteration 9Q (84181.020000 sec): 3 clusters Score: Raw -112083.805746 + Penalty 3196.289103 = -108887.516643 nChanged 15 SP:Iteration 10Q (84181.200000 sec): 3 clusters Score: Raw -112156.341208 + Penalty 3196.289103 = -108960.052105 nChanged 14 SP:Iteration 11Q (84181.360000 sec): 3 clusters Score: Raw -112196.209293 + Penalty 3196.289103 = -108999.920190 nChanged 12 SP:Iteration 12Q (84181.520000 sec): 3 clusters Score: Raw -112216.125534 + Penalty 3196.289103 = -109019.836431 nChanged 9 SP:Iteration 13Q (84181.720000 sec): 3 clusters Score: Raw -112232.790804 + Penalty 3196.289103 = -109036.501701 nChanged 9 SP:Iteration 14Q (84181.890000 sec): 3 clusters Score: Raw -112253.914355 + Penalty 3196.289103 = -109057.625252 nChanged 5 SP:Iteration 15Q (84182.020000 sec): 3 clusters Score: Raw -112261.108314 + Penalty 3196.289103 = -109064.819210 nChanged 1 SP:Iteration 16Q (84182.200000 sec): 3 clusters Score: Raw -112262.057095 + Penalty 3196.289103 = -109065.767992 nChanged 3 SP:Iteration 17Q (84182.380000 sec): 3 clusters Score: Raw -112267.063107 + Penalty 3196.289103 = -109070.774003 nChanged 4 SP:Iteration 18Q (84182.580000 sec): 3 clusters Score: Raw -112274.639203 + Penalty 3196.289103 = -109078.350099 nChanged 1 SP:Iteration 19Q (84182.760000 sec): 3 clusters Score: Raw -112276.760482 + Penalty 3196.289103 = -109080.471378 nChanged 0 SP:Iteration 20F (84182.960000 sec): 3 clusters Score: Raw -112278.729484 + Penalty 3196.289103 = -109082.440381 nChanged 1 SP:Iteration 21Q (84183.120000 sec): 3 clusters Score: Raw -112309.471812 + Penalty 3196.289103 = -109113.182709 nChanged 1 SP:Iteration 22Q (84183.300000 sec): 3 clusters Score: Raw -112312.800514 + Penalty 3196.289103 = -109116.511411 nChanged 2 SP:Iteration 23Q (84183.540000 sec): 3 clusters Score: Raw -112316.769345 + Penalty 3196.289103 = -109120.480242 nChanged 0 SP:Iteration 24F (84183.720000 sec): 3 clusters Score: Raw -112316.769345 + Penalty 3196.289103 = -109120.480242 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84183.840000 sec): 2 clusters Score: Raw -46161.939567 + Penalty 1445.578513 = -44716.361054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84184.030000 sec): 3 clusters Score: Raw -46295.544070 + Penalty 2891.157026 = -43404.387043 nChanged 68 SP:Iteration 1F (84184.210000 sec): 3 clusters Score: Raw -46491.256768 + Penalty 2891.157026 = -43600.099742 nChanged 27 SP:Iteration 2F (84184.380000 sec): 3 clusters Score: Raw -46572.128249 + Penalty 2891.157026 = -43680.971223 nChanged 7 SP:Iteration 3Q (84184.590000 sec): 3 clusters Score: Raw -46610.565363 + Penalty 2891.157026 = -43719.408336 nChanged 8 SP:Iteration 4Q (84184.760000 sec): 3 clusters Score: Raw -46650.430561 + Penalty 2891.157026 = -43759.273535 nChanged 7 SP:Iteration 5Q (84184.970000 sec): 3 clusters Score: Raw -46682.244605 + Penalty 2891.157026 = -43791.087578 nChanged 7 SP:Iteration 6Q (84185.140000 sec): 3 clusters Score: Raw -46708.003430 + Penalty 2891.157026 = -43816.846404 nChanged 5 SP:Iteration 7Q (84185.290000 sec): 3 clusters Score: Raw -46727.086235 + Penalty 2891.157026 = -43835.929209 nChanged 4 SP:Iteration 8Q (84185.480000 sec): 3 clusters Score: Raw -46746.195545 + Penalty 2891.157026 = -43855.038518 nChanged 1 SP:Iteration 9Q (84185.650000 sec): 3 clusters Score: Raw -46754.712293 + Penalty 2891.157026 = -43863.555267 nChanged 4 SP:Iteration 10Q (84185.840000 sec): 3 clusters Score: Raw -46777.743760 + Penalty 2891.157026 = -43886.586734 nChanged 3 SP:Iteration 11Q (84186.020000 sec): 3 clusters Score: Raw -46792.772448 + Penalty 2891.157026 = -43901.615421 nChanged 2 SP:Iteration 12Q (84186.180000 sec): 3 clusters Score: Raw -46801.278922 + Penalty 2891.157026 = -43910.121896 nChanged 2 SP:Iteration 13Q (84186.350000 sec): 3 clusters Score: Raw -46823.641311 + Penalty 2891.157026 = -43932.484285 nChanged 2 SP:Iteration 14Q (84186.510000 sec): 3 clusters Score: Raw -46829.883166 + Penalty 2891.157026 = -43938.726139 nChanged 0 SP:Iteration 15F (84186.680000 sec): 3 clusters Score: Raw -46829.883166 + Penalty 2891.157026 = -43938.726139 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84186.860000 sec): 2 clusters Score: Raw -3127906.083049 + Penalty 2414.531769 = -3125491.551280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84187.140000 sec): 3 clusters Score: Raw -3118153.384197 + Penalty 4829.063539 = -3113324.320659 nChanged 7466 SP:Iteration 1F (84187.390000 sec): 3 clusters Score: Raw -3122453.802706 + Penalty 4829.063539 = -3117624.739167 nChanged 1240 SP:Iteration 2F (84187.700000 sec): 3 clusters Score: Raw -3123283.399985 + Penalty 4829.063539 = -3118454.336446 nChanged 1242 SP:Iteration 3F (84187.980000 sec): 3 clusters Score: Raw -3124218.096960 + Penalty 4829.063539 = -3119389.033421 nChanged 1312 SP:Iteration 4F (84188.260000 sec): 3 clusters Score: Raw -3125251.304429 + Penalty 4829.063539 = -3120422.240890 nChanged 1263 SP:Iteration 5F (84188.530000 sec): 3 clusters Score: Raw -3126216.972680 + Penalty 4829.063539 = -3121387.909142 nChanged 1042 SP:Iteration 6F (84188.870000 sec): 3 clusters Score: Raw -3126921.774158 + Penalty 4829.063539 = -3122092.710620 nChanged 760 SP:Iteration 7Q (84189.150000 sec): 3 clusters Score: Raw -3127364.534780 + Penalty 4829.063539 = -3122535.471241 nChanged 503 SP:Iteration 8Q (84189.480000 sec): 3 clusters Score: Raw -3127608.417682 + Penalty 4829.063539 = -3122779.354143 nChanged 365 SP:Iteration 9Q (84189.810000 sec): 3 clusters Score: Raw -3127778.227705 + Penalty 4829.063539 = -3122949.164166 nChanged 322 SP:Iteration 10Q (84190.180000 sec): 3 clusters Score: Raw -3127938.533531 + Penalty 4829.063539 = -3123109.469993 nChanged 279 SP:Iteration 11Q (84190.500000 sec): 3 clusters Score: Raw -3128072.423680 + Penalty 4829.063539 = -3123243.360141 nChanged 243 SP:Iteration 12Q (84190.820000 sec): 3 clusters Score: Raw -3128200.328576 + Penalty 4829.063539 = -3123371.265038 nChanged 244 SP:Iteration 13Q (84191.120000 sec): 3 clusters Score: Raw -3128338.383668 + Penalty 4829.063539 = -3123509.320129 nChanged 201 SP:Iteration 14Q (84191.450000 sec): 3 clusters Score: Raw -3128444.250656 + Penalty 4829.063539 = -3123615.187117 nChanged 166 SP:Iteration 15Q (84191.750000 sec): 3 clusters Score: Raw -3128538.321566 + Penalty 4829.063539 = -3123709.258028 nChanged 144 SP:Iteration 16Q (84192.040000 sec): 3 clusters Score: Raw -3128626.318901 + Penalty 4829.063539 = -3123797.255363 nChanged 136 SP:Iteration 17Q (84192.340000 sec): 3 clusters Score: Raw -3128702.994128 + Penalty 4829.063539 = -3123873.930589 nChanged 90 SP:Iteration 18Q (84192.670000 sec): 3 clusters Score: Raw -3128764.042866 + Penalty 4829.063539 = -3123934.979328 nChanged 73 SP:Iteration 19Q (84192.940000 sec): 3 clusters Score: Raw -3128814.431242 + Penalty 4829.063539 = -3123985.367704 nChanged 68 SP:Iteration 20F (84193.280000 sec): 3 clusters Score: Raw -3128861.667507 + Penalty 4829.063539 = -3124032.603969 nChanged 56 SP:Iteration 21Q (84193.600000 sec): 3 clusters Score: Raw -3128896.730276 + Penalty 4829.063539 = -3124067.666737 nChanged 46 SP:Iteration 22Q (84193.880000 sec): 3 clusters Score: Raw -3128921.920556 + Penalty 4829.063539 = -3124092.857018 nChanged 36 SP:Iteration 23Q (84194.160000 sec): 3 clusters Score: Raw -3128943.621695 + Penalty 4829.063539 = -3124114.558156 nChanged 48 SP:Iteration 24Q (84194.460000 sec): 3 clusters Score: Raw -3128967.421947 + Penalty 4829.063539 = -3124138.358409 nChanged 32 SP:Iteration 25Q (84194.800000 sec): 3 clusters Score: Raw -3128982.350805 + Penalty 4829.063539 = -3124153.287266 nChanged 30 SP:Iteration 26Q (84195.070000 sec): 3 clusters Score: Raw -3128995.140834 + Penalty 4829.063539 = -3124166.077296 nChanged 18 SP:Iteration 27Q (84195.370000 sec): 3 clusters Score: Raw -3129002.303210 + Penalty 4829.063539 = -3124173.239672 nChanged 17 SP:Iteration 28Q (84195.610000 sec): 3 clusters Score: Raw -3129007.809328 + Penalty 4829.063539 = -3124178.745789 nChanged 12 SP:Iteration 29Q (84195.910000 sec): 3 clusters Score: Raw -3129011.216051 + Penalty 4829.063539 = -3124182.152512 nChanged 5 SP:Iteration 30Q (84196.180000 sec): 3 clusters Score: Raw -3129012.875577 + Penalty 4829.063539 = -3124183.812038 nChanged 7 SP:Iteration 31Q (84196.490000 sec): 3 clusters Score: Raw -3129014.641085 + Penalty 4829.063539 = -3124185.577547 nChanged 4 SP:Iteration 32Q (84196.740000 sec): 3 clusters Score: Raw -3129016.489138 + Penalty 4829.063539 = -3124187.425600 nChanged 4 SP:Iteration 33Q (84197.040000 sec): 3 clusters Score: Raw -3129017.306335 + Penalty 4829.063539 = -3124188.242796 nChanged 2 SP:Iteration 34Q (84197.370000 sec): 3 clusters Score: Raw -3129018.122758 + Penalty 4829.063539 = -3124189.059220 nChanged 1 SP:Iteration 35Q (84197.640000 sec): 3 clusters Score: Raw -3129018.550776 + Penalty 4829.063539 = -3124189.487237 nChanged 0 SP:Iteration 36F (84197.890000 sec): 3 clusters Score: Raw -3129018.550776 + Penalty 4829.063539 = -3124189.487237 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84198.020000 sec): 2 clusters Score: Raw -53576.235527 + Penalty 1441.904372 = -52134.331155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84198.230000 sec): 3 clusters Score: Raw -53838.312822 + Penalty 2883.808744 = -50954.504078 nChanged 74 SP:Iteration 1F (84198.410000 sec): 3 clusters Score: Raw -54243.273050 + Penalty 2883.808744 = -51359.464306 nChanged 43 SP:Iteration 2F (84198.570000 sec): 3 clusters Score: Raw -54614.956211 + Penalty 2883.808744 = -51731.147467 nChanged 24 SP:Iteration 3F (84198.780000 sec): 3 clusters Score: Raw -55017.739412 + Penalty 2883.808744 = -52133.930668 nChanged 15 SP:Iteration 4Q (84199.010000 sec): 3 clusters Score: Raw -55294.861757 + Penalty 2883.808744 = -52411.053013 nChanged 8 SP:Iteration 5Q (84199.160000 sec): 3 clusters Score: Raw -55368.576033 + Penalty 2883.808744 = -52484.767289 nChanged 1 SP:Iteration 6Q (84199.390000 sec): 3 clusters Score: Raw -55371.441954 + Penalty 2883.808744 = -52487.633210 nChanged 0 SP:Iteration 7F (84199.620000 sec): 3 clusters Score: Raw -55375.308665 + Penalty 2883.808744 = -52491.499921 nChanged 2 SP:Iteration 8Q (84199.800000 sec): 3 clusters Score: Raw -55390.079742 + Penalty 2883.808744 = -52506.270998 nChanged 0 SP:Iteration 9F (84200.000000 sec): 3 clusters Score: Raw -55390.079742 + Penalty 2883.808744 = -52506.270998 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84200.100000 sec): 2 clusters Score: Raw -171019.659563 + Penalty 1702.223241 = -169317.436322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84200.280000 sec): 3 clusters Score: Raw -170915.903276 + Penalty 3404.446482 = -167511.456794 nChanged 251 SP:Iteration 1F (84200.470000 sec): 3 clusters Score: Raw -171243.711742 + Penalty 3404.446482 = -167839.265260 nChanged 70 SP:Iteration 2F (84200.650000 sec): 3 clusters Score: Raw -171340.654355 + Penalty 3404.446482 = -167936.207873 nChanged 29 SP:Iteration 3Q (84200.800000 sec): 3 clusters Score: Raw -171408.364043 + Penalty 3404.446482 = -168003.917560 nChanged 19 SP:Iteration 4Q (84200.950000 sec): 3 clusters Score: Raw -171453.193578 + Penalty 3404.446482 = -168048.747096 nChanged 19 SP:Iteration 5Q (84201.200000 sec): 3 clusters Score: Raw -171489.000023 + Penalty 3404.446482 = -168084.553541 nChanged 9 SP:Iteration 6Q (84201.410000 sec): 3 clusters Score: Raw -171499.446560 + Penalty 3404.446482 = -168095.000078 nChanged 5 SP:Iteration 7Q (84201.530000 sec): 3 clusters Score: Raw -171512.033697 + Penalty 3404.446482 = -168107.587214 nChanged 5 SP:Iteration 8Q (84201.770000 sec): 3 clusters Score: Raw -171521.695073 + Penalty 3404.446482 = -168117.248591 nChanged 8 SP:Iteration 9Q (84201.910000 sec): 3 clusters Score: Raw -171529.597492 + Penalty 3404.446482 = -168125.151010 nChanged 10 SP:Iteration 10Q (84202.110000 sec): 3 clusters Score: Raw -171539.788518 + Penalty 3404.446482 = -168135.342036 nChanged 8 SP:Iteration 11Q (84202.260000 sec): 3 clusters Score: Raw -171551.251176 + Penalty 3404.446482 = -168146.804694 nChanged 5 SP:Iteration 12Q (84202.410000 sec): 3 clusters Score: Raw -171555.578487 + Penalty 3404.446482 = -168151.132005 nChanged 1 SP:Iteration 13Q (84202.570000 sec): 3 clusters Score: Raw -171556.430009 + Penalty 3404.446482 = -168151.983526 nChanged 2 SP:Iteration 14Q (84202.730000 sec): 3 clusters Score: Raw -171558.382165 + Penalty 3404.446482 = -168153.935683 nChanged 1 SP:Iteration 15Q (84202.910000 sec): 3 clusters Score: Raw -171559.711354 + Penalty 3404.446482 = -168155.264872 nChanged 2 SP:Iteration 16Q (84203.090000 sec): 3 clusters Score: Raw -171563.482634 + Penalty 3404.446482 = -168159.036152 nChanged 3 SP:Iteration 17Q (84203.270000 sec): 3 clusters Score: Raw -171566.663123 + Penalty 3404.446482 = -168162.216641 nChanged 1 SP:Iteration 18Q (84203.430000 sec): 3 clusters Score: Raw -171569.169024 + Penalty 3404.446482 = -168164.722542 nChanged 0 SP:Iteration 19F (84203.590000 sec): 3 clusters Score: Raw -171569.169024 + Penalty 3404.446482 = -168164.722542 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84203.720000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84203.880000 sec): 3 clusters Score: Raw -103127.010369 + Penalty 3193.124818 = -99933.885551 nChanged 131 SP:Iteration 1F (84204.040000 sec): 3 clusters Score: Raw -103398.242788 + Penalty 3193.124818 = -100205.117970 nChanged 34 SP:Iteration 2F (84204.140000 sec): 3 clusters Score: Raw -103479.444859 + Penalty 3193.124818 = -100286.320041 nChanged 24 SP:Iteration 3Q (84204.300000 sec): 3 clusters Score: Raw -103547.496957 + Penalty 3193.124818 = -100354.372139 nChanged 17 SP:Iteration 4Q (84204.450000 sec): 3 clusters Score: Raw -103587.417051 + Penalty 3193.124818 = -100394.292233 nChanged 6 SP:Iteration 5Q (84204.630000 sec): 3 clusters Score: Raw -103607.179623 + Penalty 3193.124818 = -100414.054805 nChanged 10 SP:Iteration 6Q (84204.800000 sec): 3 clusters Score: Raw -103670.202642 + Penalty 3193.124818 = -100477.077823 nChanged 8 SP:Iteration 7Q (84204.950000 sec): 3 clusters Score: Raw -103707.315392 + Penalty 3193.124818 = -100514.190573 nChanged 9 SP:Iteration 8Q (84205.120000 sec): 3 clusters Score: Raw -103729.848876 + Penalty 3193.124818 = -100536.724058 nChanged 3 SP:Iteration 9Q (84205.300000 sec): 3 clusters Score: Raw -103736.648126 + Penalty 3193.124818 = -100543.523308 nChanged 2 SP:Iteration 10Q (84205.540000 sec): 3 clusters Score: Raw -103740.153240 + Penalty 3193.124818 = -100547.028421 nChanged 4 SP:Iteration 11Q (84205.740000 sec): 3 clusters Score: Raw -103749.973363 + Penalty 3193.124818 = -100556.848545 nChanged 5 SP:Iteration 12Q (84205.960000 sec): 3 clusters Score: Raw -103768.769079 + Penalty 3193.124818 = -100575.644261 nChanged 8 SP:Iteration 13Q (84206.170000 sec): 3 clusters Score: Raw -103800.019565 + Penalty 3193.124818 = -100606.894747 nChanged 13 SP:Iteration 14Q (84206.380000 sec): 3 clusters Score: Raw -103834.377225 + Penalty 3193.124818 = -100641.252407 nChanged 9 SP:Iteration 15Q (84206.570000 sec): 3 clusters Score: Raw -103876.763756 + Penalty 3193.124818 = -100683.638938 nChanged 5 SP:Iteration 16Q (84206.720000 sec): 3 clusters Score: Raw -103903.321671 + Penalty 3193.124818 = -100710.196852 nChanged 6 SP:Iteration 17Q (84206.880000 sec): 3 clusters Score: Raw -103934.250357 + Penalty 3193.124818 = -100741.125538 nChanged 8 SP:Iteration 18Q (84207.050000 sec): 3 clusters Score: Raw -103971.899183 + Penalty 3193.124818 = -100778.774365 nChanged 11 SP:Iteration 19Q (84207.230000 sec): 3 clusters Score: Raw -104020.370630 + Penalty 3193.124818 = -100827.245811 nChanged 9 SP:Iteration 20F (84207.440000 sec): 3 clusters Score: Raw -104071.943808 + Penalty 3193.124818 = -100878.818989 nChanged 12 SP:Iteration 21Q (84207.610000 sec): 3 clusters Score: Raw -104108.321708 + Penalty 3193.124818 = -100915.196890 nChanged 10 SP:Iteration 22Q (84207.780000 sec): 3 clusters Score: Raw -104140.981990 + Penalty 3193.124818 = -100947.857172 nChanged 8 SP:Iteration 23Q (84207.980000 sec): 3 clusters Score: Raw -104165.753808 + Penalty 3193.124818 = -100972.628989 nChanged 11 SP:Iteration 24Q (84208.170000 sec): 3 clusters Score: Raw -104199.964050 + Penalty 3193.124818 = -101006.839232 nChanged 10 SP:Iteration 25Q (84208.380000 sec): 3 clusters Score: Raw -104227.387136 + Penalty 3193.124818 = -101034.262318 nChanged 11 SP:Iteration 26Q (84208.630000 sec): 3 clusters Score: Raw -104260.312070 + Penalty 3193.124818 = -101067.187252 nChanged 8 SP:Iteration 27Q (84208.840000 sec): 3 clusters Score: Raw -104285.755584 + Penalty 3193.124818 = -101092.630765 nChanged 4 SP:Iteration 28Q (84208.990000 sec): 3 clusters Score: Raw -104294.382836 + Penalty 3193.124818 = -101101.258018 nChanged 1 SP:Iteration 29Q (84209.160000 sec): 3 clusters Score: Raw -104296.006504 + Penalty 3193.124818 = -101102.881685 nChanged 0 SP:Iteration 30F (84209.330000 sec): 3 clusters Score: Raw -104296.006504 + Penalty 3193.124818 = -101102.881685 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84209.440000 sec): 2 clusters Score: Raw -684014.077946 + Penalty 2046.994130 = -681967.083816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84209.650000 sec): 3 clusters Score: Raw -682263.657243 + Penalty 4093.988261 = -678169.668982 nChanged 1426 SP:Iteration 1F (84209.860000 sec): 3 clusters Score: Raw -683077.653031 + Penalty 4093.988261 = -678983.664770 nChanged 284 SP:Iteration 2F (84210.040000 sec): 3 clusters Score: Raw -683263.288229 + Penalty 4093.988261 = -679169.299968 nChanged 200 SP:Iteration 3F (84210.280000 sec): 3 clusters Score: Raw -683418.082489 + Penalty 4093.988261 = -679324.094229 nChanged 166 SP:Iteration 4Q (84210.500000 sec): 3 clusters Score: Raw -683566.579312 + Penalty 4093.988261 = -679472.591051 nChanged 130 SP:Iteration 5Q (84210.710000 sec): 3 clusters Score: Raw -683685.674635 + Penalty 4093.988261 = -679591.686375 nChanged 128 SP:Iteration 6Q (84210.880000 sec): 3 clusters Score: Raw -683793.750671 + Penalty 4093.988261 = -679699.762410 nChanged 129 SP:Iteration 7Q (84211.070000 sec): 3 clusters Score: Raw -683889.792903 + Penalty 4093.988261 = -679795.804642 nChanged 126 SP:Iteration 8Q (84211.290000 sec): 3 clusters Score: Raw -683969.314633 + Penalty 4093.988261 = -679875.326372 nChanged 94 SP:Iteration 9Q (84211.450000 sec): 3 clusters Score: Raw -684028.710576 + Penalty 4093.988261 = -679934.722315 nChanged 73 SP:Iteration 10Q (84211.680000 sec): 3 clusters Score: Raw -684074.001039 + Penalty 4093.988261 = -679980.012779 nChanged 58 SP:Iteration 11Q (84211.900000 sec): 3 clusters Score: Raw -684103.430917 + Penalty 4093.988261 = -680009.442656 nChanged 55 SP:Iteration 12Q (84212.080000 sec): 3 clusters Score: Raw -684132.814306 + Penalty 4093.988261 = -680038.826045 nChanged 41 SP:Iteration 13Q (84212.250000 sec): 3 clusters Score: Raw -684148.936328 + Penalty 4093.988261 = -680054.948067 nChanged 33 SP:Iteration 14Q (84212.450000 sec): 3 clusters Score: Raw -684164.292119 + Penalty 4093.988261 = -680070.303858 nChanged 29 SP:Iteration 15Q (84212.680000 sec): 3 clusters Score: Raw -684178.572281 + Penalty 4093.988261 = -680084.584020 nChanged 38 SP:Iteration 16Q (84212.880000 sec): 3 clusters Score: Raw -684205.908378 + Penalty 4093.988261 = -680111.920117 nChanged 57 SP:Iteration 17Q (84213.050000 sec): 3 clusters Score: Raw -684243.133728 + Penalty 4093.988261 = -680149.145467 nChanged 66 SP:Iteration 18Q (84213.250000 sec): 3 clusters Score: Raw -684283.777971 + Penalty 4093.988261 = -680189.789710 nChanged 58 SP:Iteration 19Q (84213.480000 sec): 3 clusters Score: Raw -684324.339274 + Penalty 4093.988261 = -680230.351013 nChanged 72 SP:Iteration 20F (84213.660000 sec): 3 clusters Score: Raw -684373.232207 + Penalty 4093.988261 = -680279.243946 nChanged 85 SP:Iteration 21Q (84213.860000 sec): 3 clusters Score: Raw -684450.829417 + Penalty 4093.988261 = -680356.841156 nChanged 88 SP:Iteration 22Q (84214.070000 sec): 3 clusters Score: Raw -684523.183790 + Penalty 4093.988261 = -680429.195529 nChanged 78 SP:Iteration 23Q (84214.270000 sec): 3 clusters Score: Raw -684591.929897 + Penalty 4093.988261 = -680497.941636 nChanged 77 SP:Iteration 24Q (84214.500000 sec): 3 clusters Score: Raw -684654.473474 + Penalty 4093.988261 = -680560.485213 nChanged 59 SP:Iteration 25Q (84214.750000 sec): 3 clusters Score: Raw -684698.489497 + Penalty 4093.988261 = -680604.501236 nChanged 49 SP:Iteration 26Q (84215.000000 sec): 3 clusters Score: Raw -684736.949278 + Penalty 4093.988261 = -680642.961017 nChanged 41 SP:Iteration 27Q (84215.200000 sec): 3 clusters Score: Raw -684761.850274 + Penalty 4093.988261 = -680667.862013 nChanged 30 SP:Iteration 28Q (84215.490000 sec): 3 clusters Score: Raw -684780.936892 + Penalty 4093.988261 = -680686.948631 nChanged 29 SP:Iteration 29Q (84215.740000 sec): 3 clusters Score: Raw -684797.521635 + Penalty 4093.988261 = -680703.533374 nChanged 23 SP:Iteration 30Q (84215.930000 sec): 3 clusters Score: Raw -684812.098807 + Penalty 4093.988261 = -680718.110546 nChanged 25 SP:Iteration 31Q (84216.180000 sec): 3 clusters Score: Raw -684830.086363 + Penalty 4093.988261 = -680736.098102 nChanged 22 SP:Iteration 32Q (84216.380000 sec): 3 clusters Score: Raw -684842.827252 + Penalty 4093.988261 = -680748.838991 nChanged 19 SP:Iteration 33Q (84216.590000 sec): 3 clusters Score: Raw -684853.319698 + Penalty 4093.988261 = -680759.331437 nChanged 15 SP:Iteration 34Q (84216.800000 sec): 3 clusters Score: Raw -684861.475262 + Penalty 4093.988261 = -680767.487001 nChanged 8 SP:Iteration 35Q (84217.050000 sec): 3 clusters Score: Raw -684865.751535 + Penalty 4093.988261 = -680771.763274 nChanged 9 SP:Iteration 36Q (84217.260000 sec): 3 clusters Score: Raw -684869.313680 + Penalty 4093.988261 = -680775.325419 nChanged 2 SP:Iteration 37Q (84217.480000 sec): 3 clusters Score: Raw -684869.874052 + Penalty 4093.988261 = -680775.885791 nChanged 2 SP:Iteration 38Q (84217.680000 sec): 3 clusters Score: Raw -684870.932273 + Penalty 4093.988261 = -680776.944012 nChanged 3 SP:Iteration 39Q (84217.890000 sec): 3 clusters Score: Raw -684871.694967 + Penalty 4093.988261 = -680777.706706 nChanged 2 SP:Iteration 40F (84218.100000 sec): 3 clusters Score: Raw -684872.848065 + Penalty 4093.988261 = -680778.859804 nChanged 2 SP:Iteration 41Q (84218.330000 sec): 3 clusters Score: Raw -684873.365560 + Penalty 4093.988261 = -680779.377299 nChanged 2 SP:Iteration 42Q (84218.500000 sec): 3 clusters Score: Raw -684873.826863 + Penalty 4093.988261 = -680779.838602 nChanged 0 SP:Iteration 43F (84218.730000 sec): 3 clusters Score: Raw -684873.826863 + Penalty 4093.988261 = -680779.838602 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84218.840000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84219.040000 sec): 3 clusters Score: Raw -107587.266559 + Penalty 3190.738286 = -104396.528273 nChanged 164 SP:Iteration 1F (84219.240000 sec): 3 clusters Score: Raw -108021.413914 + Penalty 3190.738286 = -104830.675628 nChanged 60 SP:Iteration 2F (84219.390000 sec): 3 clusters Score: Raw -108277.379714 + Penalty 3190.738286 = -105086.641428 nChanged 43 SP:Iteration 3F (84219.580000 sec): 3 clusters Score: Raw -108561.420030 + Penalty 3190.738286 = -105370.681744 nChanged 25 SP:Iteration 4Q (84219.800000 sec): 3 clusters Score: Raw -108699.425150 + Penalty 3190.738286 = -105508.686864 nChanged 11 SP:Iteration 5Q (84219.980000 sec): 3 clusters Score: Raw -108753.878091 + Penalty 3190.738286 = -105563.139805 nChanged 12 SP:Iteration 6Q (84220.190000 sec): 3 clusters Score: Raw -108810.536986 + Penalty 3190.738286 = -105619.798700 nChanged 8 SP:Iteration 7Q (84220.430000 sec): 3 clusters Score: Raw -108837.813382 + Penalty 3190.738286 = -105647.075096 nChanged 5 SP:Iteration 8Q (84220.560000 sec): 3 clusters Score: Raw -108866.719400 + Penalty 3190.738286 = -105675.981114 nChanged 2 SP:Iteration 9Q (84220.750000 sec): 3 clusters Score: Raw -108872.886286 + Penalty 3190.738286 = -105682.148000 nChanged 1 SP:Iteration 10Q (84220.950000 sec): 3 clusters Score: Raw -108879.627376 + Penalty 3190.738286 = -105688.889090 nChanged 1 SP:Iteration 11Q (84221.170000 sec): 3 clusters Score: Raw -108885.882400 + Penalty 3190.738286 = -105695.144114 nChanged 1 SP:Iteration 12Q (84221.330000 sec): 3 clusters Score: Raw -108887.105144 + Penalty 3190.738286 = -105696.366858 nChanged 0 SP:Iteration 13F (84221.580000 sec): 3 clusters Score: Raw -108887.105144 + Penalty 3190.738286 = -105696.366858 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84221.670000 sec): 2 clusters Score: Raw -61062.305281 + Penalty 1464.529738 = -59597.775543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84221.860000 sec): 3 clusters Score: Raw -61187.069882 + Penalty 2929.059477 = -58258.010405 nChanged 46 SP:Iteration 1F (84222.110000 sec): 3 clusters Score: Raw -61332.669408 + Penalty 2929.059477 = -58403.609932 nChanged 22 SP:Iteration 2F (84222.240000 sec): 3 clusters Score: Raw -61434.832220 + Penalty 2929.059477 = -58505.772743 nChanged 19 SP:Iteration 3F (84222.480000 sec): 3 clusters Score: Raw -61556.242199 + Penalty 2929.059477 = -58627.182723 nChanged 13 SP:Iteration 4Q (84222.680000 sec): 3 clusters Score: Raw -61632.677021 + Penalty 2929.059477 = -58703.617544 nChanged 14 SP:Iteration 5Q (84222.860000 sec): 3 clusters Score: Raw -61754.808748 + Penalty 2929.059477 = -58825.749271 nChanged 16 SP:Iteration 6Q (84223.070000 sec): 3 clusters Score: Raw -61895.782726 + Penalty 2929.059477 = -58966.723249 nChanged 10 SP:Iteration 7Q (84223.260000 sec): 3 clusters Score: Raw -62164.787383 + Penalty 2929.059477 = -59235.727906 nChanged 9 SP:Iteration 8Q (84223.450000 sec): 3 clusters Score: Raw -62240.636539 + Penalty 2929.059477 = -59311.577062 nChanged 6 SP:Iteration 9Q (84223.600000 sec): 3 clusters Score: Raw -62279.540179 + Penalty 2929.059477 = -59350.480702 nChanged 4 SP:Iteration 10Q (84223.830000 sec): 3 clusters Score: Raw -62303.626323 + Penalty 2929.059477 = -59374.566846 nChanged 4 SP:Iteration 11Q (84224.030000 sec): 3 clusters Score: Raw -62328.470759 + Penalty 2929.059477 = -59399.411282 nChanged 1 SP:Iteration 12Q (84224.210000 sec): 3 clusters Score: Raw -62337.223944 + Penalty 2929.059477 = -59408.164468 nChanged 1 SP:Iteration 13Q (84224.360000 sec): 3 clusters Score: Raw -62339.974269 + Penalty 2929.059477 = -59410.914793 nChanged 0 SP:Iteration 14F (84224.490000 sec): 3 clusters Score: Raw -62340.558453 + Penalty 2929.059477 = -59411.498976 nChanged 1 SP:Iteration 15Q (84224.650000 sec): 3 clusters Score: Raw -62345.002665 + Penalty 2929.059477 = -59415.943188 nChanged 0 SP:Iteration 16F (84224.860000 sec): 3 clusters Score: Raw -62345.002665 + Penalty 2929.059477 = -59415.943188 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84224.980000 sec): 2 clusters Score: Raw -22303.424427 + Penalty 1362.279238 = -20941.145189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84225.100000 sec): 3 clusters Score: Raw -22569.394138 + Penalty 2724.558476 = -19844.835662 nChanged 46 SP:Iteration 1F (84225.290000 sec): 3 clusters Score: Raw -22752.625696 + Penalty 2724.558476 = -20028.067221 nChanged 14 SP:Iteration 2F (84225.430000 sec): 3 clusters Score: Raw -22837.694610 + Penalty 2724.558476 = -20113.136134 nChanged 10 SP:Iteration 3Q (84225.630000 sec): 3 clusters Score: Raw -22888.348103 + Penalty 2724.558476 = -20163.789627 nChanged 5 SP:Iteration 4Q (84225.780000 sec): 3 clusters Score: Raw -22901.706645 + Penalty 2724.558476 = -20177.148169 nChanged 7 SP:Iteration 5Q (84225.980000 sec): 3 clusters Score: Raw -22933.344403 + Penalty 2724.558476 = -20208.785927 nChanged 2 SP:Iteration 6Q (84226.170000 sec): 3 clusters Score: Raw -22960.053960 + Penalty 2724.558476 = -20235.495484 nChanged 2 SP:Iteration 7Q (84226.320000 sec): 3 clusters Score: Raw -22986.305790 + Penalty 2724.558476 = -20261.747314 nChanged 6 SP:Iteration 8Q (84226.530000 sec): 3 clusters Score: Raw -23040.405349 + Penalty 2724.558476 = -20315.846873 nChanged 6 SP:Iteration 9Q (84226.740000 sec): 3 clusters Score: Raw -23078.769188 + Penalty 2724.558476 = -20354.210712 nChanged 3 SP:Iteration 10Q (84226.950000 sec): 3 clusters Score: Raw -23121.285320 + Penalty 2724.558476 = -20396.726844 nChanged 3 SP:Iteration 11Q (84227.150000 sec): 3 clusters Score: Raw -23129.216259 + Penalty 2724.558476 = -20404.657783 nChanged 0 SP:Iteration 12F (84227.330000 sec): 3 clusters Score: Raw -23129.216259 + Penalty 2724.558476 = -20404.657783 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84227.470000 sec): 2 clusters Score: Raw -358669.892703 + Penalty 1894.034128 = -356775.858575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84227.620000 sec): 3 clusters Score: Raw -357870.965552 + Penalty 3788.068257 = -354082.897295 nChanged 666 SP:Iteration 1F (84227.820000 sec): 3 clusters Score: Raw -358411.950131 + Penalty 3788.068257 = -354623.881874 nChanged 191 SP:Iteration 2F (84227.990000 sec): 3 clusters Score: Raw -358727.808047 + Penalty 3788.068257 = -354939.739791 nChanged 178 SP:Iteration 3F (84228.160000 sec): 3 clusters Score: Raw -359088.857791 + Penalty 3788.068257 = -355300.789535 nChanged 155 SP:Iteration 4F (84228.340000 sec): 3 clusters Score: Raw -359394.981173 + Penalty 3788.068257 = -355606.912916 nChanged 151 SP:Iteration 5F (84228.510000 sec): 3 clusters Score: Raw -359706.178372 + Penalty 3788.068257 = -355918.110115 nChanged 118 SP:Iteration 6F (84228.690000 sec): 3 clusters Score: Raw -359940.626376 + Penalty 3788.068257 = -356152.558119 nChanged 78 SP:Iteration 7Q (84228.900000 sec): 3 clusters Score: Raw -360080.960094 + Penalty 3788.068257 = -356292.891838 nChanged 61 SP:Iteration 8Q (84229.020000 sec): 3 clusters Score: Raw -360173.095115 + Penalty 3788.068257 = -356385.026858 nChanged 42 SP:Iteration 9Q (84229.240000 sec): 3 clusters Score: Raw -360227.328833 + Penalty 3788.068257 = -356439.260576 nChanged 35 SP:Iteration 10Q (84229.400000 sec): 3 clusters Score: Raw -360257.117368 + Penalty 3788.068257 = -356469.049111 nChanged 19 SP:Iteration 11Q (84229.580000 sec): 3 clusters Score: Raw -360272.059715 + Penalty 3788.068257 = -356483.991458 nChanged 20 SP:Iteration 12Q (84229.750000 sec): 3 clusters Score: Raw -360284.507922 + Penalty 3788.068257 = -356496.439665 nChanged 11 SP:Iteration 13Q (84229.930000 sec): 3 clusters Score: Raw -360291.134153 + Penalty 3788.068257 = -356503.065897 nChanged 10 SP:Iteration 14Q (84230.110000 sec): 3 clusters Score: Raw -360298.297231 + Penalty 3788.068257 = -356510.228974 nChanged 8 SP:Iteration 15Q (84230.270000 sec): 3 clusters Score: Raw -360304.213762 + Penalty 3788.068257 = -356516.145505 nChanged 7 SP:Iteration 16Q (84230.460000 sec): 3 clusters Score: Raw -360307.404968 + Penalty 3788.068257 = -356519.336711 nChanged 2 SP:Iteration 17Q (84230.620000 sec): 3 clusters Score: Raw -360308.457914 + Penalty 3788.068257 = -356520.389657 nChanged 3 SP:Iteration 18Q (84230.790000 sec): 3 clusters Score: Raw -360311.616289 + Penalty 3788.068257 = -356523.548032 nChanged 4 SP:Iteration 19Q (84231.000000 sec): 3 clusters Score: Raw -360313.779273 + Penalty 3788.068257 = -356525.711017 nChanged 4 SP:Iteration 20F (84231.140000 sec): 3 clusters Score: Raw -360316.132341 + Penalty 3788.068257 = -356528.064084 nChanged 2 SP:Iteration 21Q (84231.320000 sec): 3 clusters Score: Raw -360317.514363 + Penalty 3788.068257 = -356529.446106 nChanged 1 SP:Iteration 22Q (84231.540000 sec): 3 clusters Score: Raw -360317.872244 + Penalty 3788.068257 = -356529.803987 nChanged 1 SP:Iteration 23Q (84231.700000 sec): 3 clusters Score: Raw -360318.360016 + Penalty 3788.068257 = -356530.291759 nChanged 1 SP:Iteration 24Q (84231.860000 sec): 3 clusters Score: Raw -360318.865432 + Penalty 3788.068257 = -356530.797175 nChanged 2 SP:Iteration 25Q (84232.050000 sec): 3 clusters Score: Raw -360320.437281 + Penalty 3788.068257 = -356532.369024 nChanged 1 SP:Iteration 26Q (84232.260000 sec): 3 clusters Score: Raw -360321.006050 + Penalty 3788.068257 = -356532.937793 nChanged 0 SP:Iteration 27F (84232.410000 sec): 3 clusters Score: Raw -360321.006050 + Penalty 3788.068257 = -356532.937793 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84232.540000 sec): 2 clusters Score: Raw -13303.756824 + Penalty 1154.182167 = -12149.574657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84232.730000 sec): 3 clusters Score: Raw -14410.588407 + Penalty 2308.364334 = -12102.224073 nChanged 9 SP:Iteration 1F (84232.900000 sec): 3 clusters Score: Raw -14529.728785 + Penalty 2308.364334 = -12221.364452 nChanged 2 SP:Iteration 2Q (84233.090000 sec): 3 clusters Score: Raw -14565.218473 + Penalty 2308.364334 = -12256.854139 nChanged 2 SP:Iteration 3Q (84233.210000 sec): 3 clusters Score: Raw -14596.244461 + Penalty 2308.364334 = -12287.880127 nChanged 0 SP:Iteration 4F (84233.380000 sec): 3 clusters Score: Raw -14596.244461 + Penalty 2308.364334 = -12287.880127 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84233.520000 sec): 2 clusters Score: Raw -105563.298036 + Penalty 1622.533046 = -103940.764990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84233.720000 sec): 3 clusters Score: Raw -105658.306666 + Penalty 3245.066092 = -102413.240573 nChanged 185 SP:Iteration 1F (84233.900000 sec): 3 clusters Score: Raw -106090.463758 + Penalty 3245.066092 = -102845.397666 nChanged 54 SP:Iteration 2F (84234.060000 sec): 3 clusters Score: Raw -106271.577583 + Penalty 3245.066092 = -103026.511491 nChanged 25 SP:Iteration 3Q (84234.240000 sec): 3 clusters Score: Raw -106372.184451 + Penalty 3245.066092 = -103127.118359 nChanged 16 SP:Iteration 4Q (84234.410000 sec): 3 clusters Score: Raw -106406.178512 + Penalty 3245.066092 = -103161.112420 nChanged 14 SP:Iteration 5Q (84234.630000 sec): 3 clusters Score: Raw -106441.646415 + Penalty 3245.066092 = -103196.580322 nChanged 8 SP:Iteration 6Q (84234.820000 sec): 3 clusters Score: Raw -106460.151214 + Penalty 3245.066092 = -103215.085122 nChanged 4 SP:Iteration 7Q (84234.980000 sec): 3 clusters Score: Raw -106465.602761 + Penalty 3245.066092 = -103220.536668 nChanged 2 SP:Iteration 8Q (84235.190000 sec): 3 clusters Score: Raw -106467.972997 + Penalty 3245.066092 = -103222.906905 nChanged 1 SP:Iteration 9Q (84235.360000 sec): 3 clusters Score: Raw -106473.535777 + Penalty 3245.066092 = -103228.469684 nChanged 0 SP:Iteration 10F (84235.520000 sec): 3 clusters Score: Raw -106473.535777 + Penalty 3245.066092 = -103228.469684 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84235.750000 sec): 2 clusters Score: Raw -3797056.889115 + Penalty 2478.152645 = -3794578.736469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84236.030000 sec): 3 clusters Score: Raw -3784192.132679 + Penalty 4956.305291 = -3779235.827388 nChanged 9689 SP:Iteration 1F (84236.310000 sec): 3 clusters Score: Raw -3789386.789642 + Penalty 4956.305291 = -3784430.484351 nChanged 1153 SP:Iteration 2F (84236.620000 sec): 3 clusters Score: Raw -3789826.410213 + Penalty 4956.305291 = -3784870.104922 nChanged 1040 SP:Iteration 3Q (84236.970000 sec): 3 clusters Score: Raw -3790235.968066 + Penalty 4956.305291 = -3785279.662775 nChanged 943 SP:Iteration 4Q (84237.290000 sec): 3 clusters Score: Raw -3790601.178093 + Penalty 4956.305291 = -3785644.872803 nChanged 871 SP:Iteration 5Q (84237.570000 sec): 3 clusters Score: Raw -3790948.448412 + Penalty 4956.305291 = -3785992.143122 nChanged 871 SP:Iteration 6Q (84237.860000 sec): 3 clusters Score: Raw -3791322.952302 + Penalty 4956.305291 = -3786366.647011 nChanged 873 SP:Iteration 7Q (84238.220000 sec): 3 clusters Score: Raw -3791720.444367 + Penalty 4956.305291 = -3786764.139076 nChanged 860 SP:Iteration 8Q (84238.500000 sec): 3 clusters Score: Raw -3792152.217363 + Penalty 4956.305291 = -3787195.912072 nChanged 903 SP:Iteration 9Q (84238.830000 sec): 3 clusters Score: Raw -3792663.846225 + Penalty 4956.305291 = -3787707.540934 nChanged 970 SP:Iteration 10Q (84239.140000 sec): 3 clusters Score: Raw -3793282.709720 + Penalty 4956.305291 = -3788326.404429 nChanged 1014 SP:Iteration 11Q (84239.460000 sec): 3 clusters Score: Raw -3793972.824932 + Penalty 4956.305291 = -3789016.519642 nChanged 951 SP:Iteration 12Q (84239.760000 sec): 3 clusters Score: Raw -3794494.476254 + Penalty 4956.305291 = -3789538.170964 nChanged 733 SP:Iteration 13Q (84240.020000 sec): 3 clusters Score: Raw -3794760.752400 + Penalty 4956.305291 = -3789804.447109 nChanged 487 SP:Iteration 14Q (84240.380000 sec): 3 clusters Score: Raw -3794895.715651 + Penalty 4956.305291 = -3789939.410360 nChanged 334 SP:Iteration 15Q (84240.700000 sec): 3 clusters Score: Raw -3794965.337013 + Penalty 4956.305291 = -3790009.031722 nChanged 213 SP:Iteration 16Q (84240.980000 sec): 3 clusters Score: Raw -3794998.881877 + Penalty 4956.305291 = -3790042.576587 nChanged 147 SP:Iteration 17Q (84241.310000 sec): 3 clusters Score: Raw -3795022.270713 + Penalty 4956.305291 = -3790065.965422 nChanged 121 SP:Iteration 18Q (84241.640000 sec): 3 clusters Score: Raw -3795041.489773 + Penalty 4956.305291 = -3790085.184482 nChanged 106 SP:Iteration 19Q (84241.960000 sec): 3 clusters Score: Raw -3795057.963118 + Penalty 4956.305291 = -3790101.657827 nChanged 92 SP:Iteration 20F (84242.220000 sec): 3 clusters Score: Raw -3795068.950110 + Penalty 4956.305291 = -3790112.644820 nChanged 79 SP:Iteration 21Q (84242.560000 sec): 3 clusters Score: Raw -3795079.154468 + Penalty 4956.305291 = -3790122.849178 nChanged 85 SP:Iteration 22Q (84242.870000 sec): 3 clusters Score: Raw -3795092.201159 + Penalty 4956.305291 = -3790135.895868 nChanged 101 SP:Iteration 23Q (84243.210000 sec): 3 clusters Score: Raw -3795106.265588 + Penalty 4956.305291 = -3790149.960298 nChanged 77 SP:Iteration 24Q (84243.520000 sec): 3 clusters Score: Raw -3795115.651897 + Penalty 4956.305291 = -3790159.346606 nChanged 64 SP:Iteration 25Q (84243.860000 sec): 3 clusters Score: Raw -3795122.536717 + Penalty 4956.305291 = -3790166.231427 nChanged 60 SP:Iteration 26Q (84244.190000 sec): 3 clusters Score: Raw -3795128.427951 + Penalty 4956.305291 = -3790172.122661 nChanged 64 SP:Iteration 27Q (84244.530000 sec): 3 clusters Score: Raw -3795136.131409 + Penalty 4956.305291 = -3790179.826118 nChanged 57 SP:Iteration 28Q (84244.870000 sec): 3 clusters Score: Raw -3795142.973149 + Penalty 4956.305291 = -3790186.667858 nChanged 59 SP:Iteration 29Q (84245.170000 sec): 3 clusters Score: Raw -3795151.266665 + Penalty 4956.305291 = -3790194.961375 nChanged 65 SP:Iteration 30Q (84245.430000 sec): 3 clusters Score: Raw -3795159.441547 + Penalty 4956.305291 = -3790203.136257 nChanged 75 SP:Iteration 31Q (84245.680000 sec): 3 clusters Score: Raw -3795169.756260 + Penalty 4956.305291 = -3790213.450969 nChanged 83 SP:Iteration 32Q (84245.990000 sec): 3 clusters Score: Raw -3795181.286515 + Penalty 4956.305291 = -3790224.981225 nChanged 88 SP:Iteration 33Q (84246.350000 sec): 3 clusters Score: Raw -3795194.312626 + Penalty 4956.305291 = -3790238.007336 nChanged 84 SP:Iteration 34Q (84246.670000 sec): 3 clusters Score: Raw -3795206.414248 + Penalty 4956.305291 = -3790250.108957 nChanged 79 SP:Iteration 35Q (84247.010000 sec): 3 clusters Score: Raw -3795217.537487 + Penalty 4956.305291 = -3790261.232197 nChanged 90 SP:Iteration 36Q (84247.290000 sec): 3 clusters Score: Raw -3795231.996161 + Penalty 4956.305291 = -3790275.690871 nChanged 93 SP:Iteration 37Q (84247.580000 sec): 3 clusters Score: Raw -3795247.051460 + Penalty 4956.305291 = -3790290.746170 nChanged 98 SP:Iteration 38Q (84247.930000 sec): 3 clusters Score: Raw -3795263.058067 + Penalty 4956.305291 = -3790306.752776 nChanged 113 SP:Iteration 39Q (84248.230000 sec): 3 clusters Score: Raw -3795281.429636 + Penalty 4956.305291 = -3790325.124345 nChanged 104 SP:Iteration 40F (84248.510000 sec): 3 clusters Score: Raw -3795297.015262 + Penalty 4956.305291 = -3790340.709972 nChanged 103 SP:Iteration 41Q (84248.830000 sec): 3 clusters Score: Raw -3795313.792621 + Penalty 4956.305291 = -3790357.487331 nChanged 109 SP:Iteration 42Q (84249.150000 sec): 3 clusters Score: Raw -3795329.376442 + Penalty 4956.305291 = -3790373.071151 nChanged 108 SP:Iteration 43Q (84249.480000 sec): 3 clusters Score: Raw -3795344.929223 + Penalty 4956.305291 = -3790388.623932 nChanged 102 SP:Iteration 44Q (84249.750000 sec): 3 clusters Score: Raw -3795358.632808 + Penalty 4956.305291 = -3790402.327517 nChanged 95 SP:Iteration 45Q (84250.090000 sec): 3 clusters Score: Raw -3795371.831031 + Penalty 4956.305291 = -3790415.525741 nChanged 89 SP:Iteration 46Q (84250.390000 sec): 3 clusters Score: Raw -3795382.305338 + Penalty 4956.305291 = -3790426.000047 nChanged 65 SP:Iteration 47Q (84250.700000 sec): 3 clusters Score: Raw -3795390.414292 + Penalty 4956.305291 = -3790434.109001 nChanged 66 SP:Iteration 48Q (84251.050000 sec): 3 clusters Score: Raw -3795399.023395 + Penalty 4956.305291 = -3790442.718105 nChanged 66 SP:Iteration 49Q (84251.330000 sec): 3 clusters Score: Raw -3795406.800008 + Penalty 4956.305291 = -3790450.494717 nChanged 61 SP:Iteration 50Q (84251.670000 sec): 3 clusters Score: Raw -3795412.894754 + Penalty 4956.305291 = -3790456.589464 nChanged 40 SP:Iteration 51Q (84251.990000 sec): 3 clusters Score: Raw -3795416.397650 + Penalty 4956.305291 = -3790460.092359 nChanged 44 SP:Iteration 52Q (84252.310000 sec): 3 clusters Score: Raw -3795420.885616 + Penalty 4956.305291 = -3790464.580325 nChanged 42 SP:Iteration 53Q (84252.690000 sec): 3 clusters Score: Raw -3795425.156948 + Penalty 4956.305291 = -3790468.851657 nChanged 43 SP:Iteration 54Q (84252.960000 sec): 3 clusters Score: Raw -3795429.231142 + Penalty 4956.305291 = -3790472.925851 nChanged 39 SP:Iteration 55Q (84253.300000 sec): 3 clusters Score: Raw -3795433.117839 + Penalty 4956.305291 = -3790476.812549 nChanged 42 SP:Iteration 56Q (84253.610000 sec): 3 clusters Score: Raw -3795437.182481 + Penalty 4956.305291 = -3790480.877191 nChanged 44 SP:Iteration 57Q (84253.910000 sec): 3 clusters Score: Raw -3795441.352868 + Penalty 4956.305291 = -3790485.047578 nChanged 43 SP:Iteration 58Q (84254.180000 sec): 3 clusters Score: Raw -3795445.592503 + Penalty 4956.305291 = -3790489.287212 nChanged 46 SP:Iteration 59Q (84254.510000 sec): 3 clusters Score: Raw -3795451.083602 + Penalty 4956.305291 = -3790494.778311 nChanged 38 SP:Iteration 60F (84254.820000 sec): 3 clusters Score: Raw -3795455.169343 + Penalty 4956.305291 = -3790498.864052 nChanged 43 SP:Iteration 61Q (84255.130000 sec): 3 clusters Score: Raw -3795459.232405 + Penalty 4956.305291 = -3790502.927114 nChanged 32 SP:Iteration 62Q (84255.490000 sec): 3 clusters Score: Raw -3795462.128161 + Penalty 4956.305291 = -3790505.822870 nChanged 34 SP:Iteration 63Q (84255.790000 sec): 3 clusters Score: Raw -3795464.966345 + Penalty 4956.305291 = -3790508.661054 nChanged 22 SP:Iteration 64Q (84256.090000 sec): 3 clusters Score: Raw -3795466.754895 + Penalty 4956.305291 = -3790510.449605 nChanged 24 SP:Iteration 65Q (84256.410000 sec): 3 clusters Score: Raw -3795468.656309 + Penalty 4956.305291 = -3790512.351019 nChanged 26 SP:Iteration 66Q (84256.730000 sec): 3 clusters Score: Raw -3795470.848741 + Penalty 4956.305291 = -3790514.543450 nChanged 25 SP:Iteration 67Q (84257.060000 sec): 3 clusters Score: Raw -3795473.236732 + Penalty 4956.305291 = -3790516.931442 nChanged 28 SP:Iteration 68Q (84257.390000 sec): 3 clusters Score: Raw -3795475.742210 + Penalty 4956.305291 = -3790519.436919 nChanged 27 SP:Iteration 69Q (84257.680000 sec): 3 clusters Score: Raw -3795478.122836 + Penalty 4956.305291 = -3790521.817546 nChanged 29 SP:Iteration 70Q (84258.020000 sec): 3 clusters Score: Raw -3795480.456916 + Penalty 4956.305291 = -3790524.151626 nChanged 23 SP:Iteration 71Q (84258.340000 sec): 3 clusters Score: Raw -3795482.230513 + Penalty 4956.305291 = -3790525.925222 nChanged 20 SP:Iteration 72Q (84258.660000 sec): 3 clusters Score: Raw -3795484.013356 + Penalty 4956.305291 = -3790527.708065 nChanged 18 SP:Iteration 73Q (84259.010000 sec): 3 clusters Score: Raw -3795485.603388 + Penalty 4956.305291 = -3790529.298097 nChanged 19 SP:Iteration 74Q (84259.330000 sec): 3 clusters Score: Raw -3795486.927107 + Penalty 4956.305291 = -3790530.621817 nChanged 19 SP:Iteration 75Q (84259.630000 sec): 3 clusters Score: Raw -3795488.588309 + Penalty 4956.305291 = -3790532.283019 nChanged 20 SP:Iteration 76Q (84259.910000 sec): 3 clusters Score: Raw -3795490.367976 + Penalty 4956.305291 = -3790534.062685 nChanged 21 SP:Iteration 77Q (84260.250000 sec): 3 clusters Score: Raw -3795491.955670 + Penalty 4956.305291 = -3790535.650379 nChanged 19 SP:Iteration 78Q (84260.540000 sec): 3 clusters Score: Raw -3795493.782822 + Penalty 4956.305291 = -3790537.477532 nChanged 17 SP:Iteration 79Q (84260.850000 sec): 3 clusters Score: Raw -3795495.112953 + Penalty 4956.305291 = -3790538.807662 nChanged 21 SP:Iteration 80F (84261.130000 sec): 3 clusters Score: Raw -3795496.654130 + Penalty 4956.305291 = -3790540.348840 nChanged 18 SP:Iteration 81Q (84261.450000 sec): 3 clusters Score: Raw -3795498.300364 + Penalty 4956.305291 = -3790541.995073 nChanged 18 SP:Iteration 82Q (84261.770000 sec): 3 clusters Score: Raw -3795499.635864 + Penalty 4956.305291 = -3790543.330573 nChanged 18 SP:Iteration 83Q (84262.020000 sec): 3 clusters Score: Raw -3795501.209038 + Penalty 4956.305291 = -3790544.903748 nChanged 22 SP:Iteration 84Q (84262.330000 sec): 3 clusters Score: Raw -3795503.630104 + Penalty 4956.305291 = -3790547.324813 nChanged 24 SP:Iteration 85Q (84262.660000 sec): 3 clusters Score: Raw -3795505.656173 + Penalty 4956.305291 = -3790549.350882 nChanged 21 SP:Iteration 86Q (84262.950000 sec): 3 clusters Score: Raw -3795507.469857 + Penalty 4956.305291 = -3790551.164567 nChanged 20 SP:Iteration 87Q (84263.310000 sec): 3 clusters Score: Raw -3795509.445620 + Penalty 4956.305291 = -3790553.140329 nChanged 19 SP:Iteration 88Q (84263.600000 sec): 3 clusters Score: Raw -3795511.035347 + Penalty 4956.305291 = -3790554.730056 nChanged 22 SP:Iteration 89Q (84263.960000 sec): 3 clusters Score: Raw -3795512.829899 + Penalty 4956.305291 = -3790556.524608 nChanged 24 SP:Iteration 90Q (84264.270000 sec): 3 clusters Score: Raw -3795514.524017 + Penalty 4956.305291 = -3790558.218727 nChanged 23 SP:Iteration 91Q (84264.640000 sec): 3 clusters Score: Raw -3795516.201891 + Penalty 4956.305291 = -3790559.896600 nChanged 24 SP:Iteration 92Q (84264.910000 sec): 3 clusters Score: Raw -3795518.135117 + Penalty 4956.305291 = -3790561.829826 nChanged 19 SP:Iteration 93Q (84265.290000 sec): 3 clusters Score: Raw -3795519.847599 + Penalty 4956.305291 = -3790563.542308 nChanged 20 SP:Iteration 94Q (84265.630000 sec): 3 clusters Score: Raw -3795521.849625 + Penalty 4956.305291 = -3790565.544335 nChanged 21 SP:Iteration 95Q (84265.940000 sec): 3 clusters Score: Raw -3795523.732795 + Penalty 4956.305291 = -3790567.427504 nChanged 16 SP:Iteration 96Q (84266.240000 sec): 3 clusters Score: Raw -3795525.115013 + Penalty 4956.305291 = -3790568.809722 nChanged 20 SP:Iteration 97Q (84266.530000 sec): 3 clusters Score: Raw -3795526.930683 + Penalty 4956.305291 = -3790570.625392 nChanged 16 SP:Iteration 98Q (84266.820000 sec): 3 clusters Score: Raw -3795528.654689 + Penalty 4956.305291 = -3790572.349398 nChanged 24 SP:Iteration 99Q (84267.130000 sec): 3 clusters Score: Raw -3795530.761279 + Penalty 4956.305291 = -3790574.455988 nChanged 20 SP:Iteration 100F (84267.450000 sec): 3 clusters Score: Raw -3795532.327685 + Penalty 4956.305291 = -3790576.022395 nChanged 21 SP:Iteration 101Q (84267.780000 sec): 3 clusters Score: Raw -3795534.206706 + Penalty 4956.305291 = -3790577.901416 nChanged 23 SP:Iteration 102Q (84268.090000 sec): 3 clusters Score: Raw -3795536.057190 + Penalty 4956.305291 = -3790579.751899 nChanged 16 SP:Iteration 103Q (84268.460000 sec): 3 clusters Score: Raw -3795537.258806 + Penalty 4956.305291 = -3790580.953515 nChanged 22 SP:Iteration 104Q (84268.750000 sec): 3 clusters Score: Raw -3795538.885638 + Penalty 4956.305291 = -3790582.580347 nChanged 17 SP:Iteration 105Q (84269.030000 sec): 3 clusters Score: Raw -3795540.072385 + Penalty 4956.305291 = -3790583.767094 nChanged 14 SP:Iteration 106Q (84269.380000 sec): 3 clusters Score: Raw -3795540.979233 + Penalty 4956.305291 = -3790584.673943 nChanged 16 SP:Iteration 107Q (84269.690000 sec): 3 clusters Score: Raw -3795542.029535 + Penalty 4956.305291 = -3790585.724245 nChanged 16 SP:Iteration 108Q (84270.000000 sec): 3 clusters Score: Raw -3795543.176548 + Penalty 4956.305291 = -3790586.871258 nChanged 16 SP:Iteration 109Q (84270.310000 sec): 3 clusters Score: Raw -3795544.652054 + Penalty 4956.305291 = -3790588.346763 nChanged 19 SP:Iteration 110Q (84270.670000 sec): 3 clusters Score: Raw -3795546.244525 + Penalty 4956.305291 = -3790589.939235 nChanged 20 SP:Iteration 111Q (84270.980000 sec): 3 clusters Score: Raw -3795548.061752 + Penalty 4956.305291 = -3790591.756461 nChanged 19 SP:Iteration 112Q (84271.310000 sec): 3 clusters Score: Raw -3795549.442229 + Penalty 4956.305291 = -3790593.136939 nChanged 28 SP:Iteration 113Q (84271.620000 sec): 3 clusters Score: Raw -3795551.904667 + Penalty 4956.305291 = -3790595.599376 nChanged 17 SP:Iteration 114Q (84271.930000 sec): 3 clusters Score: Raw -3795553.400442 + Penalty 4956.305291 = -3790597.095151 nChanged 28 SP:Iteration 115Q (84272.270000 sec): 3 clusters Score: Raw -3795556.627737 + Penalty 4956.305291 = -3790600.322447 nChanged 43 SP:Iteration 116Q (84272.570000 sec): 3 clusters Score: Raw -3795561.167576 + Penalty 4956.305291 = -3790604.862285 nChanged 46 SP:Iteration 117Q (84272.820000 sec): 3 clusters Score: Raw -3795565.752331 + Penalty 4956.305291 = -3790609.447041 nChanged 43 SP:Iteration 118Q (84273.150000 sec): 3 clusters Score: Raw -3795570.220741 + Penalty 4956.305291 = -3790613.915451 nChanged 45 SP:Iteration 119Q (84273.460000 sec): 3 clusters Score: Raw -3795575.236546 + Penalty 4956.305291 = -3790618.931255 nChanged 50 SP:Iteration 120F (84273.720000 sec): 3 clusters Score: Raw -3795580.202251 + Penalty 4956.305291 = -3790623.896961 nChanged 55 SP:Iteration 121Q (84274.060000 sec): 3 clusters Score: Raw -3795585.474060 + Penalty 4956.305291 = -3790629.168769 nChanged 51 SP:Iteration 122Q (84274.340000 sec): 3 clusters Score: Raw -3795591.192809 + Penalty 4956.305291 = -3790634.887518 nChanged 51 SP:Iteration 123Q (84274.680000 sec): 3 clusters Score: Raw -3795597.002541 + Penalty 4956.305291 = -3790640.697250 nChanged 54 SP:Iteration 124Q (84274.990000 sec): 3 clusters Score: Raw -3795603.126758 + Penalty 4956.305291 = -3790646.821468 nChanged 54 SP:Iteration 125Q (84275.310000 sec): 3 clusters Score: Raw -3795608.636208 + Penalty 4956.305291 = -3790652.330917 nChanged 63 SP:Iteration 126Q (84275.660000 sec): 3 clusters Score: Raw -3795615.681930 + Penalty 4956.305291 = -3790659.376639 nChanged 55 SP:Iteration 127Q (84275.990000 sec): 3 clusters Score: Raw -3795622.430062 + Penalty 4956.305291 = -3790666.124771 nChanged 64 SP:Iteration 128Q (84276.330000 sec): 3 clusters Score: Raw -3795631.267600 + Penalty 4956.305291 = -3790674.962310 nChanged 69 SP:Iteration 129Q (84276.630000 sec): 3 clusters Score: Raw -3795640.823718 + Penalty 4956.305291 = -3790684.518427 nChanged 71 SP:Iteration 130Q (84277.010000 sec): 3 clusters Score: Raw -3795650.193180 + Penalty 4956.305291 = -3790693.887890 nChanged 65 SP:Iteration 131Q (84277.310000 sec): 3 clusters Score: Raw -3795658.727467 + Penalty 4956.305291 = -3790702.422176 nChanged 83 SP:Iteration 132Q (84277.670000 sec): 3 clusters Score: Raw -3795670.203513 + Penalty 4956.305291 = -3790713.898223 nChanged 90 SP:Iteration 133Q (84277.990000 sec): 3 clusters Score: Raw -3795682.435387 + Penalty 4956.305291 = -3790726.130097 nChanged 78 SP:Iteration 134Q (84278.290000 sec): 3 clusters Score: Raw -3795692.494218 + Penalty 4956.305291 = -3790736.188928 nChanged 77 SP:Iteration 135Q (84278.640000 sec): 3 clusters Score: Raw -3795702.546010 + Penalty 4956.305291 = -3790746.240719 nChanged 61 SP:Iteration 136Q (84278.950000 sec): 3 clusters Score: Raw -3795710.716440 + Penalty 4956.305291 = -3790754.411149 nChanged 62 SP:Iteration 137Q (84279.250000 sec): 3 clusters Score: Raw -3795717.782402 + Penalty 4956.305291 = -3790761.477111 nChanged 58 SP:Iteration 138Q (84279.570000 sec): 3 clusters Score: Raw -3795724.500018 + Penalty 4956.305291 = -3790768.194728 nChanged 68 SP:Iteration 139Q (84279.930000 sec): 3 clusters Score: Raw -3795733.684711 + Penalty 4956.305291 = -3790777.379420 nChanged 77 SP:Iteration 140F (84280.250000 sec): 3 clusters Score: Raw -3795744.655484 + Penalty 4956.305291 = -3790788.350193 nChanged 77 SP:Iteration 141Q (84280.570000 sec): 3 clusters Score: Raw -3795755.698249 + Penalty 4956.305291 = -3790799.392959 nChanged 84 SP:Iteration 142Q (84280.890000 sec): 3 clusters Score: Raw -3795768.244475 + Penalty 4956.305291 = -3790811.939184 nChanged 88 SP:Iteration 143Q (84281.220000 sec): 3 clusters Score: Raw -3795783.701719 + Penalty 4956.305291 = -3790827.396429 nChanged 100 SP:Iteration 144Q (84281.500000 sec): 3 clusters Score: Raw -3795800.625907 + Penalty 4956.305291 = -3790844.320617 nChanged 109 SP:Iteration 145Q (84281.820000 sec): 3 clusters Score: Raw -3795819.874393 + Penalty 4956.305291 = -3790863.569102 nChanged 110 SP:Iteration 146Q (84282.170000 sec): 3 clusters Score: Raw -3795840.418516 + Penalty 4956.305291 = -3790884.113225 nChanged 137 SP:Iteration 147Q (84282.450000 sec): 3 clusters Score: Raw -3795865.986961 + Penalty 4956.305291 = -3790909.681670 nChanged 132 SP:Iteration 148Q (84282.690000 sec): 3 clusters Score: Raw -3795888.745021 + Penalty 4956.305291 = -3790932.439731 nChanged 118 SP:Iteration 149Q (84283.020000 sec): 3 clusters Score: Raw -3795907.459134 + Penalty 4956.305291 = -3790951.153844 nChanged 104 SP:Iteration 150Q (84283.360000 sec): 3 clusters Score: Raw -3795922.372777 + Penalty 4956.305291 = -3790966.067486 nChanged 110 SP:Iteration 151Q (84283.630000 sec): 3 clusters Score: Raw -3795939.259288 + Penalty 4956.305291 = -3790982.953998 nChanged 102 SP:Iteration 152Q (84283.970000 sec): 3 clusters Score: Raw -3795954.977550 + Penalty 4956.305291 = -3790998.672260 nChanged 108 SP:Iteration 153Q (84284.320000 sec): 3 clusters Score: Raw -3795973.863216 + Penalty 4956.305291 = -3791017.557925 nChanged 117 SP:Iteration 154Q (84284.620000 sec): 3 clusters Score: Raw -3795993.744238 + Penalty 4956.305291 = -3791037.438947 nChanged 111 SP:Iteration 155Q (84284.930000 sec): 3 clusters Score: Raw -3796014.202274 + Penalty 4956.305291 = -3791057.896984 nChanged 109 SP:Iteration 156Q (84285.270000 sec): 3 clusters Score: Raw -3796037.729565 + Penalty 4956.305291 = -3791081.424275 nChanged 134 SP:Iteration 157Q (84285.600000 sec): 3 clusters Score: Raw -3796066.618881 + Penalty 4956.305291 = -3791110.313590 nChanged 148 SP:Iteration 158Q (84285.870000 sec): 3 clusters Score: Raw -3796098.188796 + Penalty 4956.305291 = -3791141.883506 nChanged 151 SP:Iteration 159Q (84286.170000 sec): 3 clusters Score: Raw -3796130.730692 + Penalty 4956.305291 = -3791174.425401 nChanged 149 SP:Iteration 160F (84286.470000 sec): 3 clusters Score: Raw -3796163.048101 + Penalty 4956.305291 = -3791206.742810 nChanged 162 SP:Iteration 161Q (84286.770000 sec): 3 clusters Score: Raw -3796204.778794 + Penalty 4956.305291 = -3791248.473503 nChanged 185 SP:Iteration 162Q (84287.060000 sec): 3 clusters Score: Raw -3796257.610105 + Penalty 4956.305291 = -3791301.304815 nChanged 195 SP:Iteration 163Q (84287.320000 sec): 3 clusters Score: Raw -3796310.438520 + Penalty 4956.305291 = -3791354.133230 nChanged 184 SP:Iteration 164Q (84287.590000 sec): 3 clusters Score: Raw -3796358.038382 + Penalty 4956.305291 = -3791401.733091 nChanged 164 SP:Iteration 165Q (84287.900000 sec): 3 clusters Score: Raw -3796397.251233 + Penalty 4956.305291 = -3791440.945942 nChanged 157 SP:Iteration 166Q (84288.180000 sec): 3 clusters Score: Raw -3796434.141653 + Penalty 4956.305291 = -3791477.836363 nChanged 150 SP:Iteration 167Q (84288.500000 sec): 3 clusters Score: Raw -3796470.845520 + Penalty 4956.305291 = -3791514.540230 nChanged 159 SP:Iteration 168Q (84288.790000 sec): 3 clusters Score: Raw -3796517.335893 + Penalty 4956.305291 = -3791561.030603 nChanged 180 SP:Iteration 169Q (84289.120000 sec): 3 clusters Score: Raw -3796568.113681 + Penalty 4956.305291 = -3791611.808390 nChanged 184 SP:Iteration 170Q (84289.390000 sec): 3 clusters Score: Raw -3796621.261444 + Penalty 4956.305291 = -3791664.956153 nChanged 181 SP:Iteration 171Q (84289.690000 sec): 3 clusters Score: Raw -3796676.727982 + Penalty 4956.305291 = -3791720.422691 nChanged 189 SP:Iteration 172Q (84290.030000 sec): 3 clusters Score: Raw -3796735.268241 + Penalty 4956.305291 = -3791778.962950 nChanged 179 SP:Iteration 173Q (84290.310000 sec): 3 clusters Score: Raw -3796790.173713 + Penalty 4956.305291 = -3791833.868422 nChanged 167 SP:Iteration 174Q (84290.610000 sec): 3 clusters Score: Raw -3796842.228611 + Penalty 4956.305291 = -3791885.923320 nChanged 148 SP:Iteration 175Q (84290.930000 sec): 3 clusters Score: Raw -3796886.763722 + Penalty 4956.305291 = -3791930.458431 nChanged 158 SP:Iteration 176Q (84291.200000 sec): 3 clusters Score: Raw -3796937.362608 + Penalty 4956.305291 = -3791981.057317 nChanged 158 SP:Iteration 177Q (84291.500000 sec): 3 clusters Score: Raw -3796990.259976 + Penalty 4956.305291 = -3792033.954686 nChanged 145 SP:Iteration 178Q (84291.810000 sec): 3 clusters Score: Raw -3797037.888742 + Penalty 4956.305291 = -3792081.583451 nChanged 148 SP:Iteration 179Q (84292.090000 sec): 3 clusters Score: Raw -3797084.750189 + Penalty 4956.305291 = -3792128.444899 nChanged 129 SP:Iteration 180F (84292.410000 sec): 3 clusters Score: Raw -3797129.575119 + Penalty 4956.305291 = -3792173.269828 nChanged 129 SP:Iteration 181Q (84292.700000 sec): 3 clusters Score: Raw -3797170.084560 + Penalty 4956.305291 = -3792213.779270 nChanged 122 SP:Iteration 182Q (84293.000000 sec): 3 clusters Score: Raw -3797212.221907 + Penalty 4956.305291 = -3792255.916616 nChanged 110 SP:Iteration 183Q (84293.330000 sec): 3 clusters Score: Raw -3797248.594610 + Penalty 4956.305291 = -3792292.289320 nChanged 99 SP:Iteration 184Q (84293.580000 sec): 3 clusters Score: Raw -3797278.525181 + Penalty 4956.305291 = -3792322.219891 nChanged 81 SP:Iteration 185Q (84293.910000 sec): 3 clusters Score: Raw -3797302.964814 + Penalty 4956.305291 = -3792346.659523 nChanged 64 SP:Iteration 186Q (84294.170000 sec): 3 clusters Score: Raw -3797325.344655 + Penalty 4956.305291 = -3792369.039364 nChanged 61 SP:Iteration 187Q (84294.470000 sec): 3 clusters Score: Raw -3797343.941752 + Penalty 4956.305291 = -3792387.636461 nChanged 48 SP:Iteration 188Q (84294.790000 sec): 3 clusters Score: Raw -3797360.681605 + Penalty 4956.305291 = -3792404.376314 nChanged 54 SP:Iteration 189Q (84295.090000 sec): 3 clusters Score: Raw -3797379.874597 + Penalty 4956.305291 = -3792423.569306 nChanged 40 SP:Iteration 190Q (84295.390000 sec): 3 clusters Score: Raw -3797392.585514 + Penalty 4956.305291 = -3792436.280223 nChanged 37 SP:Iteration 191Q (84295.750000 sec): 3 clusters Score: Raw -3797402.979425 + Penalty 4956.305291 = -3792446.674134 nChanged 32 SP:Iteration 192Q (84296.080000 sec): 3 clusters Score: Raw -3797411.450889 + Penalty 4956.305291 = -3792455.145598 nChanged 24 SP:Iteration 193Q (84296.410000 sec): 3 clusters Score: Raw -3797417.440045 + Penalty 4956.305291 = -3792461.134754 nChanged 24 SP:Iteration 194Q (84296.750000 sec): 3 clusters Score: Raw -3797423.592996 + Penalty 4956.305291 = -3792467.287705 nChanged 21 SP:Iteration 195Q (84297.040000 sec): 3 clusters Score: Raw -3797429.668605 + Penalty 4956.305291 = -3792473.363315 nChanged 20 SP:Iteration 196Q (84297.340000 sec): 3 clusters Score: Raw -3797435.548115 + Penalty 4956.305291 = -3792479.242824 nChanged 18 SP:Iteration 197Q (84297.700000 sec): 3 clusters Score: Raw -3797440.237603 + Penalty 4956.305291 = -3792483.932312 nChanged 23 SP:Iteration 198Q (84297.990000 sec): 3 clusters Score: Raw -3797446.903924 + Penalty 4956.305291 = -3792490.598633 nChanged 18 SP:Iteration 199Q (84298.340000 sec): 3 clusters Score: Raw -3797452.718918 + Penalty 4956.305291 = -3792496.413627 nChanged 16 SP:Iteration 200F (84298.710000 sec): 3 clusters Score: Raw -3797457.045137 + Penalty 4956.305291 = -3792500.739846 nChanged 12 SP:Iteration 201Q (84299.020000 sec): 3 clusters Score: Raw -3797460.985395 + Penalty 4956.305291 = -3792504.680105 nChanged 19 SP:Iteration 202Q (84299.360000 sec): 3 clusters Score: Raw -3797466.072683 + Penalty 4956.305291 = -3792509.767393 nChanged 12 SP:Iteration 203Q (84299.690000 sec): 3 clusters Score: Raw -3797469.850970 + Penalty 4956.305291 = -3792513.545679 nChanged 18 SP:Iteration 204Q (84299.970000 sec): 3 clusters Score: Raw -3797475.794272 + Penalty 4956.305291 = -3792519.488981 nChanged 13 SP:Iteration 205Q (84300.300000 sec): 3 clusters Score: Raw -3797480.173730 + Penalty 4956.305291 = -3792523.868439 nChanged 15 SP:Iteration 206Q (84300.620000 sec): 3 clusters Score: Raw -3797484.519971 + Penalty 4956.305291 = -3792528.214680 nChanged 8 SP:Iteration 207Q (84300.910000 sec): 3 clusters Score: Raw -3797486.422855 + Penalty 4956.305291 = -3792530.117564 nChanged 6 SP:Iteration 208Q (84301.320000 sec): 3 clusters Score: Raw -3797488.417934 + Penalty 4956.305291 = -3792532.112643 nChanged 8 SP:Iteration 209Q (84301.640000 sec): 3 clusters Score: Raw -3797491.043779 + Penalty 4956.305291 = -3792534.738488 nChanged 7 SP:Iteration 210Q (84301.980000 sec): 3 clusters Score: Raw -3797493.277264 + Penalty 4956.305291 = -3792536.971973 nChanged 5 SP:Iteration 211Q (84302.360000 sec): 3 clusters Score: Raw -3797494.371629 + Penalty 4956.305291 = -3792538.066338 nChanged 3 SP:Iteration 212Q (84302.590000 sec): 3 clusters Score: Raw -3797495.380583 + Penalty 4956.305291 = -3792539.075292 nChanged 7 SP:Iteration 213Q (84302.880000 sec): 3 clusters Score: Raw -3797497.466091 + Penalty 4956.305291 = -3792541.160801 nChanged 8 SP:Iteration 214Q (84303.200000 sec): 3 clusters Score: Raw -3797500.570911 + Penalty 4956.305291 = -3792544.265620 nChanged 7 SP:Iteration 215Q (84303.470000 sec): 3 clusters Score: Raw -3797504.031357 + Penalty 4956.305291 = -3792547.726066 nChanged 12 SP:Iteration 216Q (84303.800000 sec): 3 clusters Score: Raw -3797509.110649 + Penalty 4956.305291 = -3792552.805358 nChanged 9 SP:Iteration 217Q (84304.110000 sec): 3 clusters Score: Raw -3797514.080008 + Penalty 4956.305291 = -3792557.774717 nChanged 15 SP:Iteration 218Q (84304.420000 sec): 3 clusters Score: Raw -3797520.113716 + Penalty 4956.305291 = -3792563.808425 nChanged 13 SP:Iteration 219Q (84304.710000 sec): 3 clusters Score: Raw -3797526.541779 + Penalty 4956.305291 = -3792570.236488 nChanged 13 SP:Iteration 220F (84305.070000 sec): 3 clusters Score: Raw -3797531.716331 + Penalty 4956.305291 = -3792575.411040 nChanged 8 SP:Iteration 221Q (84305.360000 sec): 3 clusters Score: Raw -3797534.669389 + Penalty 4956.305291 = -3792578.364098 nChanged 6 SP:Iteration 222Q (84305.600000 sec): 3 clusters Score: Raw -3797536.750899 + Penalty 4956.305291 = -3792580.445609 nChanged 8 SP:Iteration 223Q (84305.930000 sec): 3 clusters Score: Raw -3797539.775446 + Penalty 4956.305291 = -3792583.470155 nChanged 5 SP:Iteration 224Q (84306.250000 sec): 3 clusters Score: Raw -3797541.215009 + Penalty 4956.305291 = -3792584.909718 nChanged 7 SP:Iteration 225Q (84306.540000 sec): 3 clusters Score: Raw -3797543.539308 + Penalty 4956.305291 = -3792587.234017 nChanged 6 SP:Iteration 226Q (84306.830000 sec): 3 clusters Score: Raw -3797546.133090 + Penalty 4956.305291 = -3792589.827800 nChanged 2 SP:Iteration 227Q (84307.180000 sec): 3 clusters Score: Raw -3797546.809812 + Penalty 4956.305291 = -3792590.504522 nChanged 1 SP:Iteration 228Q (84307.450000 sec): 3 clusters Score: Raw -3797547.082075 + Penalty 4956.305291 = -3792590.776785 nChanged 0 SP:Iteration 229F (84307.800000 sec): 3 clusters Score: Raw -3797547.082075 + Penalty 4956.305291 = -3792590.776785 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84307.930000 sec): 2 clusters Score: Raw -95853.207359 + Penalty 1627.135605 = -94226.071753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84308.150000 sec): 3 clusters Score: Raw -95886.516516 + Penalty 3254.271210 = -92632.245306 nChanged 174 SP:Iteration 1F (84308.350000 sec): 3 clusters Score: Raw -96322.576535 + Penalty 3254.271210 = -93068.305325 nChanged 83 SP:Iteration 2F (84308.540000 sec): 3 clusters Score: Raw -96698.302327 + Penalty 3254.271210 = -93444.031117 nChanged 62 SP:Iteration 3F (84308.730000 sec): 3 clusters Score: Raw -96947.514250 + Penalty 3254.271210 = -93693.243040 nChanged 31 SP:Iteration 4Q (84308.960000 sec): 3 clusters Score: Raw -97087.169569 + Penalty 3254.271210 = -93832.898359 nChanged 20 SP:Iteration 5Q (84309.110000 sec): 3 clusters Score: Raw -97173.329532 + Penalty 3254.271210 = -93919.058322 nChanged 12 SP:Iteration 6Q (84309.360000 sec): 3 clusters Score: Raw -97201.757203 + Penalty 3254.271210 = -93947.485992 nChanged 5 SP:Iteration 7Q (84309.510000 sec): 3 clusters Score: Raw -97216.498501 + Penalty 3254.271210 = -93962.227291 nChanged 3 SP:Iteration 8Q (84309.720000 sec): 3 clusters Score: Raw -97220.622578 + Penalty 3254.271210 = -93966.351368 nChanged 1 SP:Iteration 9Q (84309.950000 sec): 3 clusters Score: Raw -97221.795090 + Penalty 3254.271210 = -93967.523879 nChanged 0 SP:Iteration 10F (84310.110000 sec): 3 clusters Score: Raw -97221.795090 + Penalty 3254.271210 = -93967.523879 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84310.210000 sec): 2 clusters Score: Raw -212828.808441 + Penalty 1764.664367 = -211064.144074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84310.390000 sec): 3 clusters Score: Raw -212519.831364 + Penalty 3529.328735 = -208990.502629 nChanged 342 SP:Iteration 1F (84310.610000 sec): 3 clusters Score: Raw -212852.387277 + Penalty 3529.328735 = -209323.058542 nChanged 71 SP:Iteration 2F (84310.760000 sec): 3 clusters Score: Raw -212923.707764 + Penalty 3529.328735 = -209394.379030 nChanged 40 SP:Iteration 3Q (84310.960000 sec): 3 clusters Score: Raw -212965.761389 + Penalty 3529.328735 = -209436.432654 nChanged 23 SP:Iteration 4Q (84311.140000 sec): 3 clusters Score: Raw -212998.469513 + Penalty 3529.328735 = -209469.140778 nChanged 19 SP:Iteration 5Q (84311.340000 sec): 3 clusters Score: Raw -213019.741018 + Penalty 3529.328735 = -209490.412283 nChanged 16 SP:Iteration 6Q (84311.530000 sec): 3 clusters Score: Raw -213035.236729 + Penalty 3529.328735 = -209505.907995 nChanged 15 SP:Iteration 7Q (84311.670000 sec): 3 clusters Score: Raw -213052.107681 + Penalty 3529.328735 = -209522.778947 nChanged 16 SP:Iteration 8Q (84311.870000 sec): 3 clusters Score: Raw -213064.512414 + Penalty 3529.328735 = -209535.183679 nChanged 10 SP:Iteration 9Q (84312.080000 sec): 3 clusters Score: Raw -213070.916227 + Penalty 3529.328735 = -209541.587493 nChanged 5 SP:Iteration 10Q (84312.220000 sec): 3 clusters Score: Raw -213073.592352 + Penalty 3529.328735 = -209544.263618 nChanged 2 SP:Iteration 11Q (84312.400000 sec): 3 clusters Score: Raw -213074.546283 + Penalty 3529.328735 = -209545.217549 nChanged 1 SP:Iteration 12Q (84312.590000 sec): 3 clusters Score: Raw -213075.535458 + Penalty 3529.328735 = -209546.206723 nChanged 1 SP:Iteration 13Q (84312.810000 sec): 3 clusters Score: Raw -213076.030747 + Penalty 3529.328735 = -209546.702012 nChanged 0 SP:Iteration 14F (84313.090000 sec): 3 clusters Score: Raw -213076.030747 + Penalty 3529.328735 = -209546.702012 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84313.190000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84313.360000 sec): 3 clusters Score: Raw -60559.178664 + Penalty 2947.628490 = -57611.550173 nChanged 55 SP:Iteration 1F (84313.550000 sec): 3 clusters Score: Raw -60679.850598 + Penalty 2947.628490 = -57732.222108 nChanged 7 SP:Iteration 2Q (84313.710000 sec): 3 clusters Score: Raw -60703.103754 + Penalty 2947.628490 = -57755.475264 nChanged 3 SP:Iteration 3Q (84313.930000 sec): 3 clusters Score: Raw -60709.188086 + Penalty 2947.628490 = -57761.559596 nChanged 0 SP:Iteration 4F (84314.060000 sec): 3 clusters Score: Raw -60709.188086 + Penalty 2947.628490 = -57761.559596 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84314.180000 sec): 2 clusters Score: Raw -285634.451647 + Penalty 1812.352450 = -283822.099197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84314.360000 sec): 3 clusters Score: Raw -285197.445367 + Penalty 3624.704899 = -281572.740468 nChanged 426 SP:Iteration 1F (84314.550000 sec): 3 clusters Score: Raw -285574.075496 + Penalty 3624.704899 = -281949.370597 nChanged 117 SP:Iteration 2F (84314.750000 sec): 3 clusters Score: Raw -285693.652768 + Penalty 3624.704899 = -282068.947869 nChanged 52 SP:Iteration 3Q (84314.950000 sec): 3 clusters Score: Raw -285759.547831 + Penalty 3624.704899 = -282134.842931 nChanged 47 SP:Iteration 4Q (84315.110000 sec): 3 clusters Score: Raw -285803.280011 + Penalty 3624.704899 = -282178.575112 nChanged 26 SP:Iteration 5Q (84315.300000 sec): 3 clusters Score: Raw -285826.021029 + Penalty 3624.704899 = -282201.316130 nChanged 23 SP:Iteration 6Q (84315.490000 sec): 3 clusters Score: Raw -285847.048441 + Penalty 3624.704899 = -282222.343542 nChanged 17 SP:Iteration 7Q (84315.670000 sec): 3 clusters Score: Raw -285865.041329 + Penalty 3624.704899 = -282240.336430 nChanged 12 SP:Iteration 8Q (84315.850000 sec): 3 clusters Score: Raw -285877.560450 + Penalty 3624.704899 = -282252.855551 nChanged 15 SP:Iteration 9Q (84316.030000 sec): 3 clusters Score: Raw -285892.168710 + Penalty 3624.704899 = -282267.463811 nChanged 14 SP:Iteration 10Q (84316.200000 sec): 3 clusters Score: Raw -285905.610136 + Penalty 3624.704899 = -282280.905236 nChanged 12 SP:Iteration 11Q (84316.390000 sec): 3 clusters Score: Raw -285917.351532 + Penalty 3624.704899 = -282292.646633 nChanged 13 SP:Iteration 12Q (84316.580000 sec): 3 clusters Score: Raw -285929.506966 + Penalty 3624.704899 = -282304.802067 nChanged 16 SP:Iteration 13Q (84316.760000 sec): 3 clusters Score: Raw -285943.275823 + Penalty 3624.704899 = -282318.570924 nChanged 10 SP:Iteration 14Q (84316.990000 sec): 3 clusters Score: Raw -285951.301691 + Penalty 3624.704899 = -282326.596791 nChanged 5 SP:Iteration 15Q (84317.210000 sec): 3 clusters Score: Raw -285958.008257 + Penalty 3624.704899 = -282333.303357 nChanged 6 SP:Iteration 16Q (84317.410000 sec): 3 clusters Score: Raw -285965.966783 + Penalty 3624.704899 = -282341.261883 nChanged 10 SP:Iteration 17Q (84317.580000 sec): 3 clusters Score: Raw -285977.698869 + Penalty 3624.704899 = -282352.993970 nChanged 14 SP:Iteration 18Q (84317.750000 sec): 3 clusters Score: Raw -285991.717018 + Penalty 3624.704899 = -282367.012119 nChanged 12 SP:Iteration 19Q (84317.990000 sec): 3 clusters Score: Raw -286004.517443 + Penalty 3624.704899 = -282379.812544 nChanged 10 SP:Iteration 20F (84318.160000 sec): 3 clusters Score: Raw -286014.277665 + Penalty 3624.704899 = -282389.572766 nChanged 8 SP:Iteration 21Q (84318.390000 sec): 3 clusters Score: Raw -286020.966313 + Penalty 3624.704899 = -282396.261414 nChanged 8 SP:Iteration 22Q (84318.610000 sec): 3 clusters Score: Raw -286027.224734 + Penalty 3624.704899 = -282402.519834 nChanged 7 SP:Iteration 23Q (84318.800000 sec): 3 clusters Score: Raw -286033.724270 + Penalty 3624.704899 = -282409.019371 nChanged 5 SP:Iteration 24Q (84319.030000 sec): 3 clusters Score: Raw -286040.897037 + Penalty 3624.704899 = -282416.192138 nChanged 4 SP:Iteration 25Q (84319.310000 sec): 3 clusters Score: Raw -286048.198676 + Penalty 3624.704899 = -282423.493777 nChanged 5 SP:Iteration 26Q (84319.490000 sec): 3 clusters Score: Raw -286054.028449 + Penalty 3624.704899 = -282429.323550 nChanged 4 SP:Iteration 27Q (84319.720000 sec): 3 clusters Score: Raw -286057.515902 + Penalty 3624.704899 = -282432.811003 nChanged 1 SP:Iteration 28Q (84319.960000 sec): 3 clusters Score: Raw -286059.178278 + Penalty 3624.704899 = -282434.473378 nChanged 2 SP:Iteration 29Q (84320.130000 sec): 3 clusters Score: Raw -286060.814564 + Penalty 3624.704899 = -282436.109665 nChanged 2 SP:Iteration 30Q (84320.330000 sec): 3 clusters Score: Raw -286062.581982 + Penalty 3624.704899 = -282437.877083 nChanged 0 SP:Iteration 31F (84320.520000 sec): 3 clusters Score: Raw -286062.581982 + Penalty 3624.704899 = -282437.877083 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84320.630000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84320.810000 sec): 3 clusters Score: Raw -80237.425451 + Penalty 3086.397829 = -77151.027622 nChanged 87 SP:Iteration 1F (84320.990000 sec): 3 clusters Score: Raw -80441.985796 + Penalty 3086.397829 = -77355.587967 nChanged 25 SP:Iteration 2Q (84321.170000 sec): 3 clusters Score: Raw -80528.537711 + Penalty 3086.397829 = -77442.139882 nChanged 24 SP:Iteration 3Q (84321.350000 sec): 3 clusters Score: Raw -80677.911575 + Penalty 3086.397829 = -77591.513746 nChanged 27 SP:Iteration 4F (84321.560000 sec): 3 clusters Score: Raw -80810.418369 + Penalty 3086.397829 = -77724.020540 nChanged 18 SP:Iteration 5Q (84321.700000 sec): 3 clusters Score: Raw -81036.169482 + Penalty 3086.397829 = -77949.771654 nChanged 29 SP:Iteration 6F (84321.920000 sec): 3 clusters Score: Raw -81156.105660 + Penalty 3086.397829 = -78069.707831 nChanged 24 SP:Iteration 7Q (84322.110000 sec): 3 clusters Score: Raw -81231.940727 + Penalty 3086.397829 = -78145.542898 nChanged 14 SP:Iteration 8Q (84322.350000 sec): 3 clusters Score: Raw -81294.317395 + Penalty 3086.397829 = -78207.919566 nChanged 9 SP:Iteration 9Q (84322.530000 sec): 3 clusters Score: Raw -81327.265963 + Penalty 3086.397829 = -78240.868134 nChanged 4 SP:Iteration 10Q (84322.690000 sec): 3 clusters Score: Raw -81342.702061 + Penalty 3086.397829 = -78256.304232 nChanged 1 SP:Iteration 11Q (84322.890000 sec): 3 clusters Score: Raw -81346.984404 + Penalty 3086.397829 = -78260.586575 nChanged 0 SP:Iteration 12F (84323.080000 sec): 3 clusters Score: Raw -81346.984404 + Penalty 3086.397829 = -78260.586575 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84323.160000 sec): 2 clusters Score: Raw -55514.088017 + Penalty 1545.647108 = -53968.440909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84323.370000 sec): 3 clusters Score: Raw -55597.300349 + Penalty 3091.294216 = -52506.006133 nChanged 113 SP:Iteration 1F (84323.520000 sec): 3 clusters Score: Raw -56093.723459 + Penalty 3091.294216 = -53002.429242 nChanged 44 SP:Iteration 2F (84323.710000 sec): 3 clusters Score: Raw -56291.729747 + Penalty 3091.294216 = -53200.435530 nChanged 28 SP:Iteration 3F (84323.910000 sec): 3 clusters Score: Raw -56415.699608 + Penalty 3091.294216 = -53324.405392 nChanged 19 SP:Iteration 4Q (84324.090000 sec): 3 clusters Score: Raw -56500.359252 + Penalty 3091.294216 = -53409.065035 nChanged 10 SP:Iteration 5Q (84324.290000 sec): 3 clusters Score: Raw -56542.519438 + Penalty 3091.294216 = -53451.225221 nChanged 5 SP:Iteration 6Q (84324.480000 sec): 3 clusters Score: Raw -56566.380616 + Penalty 3091.294216 = -53475.086400 nChanged 5 SP:Iteration 7Q (84324.650000 sec): 3 clusters Score: Raw -56592.297142 + Penalty 3091.294216 = -53501.002926 nChanged 4 SP:Iteration 8Q (84324.850000 sec): 3 clusters Score: Raw -56606.273530 + Penalty 3091.294216 = -53514.979314 nChanged 6 SP:Iteration 9Q (84325.050000 sec): 3 clusters Score: Raw -56633.811941 + Penalty 3091.294216 = -53542.517725 nChanged 7 SP:Iteration 10Q (84325.190000 sec): 3 clusters Score: Raw -56682.569997 + Penalty 3091.294216 = -53591.275781 nChanged 10 SP:Iteration 11Q (84325.380000 sec): 3 clusters Score: Raw -56717.947236 + Penalty 3091.294216 = -53626.653020 nChanged 6 SP:Iteration 12Q (84325.570000 sec): 3 clusters Score: Raw -56751.157945 + Penalty 3091.294216 = -53659.863728 nChanged 5 SP:Iteration 13Q (84325.730000 sec): 3 clusters Score: Raw -56773.756478 + Penalty 3091.294216 = -53682.462262 nChanged 1 SP:Iteration 14Q (84325.870000 sec): 3 clusters Score: Raw -56774.436630 + Penalty 3091.294216 = -53683.142413 nChanged 0 SP:Iteration 15F (84326.050000 sec): 3 clusters Score: Raw -56774.436630 + Penalty 3091.294216 = -53683.142413 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84326.170000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84326.360000 sec): 3 clusters Score: Raw -70296.751873 + Penalty 3011.085913 = -67285.665960 nChanged 65 SP:Iteration 1F (84326.520000 sec): 3 clusters Score: Raw -70441.251634 + Penalty 3011.085913 = -67430.165721 nChanged 20 SP:Iteration 2Q (84326.740000 sec): 3 clusters Score: Raw -70488.284935 + Penalty 3011.085913 = -67477.199022 nChanged 5 SP:Iteration 3Q (84326.910000 sec): 3 clusters Score: Raw -70510.854887 + Penalty 3011.085913 = -67499.768974 nChanged 6 SP:Iteration 4Q (84327.070000 sec): 3 clusters Score: Raw -70526.646313 + Penalty 3011.085913 = -67515.560399 nChanged 9 SP:Iteration 5Q (84327.280000 sec): 3 clusters Score: Raw -70555.876023 + Penalty 3011.085913 = -67544.790110 nChanged 5 SP:Iteration 6Q (84327.470000 sec): 3 clusters Score: Raw -70570.360004 + Penalty 3011.085913 = -67559.274091 nChanged 2 SP:Iteration 7Q (84327.620000 sec): 3 clusters Score: Raw -70572.972081 + Penalty 3011.085913 = -67561.886168 nChanged 3 SP:Iteration 8Q (84327.810000 sec): 3 clusters Score: Raw -70587.947051 + Penalty 3011.085913 = -67576.861138 nChanged 4 SP:Iteration 9Q (84327.990000 sec): 3 clusters Score: Raw -70604.703591 + Penalty 3011.085913 = -67593.617678 nChanged 6 SP:Iteration 10Q (84328.140000 sec): 3 clusters Score: Raw -70616.085625 + Penalty 3011.085913 = -67604.999712 nChanged 2 SP:Iteration 11Q (84328.340000 sec): 3 clusters Score: Raw -70618.000294 + Penalty 3011.085913 = -67606.914381 nChanged 1 SP:Iteration 12Q (84328.500000 sec): 3 clusters Score: Raw -70620.986509 + Penalty 3011.085913 = -67609.900596 nChanged 0 SP:Iteration 13F (84328.670000 sec): 3 clusters Score: Raw -70620.986509 + Penalty 3011.085913 = -67609.900596 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84328.810000 sec): 2 clusters Score: Raw -61426.485778 + Penalty 1464.529738 = -59961.956040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84329.010000 sec): 3 clusters Score: Raw -61586.059145 + Penalty 2929.059477 = -58656.999668 nChanged 74 SP:Iteration 1F (84329.150000 sec): 3 clusters Score: Raw -61759.216636 + Penalty 2929.059477 = -58830.157159 nChanged 8 SP:Iteration 2Q (84329.360000 sec): 3 clusters Score: Raw -61799.324978 + Penalty 2929.059477 = -58870.265502 nChanged 9 SP:Iteration 3Q (84329.560000 sec): 3 clusters Score: Raw -61823.355568 + Penalty 2929.059477 = -58894.296091 nChanged 3 SP:Iteration 4Q (84329.790000 sec): 3 clusters Score: Raw -61829.199847 + Penalty 2929.059477 = -58900.140370 nChanged 2 SP:Iteration 5Q (84329.990000 sec): 3 clusters Score: Raw -61832.063642 + Penalty 2929.059477 = -58903.004165 nChanged 2 SP:Iteration 6Q (84330.180000 sec): 3 clusters Score: Raw -61834.652513 + Penalty 2929.059477 = -58905.593036 nChanged 4 SP:Iteration 7Q (84330.350000 sec): 3 clusters Score: Raw -61838.647546 + Penalty 2929.059477 = -58909.588069 nChanged 1 SP:Iteration 8Q (84330.550000 sec): 3 clusters Score: Raw -61839.612225 + Penalty 2929.059477 = -58910.552748 nChanged 3 SP:Iteration 9Q (84330.770000 sec): 3 clusters Score: Raw -61842.475473 + Penalty 2929.059477 = -58913.415996 nChanged 1 SP:Iteration 10Q (84330.930000 sec): 3 clusters Score: Raw -61843.562600 + Penalty 2929.059477 = -58914.503123 nChanged 0 SP:Iteration 11F (84331.080000 sec): 3 clusters Score: Raw -61843.562600 + Penalty 2929.059477 = -58914.503123 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84331.290000 sec): 2 clusters Score: Raw -3243219.104824 + Penalty 2422.566204 = -3240796.538621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84331.560000 sec): 3 clusters Score: Raw -3233285.442920 + Penalty 4845.132407 = -3228440.310513 nChanged 7506 SP:Iteration 1F (84331.870000 sec): 3 clusters Score: Raw -3237231.209436 + Penalty 4845.132407 = -3232386.077029 nChanged 1010 SP:Iteration 2F (84332.160000 sec): 3 clusters Score: Raw -3237620.250629 + Penalty 4845.132407 = -3232775.118222 nChanged 865 SP:Iteration 3Q (84332.450000 sec): 3 clusters Score: Raw -3237919.818922 + Penalty 4845.132407 = -3233074.686515 nChanged 717 SP:Iteration 4Q (84332.720000 sec): 3 clusters Score: Raw -3238136.875220 + Penalty 4845.132407 = -3233291.742813 nChanged 619 SP:Iteration 5Q (84333.020000 sec): 3 clusters Score: Raw -3238350.504839 + Penalty 4845.132407 = -3233505.372432 nChanged 651 SP:Iteration 6Q (84333.310000 sec): 3 clusters Score: Raw -3238611.882020 + Penalty 4845.132407 = -3233766.749613 nChanged 727 SP:Iteration 7Q (84333.570000 sec): 3 clusters Score: Raw -3238961.151297 + Penalty 4845.132407 = -3234116.018890 nChanged 892 SP:Iteration 8F (84333.840000 sec): 3 clusters Score: Raw -3239452.722405 + Penalty 4845.132407 = -3234607.589998 nChanged 974 SP:Iteration 9F (84334.110000 sec): 3 clusters Score: Raw -3240080.084649 + Penalty 4845.132407 = -3235234.952242 nChanged 1022 SP:Iteration 10F (84334.420000 sec): 3 clusters Score: Raw -3240801.985565 + Penalty 4845.132407 = -3235956.853158 nChanged 914 SP:Iteration 11F (84334.650000 sec): 3 clusters Score: Raw -3241486.996833 + Penalty 4845.132407 = -3236641.864426 nChanged 795 SP:Iteration 12Q (84334.920000 sec): 3 clusters Score: Raw -3242100.229405 + Penalty 4845.132407 = -3237255.096998 nChanged 622 SP:Iteration 13Q (84335.230000 sec): 3 clusters Score: Raw -3242603.625893 + Penalty 4845.132407 = -3237758.493486 nChanged 458 SP:Iteration 14Q (84335.490000 sec): 3 clusters Score: Raw -3242986.443977 + Penalty 4845.132407 = -3238141.311570 nChanged 318 SP:Iteration 15Q (84335.740000 sec): 3 clusters Score: Raw -3243243.426905 + Penalty 4845.132407 = -3238398.294498 nChanged 202 SP:Iteration 16Q (84336.070000 sec): 3 clusters Score: Raw -3243399.766818 + Penalty 4845.132407 = -3238554.634411 nChanged 126 SP:Iteration 17Q (84336.340000 sec): 3 clusters Score: Raw -3243499.766408 + Penalty 4845.132407 = -3238654.634001 nChanged 85 SP:Iteration 18Q (84336.630000 sec): 3 clusters Score: Raw -3243555.312988 + Penalty 4845.132407 = -3238710.180581 nChanged 50 SP:Iteration 19Q (84336.900000 sec): 3 clusters Score: Raw -3243596.365937 + Penalty 4845.132407 = -3238751.233530 nChanged 52 SP:Iteration 20F (84337.190000 sec): 3 clusters Score: Raw -3243632.688378 + Penalty 4845.132407 = -3238787.555971 nChanged 37 SP:Iteration 21Q (84337.460000 sec): 3 clusters Score: Raw -3243658.070410 + Penalty 4845.132407 = -3238812.938003 nChanged 34 SP:Iteration 22Q (84337.730000 sec): 3 clusters Score: Raw -3243680.926034 + Penalty 4845.132407 = -3238835.793627 nChanged 15 SP:Iteration 23Q (84337.980000 sec): 3 clusters Score: Raw -3243690.959253 + Penalty 4845.132407 = -3238845.826845 nChanged 18 SP:Iteration 24Q (84338.260000 sec): 3 clusters Score: Raw -3243702.906459 + Penalty 4845.132407 = -3238857.774052 nChanged 13 SP:Iteration 25Q (84338.540000 sec): 3 clusters Score: Raw -3243711.317619 + Penalty 4845.132407 = -3238866.185212 nChanged 7 SP:Iteration 26Q (84338.840000 sec): 3 clusters Score: Raw -3243715.522467 + Penalty 4845.132407 = -3238870.390059 nChanged 6 SP:Iteration 27Q (84339.140000 sec): 3 clusters Score: Raw -3243720.345160 + Penalty 4845.132407 = -3238875.212753 nChanged 5 SP:Iteration 28Q (84339.380000 sec): 3 clusters Score: Raw -3243723.816560 + Penalty 4845.132407 = -3238878.684153 nChanged 3 SP:Iteration 29Q (84339.660000 sec): 3 clusters Score: Raw -3243726.304223 + Penalty 4845.132407 = -3238881.171816 nChanged 3 SP:Iteration 30Q (84339.970000 sec): 3 clusters Score: Raw -3243728.313677 + Penalty 4845.132407 = -3238883.181270 nChanged 4 SP:Iteration 31Q (84340.220000 sec): 3 clusters Score: Raw -3243729.983449 + Penalty 4845.132407 = -3238884.851042 nChanged 2 SP:Iteration 32Q (84340.520000 sec): 3 clusters Score: Raw -3243731.121872 + Penalty 4845.132407 = -3238885.989465 nChanged 2 SP:Iteration 33Q (84340.790000 sec): 3 clusters Score: Raw -3243732.829615 + Penalty 4845.132407 = -3238887.697207 nChanged 3 SP:Iteration 34Q (84341.100000 sec): 3 clusters Score: Raw -3243734.607442 + Penalty 4845.132407 = -3238889.475035 nChanged 0 SP:Iteration 35F (84341.400000 sec): 3 clusters Score: Raw -3243734.607442 + Penalty 4845.132407 = -3238889.475035 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84341.500000 sec): 2 clusters Score: Raw -118051.534568 + Penalty 1614.544068 = -116436.990500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84341.700000 sec): 3 clusters Score: Raw -117961.014100 + Penalty 3229.088137 = -114731.925963 nChanged 139 SP:Iteration 1F (84341.900000 sec): 3 clusters Score: Raw -118160.267912 + Penalty 3229.088137 = -114931.179775 nChanged 32 SP:Iteration 2Q (84342.050000 sec): 3 clusters Score: Raw -118211.953804 + Penalty 3229.088137 = -114982.865667 nChanged 18 SP:Iteration 3Q (84342.260000 sec): 3 clusters Score: Raw -118244.871580 + Penalty 3229.088137 = -115015.783443 nChanged 11 SP:Iteration 4Q (84342.420000 sec): 3 clusters Score: Raw -118261.425074 + Penalty 3229.088137 = -115032.336937 nChanged 4 SP:Iteration 5Q (84342.600000 sec): 3 clusters Score: Raw -118272.785760 + Penalty 3229.088137 = -115043.697623 nChanged 4 SP:Iteration 6Q (84342.760000 sec): 3 clusters Score: Raw -118284.979180 + Penalty 3229.088137 = -115055.891043 nChanged 2 SP:Iteration 7Q (84343.000000 sec): 3 clusters Score: Raw -118287.778601 + Penalty 3229.088137 = -115058.690464 nChanged 0 SP:Iteration 8F (84343.170000 sec): 3 clusters Score: Raw -118287.778601 + Penalty 3229.088137 = -115058.690464 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84343.300000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84343.430000 sec): 3 clusters Score: Raw -41197.053705 + Penalty 2769.414169 = -38427.639536 nChanged 36 SP:Iteration 1F (84343.620000 sec): 3 clusters Score: Raw -41348.143821 + Penalty 2769.414169 = -38578.729652 nChanged 11 SP:Iteration 2Q (84343.760000 sec): 3 clusters Score: Raw -41420.367289 + Penalty 2769.414169 = -38650.953119 nChanged 7 SP:Iteration 3Q (84343.920000 sec): 3 clusters Score: Raw -41461.218621 + Penalty 2769.414169 = -38691.804451 nChanged 7 SP:Iteration 4Q (84344.120000 sec): 3 clusters Score: Raw -41503.222959 + Penalty 2769.414169 = -38733.808790 nChanged 1 SP:Iteration 5Q (84344.270000 sec): 3 clusters Score: Raw -41509.830902 + Penalty 2769.414169 = -38740.416733 nChanged 1 SP:Iteration 6Q (84344.440000 sec): 3 clusters Score: Raw -41514.094919 + Penalty 2769.414169 = -38744.680750 nChanged 1 SP:Iteration 7Q (84344.610000 sec): 3 clusters Score: Raw -41523.449577 + Penalty 2769.414169 = -38754.035408 nChanged 2 SP:Iteration 8Q (84344.790000 sec): 3 clusters Score: Raw -41538.520422 + Penalty 2769.414169 = -38769.106252 nChanged 1 SP:Iteration 9Q (84344.920000 sec): 3 clusters Score: Raw -41551.415049 + Penalty 2769.414169 = -38782.000880 nChanged 2 SP:Iteration 10Q (84345.150000 sec): 3 clusters Score: Raw -41575.127930 + Penalty 2769.414169 = -38805.713761 nChanged 1 SP:Iteration 11Q (84345.310000 sec): 3 clusters Score: Raw -41581.867842 + Penalty 2769.414169 = -38812.453673 nChanged 1 SP:Iteration 12Q (84345.480000 sec): 3 clusters Score: Raw -41602.268150 + Penalty 2769.414169 = -38832.853981 nChanged 0 SP:Iteration 13F (84345.680000 sec): 3 clusters Score: Raw -41604.662943 + Penalty 2769.414169 = -38835.248774 nChanged 1 SP:Iteration 14Q (84345.880000 sec): 3 clusters Score: Raw -41616.135229 + Penalty 2769.414169 = -38846.721060 nChanged 1 SP:Iteration 15Q (84346.080000 sec): 3 clusters Score: Raw -41639.852339 + Penalty 2769.414169 = -38870.438170 nChanged 2 SP:Iteration 16Q (84346.270000 sec): 3 clusters Score: Raw -41654.748640 + Penalty 2769.414169 = -38885.334471 nChanged 4 SP:Iteration 17Q (84346.430000 sec): 3 clusters Score: Raw -41676.400550 + Penalty 2769.414169 = -38906.986381 nChanged 0 SP:Iteration 18F (84346.610000 sec): 3 clusters Score: Raw -41676.400550 + Penalty 2769.414169 = -38906.986381 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84346.700000 sec): 2 clusters Score: Raw -107732.026826 + Penalty 1611.947186 = -106120.079640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84346.890000 sec): 3 clusters Score: Raw -107696.279913 + Penalty 3223.894372 = -104472.385540 nChanged 128 SP:Iteration 1F (84347.080000 sec): 3 clusters Score: Raw -107898.816412 + Penalty 3223.894372 = -104674.922039 nChanged 52 SP:Iteration 2F (84347.270000 sec): 3 clusters Score: Raw -108065.023197 + Penalty 3223.894372 = -104841.128825 nChanged 36 SP:Iteration 3F (84347.460000 sec): 3 clusters Score: Raw -108204.905959 + Penalty 3223.894372 = -104981.011587 nChanged 23 SP:Iteration 4Q (84347.640000 sec): 3 clusters Score: Raw -108273.359625 + Penalty 3223.894372 = -105049.465253 nChanged 12 SP:Iteration 5Q (84347.780000 sec): 3 clusters Score: Raw -108305.768783 + Penalty 3223.894372 = -105081.874411 nChanged 9 SP:Iteration 6Q (84347.960000 sec): 3 clusters Score: Raw -108339.150514 + Penalty 3223.894372 = -105115.256142 nChanged 11 SP:Iteration 7Q (84348.120000 sec): 3 clusters Score: Raw -108377.436240 + Penalty 3223.894372 = -105153.541868 nChanged 13 SP:Iteration 8Q (84348.390000 sec): 3 clusters Score: Raw -108415.161968 + Penalty 3223.894372 = -105191.267596 nChanged 11 SP:Iteration 9Q (84348.550000 sec): 3 clusters Score: Raw -108456.080929 + Penalty 3223.894372 = -105232.186556 nChanged 14 SP:Iteration 10Q (84348.730000 sec): 3 clusters Score: Raw -108507.843702 + Penalty 3223.894372 = -105283.949330 nChanged 7 SP:Iteration 11Q (84348.920000 sec): 3 clusters Score: Raw -108521.612582 + Penalty 3223.894372 = -105297.718210 nChanged 2 SP:Iteration 12Q (84349.110000 sec): 3 clusters Score: Raw -108527.596529 + Penalty 3223.894372 = -105303.702157 nChanged 2 SP:Iteration 13Q (84349.280000 sec): 3 clusters Score: Raw -108532.641175 + Penalty 3223.894372 = -105308.746802 nChanged 2 SP:Iteration 14Q (84349.440000 sec): 3 clusters Score: Raw -108535.953554 + Penalty 3223.894372 = -105312.059182 nChanged 0 SP:Iteration 15F (84349.660000 sec): 3 clusters Score: Raw -108535.953554 + Penalty 3223.894372 = -105312.059182 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84349.750000 sec): 2 clusters Score: Raw -29079.576375 + Penalty 1349.719592 = -27729.856783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84350.000000 sec): 3 clusters Score: Raw -29622.619935 + Penalty 2699.439184 = -26923.180750 nChanged 48 SP:Iteration 1F (84350.210000 sec): 3 clusters Score: Raw -29798.054986 + Penalty 2699.439184 = -27098.615802 nChanged 7 SP:Iteration 2Q (84350.430000 sec): 3 clusters Score: Raw -29822.636469 + Penalty 2699.439184 = -27123.197284 nChanged 4 SP:Iteration 3Q (84350.600000 sec): 3 clusters Score: Raw -29862.434019 + Penalty 2699.439184 = -27162.994835 nChanged 6 SP:Iteration 4Q (84350.820000 sec): 3 clusters Score: Raw -29890.290135 + Penalty 2699.439184 = -27190.850950 nChanged 2 SP:Iteration 5Q (84351.000000 sec): 3 clusters Score: Raw -29894.727662 + Penalty 2699.439184 = -27195.288477 nChanged 0 SP:Iteration 6F (84351.170000 sec): 3 clusters Score: Raw -29894.727662 + Penalty 2699.439184 = -27195.288477 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84351.300000 sec): 2 clusters Score: Raw -148413.037780 + Penalty 1689.461583 = -146723.576197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84351.480000 sec): 3 clusters Score: Raw -148348.168045 + Penalty 3378.923167 = -144969.244878 nChanged 228 SP:Iteration 1F (84351.680000 sec): 3 clusters Score: Raw -148600.125029 + Penalty 3378.923167 = -145221.201863 nChanged 52 SP:Iteration 2F (84351.920000 sec): 3 clusters Score: Raw -148702.993451 + Penalty 3378.923167 = -145324.070285 nChanged 36 SP:Iteration 3Q (84352.110000 sec): 3 clusters Score: Raw -148785.045024 + Penalty 3378.923167 = -145406.121858 nChanged 35 SP:Iteration 4Q (84352.350000 sec): 3 clusters Score: Raw -148869.992011 + Penalty 3378.923167 = -145491.068844 nChanged 30 SP:Iteration 5Q (84352.520000 sec): 3 clusters Score: Raw -148980.986927 + Penalty 3378.923167 = -145602.063760 nChanged 43 SP:Iteration 6Q (84352.680000 sec): 3 clusters Score: Raw -149090.036725 + Penalty 3378.923167 = -145711.113558 nChanged 44 SP:Iteration 7Q (84352.840000 sec): 3 clusters Score: Raw -149202.322138 + Penalty 3378.923167 = -145823.398971 nChanged 35 SP:Iteration 8Q (84352.990000 sec): 3 clusters Score: Raw -149270.629646 + Penalty 3378.923167 = -145891.706479 nChanged 27 SP:Iteration 9Q (84353.190000 sec): 3 clusters Score: Raw -149319.676809 + Penalty 3378.923167 = -145940.753642 nChanged 23 SP:Iteration 10Q (84353.450000 sec): 3 clusters Score: Raw -149372.024926 + Penalty 3378.923167 = -145993.101760 nChanged 20 SP:Iteration 11Q (84353.620000 sec): 3 clusters Score: Raw -149417.574163 + Penalty 3378.923167 = -146038.650996 nChanged 19 SP:Iteration 12Q (84353.880000 sec): 3 clusters Score: Raw -149455.501189 + Penalty 3378.923167 = -146076.578022 nChanged 7 SP:Iteration 13Q (84354.040000 sec): 3 clusters Score: Raw -149472.045942 + Penalty 3378.923167 = -146093.122775 nChanged 3 SP:Iteration 14Q (84354.210000 sec): 3 clusters Score: Raw -149482.917880 + Penalty 3378.923167 = -146103.994714 nChanged 4 SP:Iteration 15Q (84354.420000 sec): 3 clusters Score: Raw -149489.531936 + Penalty 3378.923167 = -146110.608770 nChanged 2 SP:Iteration 16Q (84354.600000 sec): 3 clusters Score: Raw -149491.704243 + Penalty 3378.923167 = -146112.781077 nChanged 2 SP:Iteration 17Q (84354.760000 sec): 3 clusters Score: Raw -149496.022495 + Penalty 3378.923167 = -146117.099328 nChanged 1 SP:Iteration 18Q (84354.980000 sec): 3 clusters Score: Raw -149496.847569 + Penalty 3378.923167 = -146117.924402 nChanged 0 SP:Iteration 19F (84355.160000 sec): 3 clusters Score: Raw -149504.354029 + Penalty 3378.923167 = -146125.430862 nChanged 4 SP:Iteration 20F (84355.310000 sec): 3 clusters Score: Raw -149539.692445 + Penalty 3378.923167 = -146160.769278 nChanged 5 SP:Iteration 21Q (84355.500000 sec): 3 clusters Score: Raw -149547.398810 + Penalty 3378.923167 = -146168.475643 nChanged 3 SP:Iteration 22Q (84355.680000 sec): 3 clusters Score: Raw -149553.503198 + Penalty 3378.923167 = -146174.580031 nChanged 2 SP:Iteration 23Q (84355.860000 sec): 3 clusters Score: Raw -149555.748079 + Penalty 3378.923167 = -146176.824913 nChanged 1 SP:Iteration 24Q (84355.990000 sec): 3 clusters Score: Raw -149557.215428 + Penalty 3378.923167 = -146178.292262 nChanged 0 SP:Iteration 25F (84356.140000 sec): 3 clusters Score: Raw -149557.215428 + Penalty 3378.923167 = -146178.292262 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84356.240000 sec): 2 clusters Score: Raw -154885.098309 + Penalty 1682.264650 = -153202.833659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84356.420000 sec): 3 clusters Score: Raw -154744.485201 + Penalty 3364.529299 = -151379.955901 nChanged 204 SP:Iteration 1F (84356.620000 sec): 3 clusters Score: Raw -155064.501741 + Penalty 3364.529299 = -151699.972441 nChanged 82 SP:Iteration 2F (84356.850000 sec): 3 clusters Score: Raw -155267.907610 + Penalty 3364.529299 = -151903.378310 nChanged 59 SP:Iteration 3F (84356.970000 sec): 3 clusters Score: Raw -155459.778257 + Penalty 3364.529299 = -152095.248957 nChanged 49 SP:Iteration 4F (84357.210000 sec): 3 clusters Score: Raw -155597.808605 + Penalty 3364.529299 = -152233.279306 nChanged 41 SP:Iteration 5Q (84357.390000 sec): 3 clusters Score: Raw -155714.598293 + Penalty 3364.529299 = -152350.068994 nChanged 44 SP:Iteration 6Q (84357.600000 sec): 3 clusters Score: Raw -155826.900971 + Penalty 3364.529299 = -152462.371671 nChanged 29 SP:Iteration 7Q (84357.810000 sec): 3 clusters Score: Raw -155913.176345 + Penalty 3364.529299 = -152548.647046 nChanged 19 SP:Iteration 8Q (84358.050000 sec): 3 clusters Score: Raw -155954.847396 + Penalty 3364.529299 = -152590.318096 nChanged 13 SP:Iteration 9Q (84358.230000 sec): 3 clusters Score: Raw -155977.573918 + Penalty 3364.529299 = -152613.044618 nChanged 4 SP:Iteration 10Q (84358.450000 sec): 3 clusters Score: Raw -155984.858432 + Penalty 3364.529299 = -152620.329133 nChanged 1 SP:Iteration 11Q (84358.590000 sec): 3 clusters Score: Raw -155985.973051 + Penalty 3364.529299 = -152621.443752 nChanged 0 SP:Iteration 12F (84358.790000 sec): 3 clusters Score: Raw -155985.973051 + Penalty 3364.529299 = -152621.443752 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84358.920000 sec): 2 clusters Score: Raw -60877.834346 + Penalty 1450.632545 = -59427.201801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84359.110000 sec): 3 clusters Score: Raw -60989.127268 + Penalty 2901.265091 = -58087.862177 nChanged 49 SP:Iteration 1F (84359.320000 sec): 3 clusters Score: Raw -61114.858818 + Penalty 2901.265091 = -58213.593727 nChanged 9 SP:Iteration 2Q (84359.500000 sec): 3 clusters Score: Raw -61154.398608 + Penalty 2901.265091 = -58253.133517 nChanged 7 SP:Iteration 3Q (84359.700000 sec): 3 clusters Score: Raw -61184.683531 + Penalty 2901.265091 = -58283.418440 nChanged 8 SP:Iteration 4Q (84359.920000 sec): 3 clusters Score: Raw -61216.958678 + Penalty 2901.265091 = -58315.693587 nChanged 4 SP:Iteration 5Q (84360.100000 sec): 3 clusters Score: Raw -61251.792728 + Penalty 2901.265091 = -58350.527637 nChanged 5 SP:Iteration 6Q (84360.270000 sec): 3 clusters Score: Raw -61306.198704 + Penalty 2901.265091 = -58404.933613 nChanged 7 SP:Iteration 7Q (84360.470000 sec): 3 clusters Score: Raw -61368.675675 + Penalty 2901.265091 = -58467.410584 nChanged 4 SP:Iteration 8Q (84360.630000 sec): 3 clusters Score: Raw -61381.620571 + Penalty 2901.265091 = -58480.355480 nChanged 3 SP:Iteration 9Q (84360.820000 sec): 3 clusters Score: Raw -61401.359672 + Penalty 2901.265091 = -58500.094581 nChanged 1 SP:Iteration 10Q (84361.040000 sec): 3 clusters Score: Raw -61408.639988 + Penalty 2901.265091 = -58507.374897 nChanged 1 SP:Iteration 11Q (84361.200000 sec): 3 clusters Score: Raw -61410.869797 + Penalty 2901.265091 = -58509.604706 nChanged 0 SP:Iteration 12F (84361.400000 sec): 3 clusters Score: Raw -61410.869797 + Penalty 2901.265091 = -58509.604706 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84361.480000 sec): 2 clusters Score: Raw -94542.115880 + Penalty 1563.956271 = -92978.159609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84361.640000 sec): 3 clusters Score: Raw -94542.906073 + Penalty 3127.912542 = -91414.993531 nChanged 89 SP:Iteration 1F (84361.780000 sec): 3 clusters Score: Raw -94715.609851 + Penalty 3127.912542 = -91587.697309 nChanged 20 SP:Iteration 2Q (84361.970000 sec): 3 clusters Score: Raw -94761.042391 + Penalty 3127.912542 = -91633.129848 nChanged 12 SP:Iteration 3Q (84362.150000 sec): 3 clusters Score: Raw -94787.259800 + Penalty 3127.912542 = -91659.347258 nChanged 9 SP:Iteration 4Q (84362.300000 sec): 3 clusters Score: Raw -94803.781280 + Penalty 3127.912542 = -91675.868738 nChanged 7 SP:Iteration 5Q (84362.460000 sec): 3 clusters Score: Raw -94819.975202 + Penalty 3127.912542 = -91692.062660 nChanged 0 SP:Iteration 6F (84362.620000 sec): 3 clusters Score: Raw -94819.975202 + Penalty 3127.912542 = -91692.062660 nChanged 0 Deleting Class 47 (43 points): Lose 1682.383890 but Gain 3578.798581 Iteration 275F (84600.340000 sec): 69 clusters Score: Raw -340485236.800713 + Penalty 243358.303494 = -340241878.497219 nChanged 93 Iteration 276F (84833.180000 sec): 69 clusters Score: Raw -340486388.699604 + Penalty 243358.303494 = -340243030.396110 nChanged 77 Iteration 277Q (84945.640000 sec): 69 clusters Score: Raw -340486725.056898 + Penalty 243358.303494 = -340243366.753404 nChanged 74 Iteration 278Q (85069.080000 sec): 69 clusters Score: Raw -340486775.657951 + Penalty 243358.303494 = -340243417.354457 nChanged 82 Iteration 279Q (85193.600000 sec): 69 clusters Score: Raw -340486824.031448 + Penalty 243358.303494 = -340243465.727954 nChanged 75 Iteration 280F (85437.980000 sec): 69 clusters Score: Raw -340486853.510216 + Penalty 243358.303494 = -340243495.206722 nChanged 59 Iteration 281Q (85563.740000 sec): 69 clusters Score: Raw -340486886.040034 + Penalty 243358.303494 = -340243527.736540 nChanged 39 Iteration 282Q (85688.960000 sec): 69 clusters Score: Raw -340486889.679000 + Penalty 243358.303494 = -340243531.375506 nChanged 46 Iteration 283Q (85814.420000 sec): 69 clusters Score: Raw -340486894.592532 + Penalty 243358.303494 = -340243536.289038 nChanged 38 Iteration 284Q (85955.580000 sec): 69 clusters Score: Raw -340486899.097653 + Penalty 243358.303494 = -340243540.794159 nChanged 34 Iteration 285Q (86090.430000 sec): 69 clusters Score: Raw -340486904.598037 + Penalty 243358.303494 = -340243546.294543 nChanged 31 Iteration 286Q (86223.290000 sec): 69 clusters Score: Raw -340486907.449282 + Penalty 243358.303494 = -340243549.145788 nChanged 19 Iteration 287Q (86372.770000 sec): 69 clusters Score: Raw -340486909.465835 + Penalty 243358.303494 = -340243551.162341 nChanged 15 Iteration 288Q (86517.830000 sec): 69 clusters Score: Raw -340486911.306486 + Penalty 243358.303494 = -340243553.002991 nChanged 14 Iteration 289Q (86654.940000 sec): 69 clusters Score: Raw -340486914.077970 + Penalty 243358.303494 = -340243555.774476 nChanged 7 Iteration 290Q (86796.700000 sec): 69 clusters Score: Raw -340486915.120378 + Penalty 243358.303494 = -340243556.816884 nChanged 11 Iteration 291Q (86935.630000 sec): 69 clusters Score: Raw -340486917.440508 + Penalty 243358.303494 = -340243559.137014 nChanged 11 Iteration 292Q (87088.240000 sec): 69 clusters Score: Raw -340486920.365566 + Penalty 243358.303494 = -340243562.062072 nChanged 7 Iteration 293Q (87258.310000 sec): 69 clusters Score: Raw -340486921.724027 + Penalty 243358.303494 = -340243563.420533 nChanged 3 Iteration 294Q (87413.380000 sec): 69 clusters Score: Raw -340486921.836100 + Penalty 243358.303494 = -340243563.532606 nChanged 5 Iteration 295Q (87573.810000 sec): 69 clusters Score: Raw -340486922.136823 + Penalty 243358.303494 = -340243563.833329 nChanged 3 Iteration 296Q (87692.440000 sec): 69 clusters Score: Raw -340486922.713487 + Penalty 243358.303494 = -340243564.409993 nChanged 3 Iteration 297Q (87804.400000 sec): 69 clusters Score: Raw -340486922.980212 + Penalty 243358.303494 = -340243564.676718 nChanged 7 Iteration 298Q (87916.850000 sec): 69 clusters Score: Raw -340486923.187714 + Penalty 243358.303494 = -340243564.884220 nChanged 9 Writing temp clu file Because OldScore, -340243564.676718, is greater than current (better) Score,-340243564.884220 Compute initial score before splitting: Score: Raw -340486923.187714 + Penalty 243358.303494 = -340243564.884220 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (464737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87919.460000 sec): 2 clusters Score: Raw -90211093.744395 + Penalty 3236.208279 = -90207857.536116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87922.230000 sec): 3 clusters Score: Raw -89900245.132577 + Penalty 6472.416559 = -89893772.716018 nChanged 226541 SP:Iteration 1F (87924.930000 sec): 3 clusters Score: Raw -90035473.676345 + Penalty 6472.416559 = -90029001.259786 nChanged 10588 SP:Iteration 2Q (87928.140000 sec): 3 clusters Score: Raw -90037325.803107 + Penalty 6472.416559 = -90030853.386548 nChanged 11631 SP:Iteration 3Q (87931.150000 sec): 3 clusters Score: Raw -90039788.170790 + Penalty 6472.416559 = -90033315.754231 nChanged 13420 SP:Iteration 4Q (87934.030000 sec): 3 clusters Score: Raw -90043441.818897 + Penalty 6472.416559 = -90036969.402338 nChanged 16524 SP:Iteration 5Q (87936.730000 sec): 3 clusters Score: Raw -90049447.434873 + Penalty 6472.416559 = -90042975.018315 nChanged 21215 SP:Iteration 6Q (87939.360000 sec): 3 clusters Score: Raw -90059717.963059 + Penalty 6472.416559 = -90053245.546500 nChanged 27898 SP:Iteration 7F (87941.990000 sec): 3 clusters Score: Raw -90077350.336432 + Penalty 6472.416559 = -90070877.919873 nChanged 34674 SP:Iteration 8F (87944.650000 sec): 3 clusters Score: Raw -90104215.168183 + Penalty 6472.416559 = -90097742.751624 nChanged 38250 SP:Iteration 9F (87947.350000 sec): 3 clusters Score: Raw -90138087.858321 + Penalty 6472.416559 = -90131615.441762 nChanged 33995 SP:Iteration 10F (87950.040000 sec): 3 clusters Score: Raw -90169910.364245 + Penalty 6472.416559 = -90163437.947686 nChanged 24119 SP:Iteration 11F (87952.710000 sec): 3 clusters Score: Raw -90192418.350721 + Penalty 6472.416559 = -90185945.934162 nChanged 13086 SP:Iteration 12Q (87955.380000 sec): 3 clusters Score: Raw -90204171.398057 + Penalty 6472.416559 = -90197698.981498 nChanged 5523 SP:Iteration 13Q (87957.690000 sec): 3 clusters Score: Raw -90208897.539647 + Penalty 6472.416559 = -90202425.123088 nChanged 1849 SP:Iteration 14Q (87959.690000 sec): 3 clusters Score: Raw -90210444.719403 + Penalty 6472.416559 = -90203972.302844 nChanged 571 SP:Iteration 15Q (87961.570000 sec): 3 clusters Score: Raw -90210959.978306 + Penalty 6472.416559 = -90204487.561747 nChanged 201 SP:Iteration 16Q (87963.520000 sec): 3 clusters Score: Raw -90211184.728782 + Penalty 6472.416559 = -90204712.312223 nChanged 78 SP:Iteration 17Q (87965.590000 sec): 3 clusters Score: Raw -90211285.613761 + Penalty 6472.416559 = -90204813.197202 nChanged 50 SP:Iteration 18Q (87967.630000 sec): 3 clusters Score: Raw -90211347.927300 + Penalty 6472.416559 = -90204875.510741 nChanged 26 SP:Iteration 19Q (87969.690000 sec): 3 clusters Score: Raw -90211377.569459 + Penalty 6472.416559 = -90204905.152900 nChanged 13 SP:Iteration 20F (87972.440000 sec): 3 clusters Score: Raw -90211391.477102 + Penalty 6472.416559 = -90204919.060543 nChanged 9 SP:Iteration 21Q (87974.450000 sec): 3 clusters Score: Raw -90211399.720735 + Penalty 6472.416559 = -90204927.304176 nChanged 7 SP:Iteration 22Q (87976.420000 sec): 3 clusters Score: Raw -90211407.238298 + Penalty 6472.416559 = -90204934.821739 nChanged 4 SP:Iteration 23Q (87978.470000 sec): 3 clusters Score: Raw -90211409.660010 + Penalty 6472.416559 = -90204937.243452 nChanged 1 SP:Iteration 24Q (87980.370000 sec): 3 clusters Score: Raw -90211411.382160 + Penalty 6472.416559 = -90204938.965601 nChanged 2 SP:Iteration 25Q (87982.600000 sec): 3 clusters Score: Raw -90211414.799407 + Penalty 6472.416559 = -90204942.382848 nChanged 0 SP:Iteration 26F (87985.430000 sec): 3 clusters Score: Raw -90211414.799407 + Penalty 6472.416559 = -90204942.382848 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87985.750000 sec): 2 clusters Score: Raw -80980.315454 + Penalty 1521.620093 = -79458.695361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87985.960000 sec): 3 clusters Score: Raw -81098.730119 + Penalty 3043.240186 = -78055.489933 nChanged 91 SP:Iteration 1F (87986.170000 sec): 3 clusters Score: Raw -81292.702790 + Penalty 3043.240186 = -78249.462604 nChanged 27 SP:Iteration 2F (87986.380000 sec): 3 clusters Score: Raw -81372.797033 + Penalty 3043.240186 = -78329.556847 nChanged 19 SP:Iteration 3Q (87986.530000 sec): 3 clusters Score: Raw -81435.578429 + Penalty 3043.240186 = -78392.338243 nChanged 14 SP:Iteration 4Q (87986.750000 sec): 3 clusters Score: Raw -81468.489798 + Penalty 3043.240186 = -78425.249612 nChanged 6 SP:Iteration 5Q (87986.930000 sec): 3 clusters Score: Raw -81478.986555 + Penalty 3043.240186 = -78435.746369 nChanged 10 SP:Iteration 6Q (87987.140000 sec): 3 clusters Score: Raw -81517.786663 + Penalty 3043.240186 = -78474.546477 nChanged 7 SP:Iteration 7Q (87987.310000 sec): 3 clusters Score: Raw -81533.909898 + Penalty 3043.240186 = -78490.669712 nChanged 3 SP:Iteration 8Q (87987.460000 sec): 3 clusters Score: Raw -81541.178584 + Penalty 3043.240186 = -78497.938398 nChanged 1 SP:Iteration 9Q (87987.660000 sec): 3 clusters Score: Raw -81542.250477 + Penalty 3043.240186 = -78499.010291 nChanged 2 SP:Iteration 10Q (87987.770000 sec): 3 clusters Score: Raw -81547.050156 + Penalty 3043.240186 = -78503.809970 nChanged 0 SP:Iteration 11F (87987.890000 sec): 3 clusters Score: Raw -81547.050156 + Penalty 3043.240186 = -78503.809970 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87987.950000 sec): 2 clusters Score: Raw -47941.550873 + Penalty 1482.135026 = -46459.415848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87988.080000 sec): 3 clusters Score: Raw -48123.843883 + Penalty 2964.270051 = -45159.573832 nChanged 79 SP:Iteration 1F (87988.230000 sec): 3 clusters Score: Raw -48390.516171 + Penalty 2964.270051 = -45426.246120 nChanged 27 SP:Iteration 2F (87988.340000 sec): 3 clusters Score: Raw -48475.521479 + Penalty 2964.270051 = -45511.251428 nChanged 14 SP:Iteration 3Q (87988.450000 sec): 3 clusters Score: Raw -48527.608245 + Penalty 2964.270051 = -45563.338194 nChanged 5 SP:Iteration 4Q (87988.570000 sec): 3 clusters Score: Raw -48536.603428 + Penalty 2964.270051 = -45572.333377 nChanged 2 SP:Iteration 5Q (87988.680000 sec): 3 clusters Score: Raw -48542.278595 + Penalty 2964.270051 = -45578.008544 nChanged 0 SP:Iteration 6F (87988.790000 sec): 3 clusters Score: Raw -48542.278595 + Penalty 2964.270051 = -45578.008544 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (709185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (87991.940000 sec): 2 clusters Score: Raw -131751090.576412 + Penalty 3341.024182 = -131747749.552230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (87995.670000 sec): 3 clusters Score: Raw -131274112.327443 + Penalty 6682.048364 = -131267430.279078 nChanged 347691 SP:Iteration 1F (87999.500000 sec): 3 clusters Score: Raw -131489126.588523 + Penalty 6682.048364 = -131482444.540159 nChanged 29052 SP:Iteration 2Q (88003.600000 sec): 3 clusters Score: Raw -131500038.426817 + Penalty 6682.048364 = -131493356.378452 nChanged 39899 SP:Iteration 3F (88007.400000 sec): 3 clusters Score: Raw -131520832.596483 + Penalty 6682.048364 = -131514150.548118 nChanged 52566 SP:Iteration 4F (88011.350000 sec): 3 clusters Score: Raw -131556780.740630 + Penalty 6682.048364 = -131550098.692265 nChanged 61938 SP:Iteration 5F (88015.060000 sec): 3 clusters Score: Raw -131608915.549074 + Penalty 6682.048364 = -131602233.500709 nChanged 61330 SP:Iteration 6F (88018.710000 sec): 3 clusters Score: Raw -131667797.227580 + Penalty 6682.048364 = -131661115.179215 nChanged 46937 SP:Iteration 7F (88022.260000 sec): 3 clusters Score: Raw -131715230.113486 + Penalty 6682.048364 = -131708548.065122 nChanged 25468 SP:Iteration 8Q (88025.900000 sec): 3 clusters Score: Raw -131740470.206821 + Penalty 6682.048364 = -131733788.158457 nChanged 8883 SP:Iteration 9Q (88029.580000 sec): 3 clusters Score: Raw -131748791.507315 + Penalty 6682.048364 = -131742109.458951 nChanged 2115 SP:Iteration 10Q (88032.860000 sec): 3 clusters Score: Raw -131750720.632637 + Penalty 6682.048364 = -131744038.584273 nChanged 364 SP:Iteration 11Q (88036.070000 sec): 3 clusters Score: Raw -131751134.727304 + Penalty 6682.048364 = -131744452.678940 nChanged 73 SP:Iteration 12Q (88038.890000 sec): 3 clusters Score: Raw -131751264.288809 + Penalty 6682.048364 = -131744582.240444 nChanged 24 SP:Iteration 13Q (88041.830000 sec): 3 clusters Score: Raw -131751314.704076 + Penalty 6682.048364 = -131744632.655711 nChanged 15 SP:Iteration 14Q (88045.160000 sec): 3 clusters Score: Raw -131751341.791947 + Penalty 6682.048364 = -131744659.743583 nChanged 5 SP:Iteration 15Q (88048.670000 sec): 3 clusters Score: Raw -131751352.221608 + Penalty 6682.048364 = -131744670.173244 nChanged 5 SP:Iteration 16Q (88051.650000 sec): 3 clusters Score: Raw -131751360.647496 + Penalty 6682.048364 = -131744678.599131 nChanged 3 SP:Iteration 17Q (88054.590000 sec): 3 clusters Score: Raw -131751365.723352 + Penalty 6682.048364 = -131744683.674988 nChanged 2 SP:Iteration 18Q (88057.380000 sec): 3 clusters Score: Raw -131751372.599515 + Penalty 6682.048364 = -131744690.551151 nChanged 1 SP:Iteration 19Q (88060.170000 sec): 3 clusters Score: Raw -131751375.766019 + Penalty 6682.048364 = -131744693.717655 nChanged 0 SP:Iteration 20F (88063.940000 sec): 3 clusters Score: Raw -131751375.766019 + Penalty 6682.048364 = -131744693.717655 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88064.430000 sec): 2 clusters Score: Raw -746860.677798 + Penalty 2063.953740 = -744796.724058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88064.630000 sec): 3 clusters Score: Raw -744999.727411 + Penalty 4127.907480 = -740871.819931 nChanged 1511 SP:Iteration 1F (88064.840000 sec): 3 clusters Score: Raw -745921.072757 + Penalty 4127.907480 = -741793.165277 nChanged 328 SP:Iteration 2F (88065.000000 sec): 3 clusters Score: Raw -746204.394605 + Penalty 4127.907480 = -742076.487125 nChanged 238 SP:Iteration 3F (88065.200000 sec): 3 clusters Score: Raw -746391.063246 + Penalty 4127.907480 = -742263.155766 nChanged 170 SP:Iteration 4Q (88065.450000 sec): 3 clusters Score: Raw -746536.265011 + Penalty 4127.907480 = -742408.357531 nChanged 144 SP:Iteration 5Q (88065.640000 sec): 3 clusters Score: Raw -746670.192192 + Penalty 4127.907480 = -742542.284712 nChanged 143 SP:Iteration 6Q (88065.830000 sec): 3 clusters Score: Raw -746774.683032 + Penalty 4127.907480 = -742646.775552 nChanged 128 SP:Iteration 7Q (88066.040000 sec): 3 clusters Score: Raw -746863.782119 + Penalty 4127.907480 = -742735.874639 nChanged 115 SP:Iteration 8Q (88066.260000 sec): 3 clusters Score: Raw -746935.455672 + Penalty 4127.907480 = -742807.548192 nChanged 105 SP:Iteration 9Q (88066.460000 sec): 3 clusters Score: Raw -746999.018593 + Penalty 4127.907480 = -742871.111113 nChanged 93 SP:Iteration 10Q (88066.650000 sec): 3 clusters Score: Raw -747056.460462 + Penalty 4127.907480 = -742928.552982 nChanged 85 SP:Iteration 11Q (88066.860000 sec): 3 clusters Score: Raw -747104.700978 + Penalty 4127.907480 = -742976.793498 nChanged 70 SP:Iteration 12Q (88067.090000 sec): 3 clusters Score: Raw -747139.919098 + Penalty 4127.907480 = -743012.011618 nChanged 62 SP:Iteration 13Q (88067.270000 sec): 3 clusters Score: Raw -747181.261340 + Penalty 4127.907480 = -743053.353860 nChanged 75 SP:Iteration 14Q (88067.510000 sec): 3 clusters Score: Raw -747223.834695 + Penalty 4127.907480 = -743095.927214 nChanged 73 SP:Iteration 15Q (88067.720000 sec): 3 clusters Score: Raw -747265.174492 + Penalty 4127.907480 = -743137.267012 nChanged 58 SP:Iteration 16Q (88067.900000 sec): 3 clusters Score: Raw -747291.126594 + Penalty 4127.907480 = -743163.219114 nChanged 54 SP:Iteration 17Q (88068.110000 sec): 3 clusters Score: Raw -747315.071899 + Penalty 4127.907480 = -743187.164419 nChanged 57 SP:Iteration 18Q (88068.320000 sec): 3 clusters Score: Raw -747339.330689 + Penalty 4127.907480 = -743211.423209 nChanged 45 SP:Iteration 19Q (88068.540000 sec): 3 clusters Score: Raw -747358.419172 + Penalty 4127.907480 = -743230.511692 nChanged 48 SP:Iteration 20F (88068.730000 sec): 3 clusters Score: Raw -747378.642962 + Penalty 4127.907480 = -743250.735482 nChanged 42 SP:Iteration 21Q (88068.960000 sec): 3 clusters Score: Raw -747397.297701 + Penalty 4127.907480 = -743269.390221 nChanged 44 SP:Iteration 22Q (88069.110000 sec): 3 clusters Score: Raw -747416.376056 + Penalty 4127.907480 = -743288.468576 nChanged 51 SP:Iteration 23Q (88069.310000 sec): 3 clusters Score: Raw -747438.265527 + Penalty 4127.907480 = -743310.358047 nChanged 40 SP:Iteration 24Q (88069.480000 sec): 3 clusters Score: Raw -747454.750399 + Penalty 4127.907480 = -743326.842919 nChanged 38 SP:Iteration 25Q (88069.670000 sec): 3 clusters Score: Raw -747469.789959 + Penalty 4127.907480 = -743341.882479 nChanged 38 SP:Iteration 26Q (88069.890000 sec): 3 clusters Score: Raw -747485.906422 + Penalty 4127.907480 = -743357.998941 nChanged 30 SP:Iteration 27Q (88070.090000 sec): 3 clusters Score: Raw -747498.951235 + Penalty 4127.907480 = -743371.043755 nChanged 22 SP:Iteration 28Q (88070.250000 sec): 3 clusters Score: Raw -747508.393014 + Penalty 4127.907480 = -743380.485534 nChanged 20 SP:Iteration 29Q (88070.490000 sec): 3 clusters Score: Raw -747516.804767 + Penalty 4127.907480 = -743388.897286 nChanged 19 SP:Iteration 30Q (88070.680000 sec): 3 clusters Score: Raw -747527.492863 + Penalty 4127.907480 = -743399.585382 nChanged 23 SP:Iteration 31Q (88070.870000 sec): 3 clusters Score: Raw -747537.324716 + Penalty 4127.907480 = -743409.417236 nChanged 21 SP:Iteration 32Q (88071.080000 sec): 3 clusters Score: Raw -747547.070483 + Penalty 4127.907480 = -743419.163003 nChanged 25 SP:Iteration 33Q (88071.270000 sec): 3 clusters Score: Raw -747558.223216 + Penalty 4127.907480 = -743430.315736 nChanged 24 SP:Iteration 34Q (88071.430000 sec): 3 clusters Score: Raw -747569.911642 + Penalty 4127.907480 = -743442.004162 nChanged 25 SP:Iteration 35Q (88071.610000 sec): 3 clusters Score: Raw -747580.083510 + Penalty 4127.907480 = -743452.176030 nChanged 21 SP:Iteration 36Q (88071.790000 sec): 3 clusters Score: Raw -747588.007722 + Penalty 4127.907480 = -743460.100241 nChanged 18 SP:Iteration 37Q (88071.990000 sec): 3 clusters Score: Raw -747594.649787 + Penalty 4127.907480 = -743466.742307 nChanged 14 SP:Iteration 38Q (88072.150000 sec): 3 clusters Score: Raw -747600.234684 + Penalty 4127.907480 = -743472.327204 nChanged 19 SP:Iteration 39Q (88072.360000 sec): 3 clusters Score: Raw -747607.815719 + Penalty 4127.907480 = -743479.908239 nChanged 21 SP:Iteration 40F (88072.520000 sec): 3 clusters Score: Raw -747616.929704 + Penalty 4127.907480 = -743489.022224 nChanged 23 SP:Iteration 41Q (88072.760000 sec): 3 clusters Score: Raw -747625.240066 + Penalty 4127.907480 = -743497.332586 nChanged 17 SP:Iteration 42Q (88072.950000 sec): 3 clusters Score: Raw -747631.505516 + Penalty 4127.907480 = -743503.598036 nChanged 18 SP:Iteration 43Q (88073.170000 sec): 3 clusters Score: Raw -747639.043174 + Penalty 4127.907480 = -743511.135693 nChanged 17 SP:Iteration 44Q (88073.400000 sec): 3 clusters Score: Raw -747645.780271 + Penalty 4127.907480 = -743517.872790 nChanged 16 SP:Iteration 45Q (88073.620000 sec): 3 clusters Score: Raw -747652.695396 + Penalty 4127.907480 = -743524.787915 nChanged 16 SP:Iteration 46Q (88073.820000 sec): 3 clusters Score: Raw -747660.545413 + Penalty 4127.907480 = -743532.637932 nChanged 12 SP:Iteration 47Q (88074.030000 sec): 3 clusters Score: Raw -747666.388279 + Penalty 4127.907480 = -743538.480798 nChanged 16 SP:Iteration 48Q (88074.270000 sec): 3 clusters Score: Raw -747672.693337 + Penalty 4127.907480 = -743544.785857 nChanged 16 SP:Iteration 49Q (88074.440000 sec): 3 clusters Score: Raw -747678.083805 + Penalty 4127.907480 = -743550.176325 nChanged 7 SP:Iteration 50Q (88074.620000 sec): 3 clusters Score: Raw -747680.620736 + Penalty 4127.907480 = -743552.713256 nChanged 9 SP:Iteration 51Q (88074.880000 sec): 3 clusters Score: Raw -747683.658613 + Penalty 4127.907480 = -743555.751133 nChanged 10 SP:Iteration 52Q (88075.070000 sec): 3 clusters Score: Raw -747687.873376 + Penalty 4127.907480 = -743559.965896 nChanged 14 SP:Iteration 53Q (88075.250000 sec): 3 clusters Score: Raw -747692.346376 + Penalty 4127.907480 = -743564.438896 nChanged 8 SP:Iteration 54Q (88075.480000 sec): 3 clusters Score: Raw -747695.298569 + Penalty 4127.907480 = -743567.391088 nChanged 6 SP:Iteration 55Q (88075.700000 sec): 3 clusters Score: Raw -747696.362460 + Penalty 4127.907480 = -743568.454979 nChanged 2 SP:Iteration 56Q (88075.870000 sec): 3 clusters Score: Raw -747696.650373 + Penalty 4127.907480 = -743568.742893 nChanged 4 SP:Iteration 57Q (88076.080000 sec): 3 clusters Score: Raw -747697.809842 + Penalty 4127.907480 = -743569.902361 nChanged 4 SP:Iteration 58Q (88076.260000 sec): 3 clusters Score: Raw -747699.984339 + Penalty 4127.907480 = -743572.076859 nChanged 5 SP:Iteration 59Q (88076.470000 sec): 3 clusters Score: Raw -747701.489919 + Penalty 4127.907480 = -743573.582439 nChanged 2 SP:Iteration 60F (88076.660000 sec): 3 clusters Score: Raw -747702.036745 + Penalty 4127.907480 = -743574.129265 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88076.810000 sec): 2 clusters Score: Raw -227975.872321 + Penalty 1780.468376 = -226195.403944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88077.000000 sec): 3 clusters Score: Raw -227633.117671 + Penalty 3560.936753 = -224072.180918 nChanged 376 SP:Iteration 1F (88077.210000 sec): 3 clusters Score: Raw -227985.780801 + Penalty 3560.936753 = -224424.844048 nChanged 102 SP:Iteration 2F (88077.400000 sec): 3 clusters Score: Raw -228128.804241 + Penalty 3560.936753 = -224567.867488 nChanged 64 SP:Iteration 3Q (88077.580000 sec): 3 clusters Score: Raw -228229.247046 + Penalty 3560.936753 = -224668.310293 nChanged 43 SP:Iteration 4Q (88077.750000 sec): 3 clusters Score: Raw -228305.902593 + Penalty 3560.936753 = -224744.965840 nChanged 41 SP:Iteration 5Q (88077.940000 sec): 3 clusters Score: Raw -228365.046415 + Penalty 3560.936753 = -224804.109663 nChanged 28 SP:Iteration 6Q (88078.100000 sec): 3 clusters Score: Raw -228406.412783 + Penalty 3560.936753 = -224845.476030 nChanged 16 SP:Iteration 7Q (88078.280000 sec): 3 clusters Score: Raw -228432.676175 + Penalty 3560.936753 = -224871.739422 nChanged 13 SP:Iteration 8Q (88078.470000 sec): 3 clusters Score: Raw -228446.520552 + Penalty 3560.936753 = -224885.583799 nChanged 11 SP:Iteration 9Q (88078.670000 sec): 3 clusters Score: Raw -228461.752641 + Penalty 3560.936753 = -224900.815889 nChanged 13 SP:Iteration 10Q (88078.830000 sec): 3 clusters Score: Raw -228477.043069 + Penalty 3560.936753 = -224916.106316 nChanged 13 SP:Iteration 11Q (88079.030000 sec): 3 clusters Score: Raw -228502.114507 + Penalty 3560.936753 = -224941.177754 nChanged 23 SP:Iteration 12Q (88079.230000 sec): 3 clusters Score: Raw -228536.292435 + Penalty 3560.936753 = -224975.355682 nChanged 15 SP:Iteration 13Q (88079.380000 sec): 3 clusters Score: Raw -228558.804686 + Penalty 3560.936753 = -224997.867933 nChanged 12 SP:Iteration 14Q (88079.570000 sec): 3 clusters Score: Raw -228569.088528 + Penalty 3560.936753 = -225008.151775 nChanged 7 SP:Iteration 15Q (88079.810000 sec): 3 clusters Score: Raw -228578.752939 + Penalty 3560.936753 = -225017.816186 nChanged 7 SP:Iteration 16Q (88079.970000 sec): 3 clusters Score: Raw -228588.637044 + Penalty 3560.936753 = -225027.700291 nChanged 7 SP:Iteration 17Q (88080.170000 sec): 3 clusters Score: Raw -228597.394212 + Penalty 3560.936753 = -225036.457459 nChanged 10 SP:Iteration 18Q (88080.440000 sec): 3 clusters Score: Raw -228613.903121 + Penalty 3560.936753 = -225052.966369 nChanged 11 SP:Iteration 19Q (88080.610000 sec): 3 clusters Score: Raw -228625.646017 + Penalty 3560.936753 = -225064.709264 nChanged 6 SP:Iteration 20F (88080.870000 sec): 3 clusters Score: Raw -228637.149881 + Penalty 3560.936753 = -225076.213128 nChanged 5 SP:Iteration 21Q (88081.080000 sec): 3 clusters Score: Raw -228642.804552 + Penalty 3560.936753 = -225081.867799 nChanged 4 SP:Iteration 22Q (88081.330000 sec): 3 clusters Score: Raw -228655.530688 + Penalty 3560.936753 = -225094.593935 nChanged 6 SP:Iteration 23Q (88081.510000 sec): 3 clusters Score: Raw -228664.818252 + Penalty 3560.936753 = -225103.881499 nChanged 5 SP:Iteration 24Q (88081.760000 sec): 3 clusters Score: Raw -228669.948818 + Penalty 3560.936753 = -225109.012065 nChanged 4 SP:Iteration 25Q (88081.950000 sec): 3 clusters Score: Raw -228673.890497 + Penalty 3560.936753 = -225112.953744 nChanged 2 SP:Iteration 26Q (88082.140000 sec): 3 clusters Score: Raw -228677.137574 + Penalty 3560.936753 = -225116.200821 nChanged 2 SP:Iteration 27Q (88082.310000 sec): 3 clusters Score: Raw -228678.888224 + Penalty 3560.936753 = -225117.951471 nChanged 2 SP:Iteration 28Q (88082.550000 sec): 3 clusters Score: Raw -228681.683057 + Penalty 3560.936753 = -225120.746305 nChanged 1 SP:Iteration 29Q (88082.750000 sec): 3 clusters Score: Raw -228682.902369 + Penalty 3560.936753 = -225121.965616 nChanged 1 SP:Iteration 30Q (88082.940000 sec): 3 clusters Score: Raw -228683.717472 + Penalty 3560.936753 = -225122.780719 nChanged 1 SP:Iteration 31Q (88083.150000 sec): 3 clusters Score: Raw -228685.335758 + Penalty 3560.936753 = -225124.399005 nChanged 0 SP:Iteration 32F (88083.390000 sec): 3 clusters Score: Raw -228685.335758 + Penalty 3560.936753 = -225124.399005 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88083.500000 sec): 2 clusters Score: Raw -37758.822352 + Penalty 1363.297720 = -36395.524633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88083.690000 sec): 3 clusters Score: Raw -38032.335929 + Penalty 2726.595440 = -35305.740490 nChanged 33 SP:Iteration 1F (88083.900000 sec): 3 clusters Score: Raw -38253.216958 + Penalty 2726.595440 = -35526.621518 nChanged 10 SP:Iteration 2Q (88084.080000 sec): 3 clusters Score: Raw -38314.788132 + Penalty 2726.595440 = -35588.192693 nChanged 8 SP:Iteration 3Q (88084.250000 sec): 3 clusters Score: Raw -38358.293485 + Penalty 2726.595440 = -35631.698045 nChanged 5 SP:Iteration 4Q (88084.460000 sec): 3 clusters Score: Raw -38389.212091 + Penalty 2726.595440 = -35662.616652 nChanged 2 SP:Iteration 5Q (88084.600000 sec): 3 clusters Score: Raw -38404.704201 + Penalty 2726.595440 = -35678.108762 nChanged 0 SP:Iteration 6F (88084.850000 sec): 3 clusters Score: Raw -38404.704201 + Penalty 2726.595440 = -35678.108762 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88084.940000 sec): 2 clusters Score: Raw -1416173.205094 + Penalty 2237.356365 = -1413935.848728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88085.190000 sec): 3 clusters Score: Raw -1411821.566079 + Penalty 4474.712731 = -1407346.853348 nChanged 3408 SP:Iteration 1F (88085.440000 sec): 3 clusters Score: Raw -1413742.146455 + Penalty 4474.712731 = -1409267.433724 nChanged 556 SP:Iteration 2F (88085.710000 sec): 3 clusters Score: Raw -1414040.169527 + Penalty 4474.712731 = -1409565.456796 nChanged 416 SP:Iteration 3F (88085.980000 sec): 3 clusters Score: Raw -1414227.810552 + Penalty 4474.712731 = -1409753.097821 nChanged 302 SP:Iteration 4Q (88086.230000 sec): 3 clusters Score: Raw -1414360.290581 + Penalty 4474.712731 = -1409885.577851 nChanged 265 SP:Iteration 5Q (88086.500000 sec): 3 clusters Score: Raw -1414476.966476 + Penalty 4474.712731 = -1410002.253745 nChanged 243 SP:Iteration 6Q (88086.690000 sec): 3 clusters Score: Raw -1414582.009602 + Penalty 4474.712731 = -1410107.296871 nChanged 211 SP:Iteration 7Q (88086.910000 sec): 3 clusters Score: Raw -1414666.375588 + Penalty 4474.712731 = -1410191.662857 nChanged 194 SP:Iteration 8Q (88087.180000 sec): 3 clusters Score: Raw -1414745.446299 + Penalty 4474.712731 = -1410270.733568 nChanged 179 SP:Iteration 9Q (88087.390000 sec): 3 clusters Score: Raw -1414824.730025 + Penalty 4474.712731 = -1410350.017294 nChanged 176 SP:Iteration 10Q (88087.640000 sec): 3 clusters Score: Raw -1414906.391587 + Penalty 4474.712731 = -1410431.678857 nChanged 179 SP:Iteration 11Q (88087.880000 sec): 3 clusters Score: Raw -1414979.344223 + Penalty 4474.712731 = -1410504.631492 nChanged 158 SP:Iteration 12Q (88088.080000 sec): 3 clusters Score: Raw -1415049.635277 + Penalty 4474.712731 = -1410574.922546 nChanged 186 SP:Iteration 13Q (88088.330000 sec): 3 clusters Score: Raw -1415144.318223 + Penalty 4474.712731 = -1410669.605492 nChanged 198 SP:Iteration 14Q (88088.550000 sec): 3 clusters Score: Raw -1415249.330519 + Penalty 4474.712731 = -1410774.617788 nChanged 211 SP:Iteration 15Q (88088.770000 sec): 3 clusters Score: Raw -1415373.767578 + Penalty 4474.712731 = -1410899.054848 nChanged 227 SP:Iteration 16Q (88089.020000 sec): 3 clusters Score: Raw -1415517.709166 + Penalty 4474.712731 = -1411042.996436 nChanged 220 SP:Iteration 17Q (88089.320000 sec): 3 clusters Score: Raw -1415673.105062 + Penalty 4474.712731 = -1411198.392331 nChanged 211 SP:Iteration 18Q (88089.550000 sec): 3 clusters Score: Raw -1415817.712659 + Penalty 4474.712731 = -1411342.999929 nChanged 190 SP:Iteration 19Q (88089.800000 sec): 3 clusters Score: Raw -1415949.871872 + Penalty 4474.712731 = -1411475.159141 nChanged 172 SP:Iteration 20F (88090.020000 sec): 3 clusters Score: Raw -1416072.383823 + Penalty 4474.712731 = -1411597.671092 nChanged 135 SP:Iteration 21Q (88090.230000 sec): 3 clusters Score: Raw -1416178.799366 + Penalty 4474.712731 = -1411704.086635 nChanged 109 SP:Iteration 22Q (88090.440000 sec): 3 clusters Score: Raw -1416258.381106 + Penalty 4474.712731 = -1411783.668376 nChanged 81 SP:Iteration 23Q (88090.710000 sec): 3 clusters Score: Raw -1416309.796412 + Penalty 4474.712731 = -1411835.083682 nChanged 77 SP:Iteration 24Q (88090.890000 sec): 3 clusters Score: Raw -1416359.967052 + Penalty 4474.712731 = -1411885.254321 nChanged 51 SP:Iteration 25Q (88091.140000 sec): 3 clusters Score: Raw -1416395.377930 + Penalty 4474.712731 = -1411920.665200 nChanged 44 SP:Iteration 26Q (88091.420000 sec): 3 clusters Score: Raw -1416425.245278 + Penalty 4474.712731 = -1411950.532547 nChanged 39 SP:Iteration 27Q (88091.680000 sec): 3 clusters Score: Raw -1416451.805934 + Penalty 4474.712731 = -1411977.093203 nChanged 26 SP:Iteration 28Q (88091.890000 sec): 3 clusters Score: Raw -1416470.782007 + Penalty 4474.712731 = -1411996.069276 nChanged 23 SP:Iteration 29Q (88092.180000 sec): 3 clusters Score: Raw -1416483.964468 + Penalty 4474.712731 = -1412009.251737 nChanged 22 SP:Iteration 30Q (88092.360000 sec): 3 clusters Score: Raw -1416500.642790 + Penalty 4474.712731 = -1412025.930060 nChanged 22 SP:Iteration 31Q (88092.670000 sec): 3 clusters Score: Raw -1416515.469130 + Penalty 4474.712731 = -1412040.756399 nChanged 21 SP:Iteration 32Q (88092.860000 sec): 3 clusters Score: Raw -1416525.483863 + Penalty 4474.712731 = -1412050.771132 nChanged 10 SP:Iteration 33Q (88093.090000 sec): 3 clusters Score: Raw -1416530.572289 + Penalty 4474.712731 = -1412055.859558 nChanged 11 SP:Iteration 34Q (88093.380000 sec): 3 clusters Score: Raw -1416537.005640 + Penalty 4474.712731 = -1412062.292909 nChanged 7 SP:Iteration 35Q (88093.610000 sec): 3 clusters Score: Raw -1416542.756578 + Penalty 4474.712731 = -1412068.043848 nChanged 10 SP:Iteration 36Q (88093.820000 sec): 3 clusters Score: Raw -1416550.255218 + Penalty 4474.712731 = -1412075.542487 nChanged 6 SP:Iteration 37Q (88094.070000 sec): 3 clusters Score: Raw -1416554.722963 + Penalty 4474.712731 = -1412080.010233 nChanged 8 SP:Iteration 38Q (88094.300000 sec): 3 clusters Score: Raw -1416559.039239 + Penalty 4474.712731 = -1412084.326509 nChanged 5 SP:Iteration 39Q (88094.520000 sec): 3 clusters Score: Raw -1416560.749010 + Penalty 4474.712731 = -1412086.036280 nChanged 2 SP:Iteration 40F (88094.700000 sec): 3 clusters Score: Raw -1416561.710228 + Penalty 4474.712731 = -1412086.997497 nChanged 3 SP:Iteration 41Q (88094.950000 sec): 3 clusters Score: Raw -1416562.718005 + Penalty 4474.712731 = -1412088.005274 nChanged 2 SP:Iteration 42Q (88095.180000 sec): 3 clusters Score: Raw -1416563.338118 + Penalty 4474.712731 = -1412088.625388 nChanged 1 SP:Iteration 43Q (88095.390000 sec): 3 clusters Score: Raw -1416563.686357 + Penalty 4474.712731 = -1412088.973626 nChanged 0 SP:Iteration 44F (88095.660000 sec): 3 clusters Score: Raw -1416563.686357 + Penalty 4474.712731 = -1412088.973626 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88095.750000 sec): 2 clusters Score: Raw -46919.504161 + Penalty 1412.879185 = -45506.624977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88095.910000 sec): 3 clusters Score: Raw -47203.452970 + Penalty 2825.758369 = -44377.694600 nChanged 42 SP:Iteration 1F (88096.110000 sec): 3 clusters Score: Raw -47369.982175 + Penalty 2825.758369 = -44544.223805 nChanged 12 SP:Iteration 2Q (88096.280000 sec): 3 clusters Score: Raw -47432.566495 + Penalty 2825.758369 = -44606.808126 nChanged 10 SP:Iteration 3Q (88096.490000 sec): 3 clusters Score: Raw -47469.645680 + Penalty 2825.758369 = -44643.887311 nChanged 9 SP:Iteration 4Q (88096.660000 sec): 3 clusters Score: Raw -47519.097945 + Penalty 2825.758369 = -44693.339576 nChanged 10 SP:Iteration 5Q (88096.810000 sec): 3 clusters Score: Raw -47572.327463 + Penalty 2825.758369 = -44746.569093 nChanged 5 SP:Iteration 6Q (88097.010000 sec): 3 clusters Score: Raw -47643.941003 + Penalty 2825.758369 = -44818.182634 nChanged 5 SP:Iteration 7Q (88097.180000 sec): 3 clusters Score: Raw -47733.674671 + Penalty 2825.758369 = -44907.916302 nChanged 4 SP:Iteration 8Q (88097.320000 sec): 3 clusters Score: Raw -47742.644652 + Penalty 2825.758369 = -44916.886283 nChanged 1 SP:Iteration 9Q (88097.510000 sec): 3 clusters Score: Raw -47745.629518 + Penalty 2825.758369 = -44919.871148 nChanged 1 SP:Iteration 10Q (88097.660000 sec): 3 clusters Score: Raw -47748.299795 + Penalty 2825.758369 = -44922.541426 nChanged 1 SP:Iteration 11Q (88097.860000 sec): 3 clusters Score: Raw -47749.922726 + Penalty 2825.758369 = -44924.164356 nChanged 1 SP:Iteration 12Q (88098.020000 sec): 3 clusters Score: Raw -47752.216573 + Penalty 2825.758369 = -44926.458204 nChanged 1 SP:Iteration 13Q (88098.270000 sec): 3 clusters Score: Raw -47757.373109 + Penalty 2825.758369 = -44931.614740 nChanged 2 SP:Iteration 14Q (88098.410000 sec): 3 clusters Score: Raw -47765.363280 + Penalty 2825.758369 = -44939.604911 nChanged 2 SP:Iteration 15Q (88098.620000 sec): 3 clusters Score: Raw -47776.601534 + Penalty 2825.758369 = -44950.843165 nChanged 1 SP:Iteration 16Q (88098.800000 sec): 3 clusters Score: Raw -47778.489801 + Penalty 2825.758369 = -44952.731431 nChanged 0 SP:Iteration 17F (88099.010000 sec): 3 clusters Score: Raw -47778.489801 + Penalty 2825.758369 = -44952.731431 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (122542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88099.690000 sec): 2 clusters Score: Raw -22498690.881395 + Penalty 2905.619859 = -22495785.261537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88100.450000 sec): 3 clusters Score: Raw -22419725.538880 + Penalty 5811.239717 = -22413914.299163 nChanged 58247 SP:Iteration 1F (88101.210000 sec): 3 clusters Score: Raw -22453170.080889 + Penalty 5811.239717 = -22447358.841172 nChanged 4062 SP:Iteration 2Q (88102.040000 sec): 3 clusters Score: Raw -22454044.911339 + Penalty 5811.239717 = -22448233.671622 nChanged 3837 SP:Iteration 3Q (88102.840000 sec): 3 clusters Score: Raw -22454899.722789 + Penalty 5811.239717 = -22449088.483072 nChanged 3844 SP:Iteration 4Q (88103.710000 sec): 3 clusters Score: Raw -22455804.764410 + Penalty 5811.239717 = -22449993.524693 nChanged 3905 SP:Iteration 5Q (88104.550000 sec): 3 clusters Score: Raw -22456807.826913 + Penalty 5811.239717 = -22450996.587196 nChanged 4062 SP:Iteration 6Q (88105.400000 sec): 3 clusters Score: Raw -22457926.344228 + Penalty 5811.239717 = -22452115.104511 nChanged 4337 SP:Iteration 7Q (88106.280000 sec): 3 clusters Score: Raw -22459297.509941 + Penalty 5811.239717 = -22453486.270224 nChanged 4697 SP:Iteration 8Q (88107.340000 sec): 3 clusters Score: Raw -22461029.323906 + Penalty 5811.239717 = -22455218.084189 nChanged 5234 SP:Iteration 9Q (88108.250000 sec): 3 clusters Score: Raw -22463341.422402 + Penalty 5811.239717 = -22457530.182685 nChanged 5743 SP:Iteration 10Q (88109.260000 sec): 3 clusters Score: Raw -22466406.177841 + Penalty 5811.239717 = -22460594.938124 nChanged 6365 SP:Iteration 11F (88110.340000 sec): 3 clusters Score: Raw -22470230.962673 + Penalty 5811.239717 = -22464419.722956 nChanged 6300 SP:Iteration 12F (88111.410000 sec): 3 clusters Score: Raw -22474282.480691 + Penalty 5811.239717 = -22468471.240974 nChanged 5846 SP:Iteration 13Q (88112.280000 sec): 3 clusters Score: Raw -22477920.851994 + Penalty 5811.239717 = -22472109.612276 nChanged 4802 SP:Iteration 14Q (88113.150000 sec): 3 clusters Score: Raw -22480395.802465 + Penalty 5811.239717 = -22474584.562748 nChanged 3704 SP:Iteration 15Q (88113.960000 sec): 3 clusters Score: Raw -22481947.814664 + Penalty 5811.239717 = -22476136.574947 nChanged 2870 SP:Iteration 16Q (88114.780000 sec): 3 clusters Score: Raw -22483026.178207 + Penalty 5811.239717 = -22477214.938490 nChanged 2517 SP:Iteration 17Q (88115.610000 sec): 3 clusters Score: Raw -22483987.959272 + Penalty 5811.239717 = -22478176.719555 nChanged 2474 SP:Iteration 18Q (88116.410000 sec): 3 clusters Score: Raw -22484979.773626 + Penalty 5811.239717 = -22479168.533909 nChanged 2472 SP:Iteration 19Q (88117.250000 sec): 3 clusters Score: Raw -22486051.595927 + Penalty 5811.239717 = -22480240.356209 nChanged 2550 SP:Iteration 20F (88118.120000 sec): 3 clusters Score: Raw -22487273.407555 + Penalty 5811.239717 = -22481462.167837 nChanged 2639 SP:Iteration 21Q (88118.950000 sec): 3 clusters Score: Raw -22488669.971533 + Penalty 5811.239717 = -22482858.731816 nChanged 2544 SP:Iteration 22Q (88119.770000 sec): 3 clusters Score: Raw -22490113.552407 + Penalty 5811.239717 = -22484302.312690 nChanged 2442 SP:Iteration 23Q (88120.640000 sec): 3 clusters Score: Raw -22491600.563696 + Penalty 5811.239717 = -22485789.323978 nChanged 2275 SP:Iteration 24Q (88121.370000 sec): 3 clusters Score: Raw -22493107.837762 + Penalty 5811.239717 = -22487296.598045 nChanged 2045 SP:Iteration 25Q (88122.110000 sec): 3 clusters Score: Raw -22494561.440161 + Penalty 5811.239717 = -22488750.200444 nChanged 1712 SP:Iteration 26Q (88122.850000 sec): 3 clusters Score: Raw -22495836.088975 + Penalty 5811.239717 = -22490024.849257 nChanged 1361 SP:Iteration 27Q (88123.580000 sec): 3 clusters Score: Raw -22496909.942164 + Penalty 5811.239717 = -22491098.702447 nChanged 1001 SP:Iteration 28Q (88124.330000 sec): 3 clusters Score: Raw -22497713.464570 + Penalty 5811.239717 = -22491902.224852 nChanged 633 SP:Iteration 29Q (88125.120000 sec): 3 clusters Score: Raw -22498227.017009 + Penalty 5811.239717 = -22492415.777291 nChanged 367 SP:Iteration 30Q (88125.850000 sec): 3 clusters Score: Raw -22498527.192298 + Penalty 5811.239717 = -22492715.952581 nChanged 195 SP:Iteration 31Q (88126.630000 sec): 3 clusters Score: Raw -22498672.394064 + Penalty 5811.239717 = -22492861.154346 nChanged 119 SP:Iteration 32Q (88127.370000 sec): 3 clusters Score: Raw -22498766.558009 + Penalty 5811.239717 = -22492955.318292 nChanged 64 SP:Iteration 33Q (88128.140000 sec): 3 clusters Score: Raw -22498819.293362 + Penalty 5811.239717 = -22493008.053644 nChanged 42 SP:Iteration 34Q (88128.930000 sec): 3 clusters Score: Raw -22498854.275583 + Penalty 5811.239717 = -22493043.035866 nChanged 28 SP:Iteration 35Q (88129.630000 sec): 3 clusters Score: Raw -22498882.028495 + Penalty 5811.239717 = -22493070.788778 nChanged 25 SP:Iteration 36Q (88130.330000 sec): 3 clusters Score: Raw -22498909.405219 + Penalty 5811.239717 = -22493098.165502 nChanged 22 SP:Iteration 37Q (88131.000000 sec): 3 clusters Score: Raw -22498932.296248 + Penalty 5811.239717 = -22493121.056531 nChanged 18 SP:Iteration 38Q (88131.710000 sec): 3 clusters Score: Raw -22498948.769087 + Penalty 5811.239717 = -22493137.529370 nChanged 19 SP:Iteration 39Q (88132.370000 sec): 3 clusters Score: Raw -22498968.246327 + Penalty 5811.239717 = -22493157.006609 nChanged 15 SP:Iteration 40F (88133.180000 sec): 3 clusters Score: Raw -22498982.413704 + Penalty 5811.239717 = -22493171.173986 nChanged 12 SP:Iteration 41Q (88133.880000 sec): 3 clusters Score: Raw -22498996.455447 + Penalty 5811.239717 = -22493185.215730 nChanged 6 SP:Iteration 42Q (88134.600000 sec): 3 clusters Score: Raw -22499002.350881 + Penalty 5811.239717 = -22493191.111163 nChanged 5 SP:Iteration 43Q (88135.370000 sec): 3 clusters Score: Raw -22499006.850556 + Penalty 5811.239717 = -22493195.610839 nChanged 5 SP:Iteration 44Q (88136.090000 sec): 3 clusters Score: Raw -22499010.771211 + Penalty 5811.239717 = -22493199.531494 nChanged 6 SP:Iteration 45Q (88136.850000 sec): 3 clusters Score: Raw -22499016.087653 + Penalty 5811.239717 = -22493204.847935 nChanged 6 SP:Iteration 46Q (88137.570000 sec): 3 clusters Score: Raw -22499022.026005 + Penalty 5811.239717 = -22493210.786288 nChanged 6 SP:Iteration 47Q (88138.320000 sec): 3 clusters Score: Raw -22499030.292061 + Penalty 5811.239717 = -22493219.052344 nChanged 4 SP:Iteration 48Q (88139.050000 sec): 3 clusters Score: Raw -22499034.975893 + Penalty 5811.239717 = -22493223.736176 nChanged 3 SP:Iteration 49Q (88139.800000 sec): 3 clusters Score: Raw -22499038.866423 + Penalty 5811.239717 = -22493227.626706 nChanged 2 SP:Iteration 50Q (88140.530000 sec): 3 clusters Score: Raw -22499040.487178 + Penalty 5811.239717 = -22493229.247460 nChanged 0 SP:Iteration 51F (88141.330000 sec): 3 clusters Score: Raw -22499040.487178 + Penalty 5811.239717 = -22493229.247460 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88141.790000 sec): 2 clusters Score: Raw -12597085.467405 + Penalty 2767.793076 = -12594317.674329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88142.400000 sec): 3 clusters Score: Raw -12552771.054431 + Penalty 5535.586152 = -12547235.468279 nChanged 32782 SP:Iteration 1F (88142.960000 sec): 3 clusters Score: Raw -12571347.831220 + Penalty 5535.586152 = -12565812.245068 nChanged 2838 SP:Iteration 2Q (88143.570000 sec): 3 clusters Score: Raw -12572195.450404 + Penalty 5535.586152 = -12566659.864252 nChanged 3015 SP:Iteration 3Q (88144.250000 sec): 3 clusters Score: Raw -12573245.872947 + Penalty 5535.586152 = -12567710.286795 nChanged 3402 SP:Iteration 4Q (88144.850000 sec): 3 clusters Score: Raw -12574799.989716 + Penalty 5535.586152 = -12569264.403564 nChanged 4067 SP:Iteration 5F (88145.380000 sec): 3 clusters Score: Raw -12577116.187648 + Penalty 5535.586152 = -12571580.601496 nChanged 4610 SP:Iteration 6F (88145.940000 sec): 3 clusters Score: Raw -12580145.895931 + Penalty 5535.586152 = -12574610.309779 nChanged 4752 SP:Iteration 7F (88146.580000 sec): 3 clusters Score: Raw -12583638.833782 + Penalty 5535.586152 = -12578103.247630 nChanged 4555 SP:Iteration 8F (88147.240000 sec): 3 clusters Score: Raw -12587252.624231 + Penalty 5535.586152 = -12581717.038079 nChanged 3968 SP:Iteration 9F (88147.770000 sec): 3 clusters Score: Raw -12590487.462116 + Penalty 5535.586152 = -12584951.875964 nChanged 3191 SP:Iteration 10Q (88148.430000 sec): 3 clusters Score: Raw -12593160.803975 + Penalty 5535.586152 = -12587625.217823 nChanged 2243 SP:Iteration 11Q (88149.000000 sec): 3 clusters Score: Raw -12595010.452282 + Penalty 5535.586152 = -12589474.866130 nChanged 1412 SP:Iteration 12Q (88149.650000 sec): 3 clusters Score: Raw -12596162.243878 + Penalty 5535.586152 = -12590626.657726 nChanged 721 SP:Iteration 13Q (88150.210000 sec): 3 clusters Score: Raw -12596755.593547 + Penalty 5535.586152 = -12591220.007395 nChanged 362 SP:Iteration 14Q (88150.780000 sec): 3 clusters Score: Raw -12597084.435252 + Penalty 5535.586152 = -12591548.849100 nChanged 172 SP:Iteration 15Q (88151.320000 sec): 3 clusters Score: Raw -12597254.628135 + Penalty 5535.586152 = -12591719.041983 nChanged 96 SP:Iteration 16Q (88151.830000 sec): 3 clusters Score: Raw -12597342.239747 + Penalty 5535.586152 = -12591806.653595 nChanged 48 SP:Iteration 17Q (88152.350000 sec): 3 clusters Score: Raw -12597381.691382 + Penalty 5535.586152 = -12591846.105230 nChanged 32 SP:Iteration 18Q (88152.850000 sec): 3 clusters Score: Raw -12597405.323845 + Penalty 5535.586152 = -12591869.737693 nChanged 24 SP:Iteration 19Q (88153.360000 sec): 3 clusters Score: Raw -12597430.129257 + Penalty 5535.586152 = -12591894.543105 nChanged 24 SP:Iteration 20F (88153.880000 sec): 3 clusters Score: Raw -12597450.580580 + Penalty 5535.586152 = -12591914.994428 nChanged 12 SP:Iteration 21Q (88154.340000 sec): 3 clusters Score: Raw -12597463.987957 + Penalty 5535.586152 = -12591928.401805 nChanged 12 SP:Iteration 22Q (88154.800000 sec): 3 clusters Score: Raw -12597474.505621 + Penalty 5535.586152 = -12591938.919469 nChanged 7 SP:Iteration 23Q (88155.320000 sec): 3 clusters Score: Raw -12597481.546399 + Penalty 5535.586152 = -12591945.960247 nChanged 6 SP:Iteration 24Q (88155.840000 sec): 3 clusters Score: Raw -12597486.977653 + Penalty 5535.586152 = -12591951.391501 nChanged 1 SP:Iteration 25Q (88156.340000 sec): 3 clusters Score: Raw -12597488.414317 + Penalty 5535.586152 = -12591952.828165 nChanged 2 SP:Iteration 26Q (88156.820000 sec): 3 clusters Score: Raw -12597490.195590 + Penalty 5535.586152 = -12591954.609438 nChanged 4 SP:Iteration 27Q (88157.370000 sec): 3 clusters Score: Raw -12597494.108846 + Penalty 5535.586152 = -12591958.522694 nChanged 4 SP:Iteration 28Q (88157.890000 sec): 3 clusters Score: Raw -12597498.399974 + Penalty 5535.586152 = -12591962.813822 nChanged 4 SP:Iteration 29Q (88158.380000 sec): 3 clusters Score: Raw -12597501.240829 + Penalty 5535.586152 = -12591965.654677 nChanged 2 SP:Iteration 30Q (88158.890000 sec): 3 clusters Score: Raw -12597502.231007 + Penalty 5535.586152 = -12591966.644855 nChanged 0 SP:Iteration 31F (88159.510000 sec): 3 clusters Score: Raw -12597502.231007 + Penalty 5535.586152 = -12591966.644855 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88159.650000 sec): 2 clusters Score: Raw -1088502.993001 + Penalty 2160.437943 = -1086342.555058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88159.880000 sec): 3 clusters Score: Raw -1085452.162963 + Penalty 4320.875886 = -1081131.287077 nChanged 2394 SP:Iteration 1F (88160.120000 sec): 3 clusters Score: Raw -1086803.100202 + Penalty 4320.875886 = -1082482.224316 nChanged 429 SP:Iteration 2F (88160.400000 sec): 3 clusters Score: Raw -1087053.265583 + Penalty 4320.875886 = -1082732.389697 nChanged 309 SP:Iteration 3F (88160.610000 sec): 3 clusters Score: Raw -1087217.047370 + Penalty 4320.875886 = -1082896.171484 nChanged 250 SP:Iteration 4Q (88160.800000 sec): 3 clusters Score: Raw -1087342.204191 + Penalty 4320.875886 = -1083021.328305 nChanged 204 SP:Iteration 5Q (88161.010000 sec): 3 clusters Score: Raw -1087449.268643 + Penalty 4320.875886 = -1083128.392757 nChanged 186 SP:Iteration 6Q (88161.240000 sec): 3 clusters Score: Raw -1087530.854574 + Penalty 4320.875886 = -1083209.978688 nChanged 152 SP:Iteration 7Q (88161.450000 sec): 3 clusters Score: Raw -1087596.589784 + Penalty 4320.875886 = -1083275.713898 nChanged 118 SP:Iteration 8Q (88161.680000 sec): 3 clusters Score: Raw -1087645.156372 + Penalty 4320.875886 = -1083324.280486 nChanged 106 SP:Iteration 9Q (88161.860000 sec): 3 clusters Score: Raw -1087693.856278 + Penalty 4320.875886 = -1083372.980391 nChanged 112 SP:Iteration 10Q (88162.080000 sec): 3 clusters Score: Raw -1087743.137524 + Penalty 4320.875886 = -1083422.261638 nChanged 103 SP:Iteration 11Q (88162.300000 sec): 3 clusters Score: Raw -1087784.190188 + Penalty 4320.875886 = -1083463.314302 nChanged 106 SP:Iteration 12Q (88162.500000 sec): 3 clusters Score: Raw -1087826.598821 + Penalty 4320.875886 = -1083505.722935 nChanged 99 SP:Iteration 13Q (88162.710000 sec): 3 clusters Score: Raw -1087868.488168 + Penalty 4320.875886 = -1083547.612282 nChanged 98 SP:Iteration 14Q (88162.910000 sec): 3 clusters Score: Raw -1087904.637361 + Penalty 4320.875886 = -1083583.761474 nChanged 65 SP:Iteration 15Q (88163.140000 sec): 3 clusters Score: Raw -1087928.245805 + Penalty 4320.875886 = -1083607.369919 nChanged 66 SP:Iteration 16Q (88163.330000 sec): 3 clusters Score: Raw -1087956.918837 + Penalty 4320.875886 = -1083636.042951 nChanged 75 SP:Iteration 17Q (88163.540000 sec): 3 clusters Score: Raw -1087990.979775 + Penalty 4320.875886 = -1083670.103889 nChanged 90 SP:Iteration 18Q (88163.810000 sec): 3 clusters Score: Raw -1088031.652421 + Penalty 4320.875886 = -1083710.776534 nChanged 98 SP:Iteration 19Q (88164.020000 sec): 3 clusters Score: Raw -1088086.103427 + Penalty 4320.875886 = -1083765.227541 nChanged 109 SP:Iteration 20F (88164.210000 sec): 3 clusters Score: Raw -1088144.595003 + Penalty 4320.875886 = -1083823.719116 nChanged 99 SP:Iteration 21Q (88164.410000 sec): 3 clusters Score: Raw -1088202.696979 + Penalty 4320.875886 = -1083881.821093 nChanged 102 SP:Iteration 22Q (88164.610000 sec): 3 clusters Score: Raw -1088265.201522 + Penalty 4320.875886 = -1083944.325635 nChanged 120 SP:Iteration 23Q (88164.800000 sec): 3 clusters Score: Raw -1088336.497608 + Penalty 4320.875886 = -1084015.621722 nChanged 108 SP:Iteration 24Q (88165.050000 sec): 3 clusters Score: Raw -1088401.994651 + Penalty 4320.875886 = -1084081.118765 nChanged 98 SP:Iteration 25Q (88165.270000 sec): 3 clusters Score: Raw -1088464.726080 + Penalty 4320.875886 = -1084143.850193 nChanged 112 SP:Iteration 26Q (88165.530000 sec): 3 clusters Score: Raw -1088525.856325 + Penalty 4320.875886 = -1084204.980439 nChanged 84 SP:Iteration 27Q (88165.730000 sec): 3 clusters Score: Raw -1088568.949622 + Penalty 4320.875886 = -1084248.073736 nChanged 75 SP:Iteration 28Q (88165.950000 sec): 3 clusters Score: Raw -1088605.659731 + Penalty 4320.875886 = -1084284.783845 nChanged 71 SP:Iteration 29Q (88166.200000 sec): 3 clusters Score: Raw -1088640.625784 + Penalty 4320.875886 = -1084319.749898 nChanged 58 SP:Iteration 30Q (88166.400000 sec): 3 clusters Score: Raw -1088667.482380 + Penalty 4320.875886 = -1084346.606494 nChanged 56 SP:Iteration 31Q (88166.620000 sec): 3 clusters Score: Raw -1088687.731271 + Penalty 4320.875886 = -1084366.855385 nChanged 43 SP:Iteration 32Q (88166.830000 sec): 3 clusters Score: Raw -1088704.398464 + Penalty 4320.875886 = -1084383.522577 nChanged 36 SP:Iteration 33Q (88167.030000 sec): 3 clusters Score: Raw -1088717.282409 + Penalty 4320.875886 = -1084396.406523 nChanged 33 SP:Iteration 34Q (88167.250000 sec): 3 clusters Score: Raw -1088730.665833 + Penalty 4320.875886 = -1084409.789946 nChanged 32 SP:Iteration 35Q (88167.420000 sec): 3 clusters Score: Raw -1088743.326022 + Penalty 4320.875886 = -1084422.450136 nChanged 25 SP:Iteration 36Q (88167.630000 sec): 3 clusters Score: Raw -1088752.908574 + Penalty 4320.875886 = -1084432.032688 nChanged 21 SP:Iteration 37Q (88167.860000 sec): 3 clusters Score: Raw -1088761.886719 + Penalty 4320.875886 = -1084441.010832 nChanged 21 SP:Iteration 38Q (88168.080000 sec): 3 clusters Score: Raw -1088772.028297 + Penalty 4320.875886 = -1084451.152410 nChanged 26 SP:Iteration 39Q (88168.260000 sec): 3 clusters Score: Raw -1088780.499512 + Penalty 4320.875886 = -1084459.623626 nChanged 18 SP:Iteration 40F (88168.450000 sec): 3 clusters Score: Raw -1088785.999320 + Penalty 4320.875886 = -1084465.123434 nChanged 13 SP:Iteration 41Q (88168.680000 sec): 3 clusters Score: Raw -1088789.649598 + Penalty 4320.875886 = -1084468.773712 nChanged 10 SP:Iteration 42Q (88168.850000 sec): 3 clusters Score: Raw -1088793.007661 + Penalty 4320.875886 = -1084472.131775 nChanged 13 SP:Iteration 43Q (88169.060000 sec): 3 clusters Score: Raw -1088796.677286 + Penalty 4320.875886 = -1084475.801399 nChanged 10 SP:Iteration 44Q (88169.250000 sec): 3 clusters Score: Raw -1088798.814557 + Penalty 4320.875886 = -1084477.938670 nChanged 15 SP:Iteration 45Q (88169.460000 sec): 3 clusters Score: Raw -1088803.488409 + Penalty 4320.875886 = -1084482.612522 nChanged 14 SP:Iteration 46Q (88169.660000 sec): 3 clusters Score: Raw -1088807.673596 + Penalty 4320.875886 = -1084486.797710 nChanged 13 SP:Iteration 47Q (88169.900000 sec): 3 clusters Score: Raw -1088812.073773 + Penalty 4320.875886 = -1084491.197887 nChanged 15 SP:Iteration 48Q (88170.090000 sec): 3 clusters Score: Raw -1088818.620518 + Penalty 4320.875886 = -1084497.744632 nChanged 20 SP:Iteration 49Q (88170.290000 sec): 3 clusters Score: Raw -1088825.040587 + Penalty 4320.875886 = -1084504.164701 nChanged 16 SP:Iteration 50Q (88170.510000 sec): 3 clusters Score: Raw -1088832.934038 + Penalty 4320.875886 = -1084512.058152 nChanged 18 SP:Iteration 51Q (88170.740000 sec): 3 clusters Score: Raw -1088841.082733 + Penalty 4320.875886 = -1084520.206846 nChanged 21 SP:Iteration 52Q (88170.970000 sec): 3 clusters Score: Raw -1088854.014353 + Penalty 4320.875886 = -1084533.138466 nChanged 19 SP:Iteration 53Q (88171.180000 sec): 3 clusters Score: Raw -1088861.630775 + Penalty 4320.875886 = -1084540.754889 nChanged 22 SP:Iteration 54Q (88171.390000 sec): 3 clusters Score: Raw -1088869.483187 + Penalty 4320.875886 = -1084548.607300 nChanged 30 SP:Iteration 55Q (88171.590000 sec): 3 clusters Score: Raw -1088888.064875 + Penalty 4320.875886 = -1084567.188988 nChanged 27 SP:Iteration 56Q (88171.790000 sec): 3 clusters Score: Raw -1088903.159749 + Penalty 4320.875886 = -1084582.283863 nChanged 26 SP:Iteration 57Q (88171.990000 sec): 3 clusters Score: Raw -1088918.123532 + Penalty 4320.875886 = -1084597.247645 nChanged 34 SP:Iteration 58Q (88172.240000 sec): 3 clusters Score: Raw -1088935.696549 + Penalty 4320.875886 = -1084614.820663 nChanged 28 SP:Iteration 59Q (88172.420000 sec): 3 clusters Score: Raw -1088949.176820 + Penalty 4320.875886 = -1084628.300934 nChanged 19 SP:Iteration 60F (88172.640000 sec): 3 clusters Score: Raw -1088961.296570 + Penalty 4320.875886 = -1084640.420683 nChanged 21 SP:Iteration 61Q (88172.900000 sec): 3 clusters Score: Raw -1088973.976905 + Penalty 4320.875886 = -1084653.101018 nChanged 18 SP:Iteration 62Q (88173.100000 sec): 3 clusters Score: Raw -1088981.840144 + Penalty 4320.875886 = -1084660.964257 nChanged 19 SP:Iteration 63Q (88173.310000 sec): 3 clusters Score: Raw -1088991.805521 + Penalty 4320.875886 = -1084670.929635 nChanged 18 SP:Iteration 64Q (88173.530000 sec): 3 clusters Score: Raw -1088999.905953 + Penalty 4320.875886 = -1084679.030067 nChanged 15 SP:Iteration 65Q (88173.780000 sec): 3 clusters Score: Raw -1089006.160572 + Penalty 4320.875886 = -1084685.284686 nChanged 15 SP:Iteration 66Q (88173.970000 sec): 3 clusters Score: Raw -1089012.782790 + Penalty 4320.875886 = -1084691.906903 nChanged 12 SP:Iteration 67Q (88174.210000 sec): 3 clusters Score: Raw -1089017.421301 + Penalty 4320.875886 = -1084696.545415 nChanged 10 SP:Iteration 68Q (88174.420000 sec): 3 clusters Score: Raw -1089020.847363 + Penalty 4320.875886 = -1084699.971476 nChanged 11 SP:Iteration 69Q (88174.660000 sec): 3 clusters Score: Raw -1089024.442334 + Penalty 4320.875886 = -1084703.566448 nChanged 8 SP:Iteration 70Q (88174.840000 sec): 3 clusters Score: Raw -1089027.142522 + Penalty 4320.875886 = -1084706.266635 nChanged 5 SP:Iteration 71Q (88175.010000 sec): 3 clusters Score: Raw -1089030.415455 + Penalty 4320.875886 = -1084709.539569 nChanged 11 SP:Iteration 72Q (88175.240000 sec): 3 clusters Score: Raw -1089035.448000 + Penalty 4320.875886 = -1084714.572114 nChanged 12 SP:Iteration 73Q (88175.470000 sec): 3 clusters Score: Raw -1089042.107179 + Penalty 4320.875886 = -1084721.231293 nChanged 16 SP:Iteration 74Q (88175.700000 sec): 3 clusters Score: Raw -1089051.205723 + Penalty 4320.875886 = -1084730.329836 nChanged 13 SP:Iteration 75Q (88175.880000 sec): 3 clusters Score: Raw -1089057.636666 + Penalty 4320.875886 = -1084736.760780 nChanged 13 SP:Iteration 76Q (88176.100000 sec): 3 clusters Score: Raw -1089064.277708 + Penalty 4320.875886 = -1084743.401822 nChanged 20 SP:Iteration 77Q (88176.290000 sec): 3 clusters Score: Raw -1089073.937295 + Penalty 4320.875886 = -1084753.061408 nChanged 17 SP:Iteration 78Q (88176.500000 sec): 3 clusters Score: Raw -1089082.183699 + Penalty 4320.875886 = -1084761.307813 nChanged 19 SP:Iteration 79Q (88176.740000 sec): 3 clusters Score: Raw -1089093.320086 + Penalty 4320.875886 = -1084772.444200 nChanged 20 SP:Iteration 80F (88176.970000 sec): 3 clusters Score: Raw -1089104.630206 + Penalty 4320.875886 = -1084783.754319 nChanged 19 SP:Iteration 81Q (88177.190000 sec): 3 clusters Score: Raw -1089116.639927 + Penalty 4320.875886 = -1084795.764041 nChanged 19 SP:Iteration 82Q (88177.420000 sec): 3 clusters Score: Raw -1089127.429431 + Penalty 4320.875886 = -1084806.553544 nChanged 18 SP:Iteration 83Q (88177.660000 sec): 3 clusters Score: Raw -1089137.067306 + Penalty 4320.875886 = -1084816.191420 nChanged 20 SP:Iteration 84Q (88177.920000 sec): 3 clusters Score: Raw -1089147.521813 + Penalty 4320.875886 = -1084826.645927 nChanged 16 SP:Iteration 85Q (88178.150000 sec): 3 clusters Score: Raw -1089158.949272 + Penalty 4320.875886 = -1084838.073385 nChanged 18 SP:Iteration 86Q (88178.360000 sec): 3 clusters Score: Raw -1089171.833383 + Penalty 4320.875886 = -1084850.957496 nChanged 11 SP:Iteration 87Q (88178.570000 sec): 3 clusters Score: Raw -1089178.249949 + Penalty 4320.875886 = -1084857.374063 nChanged 9 SP:Iteration 88Q (88178.800000 sec): 3 clusters Score: Raw -1089182.400507 + Penalty 4320.875886 = -1084861.524620 nChanged 8 SP:Iteration 89Q (88179.020000 sec): 3 clusters Score: Raw -1089187.693487 + Penalty 4320.875886 = -1084866.817601 nChanged 8 SP:Iteration 90Q (88179.260000 sec): 3 clusters Score: Raw -1089190.965589 + Penalty 4320.875886 = -1084870.089703 nChanged 4 SP:Iteration 91Q (88179.540000 sec): 3 clusters Score: Raw -1089192.814124 + Penalty 4320.875886 = -1084871.938238 nChanged 3 SP:Iteration 92Q (88179.750000 sec): 3 clusters Score: Raw -1089195.016540 + Penalty 4320.875886 = -1084874.140654 nChanged 2 SP:Iteration 93Q (88179.950000 sec): 3 clusters Score: Raw -1089196.135352 + Penalty 4320.875886 = -1084875.259466 nChanged 1 SP:Iteration 94Q (88180.170000 sec): 3 clusters Score: Raw -1089196.365187 + Penalty 4320.875886 = -1084875.489301 nChanged 1 SP:Iteration 95Q (88180.360000 sec): 3 clusters Score: Raw -1089196.799259 + Penalty 4320.875886 = -1084875.923372 nChanged 1 SP:Iteration 96Q (88180.580000 sec): 3 clusters Score: Raw -1089197.340915 + Penalty 4320.875886 = -1084876.465028 nChanged 2 SP:Iteration 97Q (88180.760000 sec): 3 clusters Score: Raw -1089198.128634 + Penalty 4320.875886 = -1084877.252748 nChanged 0 SP:Iteration 98F (88181.000000 sec): 3 clusters Score: Raw -1089198.128634 + Penalty 4320.875886 = -1084877.252748 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (159335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88181.850000 sec): 2 clusters Score: Raw -29134193.895475 + Penalty 2970.733517 = -29131223.161957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88182.800000 sec): 3 clusters Score: Raw -29030386.664096 + Penalty 5941.467035 = -29024445.197061 nChanged 76177 SP:Iteration 1F (88183.810000 sec): 3 clusters Score: Raw -29074917.716418 + Penalty 5941.467035 = -29068976.249383 nChanged 4983 SP:Iteration 2Q (88184.890000 sec): 3 clusters Score: Raw -29076081.329176 + Penalty 5941.467035 = -29070139.862141 nChanged 5290 SP:Iteration 3Q (88186.010000 sec): 3 clusters Score: Raw -29077534.901350 + Penalty 5941.467035 = -29071593.434315 nChanged 5896 SP:Iteration 4Q (88187.100000 sec): 3 clusters Score: Raw -29079545.902285 + Penalty 5941.467035 = -29073604.435250 nChanged 7077 SP:Iteration 5Q (88188.150000 sec): 3 clusters Score: Raw -29082698.509186 + Penalty 5941.467035 = -29076757.042151 nChanged 9221 SP:Iteration 6F (88189.130000 sec): 3 clusters Score: Raw -29088085.597295 + Penalty 5941.467035 = -29082144.130260 nChanged 11820 SP:Iteration 7F (88190.060000 sec): 3 clusters Score: Raw -29096855.615185 + Penalty 5941.467035 = -29090914.148150 nChanged 13826 SP:Iteration 8F (88191.060000 sec): 3 clusters Score: Raw -29109211.983503 + Penalty 5941.467035 = -29103270.516468 nChanged 12708 SP:Iteration 9F (88192.160000 sec): 3 clusters Score: Raw -29121714.675169 + Penalty 5941.467035 = -29115773.208135 nChanged 8304 SP:Iteration 10F (88193.260000 sec): 3 clusters Score: Raw -29129939.627420 + Penalty 5941.467035 = -29123998.160385 nChanged 3394 SP:Iteration 11Q (88194.260000 sec): 3 clusters Score: Raw -29133143.366223 + Penalty 5941.467035 = -29127201.899188 nChanged 968 SP:Iteration 12Q (88195.180000 sec): 3 clusters Score: Raw -29134042.653248 + Penalty 5941.467035 = -29128101.186213 nChanged 219 SP:Iteration 13Q (88196.080000 sec): 3 clusters Score: Raw -29134318.200408 + Penalty 5941.467035 = -29128376.733374 nChanged 70 SP:Iteration 14Q (88196.970000 sec): 3 clusters Score: Raw -29134428.763634 + Penalty 5941.467035 = -29128487.296599 nChanged 30 SP:Iteration 15Q (88197.850000 sec): 3 clusters Score: Raw -29134479.959928 + Penalty 5941.467035 = -29128538.492893 nChanged 15 SP:Iteration 16Q (88198.720000 sec): 3 clusters Score: Raw -29134509.296683 + Penalty 5941.467035 = -29128567.829648 nChanged 11 SP:Iteration 17Q (88199.520000 sec): 3 clusters Score: Raw -29134529.131754 + Penalty 5941.467035 = -29128587.664719 nChanged 5 SP:Iteration 18Q (88200.400000 sec): 3 clusters Score: Raw -29134536.246723 + Penalty 5941.467035 = -29128594.779688 nChanged 1 SP:Iteration 19Q (88201.220000 sec): 3 clusters Score: Raw -29134536.688658 + Penalty 5941.467035 = -29128595.221623 nChanged 1 SP:Iteration 20F (88202.180000 sec): 3 clusters Score: Raw -29134537.897277 + Penalty 5941.467035 = -29128596.430242 nChanged 1 SP:Iteration 21Q (88203.070000 sec): 3 clusters Score: Raw -29134538.637596 + Penalty 5941.467035 = -29128597.170561 nChanged 0 SP:Iteration 22F (88204.160000 sec): 3 clusters Score: Raw -29134538.637596 + Penalty 5941.467035 = -29128597.170561 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88204.370000 sec): 2 clusters Score: Raw -212876.985226 + Penalty 1747.999829 = -211128.985397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88204.580000 sec): 3 clusters Score: Raw -212604.625715 + Penalty 3495.999659 = -209108.626056 nChanged 288 SP:Iteration 1F (88204.790000 sec): 3 clusters Score: Raw -212916.334655 + Penalty 3495.999659 = -209420.334996 nChanged 78 SP:Iteration 2F (88205.000000 sec): 3 clusters Score: Raw -213020.349469 + Penalty 3495.999659 = -209524.349810 nChanged 42 SP:Iteration 3Q (88205.190000 sec): 3 clusters Score: Raw -213095.070417 + Penalty 3495.999659 = -209599.070758 nChanged 39 SP:Iteration 4Q (88205.370000 sec): 3 clusters Score: Raw -213147.083877 + Penalty 3495.999659 = -209651.084218 nChanged 20 SP:Iteration 5Q (88205.530000 sec): 3 clusters Score: Raw -213172.661461 + Penalty 3495.999659 = -209676.661802 nChanged 8 SP:Iteration 6Q (88205.770000 sec): 3 clusters Score: Raw -213185.301743 + Penalty 3495.999659 = -209689.302085 nChanged 10 SP:Iteration 7Q (88205.920000 sec): 3 clusters Score: Raw -213200.226655 + Penalty 3495.999659 = -209704.226996 nChanged 13 SP:Iteration 8Q (88206.130000 sec): 3 clusters Score: Raw -213215.530948 + Penalty 3495.999659 = -209719.531290 nChanged 14 SP:Iteration 9Q (88206.290000 sec): 3 clusters Score: Raw -213236.616477 + Penalty 3495.999659 = -209740.616818 nChanged 14 SP:Iteration 10Q (88206.500000 sec): 3 clusters Score: Raw -213254.995945 + Penalty 3495.999659 = -209758.996286 nChanged 13 SP:Iteration 11Q (88206.670000 sec): 3 clusters Score: Raw -213270.099090 + Penalty 3495.999659 = -209774.099431 nChanged 9 SP:Iteration 12Q (88206.840000 sec): 3 clusters Score: Raw -213277.796395 + Penalty 3495.999659 = -209781.796736 nChanged 4 SP:Iteration 13Q (88207.040000 sec): 3 clusters Score: Raw -213281.737512 + Penalty 3495.999659 = -209785.737853 nChanged 4 SP:Iteration 14Q (88207.260000 sec): 3 clusters Score: Raw -213286.286802 + Penalty 3495.999659 = -209790.287143 nChanged 8 SP:Iteration 15Q (88207.420000 sec): 3 clusters Score: Raw -213298.195285 + Penalty 3495.999659 = -209802.195626 nChanged 7 SP:Iteration 16Q (88207.620000 sec): 3 clusters Score: Raw -213305.218207 + Penalty 3495.999659 = -209809.218548 nChanged 8 SP:Iteration 17Q (88207.770000 sec): 3 clusters Score: Raw -213315.365338 + Penalty 3495.999659 = -209819.365679 nChanged 9 SP:Iteration 18Q (88207.980000 sec): 3 clusters Score: Raw -213323.006869 + Penalty 3495.999659 = -209827.007210 nChanged 6 SP:Iteration 19Q (88208.140000 sec): 3 clusters Score: Raw -213331.463064 + Penalty 3495.999659 = -209835.463406 nChanged 5 SP:Iteration 20F (88208.340000 sec): 3 clusters Score: Raw -213337.342911 + Penalty 3495.999659 = -209841.343253 nChanged 3 SP:Iteration 21Q (88208.540000 sec): 3 clusters Score: Raw -213339.469116 + Penalty 3495.999659 = -209843.469457 nChanged 4 SP:Iteration 22Q (88208.710000 sec): 3 clusters Score: Raw -213344.780828 + Penalty 3495.999659 = -209848.781169 nChanged 1 SP:Iteration 23Q (88208.910000 sec): 3 clusters Score: Raw -213345.693179 + Penalty 3495.999659 = -209849.693520 nChanged 2 SP:Iteration 24Q (88209.130000 sec): 3 clusters Score: Raw -213347.662582 + Penalty 3495.999659 = -209851.662923 nChanged 3 SP:Iteration 25Q (88209.310000 sec): 3 clusters Score: Raw -213350.187096 + Penalty 3495.999659 = -209854.187437 nChanged 2 SP:Iteration 26Q (88209.460000 sec): 3 clusters Score: Raw -213350.858846 + Penalty 3495.999659 = -209854.859187 nChanged 0 SP:Iteration 27F (88209.640000 sec): 3 clusters Score: Raw -213350.858846 + Penalty 3495.999659 = -209854.859187 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88209.790000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88209.940000 sec): 3 clusters Score: Raw -111754.345181 + Penalty 3234.958028 = -108519.387153 nChanged 155 SP:Iteration 1F (88210.150000 sec): 3 clusters Score: Raw -111988.216039 + Penalty 3234.958028 = -108753.258012 nChanged 33 SP:Iteration 2Q (88210.330000 sec): 3 clusters Score: Raw -112040.666241 + Penalty 3234.958028 = -108805.708213 nChanged 22 SP:Iteration 3Q (88210.500000 sec): 3 clusters Score: Raw -112076.665729 + Penalty 3234.958028 = -108841.707702 nChanged 18 SP:Iteration 4Q (88210.710000 sec): 3 clusters Score: Raw -112122.930069 + Penalty 3234.958028 = -108887.972041 nChanged 17 SP:Iteration 5Q (88210.880000 sec): 3 clusters Score: Raw -112156.065342 + Penalty 3234.958028 = -108921.107314 nChanged 12 SP:Iteration 6Q (88211.120000 sec): 3 clusters Score: Raw -112177.345885 + Penalty 3234.958028 = -108942.387857 nChanged 7 SP:Iteration 7Q (88211.270000 sec): 3 clusters Score: Raw -112196.249290 + Penalty 3234.958028 = -108961.291262 nChanged 8 SP:Iteration 8Q (88211.490000 sec): 3 clusters Score: Raw -112214.762074 + Penalty 3234.958028 = -108979.804047 nChanged 6 SP:Iteration 9Q (88211.630000 sec): 3 clusters Score: Raw -112227.735597 + Penalty 3234.958028 = -108992.777570 nChanged 10 SP:Iteration 10Q (88211.810000 sec): 3 clusters Score: Raw -112250.731190 + Penalty 3234.958028 = -109015.773162 nChanged 5 SP:Iteration 11Q (88211.970000 sec): 3 clusters Score: Raw -112256.708325 + Penalty 3234.958028 = -109021.750297 nChanged 5 SP:Iteration 12Q (88212.110000 sec): 3 clusters Score: Raw -112262.333370 + Penalty 3234.958028 = -109027.375342 nChanged 8 SP:Iteration 13Q (88212.270000 sec): 3 clusters Score: Raw -112283.118022 + Penalty 3234.958028 = -109048.159994 nChanged 4 SP:Iteration 14Q (88212.490000 sec): 3 clusters Score: Raw -112291.801330 + Penalty 3234.958028 = -109056.843302 nChanged 3 SP:Iteration 15Q (88212.660000 sec): 3 clusters Score: Raw -112299.228252 + Penalty 3234.958028 = -109064.270225 nChanged 2 SP:Iteration 16Q (88212.830000 sec): 3 clusters Score: Raw -112303.896361 + Penalty 3234.958028 = -109068.938333 nChanged 1 SP:Iteration 17Q (88213.070000 sec): 3 clusters Score: Raw -112305.012836 + Penalty 3234.958028 = -109070.054808 nChanged 0 SP:Iteration 18F (88213.270000 sec): 3 clusters Score: Raw -112305.012836 + Penalty 3234.958028 = -109070.054808 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88213.440000 sec): 2 clusters Score: Raw -2280881.498106 + Penalty 2345.482568 = -2278536.015538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88213.690000 sec): 3 clusters Score: Raw -2273745.599092 + Penalty 4690.965135 = -2269054.633956 nChanged 5461 SP:Iteration 1F (88213.910000 sec): 3 clusters Score: Raw -2276671.513648 + Penalty 4690.965135 = -2271980.548513 nChanged 764 SP:Iteration 2F (88214.140000 sec): 3 clusters Score: Raw -2276983.998447 + Penalty 4690.965135 = -2272293.033312 nChanged 599 SP:Iteration 3Q (88214.430000 sec): 3 clusters Score: Raw -2277225.290038 + Penalty 4690.965135 = -2272534.324902 nChanged 497 SP:Iteration 4Q (88214.640000 sec): 3 clusters Score: Raw -2277429.621368 + Penalty 4690.965135 = -2272738.656233 nChanged 469 SP:Iteration 5Q (88214.900000 sec): 3 clusters Score: Raw -2277613.679176 + Penalty 4690.965135 = -2272922.714040 nChanged 427 SP:Iteration 6Q (88215.170000 sec): 3 clusters Score: Raw -2277780.911762 + Penalty 4690.965135 = -2273089.946626 nChanged 431 SP:Iteration 7Q (88215.430000 sec): 3 clusters Score: Raw -2277961.932316 + Penalty 4690.965135 = -2273270.967181 nChanged 449 SP:Iteration 8Q (88215.680000 sec): 3 clusters Score: Raw -2278156.361881 + Penalty 4690.965135 = -2273465.396745 nChanged 430 SP:Iteration 9Q (88215.980000 sec): 3 clusters Score: Raw -2278355.453405 + Penalty 4690.965135 = -2273664.488269 nChanged 460 SP:Iteration 10Q (88216.210000 sec): 3 clusters Score: Raw -2278599.371134 + Penalty 4690.965135 = -2273908.405999 nChanged 483 SP:Iteration 11Q (88216.470000 sec): 3 clusters Score: Raw -2278868.290872 + Penalty 4690.965135 = -2274177.325737 nChanged 551 SP:Iteration 12Q (88216.710000 sec): 3 clusters Score: Raw -2279179.039433 + Penalty 4690.965135 = -2274488.074297 nChanged 470 SP:Iteration 13Q (88217.000000 sec): 3 clusters Score: Raw -2279422.180217 + Penalty 4690.965135 = -2274731.215082 nChanged 395 SP:Iteration 14Q (88217.270000 sec): 3 clusters Score: Raw -2279613.142241 + Penalty 4690.965135 = -2274922.177106 nChanged 350 SP:Iteration 15Q (88217.500000 sec): 3 clusters Score: Raw -2279750.804938 + Penalty 4690.965135 = -2275059.839802 nChanged 268 SP:Iteration 16Q (88217.760000 sec): 3 clusters Score: Raw -2279843.928666 + Penalty 4690.965135 = -2275152.963530 nChanged 222 SP:Iteration 17Q (88218.020000 sec): 3 clusters Score: Raw -2279910.402983 + Penalty 4690.965135 = -2275219.437848 nChanged 151 SP:Iteration 18Q (88218.270000 sec): 3 clusters Score: Raw -2279959.204530 + Penalty 4690.965135 = -2275268.239395 nChanged 130 SP:Iteration 19Q (88218.550000 sec): 3 clusters Score: Raw -2279996.757784 + Penalty 4690.965135 = -2275305.792648 nChanged 111 SP:Iteration 20F (88218.790000 sec): 3 clusters Score: Raw -2280024.906139 + Penalty 4690.965135 = -2275333.941004 nChanged 79 SP:Iteration 21Q (88219.050000 sec): 3 clusters Score: Raw -2280041.934676 + Penalty 4690.965135 = -2275350.969541 nChanged 89 SP:Iteration 22Q (88219.290000 sec): 3 clusters Score: Raw -2280066.789117 + Penalty 4690.965135 = -2275375.823981 nChanged 109 SP:Iteration 23Q (88219.540000 sec): 3 clusters Score: Raw -2280098.934171 + Penalty 4690.965135 = -2275407.969036 nChanged 109 SP:Iteration 24Q (88219.800000 sec): 3 clusters Score: Raw -2280129.664658 + Penalty 4690.965135 = -2275438.699523 nChanged 104 SP:Iteration 25Q (88220.080000 sec): 3 clusters Score: Raw -2280159.617528 + Penalty 4690.965135 = -2275468.652392 nChanged 111 SP:Iteration 26Q (88220.340000 sec): 3 clusters Score: Raw -2280192.208768 + Penalty 4690.965135 = -2275501.243633 nChanged 104 SP:Iteration 27Q (88220.600000 sec): 3 clusters Score: Raw -2280224.846453 + Penalty 4690.965135 = -2275533.881318 nChanged 107 SP:Iteration 28Q (88220.900000 sec): 3 clusters Score: Raw -2280261.202245 + Penalty 4690.965135 = -2275570.237110 nChanged 112 SP:Iteration 29Q (88221.120000 sec): 3 clusters Score: Raw -2280301.379059 + Penalty 4690.965135 = -2275610.413924 nChanged 117 SP:Iteration 30Q (88221.400000 sec): 3 clusters Score: Raw -2280340.859938 + Penalty 4690.965135 = -2275649.894802 nChanged 92 SP:Iteration 31Q (88221.660000 sec): 3 clusters Score: Raw -2280367.467618 + Penalty 4690.965135 = -2275676.502483 nChanged 90 SP:Iteration 32Q (88221.920000 sec): 3 clusters Score: Raw -2280395.001713 + Penalty 4690.965135 = -2275704.036578 nChanged 99 SP:Iteration 33Q (88222.160000 sec): 3 clusters Score: Raw -2280428.669450 + Penalty 4690.965135 = -2275737.704314 nChanged 110 SP:Iteration 34Q (88222.420000 sec): 3 clusters Score: Raw -2280468.041334 + Penalty 4690.965135 = -2275777.076199 nChanged 113 SP:Iteration 35Q (88222.700000 sec): 3 clusters Score: Raw -2280512.372006 + Penalty 4690.965135 = -2275821.406871 nChanged 117 SP:Iteration 36Q (88222.920000 sec): 3 clusters Score: Raw -2280557.938814 + Penalty 4690.965135 = -2275866.973679 nChanged 114 SP:Iteration 37Q (88223.160000 sec): 3 clusters Score: Raw -2280609.183985 + Penalty 4690.965135 = -2275918.218850 nChanged 114 SP:Iteration 38Q (88223.460000 sec): 3 clusters Score: Raw -2280660.154225 + Penalty 4690.965135 = -2275969.189089 nChanged 101 SP:Iteration 39Q (88223.710000 sec): 3 clusters Score: Raw -2280705.041901 + Penalty 4690.965135 = -2276014.076765 nChanged 99 SP:Iteration 40F (88223.970000 sec): 3 clusters Score: Raw -2280750.543858 + Penalty 4690.965135 = -2276059.578722 nChanged 101 SP:Iteration 41Q (88224.190000 sec): 3 clusters Score: Raw -2280799.649354 + Penalty 4690.965135 = -2276108.684219 nChanged 98 SP:Iteration 42Q (88224.460000 sec): 3 clusters Score: Raw -2280862.164661 + Penalty 4690.965135 = -2276171.199525 nChanged 91 SP:Iteration 43Q (88224.720000 sec): 3 clusters Score: Raw -2280916.015040 + Penalty 4690.965135 = -2276225.049904 nChanged 94 SP:Iteration 44Q (88224.950000 sec): 3 clusters Score: Raw -2280973.491919 + Penalty 4690.965135 = -2276282.526783 nChanged 85 SP:Iteration 45Q (88225.240000 sec): 3 clusters Score: Raw -2281023.791460 + Penalty 4690.965135 = -2276332.826325 nChanged 71 SP:Iteration 46Q (88225.470000 sec): 3 clusters Score: Raw -2281054.210021 + Penalty 4690.965135 = -2276363.244886 nChanged 48 SP:Iteration 47Q (88225.790000 sec): 3 clusters Score: Raw -2281073.149651 + Penalty 4690.965135 = -2276382.184515 nChanged 48 SP:Iteration 48Q (88226.060000 sec): 3 clusters Score: Raw -2281092.196712 + Penalty 4690.965135 = -2276401.231576 nChanged 35 SP:Iteration 49Q (88226.330000 sec): 3 clusters Score: Raw -2281108.663257 + Penalty 4690.965135 = -2276417.698122 nChanged 41 SP:Iteration 50Q (88226.560000 sec): 3 clusters Score: Raw -2281128.916442 + Penalty 4690.965135 = -2276437.951306 nChanged 39 SP:Iteration 51Q (88226.780000 sec): 3 clusters Score: Raw -2281146.975636 + Penalty 4690.965135 = -2276456.010500 nChanged 40 SP:Iteration 52Q (88227.060000 sec): 3 clusters Score: Raw -2281165.366006 + Penalty 4690.965135 = -2276474.400870 nChanged 24 SP:Iteration 53Q (88227.320000 sec): 3 clusters Score: Raw -2281175.776082 + Penalty 4690.965135 = -2276484.810946 nChanged 22 SP:Iteration 54Q (88227.580000 sec): 3 clusters Score: Raw -2281183.963053 + Penalty 4690.965135 = -2276492.997918 nChanged 20 SP:Iteration 55Q (88227.790000 sec): 3 clusters Score: Raw -2281194.405250 + Penalty 4690.965135 = -2276503.440114 nChanged 22 SP:Iteration 56Q (88228.000000 sec): 3 clusters Score: Raw -2281201.820447 + Penalty 4690.965135 = -2276510.855311 nChanged 13 SP:Iteration 57Q (88228.260000 sec): 3 clusters Score: Raw -2281205.456160 + Penalty 4690.965135 = -2276514.491024 nChanged 13 SP:Iteration 58Q (88228.500000 sec): 3 clusters Score: Raw -2281210.721413 + Penalty 4690.965135 = -2276519.756277 nChanged 15 SP:Iteration 59Q (88228.720000 sec): 3 clusters Score: Raw -2281216.627823 + Penalty 4690.965135 = -2276525.662687 nChanged 11 SP:Iteration 60F (88228.980000 sec): 3 clusters Score: Raw -2281221.139623 + Penalty 4690.965135 = -2276530.174488 nChanged 12 SP:Iteration 61Q (88229.240000 sec): 3 clusters Score: Raw -2281225.320693 + Penalty 4690.965135 = -2276534.355558 nChanged 9 SP:Iteration 62Q (88229.450000 sec): 3 clusters Score: Raw -2281228.345046 + Penalty 4690.965135 = -2276537.379910 nChanged 9 SP:Iteration 63Q (88229.700000 sec): 3 clusters Score: Raw -2281232.827004 + Penalty 4690.965135 = -2276541.861869 nChanged 10 SP:Iteration 64Q (88229.950000 sec): 3 clusters Score: Raw -2281235.859342 + Penalty 4690.965135 = -2276544.894207 nChanged 8 SP:Iteration 65Q (88230.240000 sec): 3 clusters Score: Raw -2281240.228171 + Penalty 4690.965135 = -2276549.263035 nChanged 12 SP:Iteration 66Q (88230.470000 sec): 3 clusters Score: Raw -2281246.304254 + Penalty 4690.965135 = -2276555.339119 nChanged 11 SP:Iteration 67Q (88230.720000 sec): 3 clusters Score: Raw -2281249.241356 + Penalty 4690.965135 = -2276558.276220 nChanged 3 SP:Iteration 68Q (88231.020000 sec): 3 clusters Score: Raw -2281250.846490 + Penalty 4690.965135 = -2276559.881355 nChanged 6 SP:Iteration 69Q (88231.260000 sec): 3 clusters Score: Raw -2281252.685223 + Penalty 4690.965135 = -2276561.720088 nChanged 5 SP:Iteration 70Q (88231.540000 sec): 3 clusters Score: Raw -2281254.116429 + Penalty 4690.965135 = -2276563.151293 nChanged 4 SP:Iteration 71Q (88231.750000 sec): 3 clusters Score: Raw -2281255.494294 + Penalty 4690.965135 = -2276564.529158 nChanged 5 SP:Iteration 72Q (88231.960000 sec): 3 clusters Score: Raw -2281257.511360 + Penalty 4690.965135 = -2276566.546225 nChanged 7 SP:Iteration 73Q (88232.240000 sec): 3 clusters Score: Raw -2281260.224402 + Penalty 4690.965135 = -2276569.259267 nChanged 9 SP:Iteration 74Q (88232.480000 sec): 3 clusters Score: Raw -2281262.282419 + Penalty 4690.965135 = -2276571.317284 nChanged 5 SP:Iteration 75Q (88232.720000 sec): 3 clusters Score: Raw -2281264.233273 + Penalty 4690.965135 = -2276573.268138 nChanged 6 SP:Iteration 76Q (88232.960000 sec): 3 clusters Score: Raw -2281265.935393 + Penalty 4690.965135 = -2276574.970258 nChanged 4 SP:Iteration 77Q (88233.230000 sec): 3 clusters Score: Raw -2281267.070104 + Penalty 4690.965135 = -2276576.104969 nChanged 1 SP:Iteration 78Q (88233.460000 sec): 3 clusters Score: Raw -2281267.203514 + Penalty 4690.965135 = -2276576.238379 nChanged 0 SP:Iteration 79F (88233.720000 sec): 3 clusters Score: Raw -2281267.203514 + Penalty 4690.965135 = -2276576.238379 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88233.830000 sec): 2 clusters Score: Raw -36650.364763 + Penalty 1355.030288 = -35295.334476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88234.070000 sec): 3 clusters Score: Raw -36895.775335 + Penalty 2710.060575 = -34185.714760 nChanged 31 SP:Iteration 1F (88234.220000 sec): 3 clusters Score: Raw -37039.990023 + Penalty 2710.060575 = -34329.929448 nChanged 11 SP:Iteration 2Q (88234.390000 sec): 3 clusters Score: Raw -37097.800254 + Penalty 2710.060575 = -34387.739679 nChanged 1 SP:Iteration 3Q (88234.610000 sec): 3 clusters Score: Raw -37104.561435 + Penalty 2710.060575 = -34394.500860 nChanged 2 SP:Iteration 4Q (88234.800000 sec): 3 clusters Score: Raw -37109.264161 + Penalty 2710.060575 = -34399.203586 nChanged 1 SP:Iteration 5Q (88234.940000 sec): 3 clusters Score: Raw -37112.363666 + Penalty 2710.060575 = -34402.303091 nChanged 1 SP:Iteration 6Q (88235.100000 sec): 3 clusters Score: Raw -37116.138492 + Penalty 2710.060575 = -34406.077917 nChanged 0 SP:Iteration 7F (88235.320000 sec): 3 clusters Score: Raw -37116.138492 + Penalty 2710.060575 = -34406.077917 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88235.390000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88235.600000 sec): 3 clusters Score: Raw -63665.267336 + Penalty 2939.755309 = -60725.512027 nChanged 45 SP:Iteration 1F (88235.780000 sec): 3 clusters Score: Raw -63764.654629 + Penalty 2939.755309 = -60824.899320 nChanged 13 SP:Iteration 2Q (88236.000000 sec): 3 clusters Score: Raw -63808.956202 + Penalty 2939.755309 = -60869.200893 nChanged 3 SP:Iteration 3Q (88236.210000 sec): 3 clusters Score: Raw -63819.902289 + Penalty 2939.755309 = -60880.146980 nChanged 2 SP:Iteration 4Q (88236.410000 sec): 3 clusters Score: Raw -63830.267681 + Penalty 2939.755309 = -60890.512372 nChanged 1 SP:Iteration 5Q (88236.550000 sec): 3 clusters Score: Raw -63832.596495 + Penalty 2939.755309 = -60892.841186 nChanged 0 SP:Iteration 6F (88236.730000 sec): 3 clusters Score: Raw -63832.596495 + Penalty 2939.755309 = -60892.841186 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88236.970000 sec): 2 clusters Score: Raw -5404701.518418 + Penalty 2540.500049 = -5402161.018369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88237.280000 sec): 3 clusters Score: Raw -5387950.651528 + Penalty 5081.000098 = -5382869.651430 nChanged 12724 SP:Iteration 1F (88237.610000 sec): 3 clusters Score: Raw -5394893.449563 + Penalty 5081.000098 = -5389812.449465 nChanged 1338 SP:Iteration 2Q (88237.960000 sec): 3 clusters Score: Raw -5395373.258278 + Penalty 5081.000098 = -5390292.258180 nChanged 1307 SP:Iteration 3Q (88238.320000 sec): 3 clusters Score: Raw -5395906.439605 + Penalty 5081.000098 = -5390825.439507 nChanged 1426 SP:Iteration 4F (88238.670000 sec): 3 clusters Score: Raw -5396583.513242 + Penalty 5081.000098 = -5391502.513144 nChanged 1615 SP:Iteration 5F (88238.970000 sec): 3 clusters Score: Raw -5397526.142226 + Penalty 5081.000098 = -5392445.142128 nChanged 1920 SP:Iteration 6F (88239.300000 sec): 3 clusters Score: Raw -5398883.404290 + Penalty 5081.000098 = -5393802.404192 nChanged 2070 SP:Iteration 7F (88239.640000 sec): 3 clusters Score: Raw -5400601.004873 + Penalty 5081.000098 = -5395520.004775 nChanged 1864 SP:Iteration 8F (88239.970000 sec): 3 clusters Score: Raw -5402283.515369 + Penalty 5081.000098 = -5397202.515271 nChanged 1337 SP:Iteration 9Q (88240.270000 sec): 3 clusters Score: Raw -5403506.635798 + Penalty 5081.000098 = -5398425.635700 nChanged 781 SP:Iteration 10Q (88240.590000 sec): 3 clusters Score: Raw -5404225.282521 + Penalty 5081.000098 = -5399144.282423 nChanged 381 SP:Iteration 11Q (88240.920000 sec): 3 clusters Score: Raw -5404618.354422 + Penalty 5081.000098 = -5399537.354324 nChanged 159 SP:Iteration 12Q (88241.260000 sec): 3 clusters Score: Raw -5404792.706537 + Penalty 5081.000098 = -5399711.706439 nChanged 70 SP:Iteration 13Q (88241.510000 sec): 3 clusters Score: Raw -5404864.279678 + Penalty 5081.000098 = -5399783.279580 nChanged 28 SP:Iteration 14Q (88241.840000 sec): 3 clusters Score: Raw -5404895.290758 + Penalty 5081.000098 = -5399814.290660 nChanged 13 SP:Iteration 15Q (88242.170000 sec): 3 clusters Score: Raw -5404911.411516 + Penalty 5081.000098 = -5399830.411418 nChanged 11 SP:Iteration 16Q (88242.490000 sec): 3 clusters Score: Raw -5404924.987078 + Penalty 5081.000098 = -5399843.986980 nChanged 10 SP:Iteration 17Q (88242.790000 sec): 3 clusters Score: Raw -5404938.304673 + Penalty 5081.000098 = -5399857.304575 nChanged 8 SP:Iteration 18Q (88243.080000 sec): 3 clusters Score: Raw -5404946.967795 + Penalty 5081.000098 = -5399865.967697 nChanged 10 SP:Iteration 19Q (88243.370000 sec): 3 clusters Score: Raw -5404957.210637 + Penalty 5081.000098 = -5399876.210539 nChanged 9 SP:Iteration 20F (88243.720000 sec): 3 clusters Score: Raw -5404967.524697 + Penalty 5081.000098 = -5399886.524599 nChanged 4 SP:Iteration 21Q (88244.030000 sec): 3 clusters Score: Raw -5404970.693166 + Penalty 5081.000098 = -5399889.693068 nChanged 4 SP:Iteration 22Q (88244.370000 sec): 3 clusters Score: Raw -5404974.598688 + Penalty 5081.000098 = -5399893.598590 nChanged 1 SP:Iteration 23Q (88244.690000 sec): 3 clusters Score: Raw -5404975.663159 + Penalty 5081.000098 = -5399894.663061 nChanged 1 SP:Iteration 24Q (88244.960000 sec): 3 clusters Score: Raw -5404976.621684 + Penalty 5081.000098 = -5399895.621587 nChanged 0 SP:Iteration 25F (88245.310000 sec): 3 clusters Score: Raw -5404976.621684 + Penalty 5081.000098 = -5399895.621587 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88245.410000 sec): 2 clusters Score: Raw -196375.117225 + Penalty 1729.670770 = -194645.446455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88245.610000 sec): 3 clusters Score: Raw -196117.677787 + Penalty 3459.341540 = -192658.336247 nChanged 276 SP:Iteration 1F (88245.830000 sec): 3 clusters Score: Raw -196437.739467 + Penalty 3459.341540 = -192978.397928 nChanged 65 SP:Iteration 2F (88246.010000 sec): 3 clusters Score: Raw -196539.395729 + Penalty 3459.341540 = -193080.054189 nChanged 39 SP:Iteration 3Q (88246.210000 sec): 3 clusters Score: Raw -196586.311495 + Penalty 3459.341540 = -193126.969955 nChanged 20 SP:Iteration 4Q (88246.360000 sec): 3 clusters Score: Raw -196614.732551 + Penalty 3459.341540 = -193155.391011 nChanged 15 SP:Iteration 5Q (88246.550000 sec): 3 clusters Score: Raw -196634.785232 + Penalty 3459.341540 = -193175.443692 nChanged 13 SP:Iteration 6Q (88246.700000 sec): 3 clusters Score: Raw -196649.175836 + Penalty 3459.341540 = -193189.834296 nChanged 9 SP:Iteration 7Q (88246.890000 sec): 3 clusters Score: Raw -196658.523197 + Penalty 3459.341540 = -193199.181657 nChanged 8 SP:Iteration 8Q (88247.040000 sec): 3 clusters Score: Raw -196667.911387 + Penalty 3459.341540 = -193208.569847 nChanged 5 SP:Iteration 9Q (88247.180000 sec): 3 clusters Score: Raw -196671.822198 + Penalty 3459.341540 = -193212.480658 nChanged 3 SP:Iteration 10Q (88247.380000 sec): 3 clusters Score: Raw -196674.647603 + Penalty 3459.341540 = -193215.306063 nChanged 3 SP:Iteration 11Q (88247.530000 sec): 3 clusters Score: Raw -196676.915381 + Penalty 3459.341540 = -193217.573841 nChanged 0 SP:Iteration 12F (88247.670000 sec): 3 clusters Score: Raw -196676.915381 + Penalty 3459.341540 = -193217.573841 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88247.770000 sec): 2 clusters Score: Raw -22252.652390 + Penalty 1353.977208 = -20898.675183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88247.910000 sec): 3 clusters Score: Raw -22546.534575 + Penalty 2707.954415 = -19838.580160 nChanged 36 SP:Iteration 1F (88248.110000 sec): 3 clusters Score: Raw -22720.214696 + Penalty 2707.954415 = -20012.260281 nChanged 7 SP:Iteration 2Q (88248.250000 sec): 3 clusters Score: Raw -22761.518179 + Penalty 2707.954415 = -20053.563764 nChanged 6 SP:Iteration 3Q (88248.400000 sec): 3 clusters Score: Raw -22805.533894 + Penalty 2707.954415 = -20097.579479 nChanged 4 SP:Iteration 4Q (88248.550000 sec): 3 clusters Score: Raw -22852.387992 + Penalty 2707.954415 = -20144.433577 nChanged 1 SP:Iteration 5Q (88248.690000 sec): 3 clusters Score: Raw -22855.884915 + Penalty 2707.954415 = -20147.930500 nChanged 0 SP:Iteration 6F (88248.890000 sec): 3 clusters Score: Raw -22855.884915 + Penalty 2707.954415 = -20147.930500 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88248.980000 sec): 2 clusters Score: Raw -422718.334890 + Penalty 1937.670442 = -420780.664448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88249.130000 sec): 3 clusters Score: Raw -421766.998535 + Penalty 3875.340885 = -417891.657650 nChanged 843 SP:Iteration 1F (88249.330000 sec): 3 clusters Score: Raw -422414.700308 + Penalty 3875.340885 = -418539.359424 nChanged 203 SP:Iteration 2F (88249.520000 sec): 3 clusters Score: Raw -422591.248884 + Penalty 3875.340885 = -418715.907999 nChanged 108 SP:Iteration 3Q (88249.700000 sec): 3 clusters Score: Raw -422673.442125 + Penalty 3875.340885 = -418798.101240 nChanged 77 SP:Iteration 4Q (88249.920000 sec): 3 clusters Score: Raw -422732.802523 + Penalty 3875.340885 = -418857.461638 nChanged 56 SP:Iteration 5Q (88250.070000 sec): 3 clusters Score: Raw -422769.217480 + Penalty 3875.340885 = -418893.876595 nChanged 47 SP:Iteration 6Q (88250.260000 sec): 3 clusters Score: Raw -422797.661847 + Penalty 3875.340885 = -418922.320963 nChanged 44 SP:Iteration 7Q (88250.460000 sec): 3 clusters Score: Raw -422829.567708 + Penalty 3875.340885 = -418954.226823 nChanged 45 SP:Iteration 8Q (88250.630000 sec): 3 clusters Score: Raw -422866.135784 + Penalty 3875.340885 = -418990.794899 nChanged 41 SP:Iteration 9Q (88250.800000 sec): 3 clusters Score: Raw -422893.150083 + Penalty 3875.340885 = -419017.809198 nChanged 28 SP:Iteration 10Q (88250.980000 sec): 3 clusters Score: Raw -422911.598876 + Penalty 3875.340885 = -419036.257991 nChanged 22 SP:Iteration 11Q (88251.120000 sec): 3 clusters Score: Raw -422927.947535 + Penalty 3875.340885 = -419052.606650 nChanged 22 SP:Iteration 12Q (88251.320000 sec): 3 clusters Score: Raw -422942.849831 + Penalty 3875.340885 = -419067.508946 nChanged 19 SP:Iteration 13Q (88251.530000 sec): 3 clusters Score: Raw -422955.863403 + Penalty 3875.340885 = -419080.522518 nChanged 21 SP:Iteration 14Q (88251.740000 sec): 3 clusters Score: Raw -422969.315532 + Penalty 3875.340885 = -419093.974647 nChanged 21 SP:Iteration 15Q (88251.930000 sec): 3 clusters Score: Raw -422980.225361 + Penalty 3875.340885 = -419104.884477 nChanged 22 SP:Iteration 16Q (88252.100000 sec): 3 clusters Score: Raw -422996.264826 + Penalty 3875.340885 = -419120.923941 nChanged 24 SP:Iteration 17Q (88252.290000 sec): 3 clusters Score: Raw -423014.797809 + Penalty 3875.340885 = -419139.456924 nChanged 25 SP:Iteration 18Q (88252.470000 sec): 3 clusters Score: Raw -423033.290519 + Penalty 3875.340885 = -419157.949634 nChanged 21 SP:Iteration 19Q (88252.640000 sec): 3 clusters Score: Raw -423046.504290 + Penalty 3875.340885 = -419171.163406 nChanged 19 SP:Iteration 20F (88252.840000 sec): 3 clusters Score: Raw -423062.208714 + Penalty 3875.340885 = -419186.867829 nChanged 28 SP:Iteration 21Q (88253.020000 sec): 3 clusters Score: Raw -423081.843356 + Penalty 3875.340885 = -419206.502471 nChanged 25 SP:Iteration 22Q (88253.220000 sec): 3 clusters Score: Raw -423099.943052 + Penalty 3875.340885 = -419224.602167 nChanged 26 SP:Iteration 23Q (88253.420000 sec): 3 clusters Score: Raw -423120.667477 + Penalty 3875.340885 = -419245.326592 nChanged 20 SP:Iteration 24Q (88253.630000 sec): 3 clusters Score: Raw -423143.306993 + Penalty 3875.340885 = -419267.966108 nChanged 25 SP:Iteration 25Q (88253.800000 sec): 3 clusters Score: Raw -423175.257940 + Penalty 3875.340885 = -419299.917055 nChanged 38 SP:Iteration 26Q (88253.970000 sec): 3 clusters Score: Raw -423209.538622 + Penalty 3875.340885 = -419334.197738 nChanged 36 SP:Iteration 27Q (88254.150000 sec): 3 clusters Score: Raw -423236.948525 + Penalty 3875.340885 = -419361.607640 nChanged 33 SP:Iteration 28Q (88254.340000 sec): 3 clusters Score: Raw -423260.742709 + Penalty 3875.340885 = -419385.401824 nChanged 30 SP:Iteration 29Q (88254.540000 sec): 3 clusters Score: Raw -423277.917675 + Penalty 3875.340885 = -419402.576791 nChanged 22 SP:Iteration 30Q (88254.700000 sec): 3 clusters Score: Raw -423289.007430 + Penalty 3875.340885 = -419413.666546 nChanged 15 SP:Iteration 31Q (88254.900000 sec): 3 clusters Score: Raw -423295.650959 + Penalty 3875.340885 = -419420.310075 nChanged 6 SP:Iteration 32Q (88255.080000 sec): 3 clusters Score: Raw -423300.514782 + Penalty 3875.340885 = -419425.173897 nChanged 8 SP:Iteration 33Q (88255.240000 sec): 3 clusters Score: Raw -423305.194269 + Penalty 3875.340885 = -419429.853384 nChanged 7 SP:Iteration 34Q (88255.460000 sec): 3 clusters Score: Raw -423309.487727 + Penalty 3875.340885 = -419434.146842 nChanged 9 SP:Iteration 35Q (88255.610000 sec): 3 clusters Score: Raw -423314.036632 + Penalty 3875.340885 = -419438.695747 nChanged 4 SP:Iteration 36Q (88255.770000 sec): 3 clusters Score: Raw -423316.000535 + Penalty 3875.340885 = -419440.659651 nChanged 5 SP:Iteration 37Q (88255.930000 sec): 3 clusters Score: Raw -423318.142066 + Penalty 3875.340885 = -419442.801182 nChanged 1 SP:Iteration 38Q (88256.120000 sec): 3 clusters Score: Raw -423318.742819 + Penalty 3875.340885 = -419443.401934 nChanged 1 SP:Iteration 39Q (88256.320000 sec): 3 clusters Score: Raw -423319.331882 + Penalty 3875.340885 = -419443.990997 nChanged 3 SP:Iteration 40F (88256.490000 sec): 3 clusters Score: Raw -423320.211092 + Penalty 3875.340885 = -419444.870207 nChanged 2 SP:Iteration 41Q (88256.660000 sec): 3 clusters Score: Raw -423320.649257 + Penalty 3875.340885 = -419445.308372 nChanged 0 SP:Iteration 42F (88256.870000 sec): 3 clusters Score: Raw -423320.649257 + Penalty 3875.340885 = -419445.308372 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88256.990000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88257.160000 sec): 3 clusters Score: Raw -209709.197947 + Penalty 3485.107697 = -206224.090250 nChanged 298 SP:Iteration 1F (88257.340000 sec): 3 clusters Score: Raw -210005.131691 + Penalty 3485.107697 = -206520.023994 nChanged 64 SP:Iteration 2F (88257.510000 sec): 3 clusters Score: Raw -210077.380117 + Penalty 3485.107697 = -206592.272420 nChanged 33 SP:Iteration 3Q (88257.690000 sec): 3 clusters Score: Raw -210120.497183 + Penalty 3485.107697 = -206635.389486 nChanged 28 SP:Iteration 4Q (88257.920000 sec): 3 clusters Score: Raw -210153.119557 + Penalty 3485.107697 = -206668.011860 nChanged 19 SP:Iteration 5Q (88258.080000 sec): 3 clusters Score: Raw -210174.058995 + Penalty 3485.107697 = -206688.951298 nChanged 12 SP:Iteration 6Q (88258.300000 sec): 3 clusters Score: Raw -210185.122406 + Penalty 3485.107697 = -206700.014709 nChanged 7 SP:Iteration 7Q (88258.490000 sec): 3 clusters Score: Raw -210190.925526 + Penalty 3485.107697 = -206705.817829 nChanged 3 SP:Iteration 8Q (88258.660000 sec): 3 clusters Score: Raw -210194.346477 + Penalty 3485.107697 = -206709.238780 nChanged 1 SP:Iteration 9Q (88258.820000 sec): 3 clusters Score: Raw -210194.821553 + Penalty 3485.107697 = -206709.713856 nChanged 0 SP:Iteration 10F (88258.980000 sec): 3 clusters Score: Raw -210194.821553 + Penalty 3485.107697 = -206709.713856 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 24 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88259.080000 sec): 2 clusters Score: Raw -24080.889460 + Penalty 1321.313290 = -22759.576170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88259.320000 sec): 3 clusters Score: Raw -24769.970945 + Penalty 2642.626580 = -22127.344365 nChanged 61 SP:Iteration 1F (88259.480000 sec): 3 clusters Score: Raw -25267.579962 + Penalty 2642.626580 = -22624.953383 nChanged 9 SP:Iteration 2Q (88259.690000 sec): 3 clusters Score: Raw -25381.427731 + Penalty 2642.626580 = -22738.801152 nChanged 4 SP:Iteration 3Q (88259.830000 sec): 3 clusters Score: Raw -25492.933917 + Penalty 2642.626580 = -22850.307338 nChanged 0 SP:Iteration 4F (88260.020000 sec): 3 clusters Score: Raw -25492.933917 + Penalty 2642.626580 = -22850.307338 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88260.190000 sec): 2 clusters Score: Raw -628838.630696 + Penalty 2031.826089 = -626806.804606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88260.350000 sec): 3 clusters Score: Raw -627307.463017 + Penalty 4063.652179 = -623243.810838 nChanged 1295 SP:Iteration 1F (88260.600000 sec): 3 clusters Score: Raw -628160.624780 + Penalty 4063.652179 = -624096.972601 nChanged 298 SP:Iteration 2F (88260.820000 sec): 3 clusters Score: Raw -628390.411965 + Penalty 4063.652179 = -624326.759786 nChanged 184 SP:Iteration 3F (88260.980000 sec): 3 clusters Score: Raw -628519.143623 + Penalty 4063.652179 = -624455.491445 nChanged 146 SP:Iteration 4Q (88261.180000 sec): 3 clusters Score: Raw -628619.695198 + Penalty 4063.652179 = -624556.043020 nChanged 121 SP:Iteration 5Q (88261.380000 sec): 3 clusters Score: Raw -628706.377953 + Penalty 4063.652179 = -624642.725774 nChanged 112 SP:Iteration 6Q (88261.600000 sec): 3 clusters Score: Raw -628769.191982 + Penalty 4063.652179 = -624705.539803 nChanged 75 SP:Iteration 7Q (88261.800000 sec): 3 clusters Score: Raw -628803.773545 + Penalty 4063.652179 = -624740.121366 nChanged 55 SP:Iteration 8Q (88261.990000 sec): 3 clusters Score: Raw -628827.819224 + Penalty 4063.652179 = -624764.167046 nChanged 45 SP:Iteration 9Q (88262.190000 sec): 3 clusters Score: Raw -628851.017353 + Penalty 4063.652179 = -624787.365175 nChanged 44 SP:Iteration 10Q (88262.400000 sec): 3 clusters Score: Raw -628878.063518 + Penalty 4063.652179 = -624814.411340 nChanged 44 SP:Iteration 11Q (88262.600000 sec): 3 clusters Score: Raw -628905.153860 + Penalty 4063.652179 = -624841.501681 nChanged 51 SP:Iteration 12Q (88262.780000 sec): 3 clusters Score: Raw -628928.865190 + Penalty 4063.652179 = -624865.213011 nChanged 45 SP:Iteration 13Q (88262.960000 sec): 3 clusters Score: Raw -628954.465358 + Penalty 4063.652179 = -624890.813179 nChanged 47 SP:Iteration 14Q (88263.160000 sec): 3 clusters Score: Raw -628980.022419 + Penalty 4063.652179 = -624916.370240 nChanged 43 SP:Iteration 15Q (88263.350000 sec): 3 clusters Score: Raw -629004.283914 + Penalty 4063.652179 = -624940.631736 nChanged 45 SP:Iteration 16Q (88263.560000 sec): 3 clusters Score: Raw -629031.773425 + Penalty 4063.652179 = -624968.121246 nChanged 52 SP:Iteration 17Q (88263.710000 sec): 3 clusters Score: Raw -629063.388772 + Penalty 4063.652179 = -624999.736593 nChanged 55 SP:Iteration 18Q (88263.920000 sec): 3 clusters Score: Raw -629098.931761 + Penalty 4063.652179 = -625035.279582 nChanged 48 SP:Iteration 19Q (88264.110000 sec): 3 clusters Score: Raw -629136.666149 + Penalty 4063.652179 = -625073.013970 nChanged 47 SP:Iteration 20F (88264.300000 sec): 3 clusters Score: Raw -629168.037847 + Penalty 4063.652179 = -625104.385668 nChanged 48 SP:Iteration 21Q (88264.490000 sec): 3 clusters Score: Raw -629193.936595 + Penalty 4063.652179 = -625130.284416 nChanged 39 SP:Iteration 22Q (88264.660000 sec): 3 clusters Score: Raw -629214.995248 + Penalty 4063.652179 = -625151.343069 nChanged 43 SP:Iteration 23Q (88264.840000 sec): 3 clusters Score: Raw -629234.087088 + Penalty 4063.652179 = -625170.434909 nChanged 30 SP:Iteration 24Q (88265.030000 sec): 3 clusters Score: Raw -629252.191152 + Penalty 4063.652179 = -625188.538973 nChanged 33 SP:Iteration 25Q (88265.250000 sec): 3 clusters Score: Raw -629267.770222 + Penalty 4063.652179 = -625204.118043 nChanged 30 SP:Iteration 26Q (88265.440000 sec): 3 clusters Score: Raw -629283.621938 + Penalty 4063.652179 = -625219.969759 nChanged 20 SP:Iteration 27Q (88265.670000 sec): 3 clusters Score: Raw -629290.658280 + Penalty 4063.652179 = -625227.006101 nChanged 18 SP:Iteration 28Q (88265.880000 sec): 3 clusters Score: Raw -629297.596354 + Penalty 4063.652179 = -625233.944175 nChanged 14 SP:Iteration 29Q (88266.080000 sec): 3 clusters Score: Raw -629304.477362 + Penalty 4063.652179 = -625240.825183 nChanged 13 SP:Iteration 30Q (88266.290000 sec): 3 clusters Score: Raw -629311.309742 + Penalty 4063.652179 = -625247.657563 nChanged 14 SP:Iteration 31Q (88266.490000 sec): 3 clusters Score: Raw -629316.529411 + Penalty 4063.652179 = -625252.877232 nChanged 14 SP:Iteration 32Q (88266.710000 sec): 3 clusters Score: Raw -629322.212187 + Penalty 4063.652179 = -625258.560008 nChanged 15 SP:Iteration 33Q (88266.900000 sec): 3 clusters Score: Raw -629330.664875 + Penalty 4063.652179 = -625267.012697 nChanged 22 SP:Iteration 34Q (88267.060000 sec): 3 clusters Score: Raw -629341.026458 + Penalty 4063.652179 = -625277.374279 nChanged 28 SP:Iteration 35Q (88267.260000 sec): 3 clusters Score: Raw -629357.173801 + Penalty 4063.652179 = -625293.521622 nChanged 39 SP:Iteration 36Q (88267.440000 sec): 3 clusters Score: Raw -629378.272501 + Penalty 4063.652179 = -625314.620322 nChanged 33 SP:Iteration 37Q (88267.680000 sec): 3 clusters Score: Raw -629396.637451 + Penalty 4063.652179 = -625332.985273 nChanged 29 SP:Iteration 38Q (88267.840000 sec): 3 clusters Score: Raw -629414.052532 + Penalty 4063.652179 = -625350.400353 nChanged 26 SP:Iteration 39Q (88268.020000 sec): 3 clusters Score: Raw -629431.235425 + Penalty 4063.652179 = -625367.583247 nChanged 37 SP:Iteration 40F (88268.220000 sec): 3 clusters Score: Raw -629455.927550 + Penalty 4063.652179 = -625392.275371 nChanged 37 SP:Iteration 41Q (88268.410000 sec): 3 clusters Score: Raw -629480.140191 + Penalty 4063.652179 = -625416.488013 nChanged 34 SP:Iteration 42Q (88268.600000 sec): 3 clusters Score: Raw -629504.471827 + Penalty 4063.652179 = -625440.819648 nChanged 33 SP:Iteration 43Q (88268.780000 sec): 3 clusters Score: Raw -629529.449706 + Penalty 4063.652179 = -625465.797527 nChanged 39 SP:Iteration 44Q (88268.980000 sec): 3 clusters Score: Raw -629556.360138 + Penalty 4063.652179 = -625492.707959 nChanged 32 SP:Iteration 45Q (88269.160000 sec): 3 clusters Score: Raw -629577.416868 + Penalty 4063.652179 = -625513.764689 nChanged 29 SP:Iteration 46Q (88269.370000 sec): 3 clusters Score: Raw -629597.239491 + Penalty 4063.652179 = -625533.587313 nChanged 28 SP:Iteration 47Q (88269.570000 sec): 3 clusters Score: Raw -629613.351097 + Penalty 4063.652179 = -625549.698919 nChanged 28 SP:Iteration 48Q (88269.740000 sec): 3 clusters Score: Raw -629630.913165 + Penalty 4063.652179 = -625567.260986 nChanged 15 SP:Iteration 49Q (88269.940000 sec): 3 clusters Score: Raw -629643.184196 + Penalty 4063.652179 = -625579.532017 nChanged 18 SP:Iteration 50Q (88270.160000 sec): 3 clusters Score: Raw -629653.092921 + Penalty 4063.652179 = -625589.440742 nChanged 6 SP:Iteration 51Q (88270.350000 sec): 3 clusters Score: Raw -629656.262510 + Penalty 4063.652179 = -625592.610331 nChanged 4 SP:Iteration 52Q (88270.540000 sec): 3 clusters Score: Raw -629658.560184 + Penalty 4063.652179 = -625594.908005 nChanged 4 SP:Iteration 53Q (88270.730000 sec): 3 clusters Score: Raw -629660.601808 + Penalty 4063.652179 = -625596.949629 nChanged 1 SP:Iteration 54Q (88270.940000 sec): 3 clusters Score: Raw -629661.386438 + Penalty 4063.652179 = -625597.734259 nChanged 2 SP:Iteration 55Q (88271.120000 sec): 3 clusters Score: Raw -629663.293724 + Penalty 4063.652179 = -625599.641545 nChanged 6 SP:Iteration 56Q (88271.310000 sec): 3 clusters Score: Raw -629667.173568 + Penalty 4063.652179 = -625603.521389 nChanged 2 SP:Iteration 57Q (88271.470000 sec): 3 clusters Score: Raw -629669.519306 + Penalty 4063.652179 = -625605.867127 nChanged 4 SP:Iteration 58Q (88271.700000 sec): 3 clusters Score: Raw -629672.096307 + Penalty 4063.652179 = -625608.444129 nChanged 5 SP:Iteration 59Q (88271.870000 sec): 3 clusters Score: Raw -629674.272787 + Penalty 4063.652179 = -625610.620609 nChanged 2 SP:Iteration 60F (88272.050000 sec): 3 clusters Score: Raw -629675.996318 + Penalty 4063.652179 = -625612.344140 nChanged 1 SP:Iteration 61Q (88272.260000 sec): 3 clusters Score: Raw -629676.492504 + Penalty 4063.652179 = -625612.840325 nChanged 1 SP:Iteration 62Q (88272.440000 sec): 3 clusters Score: Raw -629677.277867 + Penalty 4063.652179 = -625613.625688 nChanged 0 SP:Iteration 63F (88272.660000 sec): 3 clusters Score: Raw -629677.277867 + Penalty 4063.652179 = -625613.625688 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88272.740000 sec): 2 clusters Score: Raw -99972.910612 + Penalty 1583.109645 = -98389.800966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88272.950000 sec): 3 clusters Score: Raw -100022.045303 + Penalty 3166.219291 = -96855.826012 nChanged 115 SP:Iteration 1F (88273.150000 sec): 3 clusters Score: Raw -100216.459476 + Penalty 3166.219291 = -97050.240185 nChanged 33 SP:Iteration 2F (88273.290000 sec): 3 clusters Score: Raw -100284.949136 + Penalty 3166.219291 = -97118.729845 nChanged 13 SP:Iteration 3Q (88273.460000 sec): 3 clusters Score: Raw -100310.308948 + Penalty 3166.219291 = -97144.089657 nChanged 8 SP:Iteration 4Q (88273.640000 sec): 3 clusters Score: Raw -100319.717642 + Penalty 3166.219291 = -97153.498351 nChanged 5 SP:Iteration 5Q (88273.850000 sec): 3 clusters Score: Raw -100325.786925 + Penalty 3166.219291 = -97159.567634 nChanged 2 SP:Iteration 6Q (88274.000000 sec): 3 clusters Score: Raw -100327.853293 + Penalty 3166.219291 = -97161.634003 nChanged 0 SP:Iteration 7F (88274.180000 sec): 3 clusters Score: Raw -100327.853293 + Penalty 3166.219291 = -97161.634003 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88274.330000 sec): 2 clusters Score: Raw -821440.382965 + Penalty 2089.147241 = -819351.235724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88274.540000 sec): 3 clusters Score: Raw -819267.170844 + Penalty 4178.294482 = -815088.876362 nChanged 1702 SP:Iteration 1F (88274.720000 sec): 3 clusters Score: Raw -820208.300303 + Penalty 4178.294482 = -816030.005822 nChanged 334 SP:Iteration 2F (88274.930000 sec): 3 clusters Score: Raw -820391.888106 + Penalty 4178.294482 = -816213.593625 nChanged 210 SP:Iteration 3Q (88275.130000 sec): 3 clusters Score: Raw -820498.357067 + Penalty 4178.294482 = -816320.062585 nChanged 147 SP:Iteration 4Q (88275.320000 sec): 3 clusters Score: Raw -820574.908180 + Penalty 4178.294482 = -816396.613698 nChanged 110 SP:Iteration 5Q (88275.510000 sec): 3 clusters Score: Raw -820624.054260 + Penalty 4178.294482 = -816445.759778 nChanged 85 SP:Iteration 6Q (88275.680000 sec): 3 clusters Score: Raw -820661.933435 + Penalty 4178.294482 = -816483.638954 nChanged 82 SP:Iteration 7Q (88275.910000 sec): 3 clusters Score: Raw -820701.126624 + Penalty 4178.294482 = -816522.832142 nChanged 64 SP:Iteration 8Q (88276.080000 sec): 3 clusters Score: Raw -820732.144709 + Penalty 4178.294482 = -816553.850228 nChanged 53 SP:Iteration 9Q (88276.290000 sec): 3 clusters Score: Raw -820755.966574 + Penalty 4178.294482 = -816577.672093 nChanged 57 SP:Iteration 10Q (88276.490000 sec): 3 clusters Score: Raw -820783.335430 + Penalty 4178.294482 = -816605.040948 nChanged 59 SP:Iteration 11Q (88276.710000 sec): 3 clusters Score: Raw -820814.184215 + Penalty 4178.294482 = -816635.889733 nChanged 54 SP:Iteration 12Q (88276.920000 sec): 3 clusters Score: Raw -820839.499417 + Penalty 4178.294482 = -816661.204935 nChanged 60 SP:Iteration 13Q (88277.140000 sec): 3 clusters Score: Raw -820867.726908 + Penalty 4178.294482 = -816689.432426 nChanged 67 SP:Iteration 14Q (88277.360000 sec): 3 clusters Score: Raw -820895.671943 + Penalty 4178.294482 = -816717.377462 nChanged 55 SP:Iteration 15Q (88277.590000 sec): 3 clusters Score: Raw -820919.090496 + Penalty 4178.294482 = -816740.796014 nChanged 65 SP:Iteration 16Q (88277.830000 sec): 3 clusters Score: Raw -820948.555702 + Penalty 4178.294482 = -816770.261220 nChanged 58 SP:Iteration 17Q (88278.030000 sec): 3 clusters Score: Raw -820974.565661 + Penalty 4178.294482 = -816796.271179 nChanged 52 SP:Iteration 18Q (88278.230000 sec): 3 clusters Score: Raw -820999.870423 + Penalty 4178.294482 = -816821.575941 nChanged 57 SP:Iteration 19Q (88278.400000 sec): 3 clusters Score: Raw -821024.161247 + Penalty 4178.294482 = -816845.866766 nChanged 51 SP:Iteration 20F (88278.630000 sec): 3 clusters Score: Raw -821048.855541 + Penalty 4178.294482 = -816870.561060 nChanged 54 SP:Iteration 21Q (88278.790000 sec): 3 clusters Score: Raw -821074.249400 + Penalty 4178.294482 = -816895.954918 nChanged 50 SP:Iteration 22Q (88279.000000 sec): 3 clusters Score: Raw -821100.126588 + Penalty 4178.294482 = -816921.832106 nChanged 53 SP:Iteration 23Q (88279.160000 sec): 3 clusters Score: Raw -821123.833355 + Penalty 4178.294482 = -816945.538874 nChanged 46 SP:Iteration 24Q (88279.370000 sec): 3 clusters Score: Raw -821147.658758 + Penalty 4178.294482 = -816969.364276 nChanged 47 SP:Iteration 25Q (88279.530000 sec): 3 clusters Score: Raw -821177.457129 + Penalty 4178.294482 = -816999.162647 nChanged 61 SP:Iteration 26Q (88279.710000 sec): 3 clusters Score: Raw -821217.211291 + Penalty 4178.294482 = -817038.916810 nChanged 59 SP:Iteration 27Q (88279.890000 sec): 3 clusters Score: Raw -821257.303988 + Penalty 4178.294482 = -817079.009506 nChanged 56 SP:Iteration 28Q (88280.100000 sec): 3 clusters Score: Raw -821298.181952 + Penalty 4178.294482 = -817119.887470 nChanged 54 SP:Iteration 29Q (88280.350000 sec): 3 clusters Score: Raw -821337.456308 + Penalty 4178.294482 = -817159.161826 nChanged 58 SP:Iteration 30Q (88280.530000 sec): 3 clusters Score: Raw -821379.967941 + Penalty 4178.294482 = -817201.673459 nChanged 51 SP:Iteration 31Q (88280.730000 sec): 3 clusters Score: Raw -821420.245974 + Penalty 4178.294482 = -817241.951493 nChanged 46 SP:Iteration 32Q (88280.930000 sec): 3 clusters Score: Raw -821452.284120 + Penalty 4178.294482 = -817273.989639 nChanged 36 SP:Iteration 33Q (88281.130000 sec): 3 clusters Score: Raw -821479.285197 + Penalty 4178.294482 = -817300.990716 nChanged 41 SP:Iteration 34Q (88281.350000 sec): 3 clusters Score: Raw -821516.951018 + Penalty 4178.294482 = -817338.656537 nChanged 49 SP:Iteration 35Q (88281.580000 sec): 3 clusters Score: Raw -821559.025505 + Penalty 4178.294482 = -817380.731024 nChanged 40 SP:Iteration 36Q (88281.750000 sec): 3 clusters Score: Raw -821589.219877 + Penalty 4178.294482 = -817410.925395 nChanged 21 SP:Iteration 37Q (88281.950000 sec): 3 clusters Score: Raw -821607.903487 + Penalty 4178.294482 = -817429.609005 nChanged 26 SP:Iteration 38Q (88282.190000 sec): 3 clusters Score: Raw -821631.902023 + Penalty 4178.294482 = -817453.607541 nChanged 27 SP:Iteration 39Q (88282.350000 sec): 3 clusters Score: Raw -821657.883279 + Penalty 4178.294482 = -817479.588798 nChanged 27 SP:Iteration 40F (88282.550000 sec): 3 clusters Score: Raw -821686.002230 + Penalty 4178.294482 = -817507.707748 nChanged 22 SP:Iteration 41Q (88282.790000 sec): 3 clusters Score: Raw -821708.841865 + Penalty 4178.294482 = -817530.547383 nChanged 18 SP:Iteration 42Q (88283.000000 sec): 3 clusters Score: Raw -821724.123874 + Penalty 4178.294482 = -817545.829392 nChanged 10 SP:Iteration 43Q (88283.180000 sec): 3 clusters Score: Raw -821732.443013 + Penalty 4178.294482 = -817554.148531 nChanged 10 SP:Iteration 44Q (88283.410000 sec): 3 clusters Score: Raw -821741.132995 + Penalty 4178.294482 = -817562.838513 nChanged 14 SP:Iteration 45Q (88283.610000 sec): 3 clusters Score: Raw -821750.634662 + Penalty 4178.294482 = -817572.340180 nChanged 8 SP:Iteration 46Q (88283.810000 sec): 3 clusters Score: Raw -821756.153102 + Penalty 4178.294482 = -817577.858620 nChanged 4 SP:Iteration 47Q (88284.000000 sec): 3 clusters Score: Raw -821757.975201 + Penalty 4178.294482 = -817579.680719 nChanged 1 SP:Iteration 48Q (88284.200000 sec): 3 clusters Score: Raw -821758.422136 + Penalty 4178.294482 = -817580.127654 nChanged 2 SP:Iteration 49Q (88284.390000 sec): 3 clusters Score: Raw -821759.316948 + Penalty 4178.294482 = -817581.022466 nChanged 1 SP:Iteration 50Q (88284.550000 sec): 3 clusters Score: Raw -821760.260617 + Penalty 4178.294482 = -817581.966135 nChanged 2 SP:Iteration 51Q (88284.750000 sec): 3 clusters Score: Raw -821761.108897 + Penalty 4178.294482 = -817582.814415 nChanged 1 SP:Iteration 52Q (88284.980000 sec): 3 clusters Score: Raw -821761.869232 + Penalty 4178.294482 = -817583.574751 nChanged 0 SP:Iteration 53F (88285.150000 sec): 3 clusters Score: Raw -821761.869232 + Penalty 4178.294482 = -817583.574751 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88285.280000 sec): 2 clusters Score: Raw -277797.103457 + Penalty 1838.515099 = -275958.588358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88285.490000 sec): 3 clusters Score: Raw -277214.464032 + Penalty 3677.030199 = -273537.433834 nChanged 497 SP:Iteration 1F (88285.670000 sec): 3 clusters Score: Raw -277654.434751 + Penalty 3677.030199 = -273977.404552 nChanged 144 SP:Iteration 2F (88285.810000 sec): 3 clusters Score: Raw -277841.407466 + Penalty 3677.030199 = -274164.377267 nChanged 97 SP:Iteration 3F (88285.950000 sec): 3 clusters Score: Raw -277960.632357 + Penalty 3677.030199 = -274283.602158 nChanged 82 SP:Iteration 4Q (88286.130000 sec): 3 clusters Score: Raw -278040.367303 + Penalty 3677.030199 = -274363.337104 nChanged 56 SP:Iteration 5Q (88286.290000 sec): 3 clusters Score: Raw -278100.015207 + Penalty 3677.030199 = -274422.985009 nChanged 49 SP:Iteration 6Q (88286.460000 sec): 3 clusters Score: Raw -278157.342249 + Penalty 3677.030199 = -274480.312051 nChanged 54 SP:Iteration 7Q (88286.690000 sec): 3 clusters Score: Raw -278221.873767 + Penalty 3677.030199 = -274544.843569 nChanged 49 SP:Iteration 8Q (88286.840000 sec): 3 clusters Score: Raw -278284.875423 + Penalty 3677.030199 = -274607.845225 nChanged 52 SP:Iteration 9Q (88287.010000 sec): 3 clusters Score: Raw -278347.353088 + Penalty 3677.030199 = -274670.322889 nChanged 46 SP:Iteration 10Q (88287.160000 sec): 3 clusters Score: Raw -278405.762617 + Penalty 3677.030199 = -274728.732419 nChanged 45 SP:Iteration 11Q (88287.350000 sec): 3 clusters Score: Raw -278469.638142 + Penalty 3677.030199 = -274792.607944 nChanged 52 SP:Iteration 12Q (88287.530000 sec): 3 clusters Score: Raw -278546.166768 + Penalty 3677.030199 = -274869.136569 nChanged 60 SP:Iteration 13Q (88287.710000 sec): 3 clusters Score: Raw -278635.231987 + Penalty 3677.030199 = -274958.201789 nChanged 46 SP:Iteration 14Q (88287.910000 sec): 3 clusters Score: Raw -278696.224376 + Penalty 3677.030199 = -275019.194177 nChanged 29 SP:Iteration 15Q (88288.120000 sec): 3 clusters Score: Raw -278735.187992 + Penalty 3677.030199 = -275058.157793 nChanged 17 SP:Iteration 16Q (88288.270000 sec): 3 clusters Score: Raw -278754.360718 + Penalty 3677.030199 = -275077.330519 nChanged 15 SP:Iteration 17Q (88288.400000 sec): 3 clusters Score: Raw -278772.055613 + Penalty 3677.030199 = -275095.025415 nChanged 10 SP:Iteration 18Q (88288.590000 sec): 3 clusters Score: Raw -278781.139823 + Penalty 3677.030199 = -275104.109625 nChanged 6 SP:Iteration 19Q (88288.730000 sec): 3 clusters Score: Raw -278786.554004 + Penalty 3677.030199 = -275109.523806 nChanged 6 SP:Iteration 20F (88288.910000 sec): 3 clusters Score: Raw -278790.547943 + Penalty 3677.030199 = -275113.517745 nChanged 4 SP:Iteration 21Q (88289.110000 sec): 3 clusters Score: Raw -278793.855235 + Penalty 3677.030199 = -275116.825037 nChanged 4 SP:Iteration 22Q (88289.270000 sec): 3 clusters Score: Raw -278796.205554 + Penalty 3677.030199 = -275119.175355 nChanged 3 SP:Iteration 23Q (88289.490000 sec): 3 clusters Score: Raw -278798.745165 + Penalty 3677.030199 = -275121.714967 nChanged 2 SP:Iteration 24Q (88289.640000 sec): 3 clusters Score: Raw -278799.799429 + Penalty 3677.030199 = -275122.769231 nChanged 0 SP:Iteration 25F (88289.810000 sec): 3 clusters Score: Raw -278799.799429 + Penalty 3677.030199 = -275122.769231 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88290.110000 sec): 2 clusters Score: Raw -7766103.248113 + Penalty 2638.234058 = -7763465.014054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88290.580000 sec): 3 clusters Score: Raw -7740648.502595 + Penalty 5276.468116 = -7735372.034479 nChanged 19050 SP:Iteration 1F (88291.050000 sec): 3 clusters Score: Raw -7751145.896419 + Penalty 5276.468116 = -7745869.428303 nChanged 1839 SP:Iteration 2Q (88291.450000 sec): 3 clusters Score: Raw -7751711.111240 + Penalty 5276.468116 = -7746434.643123 nChanged 1744 SP:Iteration 3Q (88291.910000 sec): 3 clusters Score: Raw -7752305.248757 + Penalty 5276.468116 = -7747028.780640 nChanged 1856 SP:Iteration 4Q (88292.330000 sec): 3 clusters Score: Raw -7753058.556464 + Penalty 5276.468116 = -7747782.088347 nChanged 2057 SP:Iteration 5Q (88292.750000 sec): 3 clusters Score: Raw -7754052.986966 + Penalty 5276.468116 = -7748776.518849 nChanged 2364 SP:Iteration 6F (88293.180000 sec): 3 clusters Score: Raw -7755400.978950 + Penalty 5276.468116 = -7750124.510834 nChanged 2609 SP:Iteration 7F (88293.550000 sec): 3 clusters Score: Raw -7757022.400067 + Penalty 5276.468116 = -7751745.931950 nChanged 2603 SP:Iteration 8F (88293.930000 sec): 3 clusters Score: Raw -7758767.406200 + Penalty 5276.468116 = -7753490.938083 nChanged 2391 SP:Iteration 9F (88294.350000 sec): 3 clusters Score: Raw -7760438.761347 + Penalty 5276.468116 = -7755162.293231 nChanged 2069 SP:Iteration 10Q (88294.750000 sec): 3 clusters Score: Raw -7761900.812288 + Penalty 5276.468116 = -7756624.344171 nChanged 1688 SP:Iteration 11Q (88295.170000 sec): 3 clusters Score: Raw -7763147.837949 + Penalty 5276.468116 = -7757871.369833 nChanged 1301 SP:Iteration 12Q (88295.550000 sec): 3 clusters Score: Raw -7764094.083029 + Penalty 5276.468116 = -7758817.614913 nChanged 933 SP:Iteration 13Q (88295.950000 sec): 3 clusters Score: Raw -7764656.156839 + Penalty 5276.468116 = -7759379.688722 nChanged 700 SP:Iteration 14Q (88296.330000 sec): 3 clusters Score: Raw -7765002.566905 + Penalty 5276.468116 = -7759726.098789 nChanged 492 SP:Iteration 15Q (88296.700000 sec): 3 clusters Score: Raw -7765223.725093 + Penalty 5276.468116 = -7759947.256977 nChanged 427 SP:Iteration 16Q (88297.110000 sec): 3 clusters Score: Raw -7765393.669812 + Penalty 5276.468116 = -7760117.201696 nChanged 373 SP:Iteration 17Q (88297.480000 sec): 3 clusters Score: Raw -7765533.834071 + Penalty 5276.468116 = -7760257.365955 nChanged 326 SP:Iteration 18Q (88297.850000 sec): 3 clusters Score: Raw -7765644.209966 + Penalty 5276.468116 = -7760367.741850 nChanged 296 SP:Iteration 19Q (88298.200000 sec): 3 clusters Score: Raw -7765741.129355 + Penalty 5276.468116 = -7760464.661238 nChanged 251 SP:Iteration 20F (88298.570000 sec): 3 clusters Score: Raw -7765818.362925 + Penalty 5276.468116 = -7760541.894808 nChanged 231 SP:Iteration 21Q (88298.970000 sec): 3 clusters Score: Raw -7765892.661471 + Penalty 5276.468116 = -7760616.193355 nChanged 225 SP:Iteration 22Q (88299.330000 sec): 3 clusters Score: Raw -7765968.318576 + Penalty 5276.468116 = -7760691.850460 nChanged 206 SP:Iteration 23Q (88299.660000 sec): 3 clusters Score: Raw -7766034.140444 + Penalty 5276.468116 = -7760757.672327 nChanged 188 SP:Iteration 24Q (88300.050000 sec): 3 clusters Score: Raw -7766090.372231 + Penalty 5276.468116 = -7760813.904115 nChanged 176 SP:Iteration 25Q (88300.390000 sec): 3 clusters Score: Raw -7766142.967583 + Penalty 5276.468116 = -7760866.499467 nChanged 164 SP:Iteration 26Q (88300.780000 sec): 3 clusters Score: Raw -7766190.348947 + Penalty 5276.468116 = -7760913.880831 nChanged 126 SP:Iteration 27Q (88301.160000 sec): 3 clusters Score: Raw -7766223.247657 + Penalty 5276.468116 = -7760946.779541 nChanged 119 SP:Iteration 28Q (88301.570000 sec): 3 clusters Score: Raw -7766256.355601 + Penalty 5276.468116 = -7760979.887485 nChanged 105 SP:Iteration 29Q (88301.900000 sec): 3 clusters Score: Raw -7766283.892141 + Penalty 5276.468116 = -7761007.424024 nChanged 91 SP:Iteration 30Q (88302.250000 sec): 3 clusters Score: Raw -7766306.394422 + Penalty 5276.468116 = -7761029.926306 nChanged 83 SP:Iteration 31Q (88302.670000 sec): 3 clusters Score: Raw -7766327.011559 + Penalty 5276.468116 = -7761050.543443 nChanged 86 SP:Iteration 32Q (88303.090000 sec): 3 clusters Score: Raw -7766350.008630 + Penalty 5276.468116 = -7761073.540513 nChanged 86 SP:Iteration 33Q (88303.430000 sec): 3 clusters Score: Raw -7766372.528596 + Penalty 5276.468116 = -7761096.060480 nChanged 72 SP:Iteration 34Q (88303.830000 sec): 3 clusters Score: Raw -7766391.098953 + Penalty 5276.468116 = -7761114.630837 nChanged 64 SP:Iteration 35Q (88304.190000 sec): 3 clusters Score: Raw -7766405.804757 + Penalty 5276.468116 = -7761129.336641 nChanged 55 SP:Iteration 36Q (88304.630000 sec): 3 clusters Score: Raw -7766420.064918 + Penalty 5276.468116 = -7761143.596802 nChanged 51 SP:Iteration 37Q (88305.060000 sec): 3 clusters Score: Raw -7766432.685534 + Penalty 5276.468116 = -7761156.217418 nChanged 43 SP:Iteration 38Q (88305.440000 sec): 3 clusters Score: Raw -7766443.591520 + Penalty 5276.468116 = -7761167.123403 nChanged 40 SP:Iteration 39Q (88305.910000 sec): 3 clusters Score: Raw -7766456.050951 + Penalty 5276.468116 = -7761179.582835 nChanged 44 SP:Iteration 40F (88306.360000 sec): 3 clusters Score: Raw -7766469.891311 + Penalty 5276.468116 = -7761193.423195 nChanged 54 SP:Iteration 41Q (88306.760000 sec): 3 clusters Score: Raw -7766485.237128 + Penalty 5276.468116 = -7761208.769012 nChanged 54 SP:Iteration 42Q (88307.170000 sec): 3 clusters Score: Raw -7766501.796559 + Penalty 5276.468116 = -7761225.328443 nChanged 49 SP:Iteration 43Q (88307.550000 sec): 3 clusters Score: Raw -7766515.776861 + Penalty 5276.468116 = -7761239.308744 nChanged 52 SP:Iteration 44Q (88307.980000 sec): 3 clusters Score: Raw -7766530.408011 + Penalty 5276.468116 = -7761253.939895 nChanged 49 SP:Iteration 45Q (88308.380000 sec): 3 clusters Score: Raw -7766545.122981 + Penalty 5276.468116 = -7761268.654865 nChanged 46 SP:Iteration 46Q (88308.760000 sec): 3 clusters Score: Raw -7766557.707613 + Penalty 5276.468116 = -7761281.239497 nChanged 44 SP:Iteration 47Q (88309.090000 sec): 3 clusters Score: Raw -7766568.141826 + Penalty 5276.468116 = -7761291.673710 nChanged 36 SP:Iteration 48Q (88309.460000 sec): 3 clusters Score: Raw -7766578.669543 + Penalty 5276.468116 = -7761302.201426 nChanged 36 SP:Iteration 49Q (88309.870000 sec): 3 clusters Score: Raw -7766590.360792 + Penalty 5276.468116 = -7761313.892676 nChanged 30 SP:Iteration 50Q (88310.220000 sec): 3 clusters Score: Raw -7766598.858590 + Penalty 5276.468116 = -7761322.390473 nChanged 28 SP:Iteration 51Q (88310.610000 sec): 3 clusters Score: Raw -7766607.180542 + Penalty 5276.468116 = -7761330.712426 nChanged 24 SP:Iteration 52Q (88310.990000 sec): 3 clusters Score: Raw -7766613.164599 + Penalty 5276.468116 = -7761336.696482 nChanged 21 SP:Iteration 53Q (88311.380000 sec): 3 clusters Score: Raw -7766618.627497 + Penalty 5276.468116 = -7761342.159380 nChanged 10 SP:Iteration 54Q (88311.720000 sec): 3 clusters Score: Raw -7766620.627301 + Penalty 5276.468116 = -7761344.159184 nChanged 6 SP:Iteration 55Q (88312.120000 sec): 3 clusters Score: Raw -7766622.668121 + Penalty 5276.468116 = -7761346.200004 nChanged 5 SP:Iteration 56Q (88312.510000 sec): 3 clusters Score: Raw -7766624.017805 + Penalty 5276.468116 = -7761347.549688 nChanged 3 SP:Iteration 57Q (88312.920000 sec): 3 clusters Score: Raw -7766625.026018 + Penalty 5276.468116 = -7761348.557902 nChanged 4 SP:Iteration 58Q (88313.350000 sec): 3 clusters Score: Raw -7766626.178713 + Penalty 5276.468116 = -7761349.710597 nChanged 9 SP:Iteration 59Q (88313.710000 sec): 3 clusters Score: Raw -7766628.704274 + Penalty 5276.468116 = -7761352.236157 nChanged 6 SP:Iteration 60F (88314.110000 sec): 3 clusters Score: Raw -7766630.457845 + Penalty 5276.468116 = -7761353.989728 nChanged 7 SP:Iteration 61Q (88314.470000 sec): 3 clusters Score: Raw -7766632.349532 + Penalty 5276.468116 = -7761355.881416 nChanged 6 SP:Iteration 62Q (88314.860000 sec): 3 clusters Score: Raw -7766633.993688 + Penalty 5276.468116 = -7761357.525572 nChanged 4 SP:Iteration 63Q (88315.250000 sec): 3 clusters Score: Raw -7766635.144785 + Penalty 5276.468116 = -7761358.676669 nChanged 4 SP:Iteration 64Q (88315.600000 sec): 3 clusters Score: Raw -7766636.172945 + Penalty 5276.468116 = -7761359.704829 nChanged 0 SP:Iteration 65F (88316.020000 sec): 3 clusters Score: Raw -7766636.172945 + Penalty 5276.468116 = -7761359.704829 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88316.160000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88316.410000 sec): 3 clusters Score: Raw -233793.929000 + Penalty 3570.669895 = -230223.259104 nChanged 388 SP:Iteration 1F (88316.580000 sec): 3 clusters Score: Raw -234207.596077 + Penalty 3570.669895 = -230636.926181 nChanged 111 SP:Iteration 2F (88316.810000 sec): 3 clusters Score: Raw -234346.732528 + Penalty 3570.669895 = -230776.062633 nChanged 59 SP:Iteration 3Q (88316.990000 sec): 3 clusters Score: Raw -234438.240778 + Penalty 3570.669895 = -230867.570883 nChanged 53 SP:Iteration 4Q (88317.200000 sec): 3 clusters Score: Raw -234511.754500 + Penalty 3570.669895 = -230941.084605 nChanged 41 SP:Iteration 5Q (88317.370000 sec): 3 clusters Score: Raw -234563.922070 + Penalty 3570.669895 = -230993.252174 nChanged 36 SP:Iteration 6Q (88317.580000 sec): 3 clusters Score: Raw -234616.281529 + Penalty 3570.669895 = -231045.611633 nChanged 35 SP:Iteration 7Q (88317.780000 sec): 3 clusters Score: Raw -234670.349128 + Penalty 3570.669895 = -231099.679232 nChanged 39 SP:Iteration 8Q (88317.970000 sec): 3 clusters Score: Raw -234729.797035 + Penalty 3570.669895 = -231159.127140 nChanged 34 SP:Iteration 9Q (88318.170000 sec): 3 clusters Score: Raw -234783.651312 + Penalty 3570.669895 = -231212.981417 nChanged 30 SP:Iteration 10Q (88318.370000 sec): 3 clusters Score: Raw -234837.631268 + Penalty 3570.669895 = -231266.961373 nChanged 33 SP:Iteration 11Q (88318.560000 sec): 3 clusters Score: Raw -234901.120417 + Penalty 3570.669895 = -231330.450522 nChanged 33 SP:Iteration 12Q (88318.730000 sec): 3 clusters Score: Raw -234953.789975 + Penalty 3570.669895 = -231383.120080 nChanged 27 SP:Iteration 13Q (88318.990000 sec): 3 clusters Score: Raw -234991.298944 + Penalty 3570.669895 = -231420.629049 nChanged 18 SP:Iteration 14Q (88319.180000 sec): 3 clusters Score: Raw -235016.496846 + Penalty 3570.669895 = -231445.826950 nChanged 15 SP:Iteration 15Q (88319.390000 sec): 3 clusters Score: Raw -235036.749266 + Penalty 3570.669895 = -231466.079371 nChanged 13 SP:Iteration 16Q (88319.600000 sec): 3 clusters Score: Raw -235062.107784 + Penalty 3570.669895 = -231491.437888 nChanged 14 SP:Iteration 17Q (88319.770000 sec): 3 clusters Score: Raw -235078.977229 + Penalty 3570.669895 = -231508.307334 nChanged 9 SP:Iteration 18Q (88320.000000 sec): 3 clusters Score: Raw -235089.189976 + Penalty 3570.669895 = -231518.520080 nChanged 8 SP:Iteration 19Q (88320.190000 sec): 3 clusters Score: Raw -235099.051608 + Penalty 3570.669895 = -231528.381712 nChanged 3 SP:Iteration 20F (88320.340000 sec): 3 clusters Score: Raw -235103.353294 + Penalty 3570.669895 = -231532.683399 nChanged 1 SP:Iteration 21Q (88320.530000 sec): 3 clusters Score: Raw -235103.800076 + Penalty 3570.669895 = -231533.130180 nChanged 0 SP:Iteration 22F (88320.710000 sec): 3 clusters Score: Raw -235103.800076 + Penalty 3570.669895 = -231533.130180 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88320.870000 sec): 2 clusters Score: Raw -2638631.558840 + Penalty 2377.710706 = -2636253.848134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88321.210000 sec): 3 clusters Score: Raw -2630364.728422 + Penalty 4755.421413 = -2625609.307009 nChanged 6255 SP:Iteration 1F (88321.480000 sec): 3 clusters Score: Raw -2633731.495017 + Penalty 4755.421413 = -2628976.073605 nChanged 932 SP:Iteration 2F (88321.790000 sec): 3 clusters Score: Raw -2634212.725949 + Penalty 4755.421413 = -2629457.304536 nChanged 845 SP:Iteration 3F (88322.050000 sec): 3 clusters Score: Raw -2634752.925522 + Penalty 4755.421413 = -2629997.504110 nChanged 877 SP:Iteration 4F (88322.350000 sec): 3 clusters Score: Raw -2635482.811856 + Penalty 4755.421413 = -2630727.390443 nChanged 956 SP:Iteration 5F (88322.650000 sec): 3 clusters Score: Raw -2636301.122434 + Penalty 4755.421413 = -2631545.701021 nChanged 1007 SP:Iteration 6F (88322.890000 sec): 3 clusters Score: Raw -2637097.801411 + Penalty 4755.421413 = -2632342.379999 nChanged 926 SP:Iteration 7F (88323.150000 sec): 3 clusters Score: Raw -2637786.135143 + Penalty 4755.421413 = -2633030.713731 nChanged 772 SP:Iteration 8F (88323.430000 sec): 3 clusters Score: Raw -2638335.853537 + Penalty 4755.421413 = -2633580.432124 nChanged 598 SP:Iteration 9Q (88323.710000 sec): 3 clusters Score: Raw -2638731.031894 + Penalty 4755.421413 = -2633975.610481 nChanged 413 SP:Iteration 10Q (88323.940000 sec): 3 clusters Score: Raw -2638969.389150 + Penalty 4755.421413 = -2634213.967737 nChanged 309 SP:Iteration 11Q (88324.250000 sec): 3 clusters Score: Raw -2639119.623787 + Penalty 4755.421413 = -2634364.202374 nChanged 205 SP:Iteration 12Q (88324.500000 sec): 3 clusters Score: Raw -2639227.463608 + Penalty 4755.421413 = -2634472.042195 nChanged 185 SP:Iteration 13Q (88324.800000 sec): 3 clusters Score: Raw -2639335.029748 + Penalty 4755.421413 = -2634579.608336 nChanged 165 SP:Iteration 14Q (88325.030000 sec): 3 clusters Score: Raw -2639428.803276 + Penalty 4755.421413 = -2634673.381864 nChanged 154 SP:Iteration 15Q (88325.330000 sec): 3 clusters Score: Raw -2639500.158076 + Penalty 4755.421413 = -2634744.736664 nChanged 130 SP:Iteration 16Q (88325.570000 sec): 3 clusters Score: Raw -2639547.666864 + Penalty 4755.421413 = -2634792.245452 nChanged 108 SP:Iteration 17Q (88325.850000 sec): 3 clusters Score: Raw -2639590.047456 + Penalty 4755.421413 = -2634834.626043 nChanged 94 SP:Iteration 18Q (88326.120000 sec): 3 clusters Score: Raw -2639622.475059 + Penalty 4755.421413 = -2634867.053647 nChanged 83 SP:Iteration 19Q (88326.390000 sec): 3 clusters Score: Raw -2639646.635424 + Penalty 4755.421413 = -2634891.214011 nChanged 70 SP:Iteration 20F (88326.630000 sec): 3 clusters Score: Raw -2639667.204665 + Penalty 4755.421413 = -2634911.783253 nChanged 63 SP:Iteration 21Q (88326.870000 sec): 3 clusters Score: Raw -2639685.960374 + Penalty 4755.421413 = -2634930.538962 nChanged 61 SP:Iteration 22Q (88327.130000 sec): 3 clusters Score: Raw -2639702.882265 + Penalty 4755.421413 = -2634947.460852 nChanged 56 SP:Iteration 23Q (88327.370000 sec): 3 clusters Score: Raw -2639717.894633 + Penalty 4755.421413 = -2634962.473220 nChanged 49 SP:Iteration 24Q (88327.620000 sec): 3 clusters Score: Raw -2639729.344106 + Penalty 4755.421413 = -2634973.922693 nChanged 36 SP:Iteration 25Q (88327.900000 sec): 3 clusters Score: Raw -2639737.046123 + Penalty 4755.421413 = -2634981.624710 nChanged 32 SP:Iteration 26Q (88328.170000 sec): 3 clusters Score: Raw -2639743.143633 + Penalty 4755.421413 = -2634987.722221 nChanged 31 SP:Iteration 27Q (88328.420000 sec): 3 clusters Score: Raw -2639748.723958 + Penalty 4755.421413 = -2634993.302546 nChanged 30 SP:Iteration 28Q (88328.710000 sec): 3 clusters Score: Raw -2639753.660758 + Penalty 4755.421413 = -2634998.239345 nChanged 21 SP:Iteration 29Q (88329.000000 sec): 3 clusters Score: Raw -2639758.137010 + Penalty 4755.421413 = -2635002.715597 nChanged 14 SP:Iteration 30Q (88329.250000 sec): 3 clusters Score: Raw -2639761.067849 + Penalty 4755.421413 = -2635005.646437 nChanged 18 SP:Iteration 31Q (88329.480000 sec): 3 clusters Score: Raw -2639764.746335 + Penalty 4755.421413 = -2635009.324922 nChanged 13 SP:Iteration 32Q (88329.720000 sec): 3 clusters Score: Raw -2639766.990161 + Penalty 4755.421413 = -2635011.568749 nChanged 12 SP:Iteration 33Q (88330.000000 sec): 3 clusters Score: Raw -2639769.222345 + Penalty 4755.421413 = -2635013.800933 nChanged 9 SP:Iteration 34Q (88330.210000 sec): 3 clusters Score: Raw -2639770.985565 + Penalty 4755.421413 = -2635015.564153 nChanged 11 SP:Iteration 35Q (88330.470000 sec): 3 clusters Score: Raw -2639773.166271 + Penalty 4755.421413 = -2635017.744859 nChanged 15 SP:Iteration 36Q (88330.740000 sec): 3 clusters Score: Raw -2639775.813500 + Penalty 4755.421413 = -2635020.392088 nChanged 14 SP:Iteration 37Q (88330.950000 sec): 3 clusters Score: Raw -2639778.301758 + Penalty 4755.421413 = -2635022.880345 nChanged 10 SP:Iteration 38Q (88331.200000 sec): 3 clusters Score: Raw -2639780.502240 + Penalty 4755.421413 = -2635025.080827 nChanged 16 SP:Iteration 39Q (88331.490000 sec): 3 clusters Score: Raw -2639784.283430 + Penalty 4755.421413 = -2635028.862018 nChanged 18 SP:Iteration 40F (88331.730000 sec): 3 clusters Score: Raw -2639787.645172 + Penalty 4755.421413 = -2635032.223760 nChanged 20 SP:Iteration 41Q (88331.980000 sec): 3 clusters Score: Raw -2639791.106826 + Penalty 4755.421413 = -2635035.685413 nChanged 12 SP:Iteration 42Q (88332.250000 sec): 3 clusters Score: Raw -2639793.272649 + Penalty 4755.421413 = -2635037.851237 nChanged 9 SP:Iteration 43Q (88332.480000 sec): 3 clusters Score: Raw -2639794.746573 + Penalty 4755.421413 = -2635039.325161 nChanged 11 SP:Iteration 44Q (88332.770000 sec): 3 clusters Score: Raw -2639796.881664 + Penalty 4755.421413 = -2635041.460252 nChanged 13 SP:Iteration 45Q (88333.050000 sec): 3 clusters Score: Raw -2639798.895322 + Penalty 4755.421413 = -2635043.473909 nChanged 7 SP:Iteration 46Q (88333.270000 sec): 3 clusters Score: Raw -2639799.871827 + Penalty 4755.421413 = -2635044.450414 nChanged 7 SP:Iteration 47Q (88333.490000 sec): 3 clusters Score: Raw -2639800.940632 + Penalty 4755.421413 = -2635045.519220 nChanged 3 SP:Iteration 48Q (88333.810000 sec): 3 clusters Score: Raw -2639801.431801 + Penalty 4755.421413 = -2635046.010388 nChanged 2 SP:Iteration 49Q (88334.110000 sec): 3 clusters Score: Raw -2639801.866483 + Penalty 4755.421413 = -2635046.445070 nChanged 6 SP:Iteration 50Q (88334.380000 sec): 3 clusters Score: Raw -2639802.414463 + Penalty 4755.421413 = -2635046.993051 nChanged 3 SP:Iteration 51Q (88334.710000 sec): 3 clusters Score: Raw -2639802.764189 + Penalty 4755.421413 = -2635047.342777 nChanged 2 SP:Iteration 52Q (88334.980000 sec): 3 clusters Score: Raw -2639802.996434 + Penalty 4755.421413 = -2635047.575022 nChanged 3 SP:Iteration 53Q (88335.230000 sec): 3 clusters Score: Raw -2639803.341987 + Penalty 4755.421413 = -2635047.920575 nChanged 1 SP:Iteration 54Q (88335.520000 sec): 3 clusters Score: Raw -2639803.460986 + Penalty 4755.421413 = -2635048.039573 nChanged 1 SP:Iteration 55Q (88335.740000 sec): 3 clusters Score: Raw -2639803.638822 + Penalty 4755.421413 = -2635048.217409 nChanged 0 SP:Iteration 56F (88336.040000 sec): 3 clusters Score: Raw -2639803.638822 + Penalty 4755.421413 = -2635048.217409 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88336.150000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88336.360000 sec): 3 clusters Score: Raw -70088.088073 + Penalty 3075.452550 = -67012.635522 nChanged 112 SP:Iteration 1F (88336.510000 sec): 3 clusters Score: Raw -70458.947929 + Penalty 3075.452550 = -67383.495379 nChanged 52 SP:Iteration 2F (88336.660000 sec): 3 clusters Score: Raw -70743.079399 + Penalty 3075.452550 = -67667.626849 nChanged 23 SP:Iteration 3Q (88336.830000 sec): 3 clusters Score: Raw -70844.131973 + Penalty 3075.452550 = -67768.679422 nChanged 12 SP:Iteration 4Q (88337.010000 sec): 3 clusters Score: Raw -70886.406672 + Penalty 3075.452550 = -67810.954122 nChanged 10 SP:Iteration 5Q (88337.210000 sec): 3 clusters Score: Raw -70941.912696 + Penalty 3075.452550 = -67866.460146 nChanged 9 SP:Iteration 6Q (88337.390000 sec): 3 clusters Score: Raw -70975.097476 + Penalty 3075.452550 = -67899.644926 nChanged 4 SP:Iteration 7Q (88337.570000 sec): 3 clusters Score: Raw -70987.590065 + Penalty 3075.452550 = -67912.137515 nChanged 0 SP:Iteration 8F (88337.750000 sec): 3 clusters Score: Raw -70987.590065 + Penalty 3075.452550 = -67912.137515 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88337.910000 sec): 2 clusters Score: Raw -158033.168386 + Penalty 1698.041899 = -156335.126488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88338.130000 sec): 3 clusters Score: Raw -157835.638025 + Penalty 3396.083797 = -154439.554228 nChanged 227 SP:Iteration 1F (88338.330000 sec): 3 clusters Score: Raw -158067.644632 + Penalty 3396.083797 = -154671.560835 nChanged 51 SP:Iteration 2F (88338.460000 sec): 3 clusters Score: Raw -158135.227833 + Penalty 3396.083797 = -154739.144036 nChanged 29 SP:Iteration 3Q (88338.680000 sec): 3 clusters Score: Raw -158185.586013 + Penalty 3396.083797 = -154789.502216 nChanged 28 SP:Iteration 4Q (88338.840000 sec): 3 clusters Score: Raw -158221.379037 + Penalty 3396.083797 = -154825.295240 nChanged 18 SP:Iteration 5Q (88339.050000 sec): 3 clusters Score: Raw -158247.539730 + Penalty 3396.083797 = -154851.455933 nChanged 9 SP:Iteration 6Q (88339.270000 sec): 3 clusters Score: Raw -158256.863980 + Penalty 3396.083797 = -154860.780183 nChanged 4 SP:Iteration 7Q (88339.400000 sec): 3 clusters Score: Raw -158260.034110 + Penalty 3396.083797 = -154863.950312 nChanged 2 SP:Iteration 8Q (88339.600000 sec): 3 clusters Score: Raw -158261.971473 + Penalty 3396.083797 = -154865.887676 nChanged 0 SP:Iteration 9F (88339.780000 sec): 3 clusters Score: Raw -158261.971473 + Penalty 3396.083797 = -154865.887676 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88340.350000 sec): 2 clusters Score: Raw -17385757.879643 + Penalty 2841.983050 = -17382915.896593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88341.060000 sec): 3 clusters Score: Raw -17325233.083133 + Penalty 5683.966100 = -17319549.117033 nChanged 44700 SP:Iteration 1F (88341.740000 sec): 3 clusters Score: Raw -17350833.298005 + Penalty 5683.966100 = -17345149.331905 nChanged 2952 SP:Iteration 2Q (88342.420000 sec): 3 clusters Score: Raw -17351480.145432 + Penalty 5683.966100 = -17345796.179332 nChanged 2871 SP:Iteration 3Q (88343.120000 sec): 3 clusters Score: Raw -17352163.314691 + Penalty 5683.966100 = -17346479.348591 nChanged 2881 SP:Iteration 4Q (88343.800000 sec): 3 clusters Score: Raw -17352934.367051 + Penalty 5683.966100 = -17347250.400951 nChanged 3247 SP:Iteration 5Q (88344.470000 sec): 3 clusters Score: Raw -17353954.283547 + Penalty 5683.966100 = -17348270.317447 nChanged 3630 SP:Iteration 6Q (88345.190000 sec): 3 clusters Score: Raw -17355300.953675 + Penalty 5683.966100 = -17349616.987574 nChanged 4363 SP:Iteration 7Q (88345.880000 sec): 3 clusters Score: Raw -17357321.541979 + Penalty 5683.966100 = -17351637.575879 nChanged 5254 SP:Iteration 8F (88346.540000 sec): 3 clusters Score: Raw -17360326.666100 + Penalty 5683.966100 = -17354642.700000 nChanged 5850 SP:Iteration 9F (88347.210000 sec): 3 clusters Score: Raw -17364136.697059 + Penalty 5683.966100 = -17358452.730959 nChanged 5837 SP:Iteration 10F (88347.920000 sec): 3 clusters Score: Raw -17368175.912112 + Penalty 5683.966100 = -17362491.946012 nChanged 5164 SP:Iteration 11F (88348.600000 sec): 3 clusters Score: Raw -17371806.219689 + Penalty 5683.966100 = -17366122.253589 nChanged 4132 SP:Iteration 12Q (88349.300000 sec): 3 clusters Score: Raw -17374741.108808 + Penalty 5683.966100 = -17369057.142707 nChanged 3283 SP:Iteration 13Q (88349.970000 sec): 3 clusters Score: Raw -17376866.471282 + Penalty 5683.966100 = -17371182.505182 nChanged 2408 SP:Iteration 14Q (88350.700000 sec): 3 clusters Score: Raw -17378288.805912 + Penalty 5683.966100 = -17372604.839812 nChanged 1881 SP:Iteration 15Q (88351.360000 sec): 3 clusters Score: Raw -17379321.347841 + Penalty 5683.966100 = -17373637.381741 nChanged 1656 SP:Iteration 16Q (88352.040000 sec): 3 clusters Score: Raw -17380204.058081 + Penalty 5683.966100 = -17374520.091981 nChanged 1443 SP:Iteration 17Q (88352.650000 sec): 3 clusters Score: Raw -17380969.580826 + Penalty 5683.966100 = -17375285.614726 nChanged 1306 SP:Iteration 18Q (88353.310000 sec): 3 clusters Score: Raw -17381684.012886 + Penalty 5683.966100 = -17376000.046786 nChanged 1179 SP:Iteration 19Q (88354.020000 sec): 3 clusters Score: Raw -17382360.463228 + Penalty 5683.966100 = -17376676.497128 nChanged 1009 SP:Iteration 20F (88354.780000 sec): 3 clusters Score: Raw -17382915.713111 + Penalty 5683.966100 = -17377231.747011 nChanged 887 SP:Iteration 21Q (88355.520000 sec): 3 clusters Score: Raw -17383423.800218 + Penalty 5683.966100 = -17377739.834118 nChanged 785 SP:Iteration 22Q (88356.190000 sec): 3 clusters Score: Raw -17383863.970874 + Penalty 5683.966100 = -17378180.004774 nChanged 631 SP:Iteration 23Q (88356.760000 sec): 3 clusters Score: Raw -17384197.758135 + Penalty 5683.966100 = -17378513.792035 nChanged 555 SP:Iteration 24Q (88357.360000 sec): 3 clusters Score: Raw -17384498.059342 + Penalty 5683.966100 = -17378814.093242 nChanged 499 SP:Iteration 25Q (88357.930000 sec): 3 clusters Score: Raw -17384786.660998 + Penalty 5683.966100 = -17379102.694898 nChanged 438 SP:Iteration 26Q (88358.560000 sec): 3 clusters Score: Raw -17385032.913817 + Penalty 5683.966100 = -17379348.947717 nChanged 375 SP:Iteration 27Q (88359.170000 sec): 3 clusters Score: Raw -17385227.842283 + Penalty 5683.966100 = -17379543.876183 nChanged 292 SP:Iteration 28Q (88359.780000 sec): 3 clusters Score: Raw -17385384.676968 + Penalty 5683.966100 = -17379700.710868 nChanged 248 SP:Iteration 29Q (88360.400000 sec): 3 clusters Score: Raw -17385516.764086 + Penalty 5683.966100 = -17379832.797985 nChanged 210 SP:Iteration 30Q (88361.040000 sec): 3 clusters Score: Raw -17385637.050315 + Penalty 5683.966100 = -17379953.084215 nChanged 175 SP:Iteration 31Q (88361.620000 sec): 3 clusters Score: Raw -17385732.341911 + Penalty 5683.966100 = -17380048.375811 nChanged 130 SP:Iteration 32Q (88362.240000 sec): 3 clusters Score: Raw -17385800.152054 + Penalty 5683.966100 = -17380116.185953 nChanged 118 SP:Iteration 33Q (88362.820000 sec): 3 clusters Score: Raw -17385863.854442 + Penalty 5683.966100 = -17380179.888342 nChanged 90 SP:Iteration 34Q (88363.400000 sec): 3 clusters Score: Raw -17385920.552431 + Penalty 5683.966100 = -17380236.586331 nChanged 71 SP:Iteration 35Q (88364.020000 sec): 3 clusters Score: Raw -17385957.346414 + Penalty 5683.966100 = -17380273.380314 nChanged 53 SP:Iteration 36Q (88364.580000 sec): 3 clusters Score: Raw -17385984.883784 + Penalty 5683.966100 = -17380300.917684 nChanged 46 SP:Iteration 37Q (88365.180000 sec): 3 clusters Score: Raw -17386005.348928 + Penalty 5683.966100 = -17380321.382828 nChanged 39 SP:Iteration 38Q (88365.820000 sec): 3 clusters Score: Raw -17386024.691025 + Penalty 5683.966100 = -17380340.724925 nChanged 34 SP:Iteration 39Q (88366.450000 sec): 3 clusters Score: Raw -17386041.527083 + Penalty 5683.966100 = -17380357.560982 nChanged 27 SP:Iteration 40F (88367.180000 sec): 3 clusters Score: Raw -17386054.353307 + Penalty 5683.966100 = -17380370.387207 nChanged 22 SP:Iteration 41Q (88367.810000 sec): 3 clusters Score: Raw -17386066.286693 + Penalty 5683.966100 = -17380382.320592 nChanged 24 SP:Iteration 42Q (88368.360000 sec): 3 clusters Score: Raw -17386078.057070 + Penalty 5683.966100 = -17380394.090969 nChanged 22 SP:Iteration 43Q (88368.960000 sec): 3 clusters Score: Raw -17386088.657783 + Penalty 5683.966100 = -17380404.691683 nChanged 14 SP:Iteration 44Q (88369.580000 sec): 3 clusters Score: Raw -17386094.372440 + Penalty 5683.966100 = -17380410.406340 nChanged 11 SP:Iteration 45Q (88370.200000 sec): 3 clusters Score: Raw -17386100.404916 + Penalty 5683.966100 = -17380416.438816 nChanged 4 SP:Iteration 46Q (88370.820000 sec): 3 clusters Score: Raw -17386102.622253 + Penalty 5683.966100 = -17380418.656153 nChanged 2 SP:Iteration 47Q (88371.450000 sec): 3 clusters Score: Raw -17386103.235953 + Penalty 5683.966100 = -17380419.269853 nChanged 1 SP:Iteration 48Q (88372.100000 sec): 3 clusters Score: Raw -17386104.126664 + Penalty 5683.966100 = -17380420.160564 nChanged 1 SP:Iteration 49Q (88372.710000 sec): 3 clusters Score: Raw -17386104.745675 + Penalty 5683.966100 = -17380420.779575 nChanged 1 SP:Iteration 50Q (88373.340000 sec): 3 clusters Score: Raw -17386105.132673 + Penalty 5683.966100 = -17380421.166573 nChanged 1 SP:Iteration 51Q (88373.930000 sec): 3 clusters Score: Raw -17386105.415561 + Penalty 5683.966100 = -17380421.449461 nChanged 0 SP:Iteration 52F (88374.600000 sec): 3 clusters Score: Raw -17386105.415561 + Penalty 5683.966100 = -17380421.449461 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88374.780000 sec): 2 clusters Score: Raw -1552683.290531 + Penalty 2234.373279 = -1550448.917253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88375.040000 sec): 3 clusters Score: Raw -1548378.427725 + Penalty 4468.746557 = -1543909.681168 nChanged 3356 SP:Iteration 1F (88375.260000 sec): 3 clusters Score: Raw -1550358.252727 + Penalty 4468.746557 = -1545889.506170 nChanged 703 SP:Iteration 2F (88375.520000 sec): 3 clusters Score: Raw -1550867.784596 + Penalty 4468.746557 = -1546399.038039 nChanged 618 SP:Iteration 3F (88375.740000 sec): 3 clusters Score: Raw -1551408.685558 + Penalty 4468.746557 = -1546939.939001 nChanged 624 SP:Iteration 4F (88375.940000 sec): 3 clusters Score: Raw -1552050.217576 + Penalty 4468.746557 = -1547581.471019 nChanged 560 SP:Iteration 5F (88376.150000 sec): 3 clusters Score: Raw -1552594.903936 + Penalty 4468.746557 = -1548126.157379 nChanged 473 SP:Iteration 6F (88376.380000 sec): 3 clusters Score: Raw -1553046.921127 + Penalty 4468.746557 = -1548578.174570 nChanged 404 SP:Iteration 7Q (88376.700000 sec): 3 clusters Score: Raw -1553454.864148 + Penalty 4468.746557 = -1548986.117591 nChanged 345 SP:Iteration 8Q (88376.880000 sec): 3 clusters Score: Raw -1553840.557884 + Penalty 4468.746557 = -1549371.811326 nChanged 301 SP:Iteration 9Q (88377.150000 sec): 3 clusters Score: Raw -1554216.925230 + Penalty 4468.746557 = -1549748.178673 nChanged 257 SP:Iteration 10Q (88377.390000 sec): 3 clusters Score: Raw -1554442.632770 + Penalty 4468.746557 = -1549973.886213 nChanged 185 SP:Iteration 11Q (88377.590000 sec): 3 clusters Score: Raw -1554543.743103 + Penalty 4468.746557 = -1550074.996545 nChanged 110 SP:Iteration 12Q (88377.810000 sec): 3 clusters Score: Raw -1554591.486976 + Penalty 4468.746557 = -1550122.740419 nChanged 67 SP:Iteration 13Q (88378.060000 sec): 3 clusters Score: Raw -1554614.884144 + Penalty 4468.746557 = -1550146.137587 nChanged 58 SP:Iteration 14Q (88378.300000 sec): 3 clusters Score: Raw -1554632.374411 + Penalty 4468.746557 = -1550163.627854 nChanged 35 SP:Iteration 15Q (88378.540000 sec): 3 clusters Score: Raw -1554642.107144 + Penalty 4468.746557 = -1550173.360587 nChanged 36 SP:Iteration 16Q (88378.840000 sec): 3 clusters Score: Raw -1554651.493431 + Penalty 4468.746557 = -1550182.746874 nChanged 28 SP:Iteration 17Q (88379.050000 sec): 3 clusters Score: Raw -1554658.118684 + Penalty 4468.746557 = -1550189.372127 nChanged 26 SP:Iteration 18Q (88379.250000 sec): 3 clusters Score: Raw -1554664.878003 + Penalty 4468.746557 = -1550196.131446 nChanged 20 SP:Iteration 19Q (88379.530000 sec): 3 clusters Score: Raw -1554669.878933 + Penalty 4468.746557 = -1550201.132376 nChanged 16 SP:Iteration 20F (88379.760000 sec): 3 clusters Score: Raw -1554673.646372 + Penalty 4468.746557 = -1550204.899815 nChanged 15 SP:Iteration 21Q (88379.920000 sec): 3 clusters Score: Raw -1554676.624426 + Penalty 4468.746557 = -1550207.877869 nChanged 14 SP:Iteration 22Q (88380.140000 sec): 3 clusters Score: Raw -1554680.126312 + Penalty 4468.746557 = -1550211.379755 nChanged 13 SP:Iteration 23Q (88380.330000 sec): 3 clusters Score: Raw -1554683.077781 + Penalty 4468.746557 = -1550214.331224 nChanged 14 SP:Iteration 24Q (88380.530000 sec): 3 clusters Score: Raw -1554685.613621 + Penalty 4468.746557 = -1550216.867064 nChanged 10 SP:Iteration 25Q (88380.740000 sec): 3 clusters Score: Raw -1554687.430615 + Penalty 4468.746557 = -1550218.684058 nChanged 8 SP:Iteration 26Q (88380.990000 sec): 3 clusters Score: Raw -1554688.934872 + Penalty 4468.746557 = -1550220.188315 nChanged 9 SP:Iteration 27Q (88381.210000 sec): 3 clusters Score: Raw -1554690.818783 + Penalty 4468.746557 = -1550222.072226 nChanged 10 SP:Iteration 28Q (88381.450000 sec): 3 clusters Score: Raw -1554693.032194 + Penalty 4468.746557 = -1550224.285637 nChanged 8 SP:Iteration 29Q (88381.670000 sec): 3 clusters Score: Raw -1554694.480270 + Penalty 4468.746557 = -1550225.733713 nChanged 2 SP:Iteration 30Q (88381.910000 sec): 3 clusters Score: Raw -1554694.947916 + Penalty 4468.746557 = -1550226.201359 nChanged 5 SP:Iteration 31Q (88382.150000 sec): 3 clusters Score: Raw -1554695.947513 + Penalty 4468.746557 = -1550227.200956 nChanged 2 SP:Iteration 32Q (88382.390000 sec): 3 clusters Score: Raw -1554696.234135 + Penalty 4468.746557 = -1550227.487578 nChanged 1 SP:Iteration 33Q (88382.590000 sec): 3 clusters Score: Raw -1554696.513048 + Penalty 4468.746557 = -1550227.766491 nChanged 0 SP:Iteration 34F (88382.820000 sec): 3 clusters Score: Raw -1554696.513048 + Penalty 4468.746557 = -1550227.766491 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88382.960000 sec): 2 clusters Score: Raw -111741.796714 + Penalty 1598.144552 = -110143.652162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88383.150000 sec): 3 clusters Score: Raw -111757.476465 + Penalty 3196.289103 = -108561.187362 nChanged 128 SP:Iteration 1F (88383.390000 sec): 3 clusters Score: Raw -111969.850690 + Penalty 3196.289103 = -108773.561587 nChanged 32 SP:Iteration 2F (88383.590000 sec): 3 clusters Score: Raw -112031.713697 + Penalty 3196.289103 = -108835.424593 nChanged 14 SP:Iteration 3Q (88383.810000 sec): 3 clusters Score: Raw -112068.447584 + Penalty 3196.289103 = -108872.158481 nChanged 12 SP:Iteration 4Q (88384.000000 sec): 3 clusters Score: Raw -112092.385936 + Penalty 3196.289103 = -108896.096833 nChanged 7 SP:Iteration 5Q (88384.250000 sec): 3 clusters Score: Raw -112102.328299 + Penalty 3196.289103 = -108906.039196 nChanged 3 SP:Iteration 6Q (88384.410000 sec): 3 clusters Score: Raw -112107.623077 + Penalty 3196.289103 = -108911.333974 nChanged 3 SP:Iteration 7Q (88384.610000 sec): 3 clusters Score: Raw -112113.868627 + Penalty 3196.289103 = -108917.579524 nChanged 2 SP:Iteration 8Q (88384.760000 sec): 3 clusters Score: Raw -112118.327778 + Penalty 3196.289103 = -108922.038674 nChanged 0 SP:Iteration 9F (88384.940000 sec): 3 clusters Score: Raw -112118.327778 + Penalty 3196.289103 = -108922.038674 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88385.040000 sec): 2 clusters Score: Raw -44157.742545 + Penalty 1433.624392 = -42724.118153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88385.240000 sec): 3 clusters Score: Raw -44274.911669 + Penalty 2867.248784 = -41407.662885 nChanged 57 SP:Iteration 1F (88385.440000 sec): 3 clusters Score: Raw -44456.821617 + Penalty 2867.248784 = -41589.572833 nChanged 14 SP:Iteration 2Q (88385.630000 sec): 3 clusters Score: Raw -44528.993158 + Penalty 2867.248784 = -41661.744374 nChanged 9 SP:Iteration 3Q (88385.820000 sec): 3 clusters Score: Raw -44573.192173 + Penalty 2867.248784 = -41705.943389 nChanged 2 SP:Iteration 4Q (88386.020000 sec): 3 clusters Score: Raw -44580.182266 + Penalty 2867.248784 = -41712.933482 nChanged 1 SP:Iteration 5Q (88386.250000 sec): 3 clusters Score: Raw -44583.722803 + Penalty 2867.248784 = -41716.474019 nChanged 4 SP:Iteration 6Q (88386.440000 sec): 3 clusters Score: Raw -44599.612873 + Penalty 2867.248784 = -41732.364089 nChanged 5 SP:Iteration 7Q (88386.660000 sec): 3 clusters Score: Raw -44617.027780 + Penalty 2867.248784 = -41749.778996 nChanged 6 SP:Iteration 8Q (88386.850000 sec): 3 clusters Score: Raw -44627.048050 + Penalty 2867.248784 = -41759.799266 nChanged 2 SP:Iteration 9Q (88387.040000 sec): 3 clusters Score: Raw -44637.550616 + Penalty 2867.248784 = -41770.301832 nChanged 3 SP:Iteration 10Q (88387.170000 sec): 3 clusters Score: Raw -44655.107842 + Penalty 2867.248784 = -41787.859059 nChanged 2 SP:Iteration 11Q (88387.320000 sec): 3 clusters Score: Raw -44685.459970 + Penalty 2867.248784 = -41818.211187 nChanged 4 SP:Iteration 12Q (88387.520000 sec): 3 clusters Score: Raw -44697.987962 + Penalty 2867.248784 = -41830.739178 nChanged 1 SP:Iteration 13Q (88387.670000 sec): 3 clusters Score: Raw -44701.974901 + Penalty 2867.248784 = -41834.726117 nChanged 3 SP:Iteration 14Q (88387.860000 sec): 3 clusters Score: Raw -44718.613287 + Penalty 2867.248784 = -41851.364503 nChanged 3 SP:Iteration 15Q (88388.090000 sec): 3 clusters Score: Raw -44742.137305 + Penalty 2867.248784 = -41874.888521 nChanged 1 SP:Iteration 16Q (88388.320000 sec): 3 clusters Score: Raw -44744.768449 + Penalty 2867.248784 = -41877.519665 nChanged 2 SP:Iteration 17Q (88388.550000 sec): 3 clusters Score: Raw -44760.147575 + Penalty 2867.248784 = -41892.898791 nChanged 2 SP:Iteration 18Q (88388.740000 sec): 3 clusters Score: Raw -44771.520392 + Penalty 2867.248784 = -41904.271608 nChanged 2 SP:Iteration 19Q (88388.950000 sec): 3 clusters Score: Raw -44778.483360 + Penalty 2867.248784 = -41911.234576 nChanged 2 SP:Iteration 20F (88389.200000 sec): 3 clusters Score: Raw -44784.744063 + Penalty 2867.248784 = -41917.495279 nChanged 1 SP:Iteration 21Q (88389.380000 sec): 3 clusters Score: Raw -44787.827532 + Penalty 2867.248784 = -41920.578748 nChanged 0 SP:Iteration 22F (88389.580000 sec): 3 clusters Score: Raw -44787.827532 + Penalty 2867.248784 = -41920.578748 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88389.820000 sec): 2 clusters Score: Raw -3128857.680065 + Penalty 2414.590405 = -3126443.089660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88390.150000 sec): 3 clusters Score: Raw -3119255.597532 + Penalty 4829.180810 = -3114426.416722 nChanged 7377 SP:Iteration 1F (88390.410000 sec): 3 clusters Score: Raw -3123365.915795 + Penalty 4829.180810 = -3118536.734985 nChanged 1191 SP:Iteration 2F (88390.710000 sec): 3 clusters Score: Raw -3124078.254865 + Penalty 4829.180810 = -3119249.074055 nChanged 1239 SP:Iteration 3F (88391.000000 sec): 3 clusters Score: Raw -3125016.345711 + Penalty 4829.180810 = -3120187.164901 nChanged 1353 SP:Iteration 4F (88391.280000 sec): 3 clusters Score: Raw -3126182.430103 + Penalty 4829.180810 = -3121353.249293 nChanged 1288 SP:Iteration 5F (88391.610000 sec): 3 clusters Score: Raw -3127288.164085 + Penalty 4829.180810 = -3122458.983275 nChanged 1080 SP:Iteration 6F (88391.960000 sec): 3 clusters Score: Raw -3128121.372141 + Penalty 4829.180810 = -3123292.191331 nChanged 781 SP:Iteration 7Q (88392.310000 sec): 3 clusters Score: Raw -3128640.018574 + Penalty 4829.180810 = -3123810.837764 nChanged 549 SP:Iteration 8Q (88392.650000 sec): 3 clusters Score: Raw -3128951.584902 + Penalty 4829.180810 = -3124122.404092 nChanged 394 SP:Iteration 9Q (88392.890000 sec): 3 clusters Score: Raw -3129151.297530 + Penalty 4829.180810 = -3124322.116720 nChanged 302 SP:Iteration 10Q (88393.230000 sec): 3 clusters Score: Raw -3129306.093794 + Penalty 4829.180810 = -3124476.912984 nChanged 243 SP:Iteration 11Q (88393.480000 sec): 3 clusters Score: Raw -3129431.321386 + Penalty 4829.180810 = -3124602.140576 nChanged 193 SP:Iteration 12Q (88393.730000 sec): 3 clusters Score: Raw -3129517.727066 + Penalty 4829.180810 = -3124688.546256 nChanged 148 SP:Iteration 13Q (88393.960000 sec): 3 clusters Score: Raw -3129580.295170 + Penalty 4829.180810 = -3124751.114360 nChanged 113 SP:Iteration 14Q (88394.250000 sec): 3 clusters Score: Raw -3129633.249643 + Penalty 4829.180810 = -3124804.068833 nChanged 92 SP:Iteration 15Q (88394.520000 sec): 3 clusters Score: Raw -3129678.892073 + Penalty 4829.180810 = -3124849.711263 nChanged 72 SP:Iteration 16Q (88394.790000 sec): 3 clusters Score: Raw -3129712.168054 + Penalty 4829.180810 = -3124882.987244 nChanged 58 SP:Iteration 17Q (88395.020000 sec): 3 clusters Score: Raw -3129733.960221 + Penalty 4829.180810 = -3124904.779411 nChanged 32 SP:Iteration 18Q (88395.350000 sec): 3 clusters Score: Raw -3129747.476019 + Penalty 4829.180810 = -3124918.295209 nChanged 30 SP:Iteration 19Q (88395.630000 sec): 3 clusters Score: Raw -3129762.310276 + Penalty 4829.180810 = -3124933.129466 nChanged 20 SP:Iteration 20F (88395.950000 sec): 3 clusters Score: Raw -3129772.692704 + Penalty 4829.180810 = -3124943.511894 nChanged 21 SP:Iteration 21Q (88396.250000 sec): 3 clusters Score: Raw -3129783.003761 + Penalty 4829.180810 = -3124953.822951 nChanged 31 SP:Iteration 22Q (88396.490000 sec): 3 clusters Score: Raw -3129798.269208 + Penalty 4829.180810 = -3124969.088397 nChanged 22 SP:Iteration 23Q (88396.790000 sec): 3 clusters Score: Raw -3129805.457437 + Penalty 4829.180810 = -3124976.276627 nChanged 19 SP:Iteration 24Q (88397.060000 sec): 3 clusters Score: Raw -3129813.259671 + Penalty 4829.180810 = -3124984.078861 nChanged 16 SP:Iteration 25Q (88397.360000 sec): 3 clusters Score: Raw -3129818.589844 + Penalty 4829.180810 = -3124989.409034 nChanged 14 SP:Iteration 26Q (88397.680000 sec): 3 clusters Score: Raw -3129824.374530 + Penalty 4829.180810 = -3124995.193720 nChanged 13 SP:Iteration 27Q (88398.010000 sec): 3 clusters Score: Raw -3129827.787963 + Penalty 4829.180810 = -3124998.607153 nChanged 9 SP:Iteration 28Q (88398.290000 sec): 3 clusters Score: Raw -3129830.322064 + Penalty 4829.180810 = -3125001.141254 nChanged 5 SP:Iteration 29Q (88398.580000 sec): 3 clusters Score: Raw -3129831.925973 + Penalty 4829.180810 = -3125002.745163 nChanged 4 SP:Iteration 30Q (88398.850000 sec): 3 clusters Score: Raw -3129833.980505 + Penalty 4829.180810 = -3125004.799695 nChanged 6 SP:Iteration 31Q (88399.140000 sec): 3 clusters Score: Raw -3129834.955052 + Penalty 4829.180810 = -3125005.774242 nChanged 2 SP:Iteration 32Q (88399.460000 sec): 3 clusters Score: Raw -3129835.636718 + Penalty 4829.180810 = -3125006.455908 nChanged 4 SP:Iteration 33Q (88399.720000 sec): 3 clusters Score: Raw -3129837.341188 + Penalty 4829.180810 = -3125008.160378 nChanged 5 SP:Iteration 34Q (88400.030000 sec): 3 clusters Score: Raw -3129839.469696 + Penalty 4829.180810 = -3125010.288886 nChanged 7 SP:Iteration 35Q (88400.300000 sec): 3 clusters Score: Raw -3129843.247900 + Penalty 4829.180810 = -3125014.067090 nChanged 10 SP:Iteration 36Q (88400.540000 sec): 3 clusters Score: Raw -3129847.271848 + Penalty 4829.180810 = -3125018.091038 nChanged 8 SP:Iteration 37Q (88400.890000 sec): 3 clusters Score: Raw -3129850.252017 + Penalty 4829.180810 = -3125021.071207 nChanged 6 SP:Iteration 38Q (88401.220000 sec): 3 clusters Score: Raw -3129851.966171 + Penalty 4829.180810 = -3125022.785361 nChanged 7 SP:Iteration 39Q (88401.490000 sec): 3 clusters Score: Raw -3129855.878847 + Penalty 4829.180810 = -3125026.698037 nChanged 12 SP:Iteration 40F (88401.770000 sec): 3 clusters Score: Raw -3129860.609398 + Penalty 4829.180810 = -3125031.428588 nChanged 10 SP:Iteration 41Q (88402.050000 sec): 3 clusters Score: Raw -3129864.659570 + Penalty 4829.180810 = -3125035.478760 nChanged 8 SP:Iteration 42Q (88402.350000 sec): 3 clusters Score: Raw -3129867.205792 + Penalty 4829.180810 = -3125038.024982 nChanged 8 SP:Iteration 43Q (88402.640000 sec): 3 clusters Score: Raw -3129869.642344 + Penalty 4829.180810 = -3125040.461534 nChanged 5 SP:Iteration 44Q (88402.950000 sec): 3 clusters Score: Raw -3129870.664785 + Penalty 4829.180810 = -3125041.483975 nChanged 2 SP:Iteration 45Q (88403.270000 sec): 3 clusters Score: Raw -3129871.434863 + Penalty 4829.180810 = -3125042.254053 nChanged 2 SP:Iteration 46Q (88403.680000 sec): 3 clusters Score: Raw -3129872.309178 + Penalty 4829.180810 = -3125043.128368 nChanged 2 SP:Iteration 47Q (88403.980000 sec): 3 clusters Score: Raw -3129873.103577 + Penalty 4829.180810 = -3125043.922767 nChanged 3 SP:Iteration 48Q (88404.290000 sec): 3 clusters Score: Raw -3129873.643811 + Penalty 4829.180810 = -3125044.463001 nChanged 1 SP:Iteration 49Q (88404.620000 sec): 3 clusters Score: Raw -3129873.916802 + Penalty 4829.180810 = -3125044.735992 nChanged 0 SP:Iteration 50F (88404.890000 sec): 3 clusters Score: Raw -3129873.916802 + Penalty 4829.180810 = -3125044.735992 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88405.050000 sec): 2 clusters Score: Raw -19120.709719 + Penalty 1195.429828 = -17925.279891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88405.220000 sec): 3 clusters Score: Raw -19421.123204 + Penalty 2390.859657 = -17030.263547 nChanged 2 SP:Iteration 1Q (88405.400000 sec): 3 clusters Score: Raw -19442.256776 + Penalty 2390.859657 = -17051.397119 nChanged 2 SP:Iteration 2Q (88405.590000 sec): 3 clusters Score: Raw -19455.008094 + Penalty 2390.859657 = -17064.148438 nChanged 0 SP:Iteration 3F (88405.800000 sec): 3 clusters Score: Raw -19455.008094 + Penalty 2390.859657 = -17064.148438 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88405.880000 sec): 2 clusters Score: Raw -171200.563392 + Penalty 1702.482249 = -169498.081143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88406.070000 sec): 3 clusters Score: Raw -170971.154899 + Penalty 3404.964498 = -167566.190401 nChanged 255 SP:Iteration 1F (88406.300000 sec): 3 clusters Score: Raw -171275.320838 + Penalty 3404.964498 = -167870.356340 nChanged 64 SP:Iteration 2F (88406.460000 sec): 3 clusters Score: Raw -171404.928805 + Penalty 3404.964498 = -167999.964307 nChanged 36 SP:Iteration 3Q (88406.610000 sec): 3 clusters Score: Raw -171511.655838 + Penalty 3404.964498 = -168106.691340 nChanged 44 SP:Iteration 4Q (88406.830000 sec): 3 clusters Score: Raw -171620.267690 + Penalty 3404.964498 = -168215.303192 nChanged 44 SP:Iteration 5Q (88407.040000 sec): 3 clusters Score: Raw -171688.259610 + Penalty 3404.964498 = -168283.295112 nChanged 27 SP:Iteration 6Q (88407.230000 sec): 3 clusters Score: Raw -171741.919963 + Penalty 3404.964498 = -168336.955465 nChanged 18 SP:Iteration 7Q (88407.430000 sec): 3 clusters Score: Raw -171763.521412 + Penalty 3404.964498 = -168358.556914 nChanged 16 SP:Iteration 8Q (88407.650000 sec): 3 clusters Score: Raw -171781.237091 + Penalty 3404.964498 = -168376.272593 nChanged 10 SP:Iteration 9Q (88407.890000 sec): 3 clusters Score: Raw -171789.202537 + Penalty 3404.964498 = -168384.238039 nChanged 6 SP:Iteration 10Q (88408.070000 sec): 3 clusters Score: Raw -171794.717939 + Penalty 3404.964498 = -168389.753442 nChanged 5 SP:Iteration 11Q (88408.260000 sec): 3 clusters Score: Raw -171799.002579 + Penalty 3404.964498 = -168394.038081 nChanged 7 SP:Iteration 12Q (88408.460000 sec): 3 clusters Score: Raw -171809.141449 + Penalty 3404.964498 = -168404.176952 nChanged 7 SP:Iteration 13Q (88408.660000 sec): 3 clusters Score: Raw -171822.116556 + Penalty 3404.964498 = -168417.152059 nChanged 11 SP:Iteration 14Q (88408.800000 sec): 3 clusters Score: Raw -171837.843680 + Penalty 3404.964498 = -168432.879183 nChanged 11 SP:Iteration 15Q (88409.040000 sec): 3 clusters Score: Raw -171855.379173 + Penalty 3404.964498 = -168450.414675 nChanged 11 SP:Iteration 16Q (88409.260000 sec): 3 clusters Score: Raw -171868.079750 + Penalty 3404.964498 = -168463.115252 nChanged 5 SP:Iteration 17Q (88409.460000 sec): 3 clusters Score: Raw -171871.040132 + Penalty 3404.964498 = -168466.075634 nChanged 6 SP:Iteration 18Q (88409.770000 sec): 3 clusters Score: Raw -171877.907440 + Penalty 3404.964498 = -168472.942942 nChanged 3 SP:Iteration 19Q (88409.970000 sec): 3 clusters Score: Raw -171881.289458 + Penalty 3404.964498 = -168476.324960 nChanged 4 SP:Iteration 20F (88410.260000 sec): 3 clusters Score: Raw -171885.516753 + Penalty 3404.964498 = -168480.552255 nChanged 3 SP:Iteration 21Q (88410.450000 sec): 3 clusters Score: Raw -171891.318608 + Penalty 3404.964498 = -168486.354110 nChanged 2 SP:Iteration 22Q (88410.660000 sec): 3 clusters Score: Raw -171895.938541 + Penalty 3404.964498 = -168490.974043 nChanged 1 SP:Iteration 23Q (88410.890000 sec): 3 clusters Score: Raw -171897.585700 + Penalty 3404.964498 = -168492.621202 nChanged 1 SP:Iteration 24Q (88411.110000 sec): 3 clusters Score: Raw -171899.318997 + Penalty 3404.964498 = -168494.354499 nChanged 0 SP:Iteration 25F (88411.290000 sec): 3 clusters Score: Raw -171899.318997 + Penalty 3404.964498 = -168494.354499 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88411.370000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88411.570000 sec): 3 clusters Score: Raw -103086.964886 + Penalty 3193.124818 = -99893.840068 nChanged 116 SP:Iteration 1F (88411.770000 sec): 3 clusters Score: Raw -103278.316315 + Penalty 3193.124818 = -100085.191497 nChanged 29 SP:Iteration 2Q (88412.030000 sec): 3 clusters Score: Raw -103362.641432 + Penalty 3193.124818 = -100169.516613 nChanged 18 SP:Iteration 3Q (88412.190000 sec): 3 clusters Score: Raw -103412.995863 + Penalty 3193.124818 = -100219.871045 nChanged 16 SP:Iteration 4Q (88412.390000 sec): 3 clusters Score: Raw -103460.216700 + Penalty 3193.124818 = -100267.091882 nChanged 10 SP:Iteration 5Q (88412.590000 sec): 3 clusters Score: Raw -103483.176678 + Penalty 3193.124818 = -100290.051860 nChanged 8 SP:Iteration 6Q (88412.830000 sec): 3 clusters Score: Raw -103512.278387 + Penalty 3193.124818 = -100319.153569 nChanged 6 SP:Iteration 7Q (88413.000000 sec): 3 clusters Score: Raw -103535.027760 + Penalty 3193.124818 = -100341.902942 nChanged 7 SP:Iteration 8Q (88413.220000 sec): 3 clusters Score: Raw -103575.515175 + Penalty 3193.124818 = -100382.390356 nChanged 7 SP:Iteration 9Q (88413.390000 sec): 3 clusters Score: Raw -103605.156203 + Penalty 3193.124818 = -100412.031385 nChanged 7 SP:Iteration 10Q (88413.620000 sec): 3 clusters Score: Raw -103622.779768 + Penalty 3193.124818 = -100429.654950 nChanged 3 SP:Iteration 11Q (88413.800000 sec): 3 clusters Score: Raw -103631.587224 + Penalty 3193.124818 = -100438.462406 nChanged 5 SP:Iteration 12Q (88413.990000 sec): 3 clusters Score: Raw -103642.957111 + Penalty 3193.124818 = -100449.832293 nChanged 5 SP:Iteration 13Q (88414.190000 sec): 3 clusters Score: Raw -103663.128377 + Penalty 3193.124818 = -100470.003559 nChanged 5 SP:Iteration 14Q (88414.400000 sec): 3 clusters Score: Raw -103685.931337 + Penalty 3193.124818 = -100492.806519 nChanged 7 SP:Iteration 15Q (88414.580000 sec): 3 clusters Score: Raw -103701.389381 + Penalty 3193.124818 = -100508.264563 nChanged 5 SP:Iteration 16Q (88414.770000 sec): 3 clusters Score: Raw -103713.978631 + Penalty 3193.124818 = -100520.853813 nChanged 10 SP:Iteration 17Q (88415.000000 sec): 3 clusters Score: Raw -103737.925541 + Penalty 3193.124818 = -100544.800723 nChanged 8 SP:Iteration 18Q (88415.170000 sec): 3 clusters Score: Raw -103759.449848 + Penalty 3193.124818 = -100566.325030 nChanged 9 SP:Iteration 19Q (88415.320000 sec): 3 clusters Score: Raw -103803.516614 + Penalty 3193.124818 = -100610.391796 nChanged 11 SP:Iteration 20F (88415.520000 sec): 3 clusters Score: Raw -103875.894612 + Penalty 3193.124818 = -100682.769794 nChanged 14 SP:Iteration 21Q (88415.720000 sec): 3 clusters Score: Raw -103965.198100 + Penalty 3193.124818 = -100772.073281 nChanged 20 SP:Iteration 22Q (88415.910000 sec): 3 clusters Score: Raw -104053.655231 + Penalty 3193.124818 = -100860.530413 nChanged 19 SP:Iteration 23Q (88416.130000 sec): 3 clusters Score: Raw -104140.684519 + Penalty 3193.124818 = -100947.559701 nChanged 26 SP:Iteration 24Q (88416.300000 sec): 3 clusters Score: Raw -104232.356083 + Penalty 3193.124818 = -101039.231265 nChanged 14 SP:Iteration 25Q (88416.460000 sec): 3 clusters Score: Raw -104273.347057 + Penalty 3193.124818 = -101080.222238 nChanged 9 SP:Iteration 26Q (88416.660000 sec): 3 clusters Score: Raw -104306.849027 + Penalty 3193.124818 = -101113.724209 nChanged 9 SP:Iteration 27Q (88416.820000 sec): 3 clusters Score: Raw -104348.500932 + Penalty 3193.124818 = -101155.376113 nChanged 8 SP:Iteration 28Q (88417.000000 sec): 3 clusters Score: Raw -104371.992502 + Penalty 3193.124818 = -101178.867684 nChanged 6 SP:Iteration 29Q (88417.280000 sec): 3 clusters Score: Raw -104388.608676 + Penalty 3193.124818 = -101195.483857 nChanged 1 SP:Iteration 30Q (88417.440000 sec): 3 clusters Score: Raw -104390.158750 + Penalty 3193.124818 = -101197.033932 nChanged 1 SP:Iteration 31Q (88417.690000 sec): 3 clusters Score: Raw -104391.797737 + Penalty 3193.124818 = -101198.672919 nChanged 2 SP:Iteration 32Q (88417.890000 sec): 3 clusters Score: Raw -104394.508809 + Penalty 3193.124818 = -101201.383991 nChanged 2 SP:Iteration 33Q (88418.090000 sec): 3 clusters Score: Raw -104399.929338 + Penalty 3193.124818 = -101206.804520 nChanged 4 SP:Iteration 34Q (88418.260000 sec): 3 clusters Score: Raw -104408.008550 + Penalty 3193.124818 = -101214.883732 nChanged 2 SP:Iteration 35Q (88418.470000 sec): 3 clusters Score: Raw -104411.280512 + Penalty 3193.124818 = -101218.155694 nChanged 0 SP:Iteration 36F (88418.670000 sec): 3 clusters Score: Raw -104411.280512 + Penalty 3193.124818 = -101218.155694 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88418.790000 sec): 2 clusters Score: Raw -665384.726155 + Penalty 2040.057531 = -663344.668624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88419.030000 sec): 3 clusters Score: Raw -663694.872089 + Penalty 4080.115061 = -659614.757028 nChanged 1346 SP:Iteration 1F (88419.230000 sec): 3 clusters Score: Raw -664591.012340 + Penalty 4080.115061 = -660510.897279 nChanged 315 SP:Iteration 2F (88419.430000 sec): 3 clusters Score: Raw -664838.616155 + Penalty 4080.115061 = -660758.501094 nChanged 209 SP:Iteration 3F (88419.630000 sec): 3 clusters Score: Raw -664993.733353 + Penalty 4080.115061 = -660913.618292 nChanged 175 SP:Iteration 4Q (88419.830000 sec): 3 clusters Score: Raw -665131.382366 + Penalty 4080.115061 = -661051.267305 nChanged 127 SP:Iteration 5Q (88420.040000 sec): 3 clusters Score: Raw -665229.062568 + Penalty 4080.115061 = -661148.947507 nChanged 113 SP:Iteration 6Q (88420.320000 sec): 3 clusters Score: Raw -665331.035276 + Penalty 4080.115061 = -661250.920215 nChanged 111 SP:Iteration 7Q (88420.500000 sec): 3 clusters Score: Raw -665429.965758 + Penalty 4080.115061 = -661349.850697 nChanged 119 SP:Iteration 8Q (88420.710000 sec): 3 clusters Score: Raw -665526.166910 + Penalty 4080.115061 = -661446.051849 nChanged 94 SP:Iteration 9Q (88420.910000 sec): 3 clusters Score: Raw -665579.112365 + Penalty 4080.115061 = -661498.997304 nChanged 74 SP:Iteration 10Q (88421.120000 sec): 3 clusters Score: Raw -665626.559139 + Penalty 4080.115061 = -661546.444078 nChanged 61 SP:Iteration 11Q (88421.340000 sec): 3 clusters Score: Raw -665659.132730 + Penalty 4080.115061 = -661579.017669 nChanged 44 SP:Iteration 12Q (88421.530000 sec): 3 clusters Score: Raw -665683.372510 + Penalty 4080.115061 = -661603.257449 nChanged 39 SP:Iteration 13Q (88421.760000 sec): 3 clusters Score: Raw -665701.556286 + Penalty 4080.115061 = -661621.441225 nChanged 31 SP:Iteration 14Q (88421.950000 sec): 3 clusters Score: Raw -665716.721682 + Penalty 4080.115061 = -661636.606621 nChanged 25 SP:Iteration 15Q (88422.170000 sec): 3 clusters Score: Raw -665726.348718 + Penalty 4080.115061 = -661646.233657 nChanged 20 SP:Iteration 16Q (88422.390000 sec): 3 clusters Score: Raw -665735.428619 + Penalty 4080.115061 = -661655.313558 nChanged 10 SP:Iteration 17Q (88422.580000 sec): 3 clusters Score: Raw -665738.990119 + Penalty 4080.115061 = -661658.875058 nChanged 6 SP:Iteration 18Q (88422.850000 sec): 3 clusters Score: Raw -665741.407488 + Penalty 4080.115061 = -661661.292427 nChanged 9 SP:Iteration 19Q (88423.040000 sec): 3 clusters Score: Raw -665743.982034 + Penalty 4080.115061 = -661663.866973 nChanged 6 SP:Iteration 20F (88423.200000 sec): 3 clusters Score: Raw -665745.390536 + Penalty 4080.115061 = -661665.275475 nChanged 3 SP:Iteration 21Q (88423.330000 sec): 3 clusters Score: Raw -665745.936094 + Penalty 4080.115061 = -661665.821033 nChanged 3 SP:Iteration 22Q (88423.550000 sec): 3 clusters Score: Raw -665747.485193 + Penalty 4080.115061 = -661667.370132 nChanged 2 SP:Iteration 23Q (88423.720000 sec): 3 clusters Score: Raw -665748.005081 + Penalty 4080.115061 = -661667.890020 nChanged 1 SP:Iteration 24Q (88423.920000 sec): 3 clusters Score: Raw -665748.105531 + Penalty 4080.115061 = -661667.990470 nChanged 1 SP:Iteration 25Q (88424.120000 sec): 3 clusters Score: Raw -665748.277749 + Penalty 4080.115061 = -661668.162688 nChanged 2 SP:Iteration 26Q (88424.350000 sec): 3 clusters Score: Raw -665748.440034 + Penalty 4080.115061 = -661668.324973 nChanged 1 SP:Iteration 27Q (88424.540000 sec): 3 clusters Score: Raw -665748.727426 + Penalty 4080.115061 = -661668.612365 nChanged 0 SP:Iteration 28F (88424.700000 sec): 3 clusters Score: Raw -665748.727426 + Penalty 4080.115061 = -661668.612365 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88424.890000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88425.040000 sec): 3 clusters Score: Raw -107471.052086 + Penalty 3190.738286 = -104280.313800 nChanged 133 SP:Iteration 1F (88425.290000 sec): 3 clusters Score: Raw -107705.876893 + Penalty 3190.738286 = -104515.138607 nChanged 43 SP:Iteration 2F (88425.460000 sec): 3 clusters Score: Raw -107802.065775 + Penalty 3190.738286 = -104611.327489 nChanged 18 SP:Iteration 3Q (88425.660000 sec): 3 clusters Score: Raw -107839.113029 + Penalty 3190.738286 = -104648.374743 nChanged 15 SP:Iteration 4Q (88425.830000 sec): 3 clusters Score: Raw -107892.238123 + Penalty 3190.738286 = -104701.499837 nChanged 15 SP:Iteration 5Q (88426.080000 sec): 3 clusters Score: Raw -107962.198062 + Penalty 3190.738286 = -104771.459776 nChanged 16 SP:Iteration 6Q (88426.210000 sec): 3 clusters Score: Raw -107994.025899 + Penalty 3190.738286 = -104803.287613 nChanged 16 SP:Iteration 7Q (88426.430000 sec): 3 clusters Score: Raw -108046.168421 + Penalty 3190.738286 = -104855.430135 nChanged 24 SP:Iteration 8Q (88426.580000 sec): 3 clusters Score: Raw -108162.442721 + Penalty 3190.738286 = -104971.704435 nChanged 32 SP:Iteration 9F (88426.800000 sec): 3 clusters Score: Raw -108232.056931 + Penalty 3190.738286 = -105041.318645 nChanged 24 SP:Iteration 10Q (88426.910000 sec): 3 clusters Score: Raw -108302.243135 + Penalty 3190.738286 = -105111.504849 nChanged 23 SP:Iteration 11Q (88427.040000 sec): 3 clusters Score: Raw -108407.044448 + Penalty 3190.738286 = -105216.306162 nChanged 21 SP:Iteration 12Q (88427.190000 sec): 3 clusters Score: Raw -108478.138019 + Penalty 3190.738286 = -105287.399733 nChanged 13 SP:Iteration 13Q (88427.330000 sec): 3 clusters Score: Raw -108515.320850 + Penalty 3190.738286 = -105324.582564 nChanged 7 SP:Iteration 14Q (88427.470000 sec): 3 clusters Score: Raw -108556.064718 + Penalty 3190.738286 = -105365.326432 nChanged 6 SP:Iteration 15Q (88427.660000 sec): 3 clusters Score: Raw -108630.491691 + Penalty 3190.738286 = -105439.753405 nChanged 12 SP:Iteration 16Q (88427.790000 sec): 3 clusters Score: Raw -108677.046163 + Penalty 3190.738286 = -105486.307877 nChanged 9 SP:Iteration 17Q (88428.030000 sec): 3 clusters Score: Raw -108705.120402 + Penalty 3190.738286 = -105514.382116 nChanged 6 SP:Iteration 18Q (88428.240000 sec): 3 clusters Score: Raw -108722.732543 + Penalty 3190.738286 = -105531.994257 nChanged 1 SP:Iteration 19Q (88428.460000 sec): 3 clusters Score: Raw -108725.399268 + Penalty 3190.738286 = -105534.660982 nChanged 2 SP:Iteration 20F (88428.660000 sec): 3 clusters Score: Raw -108731.701680 + Penalty 3190.738286 = -105540.963394 nChanged 1 SP:Iteration 21Q (88428.820000 sec): 3 clusters Score: Raw -108737.644153 + Penalty 3190.738286 = -105546.905867 nChanged 2 SP:Iteration 22Q (88429.030000 sec): 3 clusters Score: Raw -108740.227043 + Penalty 3190.738286 = -105549.488757 nChanged 1 SP:Iteration 23Q (88429.250000 sec): 3 clusters Score: Raw -108742.107680 + Penalty 3190.738286 = -105551.369394 nChanged 1 SP:Iteration 24Q (88429.460000 sec): 3 clusters Score: Raw -108748.158832 + Penalty 3190.738286 = -105557.420546 nChanged 1 SP:Iteration 25Q (88429.600000 sec): 3 clusters Score: Raw -108750.882382 + Penalty 3190.738286 = -105560.144096 nChanged 0 SP:Iteration 26F (88429.800000 sec): 3 clusters Score: Raw -108750.882382 + Penalty 3190.738286 = -105560.144096 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88429.930000 sec): 2 clusters Score: Raw -61062.305281 + Penalty 1464.529738 = -59597.775543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88430.150000 sec): 3 clusters Score: Raw -61162.414723 + Penalty 2929.059477 = -58233.355246 nChanged 62 SP:Iteration 1F (88430.300000 sec): 3 clusters Score: Raw -61304.636216 + Penalty 2929.059477 = -58375.576739 nChanged 4 SP:Iteration 2Q (88430.530000 sec): 3 clusters Score: Raw -61321.061591 + Penalty 2929.059477 = -58392.002114 nChanged 3 SP:Iteration 3Q (88430.710000 sec): 3 clusters Score: Raw -61335.091347 + Penalty 2929.059477 = -58406.031870 nChanged 1 SP:Iteration 4Q (88430.900000 sec): 3 clusters Score: Raw -61338.003301 + Penalty 2929.059477 = -58408.943825 nChanged 1 SP:Iteration 5Q (88431.120000 sec): 3 clusters Score: Raw -61340.269586 + Penalty 2929.059477 = -58411.210110 nChanged 0 SP:Iteration 6F (88431.340000 sec): 3 clusters Score: Raw -61340.269586 + Penalty 2929.059477 = -58411.210110 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88431.480000 sec): 2 clusters Score: Raw -22109.816494 + Penalty 1360.229640 = -20749.586855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88431.710000 sec): 3 clusters Score: Raw -22457.905043 + Penalty 2720.459279 = -19737.445764 nChanged 36 SP:Iteration 1F (88431.900000 sec): 3 clusters Score: Raw -22665.490409 + Penalty 2720.459279 = -19945.031130 nChanged 15 SP:Iteration 2F (88432.100000 sec): 3 clusters Score: Raw -22758.720222 + Penalty 2720.459279 = -20038.260943 nChanged 10 SP:Iteration 3Q (88432.310000 sec): 3 clusters Score: Raw -22816.869073 + Penalty 2720.459279 = -20096.409794 nChanged 3 SP:Iteration 4Q (88432.510000 sec): 3 clusters Score: Raw -22829.154294 + Penalty 2720.459279 = -20108.695015 nChanged 3 SP:Iteration 5Q (88432.740000 sec): 3 clusters Score: Raw -22844.867438 + Penalty 2720.459279 = -20124.408159 nChanged 5 SP:Iteration 6Q (88432.950000 sec): 3 clusters Score: Raw -22908.464527 + Penalty 2720.459279 = -20188.005248 nChanged 3 SP:Iteration 7Q (88433.100000 sec): 3 clusters Score: Raw -22931.751300 + Penalty 2720.459279 = -20211.292021 nChanged 2 SP:Iteration 8Q (88433.360000 sec): 3 clusters Score: Raw -22944.584098 + Penalty 2720.459279 = -20224.124819 nChanged 0 SP:Iteration 9F (88433.520000 sec): 3 clusters Score: Raw -22944.584098 + Penalty 2720.459279 = -20224.124819 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88433.660000 sec): 2 clusters Score: Raw -358848.520639 + Penalty 1894.153675 = -356954.366964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88433.860000 sec): 3 clusters Score: Raw -358149.714966 + Penalty 3788.307351 = -354361.407615 nChanged 680 SP:Iteration 1F (88434.030000 sec): 3 clusters Score: Raw -358840.846225 + Penalty 3788.307351 = -355052.538874 nChanged 194 SP:Iteration 2F (88434.260000 sec): 3 clusters Score: Raw -359173.700339 + Penalty 3788.307351 = -355385.392988 nChanged 154 SP:Iteration 3F (88434.490000 sec): 3 clusters Score: Raw -359368.564417 + Penalty 3788.307351 = -355580.257067 nChanged 102 SP:Iteration 4Q (88434.670000 sec): 3 clusters Score: Raw -359531.307322 + Penalty 3788.307351 = -355742.999971 nChanged 82 SP:Iteration 5Q (88434.910000 sec): 3 clusters Score: Raw -359655.906228 + Penalty 3788.307351 = -355867.598877 nChanged 78 SP:Iteration 6Q (88435.110000 sec): 3 clusters Score: Raw -359780.107806 + Penalty 3788.307351 = -355991.800456 nChanged 73 SP:Iteration 7Q (88435.290000 sec): 3 clusters Score: Raw -359897.624519 + Penalty 3788.307351 = -356109.317169 nChanged 71 SP:Iteration 8Q (88435.500000 sec): 3 clusters Score: Raw -359990.980108 + Penalty 3788.307351 = -356202.672758 nChanged 55 SP:Iteration 9Q (88435.730000 sec): 3 clusters Score: Raw -360056.954107 + Penalty 3788.307351 = -356268.646757 nChanged 33 SP:Iteration 10Q (88435.920000 sec): 3 clusters Score: Raw -360086.167180 + Penalty 3788.307351 = -356297.859830 nChanged 27 SP:Iteration 11Q (88436.120000 sec): 3 clusters Score: Raw -360112.695779 + Penalty 3788.307351 = -356324.388428 nChanged 26 SP:Iteration 12Q (88436.330000 sec): 3 clusters Score: Raw -360142.280757 + Penalty 3788.307351 = -356353.973406 nChanged 26 SP:Iteration 13Q (88436.490000 sec): 3 clusters Score: Raw -360173.408459 + Penalty 3788.307351 = -356385.101108 nChanged 18 SP:Iteration 14Q (88436.650000 sec): 3 clusters Score: Raw -360193.824088 + Penalty 3788.307351 = -356405.516738 nChanged 15 SP:Iteration 15Q (88436.870000 sec): 3 clusters Score: Raw -360210.608708 + Penalty 3788.307351 = -356422.301358 nChanged 13 SP:Iteration 16Q (88437.060000 sec): 3 clusters Score: Raw -360223.668508 + Penalty 3788.307351 = -356435.361157 nChanged 10 SP:Iteration 17Q (88437.270000 sec): 3 clusters Score: Raw -360236.024200 + Penalty 3788.307351 = -356447.716850 nChanged 10 SP:Iteration 18Q (88437.450000 sec): 3 clusters Score: Raw -360247.763789 + Penalty 3788.307351 = -356459.456438 nChanged 12 SP:Iteration 19Q (88437.700000 sec): 3 clusters Score: Raw -360264.342540 + Penalty 3788.307351 = -356476.035189 nChanged 10 SP:Iteration 20F (88437.900000 sec): 3 clusters Score: Raw -360281.037662 + Penalty 3788.307351 = -356492.730312 nChanged 11 SP:Iteration 21Q (88438.080000 sec): 3 clusters Score: Raw -360308.128896 + Penalty 3788.307351 = -356519.821545 nChanged 13 SP:Iteration 22Q (88438.250000 sec): 3 clusters Score: Raw -360332.246130 + Penalty 3788.307351 = -356543.938779 nChanged 22 SP:Iteration 23Q (88438.430000 sec): 3 clusters Score: Raw -360359.259268 + Penalty 3788.307351 = -356570.951917 nChanged 20 SP:Iteration 24Q (88438.660000 sec): 3 clusters Score: Raw -360384.443324 + Penalty 3788.307351 = -356596.135973 nChanged 15 SP:Iteration 25Q (88438.830000 sec): 3 clusters Score: Raw -360398.181343 + Penalty 3788.307351 = -356609.873992 nChanged 9 SP:Iteration 26Q (88439.070000 sec): 3 clusters Score: Raw -360406.339832 + Penalty 3788.307351 = -356618.032482 nChanged 9 SP:Iteration 27Q (88439.230000 sec): 3 clusters Score: Raw -360414.939352 + Penalty 3788.307351 = -356626.632002 nChanged 12 SP:Iteration 28Q (88439.460000 sec): 3 clusters Score: Raw -360423.705924 + Penalty 3788.307351 = -356635.398574 nChanged 15 SP:Iteration 29Q (88439.660000 sec): 3 clusters Score: Raw -360440.071089 + Penalty 3788.307351 = -356651.763738 nChanged 16 SP:Iteration 30Q (88439.860000 sec): 3 clusters Score: Raw -360454.151639 + Penalty 3788.307351 = -356665.844289 nChanged 12 SP:Iteration 31Q (88440.080000 sec): 3 clusters Score: Raw -360463.940929 + Penalty 3788.307351 = -356675.633578 nChanged 5 SP:Iteration 32Q (88440.270000 sec): 3 clusters Score: Raw -360468.723319 + Penalty 3788.307351 = -356680.415968 nChanged 5 SP:Iteration 33Q (88440.470000 sec): 3 clusters Score: Raw -360471.760554 + Penalty 3788.307351 = -356683.453203 nChanged 4 SP:Iteration 34Q (88440.660000 sec): 3 clusters Score: Raw -360474.502379 + Penalty 3788.307351 = -356686.195029 nChanged 3 SP:Iteration 35Q (88440.900000 sec): 3 clusters Score: Raw -360477.075758 + Penalty 3788.307351 = -356688.768407 nChanged 1 SP:Iteration 36Q (88441.060000 sec): 3 clusters Score: Raw -360478.324658 + Penalty 3788.307351 = -356690.017307 nChanged 1 SP:Iteration 37Q (88441.280000 sec): 3 clusters Score: Raw -360479.613149 + Penalty 3788.307351 = -356691.305799 nChanged 1 SP:Iteration 38Q (88441.510000 sec): 3 clusters Score: Raw -360480.024779 + Penalty 3788.307351 = -356691.717429 nChanged 0 SP:Iteration 39F (88441.760000 sec): 3 clusters Score: Raw -360480.024779 + Penalty 3788.307351 = -356691.717429 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88441.840000 sec): 2 clusters Score: Raw -105138.652673 + Penalty 1621.458676 = -103517.193997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88442.070000 sec): 3 clusters Score: Raw -105161.871383 + Penalty 3242.917353 = -101918.954030 nChanged 171 SP:Iteration 1F (88442.270000 sec): 3 clusters Score: Raw -105540.541397 + Penalty 3242.917353 = -102297.624044 nChanged 62 SP:Iteration 2F (88442.460000 sec): 3 clusters Score: Raw -105709.503008 + Penalty 3242.917353 = -102466.585656 nChanged 38 SP:Iteration 3F (88442.610000 sec): 3 clusters Score: Raw -105823.414934 + Penalty 3242.917353 = -102580.497582 nChanged 19 SP:Iteration 4Q (88442.820000 sec): 3 clusters Score: Raw -105867.034453 + Penalty 3242.917353 = -102624.117101 nChanged 8 SP:Iteration 5Q (88443.030000 sec): 3 clusters Score: Raw -105882.348373 + Penalty 3242.917353 = -102639.431020 nChanged 7 SP:Iteration 6Q (88443.210000 sec): 3 clusters Score: Raw -105913.216861 + Penalty 3242.917353 = -102670.299508 nChanged 8 SP:Iteration 7Q (88443.410000 sec): 3 clusters Score: Raw -105944.188981 + Penalty 3242.917353 = -102701.271628 nChanged 9 SP:Iteration 8Q (88443.580000 sec): 3 clusters Score: Raw -105963.307343 + Penalty 3242.917353 = -102720.389990 nChanged 8 SP:Iteration 9Q (88443.780000 sec): 3 clusters Score: Raw -105978.796231 + Penalty 3242.917353 = -102735.878879 nChanged 4 SP:Iteration 10Q (88443.990000 sec): 3 clusters Score: Raw -105987.614470 + Penalty 3242.917353 = -102744.697118 nChanged 2 SP:Iteration 11Q (88444.190000 sec): 3 clusters Score: Raw -105990.602157 + Penalty 3242.917353 = -102747.684804 nChanged 1 SP:Iteration 12Q (88444.360000 sec): 3 clusters Score: Raw -105991.753490 + Penalty 3242.917353 = -102748.836137 nChanged 1 SP:Iteration 13Q (88444.530000 sec): 3 clusters Score: Raw -105993.630479 + Penalty 3242.917353 = -102750.713127 nChanged 1 SP:Iteration 14Q (88444.730000 sec): 3 clusters Score: Raw -105995.139765 + Penalty 3242.917353 = -102752.222412 nChanged 3 SP:Iteration 15Q (88444.960000 sec): 3 clusters Score: Raw -106002.486653 + Penalty 3242.917353 = -102759.569301 nChanged 2 SP:Iteration 16Q (88445.130000 sec): 3 clusters Score: Raw -106004.950884 + Penalty 3242.917353 = -102762.033531 nChanged 0 SP:Iteration 17F (88445.290000 sec): 3 clusters Score: Raw -106004.950884 + Penalty 3242.917353 = -102762.033531 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88445.580000 sec): 2 clusters Score: Raw -3796339.498848 + Penalty 2478.107268 = -3793861.391580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88445.920000 sec): 3 clusters Score: Raw -3783416.076512 + Penalty 4956.214535 = -3778459.861976 nChanged 9792 SP:Iteration 1F (88446.250000 sec): 3 clusters Score: Raw -3788590.550858 + Penalty 4956.214535 = -3783634.336323 nChanged 1178 SP:Iteration 2F (88446.570000 sec): 3 clusters Score: Raw -3789032.022490 + Penalty 4956.214535 = -3784075.807955 nChanged 1058 SP:Iteration 3Q (88446.850000 sec): 3 clusters Score: Raw -3789467.666224 + Penalty 4956.214535 = -3784511.451689 nChanged 1029 SP:Iteration 4Q (88447.160000 sec): 3 clusters Score: Raw -3790017.455658 + Penalty 4956.214535 = -3785061.241123 nChanged 1093 SP:Iteration 5F (88447.500000 sec): 3 clusters Score: Raw -3790677.392618 + Penalty 4956.214535 = -3785721.178083 nChanged 1126 SP:Iteration 6F (88447.810000 sec): 3 clusters Score: Raw -3791376.757705 + Penalty 4956.214535 = -3786420.543170 nChanged 1144 SP:Iteration 7F (88448.160000 sec): 3 clusters Score: Raw -3792067.508043 + Penalty 4956.214535 = -3787111.293508 nChanged 1116 SP:Iteration 8F (88448.460000 sec): 3 clusters Score: Raw -3792676.069648 + Penalty 4956.214535 = -3787719.855113 nChanged 1033 SP:Iteration 9Q (88448.840000 sec): 3 clusters Score: Raw -3793193.134190 + Penalty 4956.214535 = -3788236.919655 nChanged 860 SP:Iteration 10Q (88449.170000 sec): 3 clusters Score: Raw -3793612.787141 + Penalty 4956.214535 = -3788656.572605 nChanged 777 SP:Iteration 11Q (88449.510000 sec): 3 clusters Score: Raw -3794025.819511 + Penalty 4956.214535 = -3789069.604976 nChanged 739 SP:Iteration 12Q (88449.870000 sec): 3 clusters Score: Raw -3794470.933268 + Penalty 4956.214535 = -3789514.718733 nChanged 696 SP:Iteration 13Q (88450.190000 sec): 3 clusters Score: Raw -3794904.645762 + Penalty 4956.214535 = -3789948.431227 nChanged 608 SP:Iteration 14Q (88450.540000 sec): 3 clusters Score: Raw -3795241.903582 + Penalty 4956.214535 = -3790285.689046 nChanged 512 SP:Iteration 15Q (88450.860000 sec): 3 clusters Score: Raw -3795488.918599 + Penalty 4956.214535 = -3790532.704063 nChanged 407 SP:Iteration 16Q (88451.200000 sec): 3 clusters Score: Raw -3795673.250311 + Penalty 4956.214535 = -3790717.035776 nChanged 337 SP:Iteration 17Q (88451.530000 sec): 3 clusters Score: Raw -3795819.277927 + Penalty 4956.214535 = -3790863.063392 nChanged 285 SP:Iteration 18Q (88451.900000 sec): 3 clusters Score: Raw -3795937.911483 + Penalty 4956.214535 = -3790981.696948 nChanged 269 SP:Iteration 19Q (88452.210000 sec): 3 clusters Score: Raw -3796039.302488 + Penalty 4956.214535 = -3791083.087953 nChanged 230 SP:Iteration 20F (88452.520000 sec): 3 clusters Score: Raw -3796122.024070 + Penalty 4956.214535 = -3791165.809534 nChanged 208 SP:Iteration 21Q (88452.800000 sec): 3 clusters Score: Raw -3796195.831125 + Penalty 4956.214535 = -3791239.616590 nChanged 195 SP:Iteration 22Q (88453.120000 sec): 3 clusters Score: Raw -3796268.096023 + Penalty 4956.214535 = -3791311.881487 nChanged 225 SP:Iteration 23Q (88453.400000 sec): 3 clusters Score: Raw -3796360.578063 + Penalty 4956.214535 = -3791404.363528 nChanged 214 SP:Iteration 24Q (88453.720000 sec): 3 clusters Score: Raw -3796445.547200 + Penalty 4956.214535 = -3791489.332664 nChanged 203 SP:Iteration 25Q (88454.000000 sec): 3 clusters Score: Raw -3796524.866670 + Penalty 4956.214535 = -3791568.652134 nChanged 198 SP:Iteration 26Q (88454.340000 sec): 3 clusters Score: Raw -3796601.853727 + Penalty 4956.214535 = -3791645.639192 nChanged 196 SP:Iteration 27Q (88454.660000 sec): 3 clusters Score: Raw -3796677.005431 + Penalty 4956.214535 = -3791720.790895 nChanged 186 SP:Iteration 28Q (88454.900000 sec): 3 clusters Score: Raw -3796764.530514 + Penalty 4956.214535 = -3791808.315979 nChanged 171 SP:Iteration 29Q (88455.220000 sec): 3 clusters Score: Raw -3796842.264258 + Penalty 4956.214535 = -3791886.049722 nChanged 142 SP:Iteration 30Q (88455.510000 sec): 3 clusters Score: Raw -3796907.545133 + Penalty 4956.214535 = -3791951.330598 nChanged 131 SP:Iteration 31Q (88455.850000 sec): 3 clusters Score: Raw -3796961.418984 + Penalty 4956.214535 = -3792005.204449 nChanged 123 SP:Iteration 32Q (88456.120000 sec): 3 clusters Score: Raw -3797016.970022 + Penalty 4956.214535 = -3792060.755486 nChanged 112 SP:Iteration 33Q (88456.410000 sec): 3 clusters Score: Raw -3797066.048826 + Penalty 4956.214535 = -3792109.834291 nChanged 95 SP:Iteration 34Q (88456.720000 sec): 3 clusters Score: Raw -3797107.776999 + Penalty 4956.214535 = -3792151.562463 nChanged 100 SP:Iteration 35Q (88457.040000 sec): 3 clusters Score: Raw -3797152.237710 + Penalty 4956.214535 = -3792196.023175 nChanged 80 SP:Iteration 36Q (88457.360000 sec): 3 clusters Score: Raw -3797187.883911 + Penalty 4956.214535 = -3792231.669375 nChanged 66 SP:Iteration 37Q (88457.660000 sec): 3 clusters Score: Raw -3797213.497951 + Penalty 4956.214535 = -3792257.283415 nChanged 55 SP:Iteration 38Q (88458.000000 sec): 3 clusters Score: Raw -3797236.274740 + Penalty 4956.214535 = -3792280.060205 nChanged 58 SP:Iteration 39Q (88458.280000 sec): 3 clusters Score: Raw -3797257.802159 + Penalty 4956.214535 = -3792301.587624 nChanged 38 SP:Iteration 40F (88458.590000 sec): 3 clusters Score: Raw -3797270.730504 + Penalty 4956.214535 = -3792314.515969 nChanged 34 SP:Iteration 41Q (88458.900000 sec): 3 clusters Score: Raw -3797282.757589 + Penalty 4956.214535 = -3792326.543054 nChanged 29 SP:Iteration 42Q (88459.190000 sec): 3 clusters Score: Raw -3797291.192804 + Penalty 4956.214535 = -3792334.978269 nChanged 22 SP:Iteration 43Q (88459.510000 sec): 3 clusters Score: Raw -3797296.443065 + Penalty 4956.214535 = -3792340.228530 nChanged 10 SP:Iteration 44Q (88459.820000 sec): 3 clusters Score: Raw -3797299.769168 + Penalty 4956.214535 = -3792343.554633 nChanged 12 SP:Iteration 45Q (88460.120000 sec): 3 clusters Score: Raw -3797302.952807 + Penalty 4956.214535 = -3792346.738271 nChanged 10 SP:Iteration 46Q (88460.430000 sec): 3 clusters Score: Raw -3797305.267923 + Penalty 4956.214535 = -3792349.053388 nChanged 2 SP:Iteration 47Q (88460.750000 sec): 3 clusters Score: Raw -3797305.714415 + Penalty 4956.214535 = -3792349.499880 nChanged 1 SP:Iteration 48Q (88461.080000 sec): 3 clusters Score: Raw -3797305.938496 + Penalty 4956.214535 = -3792349.723960 nChanged 1 SP:Iteration 49Q (88461.380000 sec): 3 clusters Score: Raw -3797306.263861 + Penalty 4956.214535 = -3792350.049326 nChanged 1 SP:Iteration 50Q (88461.740000 sec): 3 clusters Score: Raw -3797306.455937 + Penalty 4956.214535 = -3792350.241402 nChanged 1 SP:Iteration 51Q (88461.980000 sec): 3 clusters Score: Raw -3797306.582099 + Penalty 4956.214535 = -3792350.367563 nChanged 0 SP:Iteration 52F (88462.310000 sec): 3 clusters Score: Raw -3797306.582099 + Penalty 4956.214535 = -3792350.367563 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88462.460000 sec): 2 clusters Score: Raw -95732.763699 + Penalty 1626.784579 = -94105.979120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88462.610000 sec): 3 clusters Score: Raw -95728.409108 + Penalty 3253.569158 = -92474.839951 nChanged 186 SP:Iteration 1F (88462.750000 sec): 3 clusters Score: Raw -96041.235218 + Penalty 3253.569158 = -92787.666060 nChanged 70 SP:Iteration 2F (88462.920000 sec): 3 clusters Score: Raw -96287.785055 + Penalty 3253.569158 = -93034.215897 nChanged 54 SP:Iteration 3F (88463.100000 sec): 3 clusters Score: Raw -96482.437982 + Penalty 3253.569158 = -93228.868824 nChanged 45 SP:Iteration 4F (88463.270000 sec): 3 clusters Score: Raw -96695.286223 + Penalty 3253.569158 = -93441.717065 nChanged 36 SP:Iteration 5F (88463.450000 sec): 3 clusters Score: Raw -96854.472105 + Penalty 3253.569158 = -93600.902947 nChanged 20 SP:Iteration 6Q (88463.610000 sec): 3 clusters Score: Raw -96929.810904 + Penalty 3253.569158 = -93676.241746 nChanged 18 SP:Iteration 7Q (88463.780000 sec): 3 clusters Score: Raw -96994.462393 + Penalty 3253.569158 = -93740.893236 nChanged 16 SP:Iteration 8Q (88463.960000 sec): 3 clusters Score: Raw -97059.030307 + Penalty 3253.569158 = -93805.461149 nChanged 11 SP:Iteration 9Q (88464.110000 sec): 3 clusters Score: Raw -97093.864610 + Penalty 3253.569158 = -93840.295452 nChanged 10 SP:Iteration 10Q (88464.260000 sec): 3 clusters Score: Raw -97119.392912 + Penalty 3253.569158 = -93865.823754 nChanged 4 SP:Iteration 11Q (88464.440000 sec): 3 clusters Score: Raw -97125.808928 + Penalty 3253.569158 = -93872.239770 nChanged 1 SP:Iteration 12Q (88464.610000 sec): 3 clusters Score: Raw -97130.289887 + Penalty 3253.569158 = -93876.720730 nChanged 0 SP:Iteration 13F (88464.790000 sec): 3 clusters Score: Raw -97130.289887 + Penalty 3253.569158 = -93876.720730 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88464.880000 sec): 2 clusters Score: Raw -218287.882321 + Penalty 1770.832355 = -216517.049966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88465.060000 sec): 3 clusters Score: Raw -217915.305622 + Penalty 3541.664709 = -214373.640913 nChanged 360 SP:Iteration 1F (88465.250000 sec): 3 clusters Score: Raw -218279.686468 + Penalty 3541.664709 = -214738.021758 nChanged 90 SP:Iteration 2F (88465.410000 sec): 3 clusters Score: Raw -218383.467578 + Penalty 3541.664709 = -214841.802869 nChanged 39 SP:Iteration 3Q (88465.610000 sec): 3 clusters Score: Raw -218430.397153 + Penalty 3541.664709 = -214888.732444 nChanged 32 SP:Iteration 4Q (88465.780000 sec): 3 clusters Score: Raw -218466.673385 + Penalty 3541.664709 = -214925.008675 nChanged 18 SP:Iteration 5Q (88465.940000 sec): 3 clusters Score: Raw -218487.491713 + Penalty 3541.664709 = -214945.827003 nChanged 14 SP:Iteration 6Q (88466.100000 sec): 3 clusters Score: Raw -218501.340061 + Penalty 3541.664709 = -214959.675352 nChanged 11 SP:Iteration 7Q (88466.280000 sec): 3 clusters Score: Raw -218510.900078 + Penalty 3541.664709 = -214969.235369 nChanged 5 SP:Iteration 8Q (88466.450000 sec): 3 clusters Score: Raw -218517.895171 + Penalty 3541.664709 = -214976.230462 nChanged 4 SP:Iteration 9Q (88466.600000 sec): 3 clusters Score: Raw -218521.716203 + Penalty 3541.664709 = -214980.051494 nChanged 5 SP:Iteration 10Q (88466.760000 sec): 3 clusters Score: Raw -218528.402809 + Penalty 3541.664709 = -214986.738099 nChanged 6 SP:Iteration 11Q (88466.920000 sec): 3 clusters Score: Raw -218534.834033 + Penalty 3541.664709 = -214993.169323 nChanged 6 SP:Iteration 12Q (88467.100000 sec): 3 clusters Score: Raw -218541.963895 + Penalty 3541.664709 = -215000.299185 nChanged 5 SP:Iteration 13Q (88467.250000 sec): 3 clusters Score: Raw -218546.287749 + Penalty 3541.664709 = -215004.623039 nChanged 2 SP:Iteration 14Q (88467.450000 sec): 3 clusters Score: Raw -218547.421500 + Penalty 3541.664709 = -215005.756791 nChanged 2 SP:Iteration 15Q (88467.620000 sec): 3 clusters Score: Raw -218548.878966 + Penalty 3541.664709 = -215007.214257 nChanged 4 SP:Iteration 16Q (88467.820000 sec): 3 clusters Score: Raw -218550.737932 + Penalty 3541.664709 = -215009.073222 nChanged 3 SP:Iteration 17Q (88468.010000 sec): 3 clusters Score: Raw -218552.164816 + Penalty 3541.664709 = -215010.500107 nChanged 2 SP:Iteration 18Q (88468.170000 sec): 3 clusters Score: Raw -218553.546108 + Penalty 3541.664709 = -215011.881398 nChanged 1 SP:Iteration 19Q (88468.280000 sec): 3 clusters Score: Raw -218554.141669 + Penalty 3541.664709 = -215012.476959 nChanged 0 SP:Iteration 20F (88468.490000 sec): 3 clusters Score: Raw -218554.141669 + Penalty 3541.664709 = -215012.476959 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88468.550000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88468.770000 sec): 3 clusters Score: Raw -60559.874829 + Penalty 2947.628490 = -57612.246339 nChanged 45 SP:Iteration 1F (88468.920000 sec): 3 clusters Score: Raw -60667.380270 + Penalty 2947.628490 = -57719.751780 nChanged 11 SP:Iteration 2Q (88469.120000 sec): 3 clusters Score: Raw -60710.897298 + Penalty 2947.628490 = -57763.268808 nChanged 11 SP:Iteration 3Q (88469.300000 sec): 3 clusters Score: Raw -60761.332417 + Penalty 2947.628490 = -57813.703926 nChanged 11 SP:Iteration 4Q (88469.390000 sec): 3 clusters Score: Raw -60789.736205 + Penalty 2947.628490 = -57842.107715 nChanged 8 SP:Iteration 5Q (88469.530000 sec): 3 clusters Score: Raw -60813.614036 + Penalty 2947.628490 = -57865.985546 nChanged 2 SP:Iteration 6Q (88469.710000 sec): 3 clusters Score: Raw -60821.187572 + Penalty 2947.628490 = -57873.559082 nChanged 3 SP:Iteration 7Q (88469.840000 sec): 3 clusters Score: Raw -60833.166786 + Penalty 2947.628490 = -57885.538296 nChanged 4 SP:Iteration 8Q (88469.980000 sec): 3 clusters Score: Raw -60845.526847 + Penalty 2947.628490 = -57897.898357 nChanged 2 SP:Iteration 9Q (88470.130000 sec): 3 clusters Score: Raw -60848.321248 + Penalty 2947.628490 = -57900.692758 nChanged 0 SP:Iteration 10F (88470.350000 sec): 3 clusters Score: Raw -60848.321248 + Penalty 2947.628490 = -57900.692758 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88470.440000 sec): 2 clusters Score: Raw -285634.451647 + Penalty 1812.352450 = -283822.099197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88470.610000 sec): 3 clusters Score: Raw -285164.295096 + Penalty 3624.704899 = -281539.590196 nChanged 436 SP:Iteration 1F (88470.760000 sec): 3 clusters Score: Raw -285579.143001 + Penalty 3624.704899 = -281954.438102 nChanged 125 SP:Iteration 2F (88470.960000 sec): 3 clusters Score: Raw -285711.086414 + Penalty 3624.704899 = -282086.381514 nChanged 51 SP:Iteration 3Q (88471.120000 sec): 3 clusters Score: Raw -285762.421740 + Penalty 3624.704899 = -282137.716841 nChanged 36 SP:Iteration 4Q (88471.290000 sec): 3 clusters Score: Raw -285788.038413 + Penalty 3624.704899 = -282163.333514 nChanged 17 SP:Iteration 5Q (88471.440000 sec): 3 clusters Score: Raw -285802.437126 + Penalty 3624.704899 = -282177.732227 nChanged 14 SP:Iteration 6Q (88471.610000 sec): 3 clusters Score: Raw -285814.998830 + Penalty 3624.704899 = -282190.293930 nChanged 9 SP:Iteration 7Q (88471.780000 sec): 3 clusters Score: Raw -285823.361602 + Penalty 3624.704899 = -282198.656703 nChanged 8 SP:Iteration 8Q (88471.950000 sec): 3 clusters Score: Raw -285828.651645 + Penalty 3624.704899 = -282203.946746 nChanged 5 SP:Iteration 9Q (88472.150000 sec): 3 clusters Score: Raw -285836.060447 + Penalty 3624.704899 = -282211.355547 nChanged 6 SP:Iteration 10Q (88472.300000 sec): 3 clusters Score: Raw -285839.528213 + Penalty 3624.704899 = -282214.823314 nChanged 3 SP:Iteration 11Q (88472.540000 sec): 3 clusters Score: Raw -285842.538198 + Penalty 3624.704899 = -282217.833299 nChanged 6 SP:Iteration 12Q (88472.720000 sec): 3 clusters Score: Raw -285847.926469 + Penalty 3624.704899 = -282223.221570 nChanged 8 SP:Iteration 13Q (88472.940000 sec): 3 clusters Score: Raw -285852.346976 + Penalty 3624.704899 = -282227.642077 nChanged 2 SP:Iteration 14Q (88473.120000 sec): 3 clusters Score: Raw -285853.299596 + Penalty 3624.704899 = -282228.594696 nChanged 1 SP:Iteration 15Q (88473.270000 sec): 3 clusters Score: Raw -285855.485873 + Penalty 3624.704899 = -282230.780973 nChanged 2 SP:Iteration 16Q (88473.440000 sec): 3 clusters Score: Raw -285857.746371 + Penalty 3624.704899 = -282233.041472 nChanged 1 SP:Iteration 17Q (88473.570000 sec): 3 clusters Score: Raw -285859.447079 + Penalty 3624.704899 = -282234.742180 nChanged 4 SP:Iteration 18Q (88473.750000 sec): 3 clusters Score: Raw -285863.321307 + Penalty 3624.704899 = -282238.616408 nChanged 5 SP:Iteration 19Q (88473.930000 sec): 3 clusters Score: Raw -285868.880848 + Penalty 3624.704899 = -282244.175948 nChanged 8 SP:Iteration 20F (88474.060000 sec): 3 clusters Score: Raw -285877.268545 + Penalty 3624.704899 = -282252.563646 nChanged 10 SP:Iteration 21Q (88474.240000 sec): 3 clusters Score: Raw -285882.420347 + Penalty 3624.704899 = -282257.715448 nChanged 3 SP:Iteration 22Q (88474.420000 sec): 3 clusters Score: Raw -285884.992776 + Penalty 3624.704899 = -282260.287877 nChanged 3 SP:Iteration 23Q (88474.530000 sec): 3 clusters Score: Raw -285886.766794 + Penalty 3624.704899 = -282262.061895 nChanged 0 SP:Iteration 24F (88474.720000 sec): 3 clusters Score: Raw -285886.766794 + Penalty 3624.704899 = -282262.061895 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88474.830000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88474.980000 sec): 3 clusters Score: Raw -80221.197848 + Penalty 3086.397829 = -77134.800019 nChanged 95 SP:Iteration 1F (88475.210000 sec): 3 clusters Score: Raw -80469.167184 + Penalty 3086.397829 = -77382.769355 nChanged 26 SP:Iteration 2F (88475.390000 sec): 3 clusters Score: Raw -80615.224922 + Penalty 3086.397829 = -77528.827093 nChanged 21 SP:Iteration 3Q (88475.560000 sec): 3 clusters Score: Raw -80800.029834 + Penalty 3086.397829 = -77713.632005 nChanged 24 SP:Iteration 4Q (88475.700000 sec): 3 clusters Score: Raw -80914.224893 + Penalty 3086.397829 = -77827.827064 nChanged 20 SP:Iteration 5Q (88475.880000 sec): 3 clusters Score: Raw -80972.948289 + Penalty 3086.397829 = -77886.550460 nChanged 16 SP:Iteration 6Q (88476.070000 sec): 3 clusters Score: Raw -81018.097862 + Penalty 3086.397829 = -77931.700033 nChanged 16 SP:Iteration 7Q (88476.210000 sec): 3 clusters Score: Raw -81061.056426 + Penalty 3086.397829 = -77974.658597 nChanged 12 SP:Iteration 8Q (88476.390000 sec): 3 clusters Score: Raw -81105.439045 + Penalty 3086.397829 = -78019.041216 nChanged 13 SP:Iteration 9Q (88476.580000 sec): 3 clusters Score: Raw -81149.665790 + Penalty 3086.397829 = -78063.267961 nChanged 6 SP:Iteration 10Q (88476.700000 sec): 3 clusters Score: Raw -81171.173660 + Penalty 3086.397829 = -78084.775831 nChanged 3 SP:Iteration 11Q (88476.830000 sec): 3 clusters Score: Raw -81179.153674 + Penalty 3086.397829 = -78092.755845 nChanged 3 SP:Iteration 12Q (88476.990000 sec): 3 clusters Score: Raw -81183.118466 + Penalty 3086.397829 = -78096.720637 nChanged 0 SP:Iteration 13F (88477.100000 sec): 3 clusters Score: Raw -81183.118466 + Penalty 3086.397829 = -78096.720637 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88477.240000 sec): 2 clusters Score: Raw -55200.492651 + Penalty 1544.181094 = -53656.311557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88477.430000 sec): 3 clusters Score: Raw -55310.054890 + Penalty 3088.362188 = -52221.692702 nChanged 123 SP:Iteration 1F (88477.620000 sec): 3 clusters Score: Raw -55726.750029 + Penalty 3088.362188 = -52638.387842 nChanged 55 SP:Iteration 2F (88477.780000 sec): 3 clusters Score: Raw -55931.423133 + Penalty 3088.362188 = -52843.060945 nChanged 40 SP:Iteration 3F (88477.970000 sec): 3 clusters Score: Raw -56120.555092 + Penalty 3088.362188 = -53032.192904 nChanged 20 SP:Iteration 4Q (88478.150000 sec): 3 clusters Score: Raw -56219.398818 + Penalty 3088.362188 = -53131.036630 nChanged 18 SP:Iteration 5Q (88478.300000 sec): 3 clusters Score: Raw -56292.892995 + Penalty 3088.362188 = -53204.530807 nChanged 10 SP:Iteration 6Q (88478.450000 sec): 3 clusters Score: Raw -56328.366220 + Penalty 3088.362188 = -53240.004032 nChanged 10 SP:Iteration 7Q (88478.620000 sec): 3 clusters Score: Raw -56358.826313 + Penalty 3088.362188 = -53270.464125 nChanged 7 SP:Iteration 8Q (88478.800000 sec): 3 clusters Score: Raw -56373.514893 + Penalty 3088.362188 = -53285.152705 nChanged 1 SP:Iteration 9Q (88479.020000 sec): 3 clusters Score: Raw -56376.076078 + Penalty 3088.362188 = -53287.713890 nChanged 0 SP:Iteration 10F (88479.180000 sec): 3 clusters Score: Raw -56376.076078 + Penalty 3088.362188 = -53287.713890 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88479.270000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88479.480000 sec): 3 clusters Score: Raw -70271.976783 + Penalty 3011.085913 = -67260.890870 nChanged 58 SP:Iteration 1F (88479.620000 sec): 3 clusters Score: Raw -70389.710124 + Penalty 3011.085913 = -67378.624211 nChanged 18 SP:Iteration 2Q (88479.750000 sec): 3 clusters Score: Raw -70435.056181 + Penalty 3011.085913 = -67423.970268 nChanged 10 SP:Iteration 3Q (88479.910000 sec): 3 clusters Score: Raw -70458.160901 + Penalty 3011.085913 = -67447.074988 nChanged 7 SP:Iteration 4Q (88480.100000 sec): 3 clusters Score: Raw -70475.902084 + Penalty 3011.085913 = -67464.816171 nChanged 5 SP:Iteration 5Q (88480.210000 sec): 3 clusters Score: Raw -70484.390890 + Penalty 3011.085913 = -67473.304977 nChanged 5 SP:Iteration 6Q (88480.410000 sec): 3 clusters Score: Raw -70492.875406 + Penalty 3011.085913 = -67481.789493 nChanged 3 SP:Iteration 7Q (88480.610000 sec): 3 clusters Score: Raw -70496.133264 + Penalty 3011.085913 = -67485.047351 nChanged 1 SP:Iteration 8Q (88480.790000 sec): 3 clusters Score: Raw -70502.160132 + Penalty 3011.085913 = -67491.074219 nChanged 1 SP:Iteration 9Q (88480.970000 sec): 3 clusters Score: Raw -70503.282420 + Penalty 3011.085913 = -67492.196507 nChanged 1 SP:Iteration 10Q (88481.150000 sec): 3 clusters Score: Raw -70504.459765 + Penalty 3011.085913 = -67493.373852 nChanged 1 SP:Iteration 11Q (88481.350000 sec): 3 clusters Score: Raw -70506.881595 + Penalty 3011.085913 = -67495.795682 nChanged 1 SP:Iteration 12Q (88481.540000 sec): 3 clusters Score: Raw -70507.720844 + Penalty 3011.085913 = -67496.634931 nChanged 1 SP:Iteration 13Q (88481.660000 sec): 3 clusters Score: Raw -70508.271377 + Penalty 3011.085913 = -67497.185464 nChanged 0 SP:Iteration 14F (88481.770000 sec): 3 clusters Score: Raw -70508.271377 + Penalty 3011.085913 = -67497.185464 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88481.920000 sec): 2 clusters Score: Raw -61426.485778 + Penalty 1464.529738 = -59961.956040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88482.060000 sec): 3 clusters Score: Raw -61629.384924 + Penalty 2929.059477 = -58700.325447 nChanged 62 SP:Iteration 1F (88482.240000 sec): 3 clusters Score: Raw -61800.809462 + Penalty 2929.059477 = -58871.749985 nChanged 17 SP:Iteration 2Q (88482.390000 sec): 3 clusters Score: Raw -61892.097408 + Penalty 2929.059477 = -58963.037932 nChanged 10 SP:Iteration 3Q (88482.550000 sec): 3 clusters Score: Raw -61966.619278 + Penalty 2929.059477 = -59037.559802 nChanged 8 SP:Iteration 4Q (88482.670000 sec): 3 clusters Score: Raw -61994.846032 + Penalty 2929.059477 = -59065.786555 nChanged 5 SP:Iteration 5Q (88482.840000 sec): 3 clusters Score: Raw -62014.231056 + Penalty 2929.059477 = -59085.171580 nChanged 6 SP:Iteration 6Q (88483.040000 sec): 3 clusters Score: Raw -62030.990199 + Penalty 2929.059477 = -59101.930722 nChanged 5 SP:Iteration 7Q (88483.260000 sec): 3 clusters Score: Raw -62044.917590 + Penalty 2929.059477 = -59115.858114 nChanged 6 SP:Iteration 8Q (88483.460000 sec): 3 clusters Score: Raw -62063.014555 + Penalty 2929.059477 = -59133.955079 nChanged 6 SP:Iteration 9Q (88483.560000 sec): 3 clusters Score: Raw -62074.047450 + Penalty 2929.059477 = -59144.987974 nChanged 6 SP:Iteration 10Q (88483.720000 sec): 3 clusters Score: Raw -62086.230696 + Penalty 2929.059477 = -59157.171219 nChanged 8 SP:Iteration 11Q (88484.000000 sec): 3 clusters Score: Raw -62100.349069 + Penalty 2929.059477 = -59171.289593 nChanged 5 SP:Iteration 12Q (88484.160000 sec): 3 clusters Score: Raw -62107.855621 + Penalty 2929.059477 = -59178.796144 nChanged 5 SP:Iteration 13Q (88484.360000 sec): 3 clusters Score: Raw -62115.402934 + Penalty 2929.059477 = -59186.343457 nChanged 4 SP:Iteration 14Q (88484.470000 sec): 3 clusters Score: Raw -62123.729501 + Penalty 2929.059477 = -59194.670024 nChanged 7 SP:Iteration 15Q (88484.660000 sec): 3 clusters Score: Raw -62135.676135 + Penalty 2929.059477 = -59206.616658 nChanged 7 SP:Iteration 16Q (88484.860000 sec): 3 clusters Score: Raw -62166.935285 + Penalty 2929.059477 = -59237.875808 nChanged 8 SP:Iteration 17Q (88485.070000 sec): 3 clusters Score: Raw -62195.336394 + Penalty 2929.059477 = -59266.276917 nChanged 4 SP:Iteration 18Q (88485.250000 sec): 3 clusters Score: Raw -62219.906522 + Penalty 2929.059477 = -59290.847045 nChanged 1 SP:Iteration 19Q (88485.490000 sec): 3 clusters Score: Raw -62222.138368 + Penalty 2929.059477 = -59293.078891 nChanged 2 SP:Iteration 20F (88485.640000 sec): 3 clusters Score: Raw -62245.225382 + Penalty 2929.059477 = -59316.165906 nChanged 3 SP:Iteration 21Q (88485.840000 sec): 3 clusters Score: Raw -62283.050035 + Penalty 2929.059477 = -59353.990558 nChanged 4 SP:Iteration 22Q (88486.020000 sec): 3 clusters Score: Raw -62316.234958 + Penalty 2929.059477 = -59387.175481 nChanged 1 SP:Iteration 23Q (88486.240000 sec): 3 clusters Score: Raw -62320.240911 + Penalty 2929.059477 = -59391.181434 nChanged 1 SP:Iteration 24Q (88486.370000 sec): 3 clusters Score: Raw -62324.507907 + Penalty 2929.059477 = -59395.448430 nChanged 0 SP:Iteration 25F (88486.540000 sec): 3 clusters Score: Raw -62324.507907 + Penalty 2929.059477 = -59395.448430 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88486.770000 sec): 2 clusters Score: Raw -3243219.104824 + Penalty 2422.566204 = -3240796.538621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88487.100000 sec): 3 clusters Score: Raw -3233250.012502 + Penalty 4845.132407 = -3228404.880095 nChanged 7616 SP:Iteration 1F (88487.430000 sec): 3 clusters Score: Raw -3237202.805435 + Penalty 4845.132407 = -3232357.673028 nChanged 1038 SP:Iteration 2F (88487.720000 sec): 3 clusters Score: Raw -3237637.235373 + Penalty 4845.132407 = -3232792.102965 nChanged 890 SP:Iteration 3F (88488.010000 sec): 3 clusters Score: Raw -3238005.303604 + Penalty 4845.132407 = -3233160.171197 nChanged 840 SP:Iteration 4Q (88488.290000 sec): 3 clusters Score: Raw -3238378.521008 + Penalty 4845.132407 = -3233533.388601 nChanged 837 SP:Iteration 5Q (88488.630000 sec): 3 clusters Score: Raw -3238798.504028 + Penalty 4845.132407 = -3233953.371620 nChanged 899 SP:Iteration 6F (88488.990000 sec): 3 clusters Score: Raw -3239299.801442 + Penalty 4845.132407 = -3234454.669035 nChanged 968 SP:Iteration 7F (88489.300000 sec): 3 clusters Score: Raw -3239921.424570 + Penalty 4845.132407 = -3235076.292163 nChanged 984 SP:Iteration 8F (88489.640000 sec): 3 clusters Score: Raw -3240602.476101 + Penalty 4845.132407 = -3235757.343694 nChanged 918 SP:Iteration 9F (88489.970000 sec): 3 clusters Score: Raw -3241295.341462 + Penalty 4845.132407 = -3236450.209054 nChanged 806 SP:Iteration 10Q (88490.270000 sec): 3 clusters Score: Raw -3241925.266532 + Penalty 4845.132407 = -3237080.134124 nChanged 648 SP:Iteration 11Q (88490.590000 sec): 3 clusters Score: Raw -3242467.192010 + Penalty 4845.132407 = -3237622.059603 nChanged 459 SP:Iteration 12Q (88490.920000 sec): 3 clusters Score: Raw -3242866.781439 + Penalty 4845.132407 = -3238021.649032 nChanged 268 SP:Iteration 13Q (88491.210000 sec): 3 clusters Score: Raw -3243088.109762 + Penalty 4845.132407 = -3238242.977355 nChanged 150 SP:Iteration 14Q (88491.540000 sec): 3 clusters Score: Raw -3243218.236078 + Penalty 4845.132407 = -3238373.103671 nChanged 102 SP:Iteration 15Q (88491.850000 sec): 3 clusters Score: Raw -3243308.901885 + Penalty 4845.132407 = -3238463.769478 nChanged 65 SP:Iteration 16Q (88492.120000 sec): 3 clusters Score: Raw -3243373.113703 + Penalty 4845.132407 = -3238527.981296 nChanged 43 SP:Iteration 17Q (88492.420000 sec): 3 clusters Score: Raw -3243421.268439 + Penalty 4845.132407 = -3238576.136032 nChanged 39 SP:Iteration 18Q (88492.750000 sec): 3 clusters Score: Raw -3243469.098246 + Penalty 4845.132407 = -3238623.965839 nChanged 31 SP:Iteration 19Q (88492.990000 sec): 3 clusters Score: Raw -3243500.555097 + Penalty 4845.132407 = -3238655.422690 nChanged 15 SP:Iteration 20F (88493.340000 sec): 3 clusters Score: Raw -3243514.272649 + Penalty 4845.132407 = -3238669.140242 nChanged 13 SP:Iteration 21Q (88493.560000 sec): 3 clusters Score: Raw -3243529.679897 + Penalty 4845.132407 = -3238684.547489 nChanged 10 SP:Iteration 22Q (88493.900000 sec): 3 clusters Score: Raw -3243542.427074 + Penalty 4845.132407 = -3238697.294667 nChanged 7 SP:Iteration 23Q (88494.190000 sec): 3 clusters Score: Raw -3243551.647364 + Penalty 4845.132407 = -3238706.514957 nChanged 10 SP:Iteration 24Q (88494.510000 sec): 3 clusters Score: Raw -3243563.703973 + Penalty 4845.132407 = -3238718.571566 nChanged 9 SP:Iteration 25Q (88494.840000 sec): 3 clusters Score: Raw -3243572.524921 + Penalty 4845.132407 = -3238727.392514 nChanged 8 SP:Iteration 26Q (88495.110000 sec): 3 clusters Score: Raw -3243582.697658 + Penalty 4845.132407 = -3238737.565250 nChanged 7 SP:Iteration 27Q (88495.470000 sec): 3 clusters Score: Raw -3243591.915778 + Penalty 4845.132407 = -3238746.783371 nChanged 6 SP:Iteration 28Q (88495.750000 sec): 3 clusters Score: Raw -3243597.002603 + Penalty 4845.132407 = -3238751.870196 nChanged 2 SP:Iteration 29Q (88496.040000 sec): 3 clusters Score: Raw -3243599.321359 + Penalty 4845.132407 = -3238754.188951 nChanged 5 SP:Iteration 30Q (88496.350000 sec): 3 clusters Score: Raw -3243605.976216 + Penalty 4845.132407 = -3238760.843809 nChanged 2 SP:Iteration 31Q (88496.590000 sec): 3 clusters Score: Raw -3243608.143292 + Penalty 4845.132407 = -3238763.010885 nChanged 1 SP:Iteration 32Q (88496.880000 sec): 3 clusters Score: Raw -3243608.427657 + Penalty 4845.132407 = -3238763.295250 nChanged 0 SP:Iteration 33F (88497.180000 sec): 3 clusters Score: Raw -3243608.427657 + Penalty 4845.132407 = -3238763.295250 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88497.250000 sec): 2 clusters Score: Raw -117876.538680 + Penalty 1614.174746 = -116262.363934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88497.470000 sec): 3 clusters Score: Raw -117842.203201 + Penalty 3228.349492 = -114613.853709 nChanged 130 SP:Iteration 1F (88497.610000 sec): 3 clusters Score: Raw -118022.360545 + Penalty 3228.349492 = -114794.011053 nChanged 35 SP:Iteration 2F (88497.850000 sec): 3 clusters Score: Raw -118078.963983 + Penalty 3228.349492 = -114850.614491 nChanged 17 SP:Iteration 3Q (88498.010000 sec): 3 clusters Score: Raw -118105.746638 + Penalty 3228.349492 = -114877.397146 nChanged 2 SP:Iteration 4Q (88498.240000 sec): 3 clusters Score: Raw -118108.138919 + Penalty 3228.349492 = -114879.789427 nChanged 0 SP:Iteration 5F (88498.400000 sec): 3 clusters Score: Raw -118108.138919 + Penalty 3228.349492 = -114879.789427 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88498.560000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88498.720000 sec): 3 clusters Score: Raw -41206.941101 + Penalty 2769.414169 = -38437.526932 nChanged 43 SP:Iteration 1F (88498.870000 sec): 3 clusters Score: Raw -41489.275537 + Penalty 2769.414169 = -38719.861368 nChanged 23 SP:Iteration 2F (88499.010000 sec): 3 clusters Score: Raw -41772.269365 + Penalty 2769.414169 = -39002.855195 nChanged 9 SP:Iteration 3Q (88499.140000 sec): 3 clusters Score: Raw -41884.839728 + Penalty 2769.414169 = -39115.425559 nChanged 7 SP:Iteration 4Q (88499.290000 sec): 3 clusters Score: Raw -41925.548883 + Penalty 2769.414169 = -39156.134714 nChanged 3 SP:Iteration 5Q (88499.480000 sec): 3 clusters Score: Raw -41945.844727 + Penalty 2769.414169 = -39176.430558 nChanged 3 SP:Iteration 6Q (88499.650000 sec): 3 clusters Score: Raw -41969.077182 + Penalty 2769.414169 = -39199.663013 nChanged 3 SP:Iteration 7Q (88499.880000 sec): 3 clusters Score: Raw -41980.807908 + Penalty 2769.414169 = -39211.393739 nChanged 1 SP:Iteration 8Q (88500.120000 sec): 3 clusters Score: Raw -41983.080052 + Penalty 2769.414169 = -39213.665882 nChanged 0 SP:Iteration 9F (88500.310000 sec): 3 clusters Score: Raw -41983.080052 + Penalty 2769.414169 = -39213.665882 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88500.410000 sec): 2 clusters Score: Raw -106883.154260 + Penalty 1610.075479 = -105273.078781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88500.630000 sec): 3 clusters Score: Raw -106890.221457 + Penalty 3220.150958 = -103670.070498 nChanged 139 SP:Iteration 1F (88500.820000 sec): 3 clusters Score: Raw -107213.884790 + Penalty 3220.150958 = -103993.733832 nChanged 45 SP:Iteration 2F (88500.970000 sec): 3 clusters Score: Raw -107380.049883 + Penalty 3220.150958 = -104159.898925 nChanged 36 SP:Iteration 3F (88501.180000 sec): 3 clusters Score: Raw -107479.922856 + Penalty 3220.150958 = -104259.771898 nChanged 32 SP:Iteration 4Q (88501.400000 sec): 3 clusters Score: Raw -107582.890404 + Penalty 3220.150958 = -104362.739446 nChanged 27 SP:Iteration 5Q (88501.650000 sec): 3 clusters Score: Raw -107642.731523 + Penalty 3220.150958 = -104422.580565 nChanged 12 SP:Iteration 6Q (88501.820000 sec): 3 clusters Score: Raw -107689.872433 + Penalty 3220.150958 = -104469.721475 nChanged 9 SP:Iteration 7Q (88501.960000 sec): 3 clusters Score: Raw -107713.120620 + Penalty 3220.150958 = -104492.969662 nChanged 5 SP:Iteration 8Q (88502.090000 sec): 3 clusters Score: Raw -107728.601657 + Penalty 3220.150958 = -104508.450699 nChanged 6 SP:Iteration 9Q (88502.250000 sec): 3 clusters Score: Raw -107740.089377 + Penalty 3220.150958 = -104519.938419 nChanged 6 SP:Iteration 10Q (88502.430000 sec): 3 clusters Score: Raw -107753.004229 + Penalty 3220.150958 = -104532.853271 nChanged 3 SP:Iteration 11Q (88502.530000 sec): 3 clusters Score: Raw -107759.212058 + Penalty 3220.150958 = -104539.061100 nChanged 1 SP:Iteration 12Q (88502.680000 sec): 3 clusters Score: Raw -107760.579177 + Penalty 3220.150958 = -104540.428219 nChanged 0 SP:Iteration 13F (88502.860000 sec): 3 clusters Score: Raw -107760.579177 + Penalty 3220.150958 = -104540.428219 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88502.940000 sec): 2 clusters Score: Raw -29487.659924 + Penalty 1356.078915 = -28131.581009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88503.210000 sec): 3 clusters Score: Raw -30155.154162 + Penalty 2712.157830 = -27442.996332 nChanged 48 SP:Iteration 1F (88503.350000 sec): 3 clusters Score: Raw -30390.350160 + Penalty 2712.157830 = -27678.192330 nChanged 16 SP:Iteration 2F (88503.560000 sec): 3 clusters Score: Raw -30517.613805 + Penalty 2712.157830 = -27805.455975 nChanged 9 SP:Iteration 3Q (88503.750000 sec): 3 clusters Score: Raw -30578.707669 + Penalty 2712.157830 = -27866.549839 nChanged 7 SP:Iteration 4Q (88503.910000 sec): 3 clusters Score: Raw -30621.855960 + Penalty 2712.157830 = -27909.698130 nChanged 0 SP:Iteration 5F (88504.090000 sec): 3 clusters Score: Raw -30621.855960 + Penalty 2712.157830 = -27909.698130 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88504.210000 sec): 2 clusters Score: Raw -148909.060572 + Penalty 1690.278718 = -147218.781854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88504.360000 sec): 3 clusters Score: Raw -148849.244326 + Penalty 3380.557435 = -145468.686891 nChanged 263 SP:Iteration 1F (88504.460000 sec): 3 clusters Score: Raw -149275.396880 + Penalty 3380.557435 = -145894.839445 nChanged 84 SP:Iteration 2F (88504.610000 sec): 3 clusters Score: Raw -149452.494010 + Penalty 3380.557435 = -146071.936575 nChanged 56 SP:Iteration 3F (88504.760000 sec): 3 clusters Score: Raw -149587.041884 + Penalty 3380.557435 = -146206.484449 nChanged 40 SP:Iteration 4Q (88504.860000 sec): 3 clusters Score: Raw -149680.444705 + Penalty 3380.557435 = -146299.887270 nChanged 29 SP:Iteration 5Q (88505.000000 sec): 3 clusters Score: Raw -149778.696531 + Penalty 3380.557435 = -146398.139096 nChanged 29 SP:Iteration 6Q (88505.150000 sec): 3 clusters Score: Raw -149845.621965 + Penalty 3380.557435 = -146465.064530 nChanged 26 SP:Iteration 7Q (88505.290000 sec): 3 clusters Score: Raw -149912.258417 + Penalty 3380.557435 = -146531.700982 nChanged 21 SP:Iteration 8Q (88505.380000 sec): 3 clusters Score: Raw -149965.557516 + Penalty 3380.557435 = -146585.000081 nChanged 14 SP:Iteration 9Q (88505.530000 sec): 3 clusters Score: Raw -150007.921665 + Penalty 3380.557435 = -146627.364230 nChanged 6 SP:Iteration 10Q (88505.670000 sec): 3 clusters Score: Raw -150022.680513 + Penalty 3380.557435 = -146642.123078 nChanged 5 SP:Iteration 11Q (88505.770000 sec): 3 clusters Score: Raw -150033.503321 + Penalty 3380.557435 = -146652.945886 nChanged 7 SP:Iteration 12Q (88505.920000 sec): 3 clusters Score: Raw -150048.500598 + Penalty 3380.557435 = -146667.943163 nChanged 6 SP:Iteration 13Q (88506.070000 sec): 3 clusters Score: Raw -150057.090846 + Penalty 3380.557435 = -146676.533411 nChanged 5 SP:Iteration 14Q (88506.210000 sec): 3 clusters Score: Raw -150067.223217 + Penalty 3380.557435 = -146686.665782 nChanged 6 SP:Iteration 15Q (88506.390000 sec): 3 clusters Score: Raw -150078.412146 + Penalty 3380.557435 = -146697.854710 nChanged 6 SP:Iteration 16Q (88506.550000 sec): 3 clusters Score: Raw -150086.135894 + Penalty 3380.557435 = -146705.578458 nChanged 0 SP:Iteration 17F (88506.700000 sec): 3 clusters Score: Raw -150086.135894 + Penalty 3380.557435 = -146705.578458 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88506.810000 sec): 2 clusters Score: Raw -155232.997365 + Penalty 1682.825736 = -153550.171629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88506.990000 sec): 3 clusters Score: Raw -155049.297888 + Penalty 3365.651472 = -151683.646416 nChanged 214 SP:Iteration 1F (88507.170000 sec): 3 clusters Score: Raw -155288.847210 + Penalty 3365.651472 = -151923.195738 nChanged 48 SP:Iteration 2F (88507.350000 sec): 3 clusters Score: Raw -155362.495261 + Penalty 3365.651472 = -151996.843789 nChanged 25 SP:Iteration 3Q (88507.540000 sec): 3 clusters Score: Raw -155395.321374 + Penalty 3365.651472 = -152029.669902 nChanged 10 SP:Iteration 4Q (88507.730000 sec): 3 clusters Score: Raw -155404.992503 + Penalty 3365.651472 = -152039.341031 nChanged 7 SP:Iteration 5Q (88507.910000 sec): 3 clusters Score: Raw -155414.993308 + Penalty 3365.651472 = -152049.341836 nChanged 6 SP:Iteration 6Q (88508.090000 sec): 3 clusters Score: Raw -155422.361977 + Penalty 3365.651472 = -152056.710505 nChanged 5 SP:Iteration 7Q (88508.270000 sec): 3 clusters Score: Raw -155430.818988 + Penalty 3365.651472 = -152065.167516 nChanged 4 SP:Iteration 8Q (88508.400000 sec): 3 clusters Score: Raw -155437.151849 + Penalty 3365.651472 = -152071.500377 nChanged 2 SP:Iteration 9Q (88508.570000 sec): 3 clusters Score: Raw -155439.672614 + Penalty 3365.651472 = -152074.021142 nChanged 3 SP:Iteration 10Q (88508.760000 sec): 3 clusters Score: Raw -155443.390328 + Penalty 3365.651472 = -152077.738856 nChanged 1 SP:Iteration 11Q (88508.960000 sec): 3 clusters Score: Raw -155445.011484 + Penalty 3365.651472 = -152079.360012 nChanged 2 SP:Iteration 12Q (88509.170000 sec): 3 clusters Score: Raw -155448.207382 + Penalty 3365.651472 = -152082.555910 nChanged 2 SP:Iteration 13Q (88509.420000 sec): 3 clusters Score: Raw -155449.526813 + Penalty 3365.651472 = -152083.875341 nChanged 1 SP:Iteration 14Q (88509.550000 sec): 3 clusters Score: Raw -155454.055645 + Penalty 3365.651472 = -152088.404173 nChanged 3 SP:Iteration 15Q (88509.720000 sec): 3 clusters Score: Raw -155457.301262 + Penalty 3365.651472 = -152091.649790 nChanged 1 SP:Iteration 16Q (88509.890000 sec): 3 clusters Score: Raw -155458.301854 + Penalty 3365.651472 = -152092.650382 nChanged 1 SP:Iteration 17Q (88510.070000 sec): 3 clusters Score: Raw -155460.311648 + Penalty 3365.651472 = -152094.660176 nChanged 2 SP:Iteration 18Q (88510.250000 sec): 3 clusters Score: Raw -155462.303117 + Penalty 3365.651472 = -152096.651645 nChanged 1 SP:Iteration 19Q (88510.470000 sec): 3 clusters Score: Raw -155466.443980 + Penalty 3365.651472 = -152100.792509 nChanged 3 SP:Iteration 20F (88510.650000 sec): 3 clusters Score: Raw -155470.028474 + Penalty 3365.651472 = -152104.377002 nChanged 3 SP:Iteration 21Q (88510.840000 sec): 3 clusters Score: Raw -155479.176716 + Penalty 3365.651472 = -152113.525244 nChanged 5 SP:Iteration 22Q (88511.020000 sec): 3 clusters Score: Raw -155496.464382 + Penalty 3365.651472 = -152130.812910 nChanged 6 SP:Iteration 23Q (88511.190000 sec): 3 clusters Score: Raw -155506.768211 + Penalty 3365.651472 = -152141.116739 nChanged 4 SP:Iteration 24Q (88511.390000 sec): 3 clusters Score: Raw -155513.359926 + Penalty 3365.651472 = -152147.708455 nChanged 5 SP:Iteration 25Q (88511.510000 sec): 3 clusters Score: Raw -155519.418407 + Penalty 3365.651472 = -152153.766935 nChanged 6 SP:Iteration 26Q (88511.670000 sec): 3 clusters Score: Raw -155527.072687 + Penalty 3365.651472 = -152161.421215 nChanged 4 SP:Iteration 27Q (88511.810000 sec): 3 clusters Score: Raw -155532.002421 + Penalty 3365.651472 = -152166.350949 nChanged 1 SP:Iteration 28Q (88511.910000 sec): 3 clusters Score: Raw -155533.618087 + Penalty 3365.651472 = -152167.966616 nChanged 2 SP:Iteration 29Q (88512.100000 sec): 3 clusters Score: Raw -155536.241312 + Penalty 3365.651472 = -152170.589840 nChanged 2 SP:Iteration 30Q (88512.240000 sec): 3 clusters Score: Raw -155539.255275 + Penalty 3365.651472 = -152173.603803 nChanged 0 SP:Iteration 31F (88512.430000 sec): 3 clusters Score: Raw -155539.255275 + Penalty 3365.651472 = -152173.603803 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88512.500000 sec): 2 clusters Score: Raw -60717.226117 + Penalty 1449.916816 = -59267.309301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88512.660000 sec): 3 clusters Score: Raw -60786.918968 + Penalty 2899.833632 = -57887.085336 nChanged 41 SP:Iteration 1F (88512.790000 sec): 3 clusters Score: Raw -60898.334450 + Penalty 2899.833632 = -57998.500817 nChanged 13 SP:Iteration 2Q (88513.040000 sec): 3 clusters Score: Raw -60942.404480 + Penalty 2899.833632 = -58042.570848 nChanged 7 SP:Iteration 3Q (88513.300000 sec): 3 clusters Score: Raw -60978.238097 + Penalty 2899.833632 = -58078.404465 nChanged 3 SP:Iteration 4Q (88513.540000 sec): 3 clusters Score: Raw -60992.771195 + Penalty 2899.833632 = -58092.937563 nChanged 1 SP:Iteration 5Q (88513.730000 sec): 3 clusters Score: Raw -60994.594664 + Penalty 2899.833632 = -58094.761031 nChanged 1 SP:Iteration 6Q (88513.910000 sec): 3 clusters Score: Raw -60998.228779 + Penalty 2899.833632 = -58098.395147 nChanged 0 SP:Iteration 7F (88514.090000 sec): 3 clusters Score: Raw -60998.228779 + Penalty 2899.833632 = -58098.395147 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 66 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88514.270000 sec): 2 clusters Score: Raw -24832.151722 + Penalty 1346.477716 = -23485.674006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88514.490000 sec): 3 clusters Score: Raw -25081.961671 + Penalty 2692.955432 = -22389.006239 nChanged 25 SP:Iteration 1F (88514.670000 sec): 3 clusters Score: Raw -25149.522328 + Penalty 2692.955432 = -22456.566896 nChanged 5 SP:Iteration 2Q (88514.880000 sec): 3 clusters Score: Raw -25173.123626 + Penalty 2692.955432 = -22480.168194 nChanged 3 SP:Iteration 3Q (88515.080000 sec): 3 clusters Score: Raw -25183.379145 + Penalty 2692.955432 = -22490.423713 nChanged 2 SP:Iteration 4Q (88515.180000 sec): 3 clusters Score: Raw -25188.548673 + Penalty 2692.955432 = -22495.593241 nChanged 2 SP:Iteration 5Q (88515.350000 sec): 3 clusters Score: Raw -25193.712156 + Penalty 2692.955432 = -22500.756724 nChanged 0 SP:Iteration 6F (88515.530000 sec): 3 clusters Score: Raw -25193.712156 + Penalty 2692.955432 = -22500.756724 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88515.630000 sec): 2 clusters Score: Raw -94716.143916 + Penalty 1564.408413 = -93151.735502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88515.850000 sec): 3 clusters Score: Raw -94683.006488 + Penalty 3128.816827 = -91554.189661 nChanged 102 SP:Iteration 1F (88516.000000 sec): 3 clusters Score: Raw -94872.645737 + Penalty 3128.816827 = -91743.828910 nChanged 24 SP:Iteration 2Q (88516.240000 sec): 3 clusters Score: Raw -94916.878649 + Penalty 3128.816827 = -91788.061822 nChanged 10 SP:Iteration 3Q (88516.360000 sec): 3 clusters Score: Raw -94937.522150 + Penalty 3128.816827 = -91808.705323 nChanged 3 SP:Iteration 4Q (88516.590000 sec): 3 clusters Score: Raw -94944.902407 + Penalty 3128.816827 = -91816.085580 nChanged 2 SP:Iteration 5Q (88516.790000 sec): 3 clusters Score: Raw -94948.823340 + Penalty 3128.816827 = -91820.006513 nChanged 1 SP:Iteration 6Q (88516.940000 sec): 3 clusters Score: Raw -94950.092143 + Penalty 3128.816827 = -91821.275316 nChanged 0 SP:Iteration 7F (88517.110000 sec): 3 clusters Score: Raw -94950.092143 + Penalty 3128.816827 = -91821.275316 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 68 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88517.230000 sec): 2 clusters Score: Raw -49202.599113 + Penalty 1402.685969 = -47799.913144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88517.440000 sec): 3 clusters Score: Raw -49393.389220 + Penalty 2805.371938 = -46588.017282 nChanged 37 SP:Iteration 1F (88517.600000 sec): 3 clusters Score: Raw -49582.582364 + Penalty 2805.371938 = -46777.210425 nChanged 14 SP:Iteration 2Q (88517.770000 sec): 3 clusters Score: Raw -49696.398140 + Penalty 2805.371938 = -46891.026202 nChanged 10 SP:Iteration 3Q (88517.970000 sec): 3 clusters Score: Raw -49766.191716 + Penalty 2805.371938 = -46960.819778 nChanged 8 SP:Iteration 4Q (88518.230000 sec): 3 clusters Score: Raw -49806.652278 + Penalty 2805.371938 = -47001.280340 nChanged 6 SP:Iteration 5Q (88518.410000 sec): 3 clusters Score: Raw -49830.513156 + Penalty 2805.371938 = -47025.141218 nChanged 3 SP:Iteration 6Q (88518.590000 sec): 3 clusters Score: Raw -49841.914110 + Penalty 2805.371938 = -47036.542172 nChanged 1 SP:Iteration 7Q (88518.770000 sec): 3 clusters Score: Raw -49849.549202 + Penalty 2805.371938 = -47044.177264 nChanged 1 SP:Iteration 8Q (88518.950000 sec): 3 clusters Score: Raw -49852.316864 + Penalty 2805.371938 = -47046.944926 nChanged 1 SP:Iteration 9Q (88519.130000 sec): 3 clusters Score: Raw -49856.599975 + Penalty 2805.371938 = -47051.228037 nChanged 0 SP:Iteration 10F (88519.300000 sec): 3 clusters Score: Raw -49856.599975 + Penalty 2805.371938 = -47051.228037 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 69 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88519.400000 sec): 2 clusters Score: Raw -12212.923072 + Penalty 1104.678129 = -11108.244942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88519.600000 sec): 3 clusters Score: Raw -13043.659194 + Penalty 2209.356259 = -10834.302935 nChanged 1 SP:Iteration 1Q (88519.830000 sec): 3 clusters Score: Raw -13053.773577 + Penalty 2209.356259 = -10844.417318 nChanged 0 SP:Iteration 2F (88520.010000 sec): 3 clusters Score: Raw -13053.773577 + Penalty 2209.356259 = -10844.417318 nChanged 0 Deleting Class 24 (54 points): Lose 2925.966104 but Gain 3578.798581 Iteration 299Q (88651.130000 sec): 69 clusters Score: Raw -340485422.200614 + Penalty 243358.303494 = -340242063.897120 nChanged 63 Iteration 300F (88892.150000 sec): 69 clusters Score: Raw -340486875.895268 + Penalty 243358.303494 = -340243517.591774 nChanged 39 Iteration 301Q (89009.990000 sec): 69 clusters Score: Raw -340487421.948450 + Penalty 243358.303494 = -340244063.644956 nChanged 20 Iteration 302Q (89121.510000 sec): 69 clusters Score: Raw -340487483.215001 + Penalty 243358.303494 = -340244124.911507 nChanged 17 Iteration 303Q (89235.340000 sec): 69 clusters Score: Raw -340487497.310583 + Penalty 243358.303494 = -340244139.007089 nChanged 15 Iteration 304Q (89351.880000 sec): 69 clusters Score: Raw -340487500.304530 + Penalty 243358.303494 = -340244142.001036 nChanged 15 Iteration 305Q (89466.520000 sec): 69 clusters Score: Raw -340487503.551556 + Penalty 243358.303494 = -340244145.248062 nChanged 14 Iteration 306Q (89577.120000 sec): 69 clusters Score: Raw -340487506.379769 + Penalty 243358.303494 = -340244148.076275 nChanged 17 Iteration 307Q (89679.430000 sec): 69 clusters Score: Raw -340487508.014392 + Penalty 243358.303494 = -340244149.710898 nChanged 9 Iteration 308Q (89798.810000 sec): 69 clusters Score: Raw -340487508.211745 + Penalty 243358.303494 = -340244149.908251 nChanged 10 Iteration 309Q (89910.120000 sec): 69 clusters Score: Raw -340487508.404520 + Penalty 243358.303494 = -340244150.101026 nChanged 11 Iteration 310Q (90042.230000 sec): 69 clusters Score: Raw -340487508.532204 + Penalty 243358.303494 = -340244150.228710 nChanged 15 Iteration 311Q (90165.590000 sec): 69 clusters Score: Raw -340487508.650472 + Penalty 243358.303494 = -340244150.346978 nChanged 11 Iteration 312Q (90283.750000 sec): 69 clusters Score: Raw -340487508.794943 + Penalty 243358.303494 = -340244150.491449 nChanged 11 Iteration 313Q (90404.250000 sec): 69 clusters Score: Raw -340487508.926081 + Penalty 243358.303494 = -340244150.622587 nChanged 10 Iteration 314Q (90539.690000 sec): 69 clusters Score: Raw -340487509.014469 + Penalty 243358.303494 = -340244150.710975 nChanged 12 Iteration 315Q (90670.960000 sec): 69 clusters Score: Raw -340487509.128026 + Penalty 243358.303494 = -340244150.824532 nChanged 13 Iteration 316Q (90794.560000 sec): 69 clusters Score: Raw -340487509.316922 + Penalty 243358.303494 = -340244151.013428 nChanged 6 Iteration 317Q (90922.200000 sec): 69 clusters Score: Raw -340487509.367258 + Penalty 243358.303494 = -340244151.063764 nChanged 6 Iteration 318Q (91066.020000 sec): 69 clusters Score: Raw -340487509.439170 + Penalty 243358.303494 = -340244151.135676 nChanged 5 Iteration 319Q (91204.150000 sec): 69 clusters Score: Raw -340487509.472499 + Penalty 243358.303494 = -340244151.169005 nChanged 3 Iteration 320F (91460.930000 sec): 69 clusters Score: Raw -340487509.534755 + Penalty 243358.303494 = -340244151.231261 nChanged 4 Iteration 321Q (91586.000000 sec): 69 clusters Score: Raw -340487509.562017 + Penalty 243358.303494 = -340244151.258523 nChanged 4 Iteration 322Q (91703.720000 sec): 69 clusters Score: Raw -340487509.588640 + Penalty 243358.303494 = -340244151.285146 nChanged 9 Iteration 323Q (91846.060000 sec): 69 clusters Score: Raw -340487509.647994 + Penalty 243358.303494 = -340244151.344500 nChanged 6 Iteration 324Q (91988.000000 sec): 69 clusters Score: Raw -340487509.692671 + Penalty 243358.303494 = -340244151.389177 nChanged 10 Iteration 325Q (92131.280000 sec): 69 clusters Score: Raw -340487509.807858 + Penalty 243358.303494 = -340244151.504364 nChanged 18 Iteration 326Q (92261.090000 sec): 69 clusters Score: Raw -340487510.017451 + Penalty 243358.303494 = -340244151.713957 nChanged 17 Iteration 327Q (92392.850000 sec): 69 clusters Score: Raw -340487510.154489 + Penalty 243358.303494 = -340244151.850995 nChanged 14 Iteration 328Q (92516.220000 sec): 69 clusters Score: Raw -340487510.248505 + Penalty 243358.303494 = -340244151.945011 nChanged 14 Iteration 329Q (92633.630000 sec): 69 clusters Score: Raw -340487510.368039 + Penalty 243358.303494 = -340244152.064545 nChanged 15 Iteration 330Q (92763.370000 sec): 69 clusters Score: Raw -340487510.459056 + Penalty 243358.303494 = -340244152.155562 nChanged 11 Iteration 331Q (92886.150000 sec): 69 clusters Score: Raw -340487510.533776 + Penalty 243358.303494 = -340244152.230282 nChanged 16 Iteration 332Q (93015.630000 sec): 69 clusters Score: Raw -340487510.634013 + Penalty 243358.303494 = -340244152.330519 nChanged 13 Iteration 333Q (93131.640000 sec): 69 clusters Score: Raw -340487510.750961 + Penalty 243358.303494 = -340244152.447467 nChanged 13 Iteration 334Q (93255.800000 sec): 69 clusters Score: Raw -340487510.838247 + Penalty 243358.303494 = -340244152.534753 nChanged 12 Iteration 335Q (93382.930000 sec): 69 clusters Score: Raw -340487510.925864 + Penalty 243358.303494 = -340244152.622370 nChanged 17 Iteration 336Q (93503.620000 sec): 69 clusters Score: Raw -340487511.046289 + Penalty 243358.303494 = -340244152.742795 nChanged 13 Iteration 337Q (93628.620000 sec): 69 clusters Score: Raw -340487511.169549 + Penalty 243358.303494 = -340244152.866055 nChanged 11 Iteration 338Q (93753.630000 sec): 69 clusters Score: Raw -340487511.254395 + Penalty 243358.303494 = -340244152.950901 nChanged 10 Writing temp clu file Because OldScore, -340244152.866055, is greater than current (better) Score,-340244152.950901 Compute initial score before splitting: Score: Raw -340487511.254395 + Penalty 243358.303494 = -340244152.950901 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (464670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93756.910000 sec): 2 clusters Score: Raw -90198437.416572 + Penalty 3236.172523 = -90195201.244048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93759.740000 sec): 3 clusters Score: Raw -89888176.436915 + Penalty 6472.345047 = -89881704.091868 nChanged 226266 SP:Iteration 1F (93762.480000 sec): 3 clusters Score: Raw -90022458.205880 + Penalty 6472.345047 = -90015985.860833 nChanged 10956 SP:Iteration 2Q (93765.130000 sec): 3 clusters Score: Raw -90024374.726441 + Penalty 6472.345047 = -90017902.381395 nChanged 12852 SP:Iteration 3Q (93767.780000 sec): 3 clusters Score: Raw -90027191.647265 + Penalty 6472.345047 = -90020719.302218 nChanged 15962 SP:Iteration 4Q (93770.700000 sec): 3 clusters Score: Raw -90031826.853146 + Penalty 6472.345047 = -90025354.508100 nChanged 21056 SP:Iteration 5Q (93773.800000 sec): 3 clusters Score: Raw -90040327.163268 + Penalty 6472.345047 = -90033854.818221 nChanged 28283 SP:Iteration 6F (93776.370000 sec): 3 clusters Score: Raw -90056020.037309 + Penalty 6472.345047 = -90049547.692263 nChanged 36708 SP:Iteration 7F (93778.970000 sec): 3 clusters Score: Raw -90083096.583053 + Penalty 6472.345047 = -90076624.238007 nChanged 41836 SP:Iteration 8F (93781.600000 sec): 3 clusters Score: Raw -90121266.628386 + Penalty 6472.345047 = -90114794.283339 nChanged 38143 SP:Iteration 9F (93784.270000 sec): 3 clusters Score: Raw -90160586.294567 + Penalty 6472.345047 = -90154113.949521 nChanged 24166 SP:Iteration 10F (93786.880000 sec): 3 clusters Score: Raw -90185805.214729 + Penalty 6472.345047 = -90179332.869683 nChanged 9685 SP:Iteration 11Q (93789.520000 sec): 3 clusters Score: Raw -90195262.873584 + Penalty 6472.345047 = -90188790.528538 nChanged 2682 SP:Iteration 12Q (93791.820000 sec): 3 clusters Score: Raw -90197761.181710 + Penalty 6472.345047 = -90191288.836663 nChanged 590 SP:Iteration 13Q (93794.010000 sec): 3 clusters Score: Raw -90198375.114356 + Penalty 6472.345047 = -90191902.769309 nChanged 171 SP:Iteration 14Q (93796.340000 sec): 3 clusters Score: Raw -90198592.637244 + Penalty 6472.345047 = -90192120.292197 nChanged 73 SP:Iteration 15Q (93798.570000 sec): 3 clusters Score: Raw -90198698.285508 + Penalty 6472.345047 = -90192225.940461 nChanged 40 SP:Iteration 16Q (93800.940000 sec): 3 clusters Score: Raw -90198751.778053 + Penalty 6472.345047 = -90192279.433006 nChanged 22 SP:Iteration 17Q (93802.860000 sec): 3 clusters Score: Raw -90198778.282960 + Penalty 6472.345047 = -90192305.937914 nChanged 14 SP:Iteration 18Q (93804.940000 sec): 3 clusters Score: Raw -90198793.546678 + Penalty 6472.345047 = -90192321.201631 nChanged 8 SP:Iteration 19Q (93807.160000 sec): 3 clusters Score: Raw -90198803.220483 + Penalty 6472.345047 = -90192330.875437 nChanged 6 SP:Iteration 20F (93809.890000 sec): 3 clusters Score: Raw -90198811.016047 + Penalty 6472.345047 = -90192338.671000 nChanged 6 SP:Iteration 21Q (93812.370000 sec): 3 clusters Score: Raw -90198820.357171 + Penalty 6472.345047 = -90192348.012124 nChanged 4 SP:Iteration 22Q (93814.830000 sec): 3 clusters Score: Raw -90198823.568878 + Penalty 6472.345047 = -90192351.223831 nChanged 4 SP:Iteration 23Q (93817.290000 sec): 3 clusters Score: Raw -90198830.701721 + Penalty 6472.345047 = -90192358.356674 nChanged 3 SP:Iteration 24Q (93819.560000 sec): 3 clusters Score: Raw -90198833.993799 + Penalty 6472.345047 = -90192361.648753 nChanged 3 SP:Iteration 25Q (93821.810000 sec): 3 clusters Score: Raw -90198838.622773 + Penalty 6472.345047 = -90192366.277727 nChanged 1 SP:Iteration 26Q (93823.600000 sec): 3 clusters Score: Raw -90198839.971040 + Penalty 6472.345047 = -90192367.625993 nChanged 1 SP:Iteration 27Q (93825.290000 sec): 3 clusters Score: Raw -90198840.640503 + Penalty 6472.345047 = -90192368.295457 nChanged 0 SP:Iteration 28F (93827.770000 sec): 3 clusters Score: Raw -90198840.640503 + Penalty 6472.345047 = -90192368.295457 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93828.130000 sec): 2 clusters Score: Raw -81285.083529 + Penalty 1522.691369 = -79762.392160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93828.330000 sec): 3 clusters Score: Raw -81431.005864 + Penalty 3045.382738 = -78385.623126 nChanged 73 SP:Iteration 1F (93828.530000 sec): 3 clusters Score: Raw -81568.188228 + Penalty 3045.382738 = -78522.805490 nChanged 13 SP:Iteration 2Q (93828.720000 sec): 3 clusters Score: Raw -81597.694216 + Penalty 3045.382738 = -78552.311478 nChanged 7 SP:Iteration 3Q (93828.920000 sec): 3 clusters Score: Raw -81606.078171 + Penalty 3045.382738 = -78560.695433 nChanged 7 SP:Iteration 4Q (93829.090000 sec): 3 clusters Score: Raw -81628.474383 + Penalty 3045.382738 = -78583.091645 nChanged 4 SP:Iteration 5Q (93829.300000 sec): 3 clusters Score: Raw -81642.782491 + Penalty 3045.382738 = -78597.399753 nChanged 7 SP:Iteration 6Q (93829.470000 sec): 3 clusters Score: Raw -81660.856378 + Penalty 3045.382738 = -78615.473640 nChanged 7 SP:Iteration 7Q (93829.650000 sec): 3 clusters Score: Raw -81676.939392 + Penalty 3045.382738 = -78631.556655 nChanged 6 SP:Iteration 8Q (93829.830000 sec): 3 clusters Score: Raw -81691.491805 + Penalty 3045.382738 = -78646.109067 nChanged 3 SP:Iteration 9Q (93830.000000 sec): 3 clusters Score: Raw -81694.739246 + Penalty 3045.382738 = -78649.356508 nChanged 2 SP:Iteration 10Q (93830.170000 sec): 3 clusters Score: Raw -81698.643879 + Penalty 3045.382738 = -78653.261141 nChanged 2 SP:Iteration 11Q (93830.320000 sec): 3 clusters Score: Raw -81703.566680 + Penalty 3045.382738 = -78658.183942 nChanged 3 SP:Iteration 12Q (93830.530000 sec): 3 clusters Score: Raw -81710.688329 + Penalty 3045.382738 = -78665.305591 nChanged 2 SP:Iteration 13Q (93830.720000 sec): 3 clusters Score: Raw -81712.302688 + Penalty 3045.382738 = -78666.919950 nChanged 2 SP:Iteration 14Q (93830.900000 sec): 3 clusters Score: Raw -81718.195323 + Penalty 3045.382738 = -78672.812585 nChanged 4 SP:Iteration 15Q (93831.150000 sec): 3 clusters Score: Raw -81723.551442 + Penalty 3045.382738 = -78678.168705 nChanged 4 SP:Iteration 16Q (93831.310000 sec): 3 clusters Score: Raw -81728.574515 + Penalty 3045.382738 = -78683.191777 nChanged 2 SP:Iteration 17Q (93831.490000 sec): 3 clusters Score: Raw -81733.805984 + Penalty 3045.382738 = -78688.423246 nChanged 2 SP:Iteration 18Q (93831.640000 sec): 3 clusters Score: Raw -81737.378614 + Penalty 3045.382738 = -78691.995876 nChanged 2 SP:Iteration 19Q (93831.790000 sec): 3 clusters Score: Raw -81740.225083 + Penalty 3045.382738 = -78694.842345 nChanged 2 SP:Iteration 20F (93831.980000 sec): 3 clusters Score: Raw -81744.093114 + Penalty 3045.382738 = -78698.710376 nChanged 2 SP:Iteration 21Q (93832.150000 sec): 3 clusters Score: Raw -81745.876659 + Penalty 3045.382738 = -78700.493921 nChanged 0 SP:Iteration 22F (93832.320000 sec): 3 clusters Score: Raw -81745.876659 + Penalty 3045.382738 = -78700.493921 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93832.440000 sec): 2 clusters Score: Raw -48513.058978 + Penalty 1485.262431 = -47027.796547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93832.590000 sec): 3 clusters Score: Raw -48669.290827 + Penalty 2970.524863 = -45698.765964 nChanged 78 SP:Iteration 1F (93832.820000 sec): 3 clusters Score: Raw -48871.687033 + Penalty 2970.524863 = -45901.162170 nChanged 23 SP:Iteration 2F (93832.970000 sec): 3 clusters Score: Raw -48961.455698 + Penalty 2970.524863 = -45990.930836 nChanged 14 SP:Iteration 3Q (93833.200000 sec): 3 clusters Score: Raw -49000.490137 + Penalty 2970.524863 = -46029.965274 nChanged 10 SP:Iteration 4Q (93833.360000 sec): 3 clusters Score: Raw -49030.300157 + Penalty 2970.524863 = -46059.775295 nChanged 4 SP:Iteration 5Q (93833.560000 sec): 3 clusters Score: Raw -49044.759626 + Penalty 2970.524863 = -46074.234763 nChanged 1 SP:Iteration 6Q (93833.700000 sec): 3 clusters Score: Raw -49049.659570 + Penalty 2970.524863 = -46079.134707 nChanged 2 SP:Iteration 7Q (93833.890000 sec): 3 clusters Score: Raw -49057.742811 + Penalty 2970.524863 = -46087.217948 nChanged 1 SP:Iteration 8Q (93834.080000 sec): 3 clusters Score: Raw -49072.255154 + Penalty 2970.524863 = -46101.730291 nChanged 0 SP:Iteration 9F (93834.240000 sec): 3 clusters Score: Raw -49072.255154 + Penalty 2970.524863 = -46101.730291 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (709271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93837.770000 sec): 2 clusters Score: Raw -131767245.965795 + Penalty 3341.054254 = -131763904.911540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93842.070000 sec): 3 clusters Score: Raw -131290287.708510 + Penalty 6682.108509 = -131283605.600001 nChanged 347228 SP:Iteration 1F (93846.000000 sec): 3 clusters Score: Raw -131498629.891781 + Penalty 6682.108509 = -131491947.783272 nChanged 15039 SP:Iteration 2Q (93850.350000 sec): 3 clusters Score: Raw -131501094.429591 + Penalty 6682.108509 = -131494412.321082 nChanged 17280 SP:Iteration 3Q (93854.950000 sec): 3 clusters Score: Raw -131504511.603378 + Penalty 6682.108509 = -131497829.494870 nChanged 20301 SP:Iteration 4Q (93859.010000 sec): 3 clusters Score: Raw -131509341.807844 + Penalty 6682.108509 = -131502659.699336 nChanged 23738 SP:Iteration 5Q (93863.190000 sec): 3 clusters Score: Raw -131516009.998324 + Penalty 6682.108509 = -131509327.889816 nChanged 27486 SP:Iteration 6Q (93867.230000 sec): 3 clusters Score: Raw -131524779.625559 + Penalty 6682.108509 = -131518097.517051 nChanged 30253 SP:Iteration 7Q (93871.340000 sec): 3 clusters Score: Raw -131535140.263522 + Penalty 6682.108509 = -131528458.155013 nChanged 31268 SP:Iteration 8Q (93875.360000 sec): 3 clusters Score: Raw -131546218.022479 + Penalty 6682.108509 = -131539535.913970 nChanged 31095 SP:Iteration 9Q (93879.350000 sec): 3 clusters Score: Raw -131557249.281157 + Penalty 6682.108509 = -131550567.172649 nChanged 29721 SP:Iteration 10Q (93883.560000 sec): 3 clusters Score: Raw -131567692.753882 + Penalty 6682.108509 = -131561010.645374 nChanged 28200 SP:Iteration 11Q (93887.720000 sec): 3 clusters Score: Raw -131577544.701599 + Penalty 6682.108509 = -131570862.593090 nChanged 27280 SP:Iteration 12Q (93893.020000 sec): 3 clusters Score: Raw -131587306.260271 + Penalty 6682.108509 = -131580624.151762 nChanged 27749 SP:Iteration 13Q (93897.910000 sec): 3 clusters Score: Raw -131598011.217049 + Penalty 6682.108509 = -131591329.108540 nChanged 30371 SP:Iteration 14Q (93901.880000 sec): 3 clusters Score: Raw -131611208.979099 + Penalty 6682.108509 = -131604526.870591 nChanged 34539 SP:Iteration 15Q (93905.860000 sec): 3 clusters Score: Raw -131628202.564027 + Penalty 6682.108509 = -131621520.455518 nChanged 39221 SP:Iteration 16F (93909.790000 sec): 3 clusters Score: Raw -131649872.113851 + Penalty 6682.108509 = -131643190.005342 nChanged 41179 SP:Iteration 17F (93913.700000 sec): 3 clusters Score: Raw -131674571.230271 + Penalty 6682.108509 = -131667889.121762 nChanged 39866 SP:Iteration 18F (93917.410000 sec): 3 clusters Score: Raw -131700069.877919 + Penalty 6682.108509 = -131693387.769410 nChanged 34932 SP:Iteration 19Q (93921.140000 sec): 3 clusters Score: Raw -131722938.440939 + Penalty 6682.108509 = -131716256.332430 nChanged 27144 SP:Iteration 20F (93925.020000 sec): 3 clusters Score: Raw -131740364.423362 + Penalty 6682.108509 = -131733682.314854 nChanged 19072 SP:Iteration 21Q (93928.650000 sec): 3 clusters Score: Raw -131751946.296673 + Penalty 6682.108509 = -131745264.188164 nChanged 12541 SP:Iteration 22Q (93931.950000 sec): 3 clusters Score: Raw -131758979.198085 + Penalty 6682.108509 = -131752297.089576 nChanged 7770 SP:Iteration 23Q (93935.450000 sec): 3 clusters Score: Raw -131762915.358450 + Penalty 6682.108509 = -131756233.249942 nChanged 4662 SP:Iteration 24Q (93939.070000 sec): 3 clusters Score: Raw -131765044.073624 + Penalty 6682.108509 = -131758361.965115 nChanged 2788 SP:Iteration 25Q (93942.460000 sec): 3 clusters Score: Raw -131766224.528396 + Penalty 6682.108509 = -131759542.419887 nChanged 1763 SP:Iteration 26Q (93945.630000 sec): 3 clusters Score: Raw -131766923.710547 + Penalty 6682.108509 = -131760241.602038 nChanged 1176 SP:Iteration 27Q (93948.730000 sec): 3 clusters Score: Raw -131767374.265445 + Penalty 6682.108509 = -131760692.156937 nChanged 781 SP:Iteration 28Q (93951.890000 sec): 3 clusters Score: Raw -131767633.923834 + Penalty 6682.108509 = -131760951.815326 nChanged 560 SP:Iteration 29Q (93955.090000 sec): 3 clusters Score: Raw -131767796.474427 + Penalty 6682.108509 = -131761114.365918 nChanged 370 SP:Iteration 30Q (93958.280000 sec): 3 clusters Score: Raw -131767898.199691 + Penalty 6682.108509 = -131761216.091183 nChanged 294 SP:Iteration 31Q (93961.370000 sec): 3 clusters Score: Raw -131767974.127161 + Penalty 6682.108509 = -131761292.018652 nChanged 242 SP:Iteration 32Q (93964.470000 sec): 3 clusters Score: Raw -131768033.075502 + Penalty 6682.108509 = -131761350.966993 nChanged 184 SP:Iteration 33Q (93967.460000 sec): 3 clusters Score: Raw -131768082.190855 + Penalty 6682.108509 = -131761400.082346 nChanged 160 SP:Iteration 34Q (93970.490000 sec): 3 clusters Score: Raw -131768118.057296 + Penalty 6682.108509 = -131761435.948788 nChanged 129 SP:Iteration 35Q (93973.860000 sec): 3 clusters Score: Raw -131768143.703372 + Penalty 6682.108509 = -131761461.594864 nChanged 104 SP:Iteration 36Q (93976.920000 sec): 3 clusters Score: Raw -131768166.968294 + Penalty 6682.108509 = -131761484.859785 nChanged 91 SP:Iteration 37Q (93979.550000 sec): 3 clusters Score: Raw -131768186.165960 + Penalty 6682.108509 = -131761504.057451 nChanged 73 SP:Iteration 38Q (93982.050000 sec): 3 clusters Score: Raw -131768197.701910 + Penalty 6682.108509 = -131761515.593401 nChanged 58 SP:Iteration 39Q (93984.720000 sec): 3 clusters Score: Raw -131768207.657821 + Penalty 6682.108509 = -131761525.549313 nChanged 49 SP:Iteration 40F (93988.080000 sec): 3 clusters Score: Raw -131768214.936307 + Penalty 6682.108509 = -131761532.827798 nChanged 32 SP:Iteration 41Q (93990.770000 sec): 3 clusters Score: Raw -131768220.673764 + Penalty 6682.108509 = -131761538.565255 nChanged 32 SP:Iteration 42Q (93993.740000 sec): 3 clusters Score: Raw -131768226.164727 + Penalty 6682.108509 = -131761544.056218 nChanged 29 SP:Iteration 43Q (93996.420000 sec): 3 clusters Score: Raw -131768230.459928 + Penalty 6682.108509 = -131761548.351419 nChanged 21 SP:Iteration 44Q (93999.000000 sec): 3 clusters Score: Raw -131768233.476026 + Penalty 6682.108509 = -131761551.367517 nChanged 17 SP:Iteration 45Q (94001.720000 sec): 3 clusters Score: Raw -131768235.627034 + Penalty 6682.108509 = -131761553.518526 nChanged 18 SP:Iteration 46Q (94004.340000 sec): 3 clusters Score: Raw -131768238.917230 + Penalty 6682.108509 = -131761556.808721 nChanged 22 SP:Iteration 47Q (94007.030000 sec): 3 clusters Score: Raw -131768242.449881 + Penalty 6682.108509 = -131761560.341372 nChanged 16 SP:Iteration 48Q (94009.720000 sec): 3 clusters Score: Raw -131768244.827783 + Penalty 6682.108509 = -131761562.719274 nChanged 20 SP:Iteration 49Q (94012.460000 sec): 3 clusters Score: Raw -131768247.958266 + Penalty 6682.108509 = -131761565.849757 nChanged 18 SP:Iteration 50Q (94015.250000 sec): 3 clusters Score: Raw -131768251.276808 + Penalty 6682.108509 = -131761569.168299 nChanged 21 SP:Iteration 51Q (94017.990000 sec): 3 clusters Score: Raw -131768254.962892 + Penalty 6682.108509 = -131761572.854383 nChanged 18 SP:Iteration 52Q (94020.650000 sec): 3 clusters Score: Raw -131768258.231793 + Penalty 6682.108509 = -131761576.123285 nChanged 19 SP:Iteration 53Q (94023.270000 sec): 3 clusters Score: Raw -131768261.208759 + Penalty 6682.108509 = -131761579.100250 nChanged 17 SP:Iteration 54Q (94026.030000 sec): 3 clusters Score: Raw -131768263.898014 + Penalty 6682.108509 = -131761581.789505 nChanged 17 SP:Iteration 55Q (94028.850000 sec): 3 clusters Score: Raw -131768266.997254 + Penalty 6682.108509 = -131761584.888745 nChanged 21 SP:Iteration 56Q (94031.410000 sec): 3 clusters Score: Raw -131768270.274903 + Penalty 6682.108509 = -131761588.166395 nChanged 16 SP:Iteration 57Q (94034.270000 sec): 3 clusters Score: Raw -131768272.758609 + Penalty 6682.108509 = -131761590.650101 nChanged 15 SP:Iteration 58Q (94037.340000 sec): 3 clusters Score: Raw -131768275.305205 + Penalty 6682.108509 = -131761593.196696 nChanged 17 SP:Iteration 59Q (94040.310000 sec): 3 clusters Score: Raw -131768277.983762 + Penalty 6682.108509 = -131761595.875253 nChanged 15 SP:Iteration 60F (94044.020000 sec): 3 clusters Score: Raw -131768280.223865 + Penalty 6682.108509 = -131761598.115357 nChanged 11 SP:Iteration 61Q (94046.900000 sec): 3 clusters Score: Raw -131768281.792478 + Penalty 6682.108509 = -131761599.683969 nChanged 9 SP:Iteration 62Q (94049.870000 sec): 3 clusters Score: Raw -131768282.899982 + Penalty 6682.108509 = -131761600.791473 nChanged 7 SP:Iteration 63Q (94053.020000 sec): 3 clusters Score: Raw -131768283.896987 + Penalty 6682.108509 = -131761601.788478 nChanged 7 SP:Iteration 64Q (94055.880000 sec): 3 clusters Score: Raw -131768284.757263 + Penalty 6682.108509 = -131761602.648754 nChanged 8 SP:Iteration 65Q (94058.800000 sec): 3 clusters Score: Raw -131768285.886233 + Penalty 6682.108509 = -131761603.777724 nChanged 5 SP:Iteration 66Q (94061.650000 sec): 3 clusters Score: Raw -131768286.584015 + Penalty 6682.108509 = -131761604.475506 nChanged 7 SP:Iteration 67Q (94064.490000 sec): 3 clusters Score: Raw -131768287.650462 + Penalty 6682.108509 = -131761605.541954 nChanged 6 SP:Iteration 68Q (94067.420000 sec): 3 clusters Score: Raw -131768288.475571 + Penalty 6682.108509 = -131761606.367063 nChanged 4 SP:Iteration 69Q (94070.320000 sec): 3 clusters Score: Raw -131768289.201794 + Penalty 6682.108509 = -131761607.093285 nChanged 9 SP:Iteration 70Q (94073.490000 sec): 3 clusters Score: Raw -131768290.780410 + Penalty 6682.108509 = -131761608.671901 nChanged 10 SP:Iteration 71Q (94077.040000 sec): 3 clusters Score: Raw -131768292.826910 + Penalty 6682.108509 = -131761610.718401 nChanged 11 SP:Iteration 72Q (94080.980000 sec): 3 clusters Score: Raw -131768294.715975 + Penalty 6682.108509 = -131761612.607467 nChanged 9 SP:Iteration 73Q (94084.230000 sec): 3 clusters Score: Raw -131768296.220441 + Penalty 6682.108509 = -131761614.111933 nChanged 8 SP:Iteration 74Q (94087.450000 sec): 3 clusters Score: Raw -131768297.471580 + Penalty 6682.108509 = -131761615.363071 nChanged 8 SP:Iteration 75Q (94090.610000 sec): 3 clusters Score: Raw -131768298.762850 + Penalty 6682.108509 = -131761616.654342 nChanged 8 SP:Iteration 76Q (94093.830000 sec): 3 clusters Score: Raw -131768300.319693 + Penalty 6682.108509 = -131761618.211184 nChanged 9 SP:Iteration 77Q (94097.280000 sec): 3 clusters Score: Raw -131768301.711040 + Penalty 6682.108509 = -131761619.602532 nChanged 6 SP:Iteration 78Q (94100.510000 sec): 3 clusters Score: Raw -131768302.591723 + Penalty 6682.108509 = -131761620.483215 nChanged 6 SP:Iteration 79Q (94103.640000 sec): 3 clusters Score: Raw -131768303.396574 + Penalty 6682.108509 = -131761621.288066 nChanged 4 SP:Iteration 80F (94107.300000 sec): 3 clusters Score: Raw -131768303.912712 + Penalty 6682.108509 = -131761621.804203 nChanged 2 SP:Iteration 81Q (94110.230000 sec): 3 clusters Score: Raw -131768304.116526 + Penalty 6682.108509 = -131761622.008018 nChanged 2 SP:Iteration 82Q (94113.460000 sec): 3 clusters Score: Raw -131768304.301518 + Penalty 6682.108509 = -131761622.193009 nChanged 1 SP:Iteration 83Q (94116.560000 sec): 3 clusters Score: Raw -131768304.431016 + Penalty 6682.108509 = -131761622.322507 nChanged 1 SP:Iteration 84Q (94119.780000 sec): 3 clusters Score: Raw -131768304.607489 + Penalty 6682.108509 = -131761622.498981 nChanged 1 SP:Iteration 85Q (94122.980000 sec): 3 clusters Score: Raw -131768304.702801 + Penalty 6682.108509 = -131761622.594292 nChanged 1 SP:Iteration 86Q (94126.020000 sec): 3 clusters Score: Raw -131768304.878264 + Penalty 6682.108509 = -131761622.769755 nChanged 1 SP:Iteration 87Q (94129.040000 sec): 3 clusters Score: Raw -131768305.021545 + Penalty 6682.108509 = -131761622.913037 nChanged 2 SP:Iteration 88Q (94132.090000 sec): 3 clusters Score: Raw -131768305.211996 + Penalty 6682.108509 = -131761623.103487 nChanged 0 SP:Iteration 89F (94135.900000 sec): 3 clusters Score: Raw -131768305.211996 + Penalty 6682.108509 = -131761623.103487 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94136.340000 sec): 2 clusters Score: Raw -748479.712646 + Penalty 2064.495554 = -746415.217093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94136.520000 sec): 3 clusters Score: Raw -746610.639543 + Penalty 4128.991107 = -742481.648436 nChanged 1498 SP:Iteration 1F (94136.730000 sec): 3 clusters Score: Raw -747546.015639 + Penalty 4128.991107 = -743417.024532 nChanged 345 SP:Iteration 2F (94136.940000 sec): 3 clusters Score: Raw -747874.607506 + Penalty 4128.991107 = -743745.616399 nChanged 266 SP:Iteration 3F (94137.110000 sec): 3 clusters Score: Raw -748092.708302 + Penalty 4128.991107 = -743963.717195 nChanged 224 SP:Iteration 4F (94137.320000 sec): 3 clusters Score: Raw -748290.458141 + Penalty 4128.991107 = -744161.467034 nChanged 200 SP:Iteration 5Q (94137.520000 sec): 3 clusters Score: Raw -748471.906025 + Penalty 4128.991107 = -744342.914918 nChanged 174 SP:Iteration 6Q (94137.760000 sec): 3 clusters Score: Raw -748627.716530 + Penalty 4128.991107 = -744498.725423 nChanged 163 SP:Iteration 7Q (94137.920000 sec): 3 clusters Score: Raw -748763.702132 + Penalty 4128.991107 = -744634.711025 nChanged 149 SP:Iteration 8Q (94138.160000 sec): 3 clusters Score: Raw -748868.456336 + Penalty 4128.991107 = -744739.465229 nChanged 124 SP:Iteration 9Q (94138.340000 sec): 3 clusters Score: Raw -748955.976063 + Penalty 4128.991107 = -744826.984956 nChanged 125 SP:Iteration 10Q (94138.550000 sec): 3 clusters Score: Raw -749046.563420 + Penalty 4128.991107 = -744917.572313 nChanged 117 SP:Iteration 11Q (94138.780000 sec): 3 clusters Score: Raw -749131.877132 + Penalty 4128.991107 = -745002.886025 nChanged 94 SP:Iteration 12Q (94138.960000 sec): 3 clusters Score: Raw -749200.616026 + Penalty 4128.991107 = -745071.624918 nChanged 84 SP:Iteration 13Q (94139.210000 sec): 3 clusters Score: Raw -749248.331609 + Penalty 4128.991107 = -745119.340502 nChanged 62 SP:Iteration 14Q (94139.420000 sec): 3 clusters Score: Raw -749279.815129 + Penalty 4128.991107 = -745150.824022 nChanged 29 SP:Iteration 15Q (94139.610000 sec): 3 clusters Score: Raw -749295.521550 + Penalty 4128.991107 = -745166.530443 nChanged 26 SP:Iteration 16Q (94139.810000 sec): 3 clusters Score: Raw -749307.205453 + Penalty 4128.991107 = -745178.214346 nChanged 25 SP:Iteration 17Q (94140.010000 sec): 3 clusters Score: Raw -749321.827309 + Penalty 4128.991107 = -745192.836201 nChanged 25 SP:Iteration 18Q (94140.260000 sec): 3 clusters Score: Raw -749330.991861 + Penalty 4128.991107 = -745202.000754 nChanged 19 SP:Iteration 19Q (94140.490000 sec): 3 clusters Score: Raw -749339.251318 + Penalty 4128.991107 = -745210.260211 nChanged 23 SP:Iteration 20F (94140.680000 sec): 3 clusters Score: Raw -749348.583535 + Penalty 4128.991107 = -745219.592428 nChanged 20 SP:Iteration 21Q (94140.860000 sec): 3 clusters Score: Raw -749355.116412 + Penalty 4128.991107 = -745226.125305 nChanged 12 SP:Iteration 22Q (94141.110000 sec): 3 clusters Score: Raw -749358.869940 + Penalty 4128.991107 = -745229.878833 nChanged 12 SP:Iteration 23Q (94141.300000 sec): 3 clusters Score: Raw -749363.944730 + Penalty 4128.991107 = -745234.953623 nChanged 10 SP:Iteration 24Q (94141.470000 sec): 3 clusters Score: Raw -749367.009764 + Penalty 4128.991107 = -745238.018657 nChanged 5 SP:Iteration 25Q (94141.620000 sec): 3 clusters Score: Raw -749368.855145 + Penalty 4128.991107 = -745239.864038 nChanged 2 SP:Iteration 26Q (94141.820000 sec): 3 clusters Score: Raw -749369.515614 + Penalty 4128.991107 = -745240.524507 nChanged 3 SP:Iteration 27Q (94142.010000 sec): 3 clusters Score: Raw -749370.841966 + Penalty 4128.991107 = -745241.850859 nChanged 7 SP:Iteration 28Q (94142.200000 sec): 3 clusters Score: Raw -749373.080791 + Penalty 4128.991107 = -745244.089684 nChanged 7 SP:Iteration 29Q (94142.370000 sec): 3 clusters Score: Raw -749376.035543 + Penalty 4128.991107 = -745247.044436 nChanged 6 SP:Iteration 30Q (94142.500000 sec): 3 clusters Score: Raw -749378.093193 + Penalty 4128.991107 = -745249.102086 nChanged 4 SP:Iteration 31Q (94142.610000 sec): 3 clusters Score: Raw -749380.276820 + Penalty 4128.991107 = -745251.285712 nChanged 5 SP:Iteration 32Q (94142.720000 sec): 3 clusters Score: Raw -749381.428394 + Penalty 4128.991107 = -745252.437287 nChanged 1 SP:Iteration 33Q (94142.870000 sec): 3 clusters Score: Raw -749381.910066 + Penalty 4128.991107 = -745252.918959 nChanged 0 SP:Iteration 34F (94143.070000 sec): 3 clusters Score: Raw -749381.910066 + Penalty 4128.991107 = -745252.918959 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94143.150000 sec): 2 clusters Score: Raw -227975.872321 + Penalty 1780.468376 = -226195.403944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94143.350000 sec): 3 clusters Score: Raw -227591.203761 + Penalty 3560.936753 = -224030.267008 nChanged 366 SP:Iteration 1F (94143.450000 sec): 3 clusters Score: Raw -227889.569698 + Penalty 3560.936753 = -224328.632945 nChanged 91 SP:Iteration 2F (94143.610000 sec): 3 clusters Score: Raw -228002.783455 + Penalty 3560.936753 = -224441.846702 nChanged 67 SP:Iteration 3F (94143.830000 sec): 3 clusters Score: Raw -228074.166468 + Penalty 3560.936753 = -224513.229715 nChanged 36 SP:Iteration 4Q (94144.010000 sec): 3 clusters Score: Raw -228115.053843 + Penalty 3560.936753 = -224554.117091 nChanged 23 SP:Iteration 5Q (94144.170000 sec): 3 clusters Score: Raw -228143.182638 + Penalty 3560.936753 = -224582.245885 nChanged 21 SP:Iteration 6Q (94144.330000 sec): 3 clusters Score: Raw -228165.990985 + Penalty 3560.936753 = -224605.054232 nChanged 15 SP:Iteration 7Q (94144.430000 sec): 3 clusters Score: Raw -228183.556841 + Penalty 3560.936753 = -224622.620088 nChanged 11 SP:Iteration 8Q (94144.540000 sec): 3 clusters Score: Raw -228194.598237 + Penalty 3560.936753 = -224633.661484 nChanged 2 SP:Iteration 9Q (94144.710000 sec): 3 clusters Score: Raw -228197.107733 + Penalty 3560.936753 = -224636.170980 nChanged 2 SP:Iteration 10Q (94144.870000 sec): 3 clusters Score: Raw -228198.711879 + Penalty 3560.936753 = -224637.775126 nChanged 1 SP:Iteration 11Q (94145.050000 sec): 3 clusters Score: Raw -228199.687735 + Penalty 3560.936753 = -224638.750982 nChanged 2 SP:Iteration 12Q (94145.260000 sec): 3 clusters Score: Raw -228201.476299 + Penalty 3560.936753 = -224640.539546 nChanged 2 SP:Iteration 13Q (94145.440000 sec): 3 clusters Score: Raw -228204.968067 + Penalty 3560.936753 = -224644.031314 nChanged 2 SP:Iteration 14Q (94145.610000 sec): 3 clusters Score: Raw -228206.054217 + Penalty 3560.936753 = -224645.117465 nChanged 2 SP:Iteration 15Q (94145.780000 sec): 3 clusters Score: Raw -228207.045975 + Penalty 3560.936753 = -224646.109222 nChanged 0 SP:Iteration 16F (94145.960000 sec): 3 clusters Score: Raw -228207.045975 + Penalty 3560.936753 = -224646.109222 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94146.060000 sec): 2 clusters Score: Raw -38192.869965 + Penalty 1367.330329 = -36825.539636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94146.250000 sec): 3 clusters Score: Raw -38413.706310 + Penalty 2734.660658 = -35679.045652 nChanged 27 SP:Iteration 1F (94146.410000 sec): 3 clusters Score: Raw -38542.553517 + Penalty 2734.660658 = -35807.892859 nChanged 10 SP:Iteration 2Q (94146.600000 sec): 3 clusters Score: Raw -38584.254935 + Penalty 2734.660658 = -35849.594277 nChanged 7 SP:Iteration 3Q (94146.770000 sec): 3 clusters Score: Raw -38682.431171 + Penalty 2734.660658 = -35947.770513 nChanged 3 SP:Iteration 4Q (94146.980000 sec): 3 clusters Score: Raw -38714.218183 + Penalty 2734.660658 = -35979.557525 nChanged 2 SP:Iteration 5Q (94147.220000 sec): 3 clusters Score: Raw -38736.132377 + Penalty 2734.660658 = -36001.471719 nChanged 0 SP:Iteration 6F (94147.370000 sec): 3 clusters Score: Raw -38736.132377 + Penalty 2734.660658 = -36001.471719 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94147.490000 sec): 2 clusters Score: Raw -1416937.995812 + Penalty 2237.506079 = -1414700.489733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94147.720000 sec): 3 clusters Score: Raw -1412645.494378 + Penalty 4475.012157 = -1408170.482220 nChanged 3302 SP:Iteration 1F (94147.960000 sec): 3 clusters Score: Raw -1414610.418319 + Penalty 4475.012157 = -1410135.406162 nChanged 652 SP:Iteration 2F (94148.190000 sec): 3 clusters Score: Raw -1414994.860129 + Penalty 4475.012157 = -1410519.847972 nChanged 487 SP:Iteration 3F (94148.460000 sec): 3 clusters Score: Raw -1415265.348029 + Penalty 4475.012157 = -1410790.335872 nChanged 394 SP:Iteration 4Q (94148.670000 sec): 3 clusters Score: Raw -1415474.615639 + Penalty 4475.012157 = -1410999.603482 nChanged 345 SP:Iteration 5Q (94148.920000 sec): 3 clusters Score: Raw -1415678.071149 + Penalty 4475.012157 = -1411203.058992 nChanged 315 SP:Iteration 6Q (94149.080000 sec): 3 clusters Score: Raw -1415843.975412 + Penalty 4475.012157 = -1411368.963255 nChanged 300 SP:Iteration 7Q (94149.310000 sec): 3 clusters Score: Raw -1415985.998638 + Penalty 4475.012157 = -1411510.986481 nChanged 227 SP:Iteration 8Q (94149.520000 sec): 3 clusters Score: Raw -1416097.559919 + Penalty 4475.012157 = -1411622.547762 nChanged 203 SP:Iteration 9Q (94149.740000 sec): 3 clusters Score: Raw -1416208.256953 + Penalty 4475.012157 = -1411733.244796 nChanged 199 SP:Iteration 10Q (94149.990000 sec): 3 clusters Score: Raw -1416321.777949 + Penalty 4475.012157 = -1411846.765791 nChanged 193 SP:Iteration 11Q (94150.160000 sec): 3 clusters Score: Raw -1416426.141590 + Penalty 4475.012157 = -1411951.129433 nChanged 185 SP:Iteration 12Q (94150.400000 sec): 3 clusters Score: Raw -1416528.378222 + Penalty 4475.012157 = -1412053.366065 nChanged 171 SP:Iteration 13Q (94150.620000 sec): 3 clusters Score: Raw -1416624.485265 + Penalty 4475.012157 = -1412149.473108 nChanged 165 SP:Iteration 14Q (94150.850000 sec): 3 clusters Score: Raw -1416708.902079 + Penalty 4475.012157 = -1412233.889922 nChanged 140 SP:Iteration 15Q (94151.040000 sec): 3 clusters Score: Raw -1416784.069182 + Penalty 4475.012157 = -1412309.057024 nChanged 137 SP:Iteration 16Q (94151.300000 sec): 3 clusters Score: Raw -1416859.225272 + Penalty 4475.012157 = -1412384.213115 nChanged 135 SP:Iteration 17Q (94151.510000 sec): 3 clusters Score: Raw -1416927.881327 + Penalty 4475.012157 = -1412452.869170 nChanged 99 SP:Iteration 18Q (94151.710000 sec): 3 clusters Score: Raw -1416970.014754 + Penalty 4475.012157 = -1412495.002597 nChanged 81 SP:Iteration 19Q (94151.940000 sec): 3 clusters Score: Raw -1417009.682070 + Penalty 4475.012157 = -1412534.669913 nChanged 74 SP:Iteration 20F (94152.120000 sec): 3 clusters Score: Raw -1417041.533467 + Penalty 4475.012157 = -1412566.521310 nChanged 70 SP:Iteration 21Q (94152.340000 sec): 3 clusters Score: Raw -1417068.880102 + Penalty 4475.012157 = -1412593.867945 nChanged 60 SP:Iteration 22Q (94152.610000 sec): 3 clusters Score: Raw -1417094.776088 + Penalty 4475.012157 = -1412619.763931 nChanged 57 SP:Iteration 23Q (94152.850000 sec): 3 clusters Score: Raw -1417120.700199 + Penalty 4475.012157 = -1412645.688042 nChanged 56 SP:Iteration 24Q (94153.040000 sec): 3 clusters Score: Raw -1417143.158156 + Penalty 4475.012157 = -1412668.145999 nChanged 49 SP:Iteration 25Q (94153.240000 sec): 3 clusters Score: Raw -1417165.193682 + Penalty 4475.012157 = -1412690.181524 nChanged 50 SP:Iteration 26Q (94153.490000 sec): 3 clusters Score: Raw -1417190.300325 + Penalty 4475.012157 = -1412715.288168 nChanged 50 SP:Iteration 27Q (94153.750000 sec): 3 clusters Score: Raw -1417212.300947 + Penalty 4475.012157 = -1412737.288789 nChanged 42 SP:Iteration 28Q (94153.950000 sec): 3 clusters Score: Raw -1417233.071827 + Penalty 4475.012157 = -1412758.059670 nChanged 45 SP:Iteration 29Q (94154.220000 sec): 3 clusters Score: Raw -1417254.113851 + Penalty 4475.012157 = -1412779.101694 nChanged 36 SP:Iteration 30Q (94154.440000 sec): 3 clusters Score: Raw -1417274.866932 + Penalty 4475.012157 = -1412799.854775 nChanged 43 SP:Iteration 31Q (94154.630000 sec): 3 clusters Score: Raw -1417295.033203 + Penalty 4475.012157 = -1412820.021045 nChanged 36 SP:Iteration 32Q (94154.890000 sec): 3 clusters Score: Raw -1417312.998629 + Penalty 4475.012157 = -1412837.986472 nChanged 39 SP:Iteration 33Q (94155.110000 sec): 3 clusters Score: Raw -1417331.830777 + Penalty 4475.012157 = -1412856.818620 nChanged 42 SP:Iteration 34Q (94155.330000 sec): 3 clusters Score: Raw -1417356.363666 + Penalty 4475.012157 = -1412881.351509 nChanged 35 SP:Iteration 35Q (94155.540000 sec): 3 clusters Score: Raw -1417379.566658 + Penalty 4475.012157 = -1412904.554501 nChanged 37 SP:Iteration 36Q (94155.790000 sec): 3 clusters Score: Raw -1417402.454125 + Penalty 4475.012157 = -1412927.441968 nChanged 41 SP:Iteration 37Q (94156.010000 sec): 3 clusters Score: Raw -1417427.635467 + Penalty 4475.012157 = -1412952.623309 nChanged 36 SP:Iteration 38Q (94156.280000 sec): 3 clusters Score: Raw -1417448.543855 + Penalty 4475.012157 = -1412973.531698 nChanged 37 SP:Iteration 39Q (94156.480000 sec): 3 clusters Score: Raw -1417467.060352 + Penalty 4475.012157 = -1412992.048194 nChanged 29 SP:Iteration 40F (94156.750000 sec): 3 clusters Score: Raw -1417485.296346 + Penalty 4475.012157 = -1413010.284189 nChanged 23 SP:Iteration 41Q (94156.970000 sec): 3 clusters Score: Raw -1417494.891672 + Penalty 4475.012157 = -1413019.879515 nChanged 16 SP:Iteration 42Q (94157.180000 sec): 3 clusters Score: Raw -1417504.219182 + Penalty 4475.012157 = -1413029.207025 nChanged 17 SP:Iteration 43Q (94157.450000 sec): 3 clusters Score: Raw -1417515.659320 + Penalty 4475.012157 = -1413040.647162 nChanged 23 SP:Iteration 44Q (94157.650000 sec): 3 clusters Score: Raw -1417529.467060 + Penalty 4475.012157 = -1413054.454902 nChanged 20 SP:Iteration 45Q (94157.890000 sec): 3 clusters Score: Raw -1417546.278236 + Penalty 4475.012157 = -1413071.266078 nChanged 16 SP:Iteration 46Q (94158.120000 sec): 3 clusters Score: Raw -1417556.084286 + Penalty 4475.012157 = -1413081.072128 nChanged 16 SP:Iteration 47Q (94158.370000 sec): 3 clusters Score: Raw -1417566.693934 + Penalty 4475.012157 = -1413091.681776 nChanged 17 SP:Iteration 48Q (94158.570000 sec): 3 clusters Score: Raw -1417576.657096 + Penalty 4475.012157 = -1413101.644939 nChanged 14 SP:Iteration 49Q (94158.810000 sec): 3 clusters Score: Raw -1417585.360004 + Penalty 4475.012157 = -1413110.347846 nChanged 10 SP:Iteration 50Q (94159.070000 sec): 3 clusters Score: Raw -1417591.783653 + Penalty 4475.012157 = -1413116.771496 nChanged 10 SP:Iteration 51Q (94159.250000 sec): 3 clusters Score: Raw -1417597.133009 + Penalty 4475.012157 = -1413122.120852 nChanged 3 SP:Iteration 52Q (94159.520000 sec): 3 clusters Score: Raw -1417598.788494 + Penalty 4475.012157 = -1413123.776337 nChanged 3 SP:Iteration 53Q (94159.730000 sec): 3 clusters Score: Raw -1417600.318346 + Penalty 4475.012157 = -1413125.306188 nChanged 3 SP:Iteration 54Q (94159.940000 sec): 3 clusters Score: Raw -1417602.720486 + Penalty 4475.012157 = -1413127.708329 nChanged 4 SP:Iteration 55Q (94160.180000 sec): 3 clusters Score: Raw -1417606.640415 + Penalty 4475.012157 = -1413131.628258 nChanged 10 SP:Iteration 56Q (94160.390000 sec): 3 clusters Score: Raw -1417612.800038 + Penalty 4475.012157 = -1413137.787881 nChanged 8 SP:Iteration 57Q (94160.640000 sec): 3 clusters Score: Raw -1417617.456167 + Penalty 4475.012157 = -1413142.444010 nChanged 2 SP:Iteration 58Q (94160.830000 sec): 3 clusters Score: Raw -1417618.343760 + Penalty 4475.012157 = -1413143.331603 nChanged 1 SP:Iteration 59Q (94161.030000 sec): 3 clusters Score: Raw -1417618.924900 + Penalty 4475.012157 = -1413143.912742 nChanged 1 SP:Iteration 60F (94161.260000 sec): 3 clusters Score: Raw -1417619.586802 + Penalty 4475.012157 = -1413144.574645 nChanged 2 SP:Iteration 61Q (94161.490000 sec): 3 clusters Score: Raw -1417620.414511 + Penalty 4475.012157 = -1413145.402354 nChanged 0 SP:Iteration 62F (94161.760000 sec): 3 clusters Score: Raw -1417620.414511 + Penalty 4475.012157 = -1413145.402354 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94161.890000 sec): 2 clusters Score: Raw -46149.574104 + Penalty 1410.369888 = -44739.204216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94162.040000 sec): 3 clusters Score: Raw -46374.739827 + Penalty 2820.739777 = -43554.000050 nChanged 40 SP:Iteration 1F (94162.190000 sec): 3 clusters Score: Raw -46532.211213 + Penalty 2820.739777 = -43711.471436 nChanged 23 SP:Iteration 2F (94162.390000 sec): 3 clusters Score: Raw -46681.547812 + Penalty 2820.739777 = -43860.808035 nChanged 9 SP:Iteration 3Q (94162.540000 sec): 3 clusters Score: Raw -46789.934529 + Penalty 2820.739777 = -43969.194752 nChanged 8 SP:Iteration 4Q (94162.740000 sec): 3 clusters Score: Raw -46860.278923 + Penalty 2820.739777 = -44039.539146 nChanged 3 SP:Iteration 5Q (94162.900000 sec): 3 clusters Score: Raw -46871.622907 + Penalty 2820.739777 = -44050.883130 nChanged 1 SP:Iteration 6Q (94163.090000 sec): 3 clusters Score: Raw -46877.222580 + Penalty 2820.739777 = -44056.482803 nChanged 0 SP:Iteration 7F (94163.270000 sec): 3 clusters Score: Raw -46877.222580 + Penalty 2820.739777 = -44056.482803 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (122513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94163.950000 sec): 2 clusters Score: Raw -22493424.276154 + Penalty 2905.561162 = -22490518.714992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94164.710000 sec): 3 clusters Score: Raw -22414282.259775 + Penalty 5811.122323 = -22408471.137452 nChanged 58334 SP:Iteration 1F (94165.500000 sec): 3 clusters Score: Raw -22447962.797005 + Penalty 5811.122323 = -22442151.674681 nChanged 3614 SP:Iteration 2Q (94166.380000 sec): 3 clusters Score: Raw -22448731.309763 + Penalty 5811.122323 = -22442920.187439 nChanged 3701 SP:Iteration 3Q (94167.280000 sec): 3 clusters Score: Raw -22449651.661844 + Penalty 5811.122323 = -22443840.539521 nChanged 4313 SP:Iteration 4Q (94168.140000 sec): 3 clusters Score: Raw -22451068.260437 + Penalty 5811.122323 = -22445257.138114 nChanged 5477 SP:Iteration 5Q (94168.980000 sec): 3 clusters Score: Raw -22453461.165573 + Penalty 5811.122323 = -22447650.043250 nChanged 7383 SP:Iteration 6F (94169.740000 sec): 3 clusters Score: Raw -22457797.707513 + Penalty 5811.122323 = -22451986.585190 nChanged 9827 SP:Iteration 7F (94170.600000 sec): 3 clusters Score: Raw -22465257.771010 + Penalty 5811.122323 = -22459446.648687 nChanged 10988 SP:Iteration 8F (94171.480000 sec): 3 clusters Score: Raw -22475318.208660 + Penalty 5811.122323 = -22469507.086337 nChanged 9620 SP:Iteration 9F (94172.350000 sec): 3 clusters Score: Raw -22484979.900595 + Penalty 5811.122323 = -22479168.778272 nChanged 5775 SP:Iteration 10Q (94173.200000 sec): 3 clusters Score: Raw -22490817.426728 + Penalty 5811.122323 = -22485006.304405 nChanged 2103 SP:Iteration 11Q (94173.970000 sec): 3 clusters Score: Raw -22492857.438497 + Penalty 5811.122323 = -22487046.316174 nChanged 523 SP:Iteration 12Q (94174.670000 sec): 3 clusters Score: Raw -22493411.129445 + Penalty 5811.122323 = -22487600.007121 nChanged 95 SP:Iteration 13Q (94175.400000 sec): 3 clusters Score: Raw -22493570.011734 + Penalty 5811.122323 = -22487758.889411 nChanged 29 SP:Iteration 14Q (94176.080000 sec): 3 clusters Score: Raw -22493616.208675 + Penalty 5811.122323 = -22487805.086352 nChanged 20 SP:Iteration 15Q (94176.790000 sec): 3 clusters Score: Raw -22493653.373797 + Penalty 5811.122323 = -22487842.251474 nChanged 13 SP:Iteration 16Q (94177.460000 sec): 3 clusters Score: Raw -22493678.812245 + Penalty 5811.122323 = -22487867.689921 nChanged 6 SP:Iteration 17Q (94178.130000 sec): 3 clusters Score: Raw -22493691.158885 + Penalty 5811.122323 = -22487880.036562 nChanged 3 SP:Iteration 18Q (94178.830000 sec): 3 clusters Score: Raw -22493696.061463 + Penalty 5811.122323 = -22487884.939140 nChanged 1 SP:Iteration 19Q (94179.540000 sec): 3 clusters Score: Raw -22493696.628515 + Penalty 5811.122323 = -22487885.506192 nChanged 1 SP:Iteration 20F (94180.320000 sec): 3 clusters Score: Raw -22493699.685166 + Penalty 5811.122323 = -22487888.562843 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94180.750000 sec): 2 clusters Score: Raw -12597281.607064 + Penalty 2767.796604 = -12594513.810460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94181.350000 sec): 3 clusters Score: Raw -12553210.547832 + Penalty 5535.593208 = -12547674.954625 nChanged 32660 SP:Iteration 1F (94181.970000 sec): 3 clusters Score: Raw -12571414.401639 + Penalty 5535.593208 = -12565878.808431 nChanged 2699 SP:Iteration 2Q (94182.530000 sec): 3 clusters Score: Raw -12572256.964080 + Penalty 5535.593208 = -12566721.370872 nChanged 3024 SP:Iteration 3Q (94183.070000 sec): 3 clusters Score: Raw -12573439.055656 + Penalty 5535.593208 = -12567903.462448 nChanged 3769 SP:Iteration 4F (94183.600000 sec): 3 clusters Score: Raw -12575386.064493 + Penalty 5535.593208 = -12569850.471285 nChanged 4895 SP:Iteration 5F (94184.170000 sec): 3 clusters Score: Raw -12578693.528459 + Penalty 5535.593208 = -12573157.935251 nChanged 5844 SP:Iteration 6F (94184.700000 sec): 3 clusters Score: Raw -12583589.515361 + Penalty 5535.593208 = -12578053.922154 nChanged 5859 SP:Iteration 7F (94185.270000 sec): 3 clusters Score: Raw -12589114.648676 + Penalty 5535.593208 = -12583579.055468 nChanged 4501 SP:Iteration 8F (94185.840000 sec): 3 clusters Score: Raw -12593544.946312 + Penalty 5535.593208 = -12588009.353104 nChanged 2534 SP:Iteration 9Q (94186.470000 sec): 3 clusters Score: Raw -12595976.438313 + Penalty 5535.593208 = -12590440.845105 nChanged 1082 SP:Iteration 10Q (94187.090000 sec): 3 clusters Score: Raw -12596962.135128 + Penalty 5535.593208 = -12591426.541920 nChanged 414 SP:Iteration 11Q (94187.670000 sec): 3 clusters Score: Raw -12597355.142381 + Penalty 5535.593208 = -12591819.549173 nChanged 161 SP:Iteration 12Q (94188.130000 sec): 3 clusters Score: Raw -12597520.895065 + Penalty 5535.593208 = -12591985.301857 nChanged 75 SP:Iteration 13Q (94188.710000 sec): 3 clusters Score: Raw -12597597.506247 + Penalty 5535.593208 = -12592061.913039 nChanged 41 SP:Iteration 14Q (94189.220000 sec): 3 clusters Score: Raw -12597641.269786 + Penalty 5535.593208 = -12592105.676578 nChanged 21 SP:Iteration 15Q (94189.750000 sec): 3 clusters Score: Raw -12597660.002063 + Penalty 5535.593208 = -12592124.408855 nChanged 16 SP:Iteration 16Q (94190.250000 sec): 3 clusters Score: Raw -12597675.264826 + Penalty 5535.593208 = -12592139.671618 nChanged 8 SP:Iteration 17Q (94190.670000 sec): 3 clusters Score: Raw -12597685.028888 + Penalty 5535.593208 = -12592149.435680 nChanged 6 SP:Iteration 18Q (94191.140000 sec): 3 clusters Score: Raw -12597694.185339 + Penalty 5535.593208 = -12592158.592131 nChanged 8 SP:Iteration 19Q (94191.530000 sec): 3 clusters Score: Raw -12597701.677029 + Penalty 5535.593208 = -12592166.083821 nChanged 4 SP:Iteration 20F (94192.050000 sec): 3 clusters Score: Raw -12597704.929735 + Penalty 5535.593208 = -12592169.336527 nChanged 6 SP:Iteration 21Q (94192.500000 sec): 3 clusters Score: Raw -12597710.062773 + Penalty 5535.593208 = -12592174.469565 nChanged 6 SP:Iteration 22Q (94192.920000 sec): 3 clusters Score: Raw -12597715.602152 + Penalty 5535.593208 = -12592180.008944 nChanged 9 SP:Iteration 23Q (94193.360000 sec): 3 clusters Score: Raw -12597725.026051 + Penalty 5535.593208 = -12592189.432844 nChanged 5 SP:Iteration 24Q (94193.760000 sec): 3 clusters Score: Raw -12597728.628713 + Penalty 5535.593208 = -12592193.035505 nChanged 4 SP:Iteration 25Q (94194.180000 sec): 3 clusters Score: Raw -12597731.793264 + Penalty 5535.593208 = -12592196.200056 nChanged 2 SP:Iteration 26Q (94194.600000 sec): 3 clusters Score: Raw -12597733.033671 + Penalty 5535.593208 = -12592197.440463 nChanged 1 SP:Iteration 27Q (94195.040000 sec): 3 clusters Score: Raw -12597733.372955 + Penalty 5535.593208 = -12592197.779747 nChanged 0 SP:Iteration 28F (94195.600000 sec): 3 clusters Score: Raw -12597733.372955 + Penalty 5535.593208 = -12592197.779747 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94195.730000 sec): 2 clusters Score: Raw -1087981.461463 + Penalty 2160.315383 = -1085821.146080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94196.000000 sec): 3 clusters Score: Raw -1084970.408193 + Penalty 4320.630766 = -1080649.777426 nChanged 2335 SP:Iteration 1F (94196.200000 sec): 3 clusters Score: Raw -1086209.259604 + Penalty 4320.630766 = -1081888.628838 nChanged 467 SP:Iteration 2F (94196.440000 sec): 3 clusters Score: Raw -1086488.581677 + Penalty 4320.630766 = -1082167.950911 nChanged 338 SP:Iteration 3F (94196.660000 sec): 3 clusters Score: Raw -1086677.301176 + Penalty 4320.630766 = -1082356.670410 nChanged 262 SP:Iteration 4Q (94196.920000 sec): 3 clusters Score: Raw -1086822.690941 + Penalty 4320.630766 = -1082502.060174 nChanged 227 SP:Iteration 5Q (94197.160000 sec): 3 clusters Score: Raw -1086961.284294 + Penalty 4320.630766 = -1082640.653528 nChanged 200 SP:Iteration 6Q (94197.390000 sec): 3 clusters Score: Raw -1087065.751812 + Penalty 4320.630766 = -1082745.121046 nChanged 194 SP:Iteration 7Q (94197.580000 sec): 3 clusters Score: Raw -1087169.197229 + Penalty 4320.630766 = -1082848.566462 nChanged 177 SP:Iteration 8Q (94197.800000 sec): 3 clusters Score: Raw -1087271.487653 + Penalty 4320.630766 = -1082950.856887 nChanged 182 SP:Iteration 9Q (94198.040000 sec): 3 clusters Score: Raw -1087384.328657 + Penalty 4320.630766 = -1083063.697891 nChanged 167 SP:Iteration 10Q (94198.240000 sec): 3 clusters Score: Raw -1087481.340753 + Penalty 4320.630766 = -1083160.709987 nChanged 162 SP:Iteration 11Q (94198.480000 sec): 3 clusters Score: Raw -1087573.182144 + Penalty 4320.630766 = -1083252.551378 nChanged 158 SP:Iteration 12Q (94198.710000 sec): 3 clusters Score: Raw -1087647.227797 + Penalty 4320.630766 = -1083326.597031 nChanged 125 SP:Iteration 13Q (94198.920000 sec): 3 clusters Score: Raw -1087716.111207 + Penalty 4320.630766 = -1083395.480441 nChanged 121 SP:Iteration 14Q (94199.130000 sec): 3 clusters Score: Raw -1087781.441288 + Penalty 4320.630766 = -1083460.810521 nChanged 123 SP:Iteration 15Q (94199.340000 sec): 3 clusters Score: Raw -1087844.094071 + Penalty 4320.630766 = -1083523.463305 nChanged 117 SP:Iteration 16Q (94199.580000 sec): 3 clusters Score: Raw -1087899.661407 + Penalty 4320.630766 = -1083579.030641 nChanged 116 SP:Iteration 17Q (94199.810000 sec): 3 clusters Score: Raw -1087948.393291 + Penalty 4320.630766 = -1083627.762525 nChanged 87 SP:Iteration 18Q (94200.060000 sec): 3 clusters Score: Raw -1087983.205374 + Penalty 4320.630766 = -1083662.574608 nChanged 66 SP:Iteration 19Q (94200.260000 sec): 3 clusters Score: Raw -1088006.338962 + Penalty 4320.630766 = -1083685.708196 nChanged 52 SP:Iteration 20F (94200.540000 sec): 3 clusters Score: Raw -1088022.577669 + Penalty 4320.630766 = -1083701.946903 nChanged 50 SP:Iteration 21Q (94200.770000 sec): 3 clusters Score: Raw -1088039.438642 + Penalty 4320.630766 = -1083718.807875 nChanged 42 SP:Iteration 22Q (94200.960000 sec): 3 clusters Score: Raw -1088051.460590 + Penalty 4320.630766 = -1083730.829824 nChanged 31 SP:Iteration 23Q (94201.190000 sec): 3 clusters Score: Raw -1088062.234673 + Penalty 4320.630766 = -1083741.603906 nChanged 20 SP:Iteration 24Q (94201.460000 sec): 3 clusters Score: Raw -1088068.807207 + Penalty 4320.630766 = -1083748.176440 nChanged 19 SP:Iteration 25Q (94201.680000 sec): 3 clusters Score: Raw -1088074.355802 + Penalty 4320.630766 = -1083753.725036 nChanged 13 SP:Iteration 26Q (94201.900000 sec): 3 clusters Score: Raw -1088077.203155 + Penalty 4320.630766 = -1083756.572388 nChanged 12 SP:Iteration 27Q (94202.140000 sec): 3 clusters Score: Raw -1088079.777378 + Penalty 4320.630766 = -1083759.146611 nChanged 9 SP:Iteration 28Q (94202.350000 sec): 3 clusters Score: Raw -1088082.036543 + Penalty 4320.630766 = -1083761.405777 nChanged 14 SP:Iteration 29Q (94202.540000 sec): 3 clusters Score: Raw -1088085.528710 + Penalty 4320.630766 = -1083764.897943 nChanged 9 SP:Iteration 30Q (94202.750000 sec): 3 clusters Score: Raw -1088087.718827 + Penalty 4320.630766 = -1083767.088061 nChanged 11 SP:Iteration 31Q (94202.960000 sec): 3 clusters Score: Raw -1088090.925576 + Penalty 4320.630766 = -1083770.294809 nChanged 10 SP:Iteration 32Q (94203.180000 sec): 3 clusters Score: Raw -1088093.400070 + Penalty 4320.630766 = -1083772.769304 nChanged 12 SP:Iteration 33Q (94203.420000 sec): 3 clusters Score: Raw -1088096.527697 + Penalty 4320.630766 = -1083775.896930 nChanged 8 SP:Iteration 34Q (94203.730000 sec): 3 clusters Score: Raw -1088098.282932 + Penalty 4320.630766 = -1083777.652165 nChanged 5 SP:Iteration 35Q (94203.940000 sec): 3 clusters Score: Raw -1088099.403147 + Penalty 4320.630766 = -1083778.772381 nChanged 7 SP:Iteration 36Q (94204.160000 sec): 3 clusters Score: Raw -1088101.291860 + Penalty 4320.630766 = -1083780.661094 nChanged 8 SP:Iteration 37Q (94204.330000 sec): 3 clusters Score: Raw -1088103.176646 + Penalty 4320.630766 = -1083782.545879 nChanged 10 SP:Iteration 38Q (94204.540000 sec): 3 clusters Score: Raw -1088104.817499 + Penalty 4320.630766 = -1083784.186732 nChanged 4 SP:Iteration 39Q (94204.790000 sec): 3 clusters Score: Raw -1088105.732361 + Penalty 4320.630766 = -1083785.101595 nChanged 5 SP:Iteration 40F (94204.970000 sec): 3 clusters Score: Raw -1088107.286142 + Penalty 4320.630766 = -1083786.655375 nChanged 4 SP:Iteration 41Q (94205.200000 sec): 3 clusters Score: Raw -1088108.276436 + Penalty 4320.630766 = -1083787.645669 nChanged 3 SP:Iteration 42Q (94205.410000 sec): 3 clusters Score: Raw -1088109.218534 + Penalty 4320.630766 = -1083788.587767 nChanged 2 SP:Iteration 43Q (94205.610000 sec): 3 clusters Score: Raw -1088109.682657 + Penalty 4320.630766 = -1083789.051890 nChanged 3 SP:Iteration 44Q (94205.830000 sec): 3 clusters Score: Raw -1088110.243499 + Penalty 4320.630766 = -1083789.612732 nChanged 2 SP:Iteration 45Q (94206.060000 sec): 3 clusters Score: Raw -1088110.803675 + Penalty 4320.630766 = -1083790.172909 nChanged 3 SP:Iteration 46Q (94206.310000 sec): 3 clusters Score: Raw -1088111.418573 + Penalty 4320.630766 = -1083790.787806 nChanged 4 SP:Iteration 47Q (94206.490000 sec): 3 clusters Score: Raw -1088112.623804 + Penalty 4320.630766 = -1083791.993037 nChanged 5 SP:Iteration 48Q (94206.730000 sec): 3 clusters Score: Raw -1088114.970268 + Penalty 4320.630766 = -1083794.339502 nChanged 7 SP:Iteration 49Q (94206.970000 sec): 3 clusters Score: Raw -1088117.298960 + Penalty 4320.630766 = -1083796.668193 nChanged 7 SP:Iteration 50Q (94207.190000 sec): 3 clusters Score: Raw -1088118.673301 + Penalty 4320.630766 = -1083798.042535 nChanged 6 SP:Iteration 51Q (94207.390000 sec): 3 clusters Score: Raw -1088120.714144 + Penalty 4320.630766 = -1083800.083377 nChanged 7 SP:Iteration 52Q (94207.640000 sec): 3 clusters Score: Raw -1088122.606044 + Penalty 4320.630766 = -1083801.975278 nChanged 2 SP:Iteration 53Q (94207.860000 sec): 3 clusters Score: Raw -1088123.103182 + Penalty 4320.630766 = -1083802.472415 nChanged 3 SP:Iteration 54Q (94208.070000 sec): 3 clusters Score: Raw -1088124.013232 + Penalty 4320.630766 = -1083803.382465 nChanged 3 SP:Iteration 55Q (94208.270000 sec): 3 clusters Score: Raw -1088124.930025 + Penalty 4320.630766 = -1083804.299259 nChanged 4 SP:Iteration 56Q (94208.450000 sec): 3 clusters Score: Raw -1088125.567379 + Penalty 4320.630766 = -1083804.936612 nChanged 3 SP:Iteration 57Q (94208.690000 sec): 3 clusters Score: Raw -1088126.156341 + Penalty 4320.630766 = -1083805.525574 nChanged 0 SP:Iteration 58F (94208.900000 sec): 3 clusters Score: Raw -1088126.156341 + Penalty 4320.630766 = -1083805.525574 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (159464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94209.800000 sec): 2 clusters Score: Raw -29157774.642581 + Penalty 2970.934221 = -29154803.708361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94210.780000 sec): 3 clusters Score: Raw -29053945.356236 + Penalty 5941.868441 = -29048003.487795 nChanged 76384 SP:Iteration 1F (94211.760000 sec): 3 clusters Score: Raw -29098691.813981 + Penalty 5941.868441 = -29092749.945539 nChanged 5063 SP:Iteration 2Q (94212.790000 sec): 3 clusters Score: Raw -29099860.859310 + Penalty 5941.868441 = -29093918.990868 nChanged 5226 SP:Iteration 3Q (94213.890000 sec): 3 clusters Score: Raw -29101210.307484 + Penalty 5941.868441 = -29095268.439043 nChanged 5486 SP:Iteration 4Q (94215.030000 sec): 3 clusters Score: Raw -29102752.033092 + Penalty 5941.868441 = -29096810.164650 nChanged 5996 SP:Iteration 5Q (94216.110000 sec): 3 clusters Score: Raw -29104748.436019 + Penalty 5941.868441 = -29098806.567578 nChanged 6748 SP:Iteration 6Q (94217.230000 sec): 3 clusters Score: Raw -29107348.956476 + Penalty 5941.868441 = -29101407.088035 nChanged 7371 SP:Iteration 7Q (94218.420000 sec): 3 clusters Score: Raw -29110786.410131 + Penalty 5941.868441 = -29104844.541690 nChanged 8299 SP:Iteration 8F (94219.460000 sec): 3 clusters Score: Raw -29115571.605697 + Penalty 5941.868441 = -29109629.737255 nChanged 9049 SP:Iteration 9F (94220.550000 sec): 3 clusters Score: Raw -29121856.145581 + Penalty 5941.868441 = -29115914.277140 nChanged 9228 SP:Iteration 10F (94221.620000 sec): 3 clusters Score: Raw -29128752.063171 + Penalty 5941.868441 = -29122810.194730 nChanged 8246 SP:Iteration 11F (94222.740000 sec): 3 clusters Score: Raw -29134108.745459 + Penalty 5941.868441 = -29128166.877018 nChanged 6158 SP:Iteration 12Q (94223.840000 sec): 3 clusters Score: Raw -29137074.346791 + Penalty 5941.868441 = -29131132.478349 nChanged 4140 SP:Iteration 13Q (94224.890000 sec): 3 clusters Score: Raw -29138772.050769 + Penalty 5941.868441 = -29132830.182327 nChanged 3163 SP:Iteration 14Q (94225.930000 sec): 3 clusters Score: Raw -29140084.506121 + Penalty 5941.868441 = -29134142.637680 nChanged 2900 SP:Iteration 15Q (94227.040000 sec): 3 clusters Score: Raw -29141219.894183 + Penalty 5941.868441 = -29135278.025742 nChanged 2619 SP:Iteration 16Q (94228.060000 sec): 3 clusters Score: Raw -29142198.244042 + Penalty 5941.868441 = -29136256.375601 nChanged 2477 SP:Iteration 17Q (94229.160000 sec): 3 clusters Score: Raw -29143085.099575 + Penalty 5941.868441 = -29137143.231134 nChanged 2386 SP:Iteration 18Q (94230.130000 sec): 3 clusters Score: Raw -29143925.996905 + Penalty 5941.868441 = -29137984.128463 nChanged 2319 SP:Iteration 19Q (94231.100000 sec): 3 clusters Score: Raw -29144737.462086 + Penalty 5941.868441 = -29138795.593644 nChanged 2189 SP:Iteration 20F (94232.110000 sec): 3 clusters Score: Raw -29145496.328685 + Penalty 5941.868441 = -29139554.460243 nChanged 2097 SP:Iteration 21Q (94233.070000 sec): 3 clusters Score: Raw -29146202.332959 + Penalty 5941.868441 = -29140260.464518 nChanged 1999 SP:Iteration 22Q (94234.020000 sec): 3 clusters Score: Raw -29146885.478486 + Penalty 5941.868441 = -29140943.610045 nChanged 1949 SP:Iteration 23Q (94235.020000 sec): 3 clusters Score: Raw -29147558.548218 + Penalty 5941.868441 = -29141616.679777 nChanged 1927 SP:Iteration 24Q (94236.040000 sec): 3 clusters Score: Raw -29148239.058784 + Penalty 5941.868441 = -29142297.190343 nChanged 1906 SP:Iteration 25Q (94237.060000 sec): 3 clusters Score: Raw -29148969.644298 + Penalty 5941.868441 = -29143027.775857 nChanged 1898 SP:Iteration 26Q (94238.050000 sec): 3 clusters Score: Raw -29149775.146999 + Penalty 5941.868441 = -29143833.278558 nChanged 1831 SP:Iteration 27Q (94239.000000 sec): 3 clusters Score: Raw -29150651.175707 + Penalty 5941.868441 = -29144709.307266 nChanged 1865 SP:Iteration 28Q (94239.940000 sec): 3 clusters Score: Raw -29151648.753302 + Penalty 5941.868441 = -29145706.884861 nChanged 1842 SP:Iteration 29Q (94240.930000 sec): 3 clusters Score: Raw -29152732.892199 + Penalty 5941.868441 = -29146791.023758 nChanged 1718 SP:Iteration 30Q (94241.900000 sec): 3 clusters Score: Raw -29153758.051518 + Penalty 5941.868441 = -29147816.183077 nChanged 1578 SP:Iteration 31Q (94242.720000 sec): 3 clusters Score: Raw -29154616.150411 + Penalty 5941.868441 = -29148674.281970 nChanged 1334 SP:Iteration 32Q (94243.610000 sec): 3 clusters Score: Raw -29155250.530127 + Penalty 5941.868441 = -29149308.661686 nChanged 1125 SP:Iteration 33Q (94244.420000 sec): 3 clusters Score: Raw -29155720.808852 + Penalty 5941.868441 = -29149778.940411 nChanged 1026 SP:Iteration 34Q (94245.270000 sec): 3 clusters Score: Raw -29156095.547330 + Penalty 5941.868441 = -29150153.678888 nChanged 831 SP:Iteration 35Q (94246.150000 sec): 3 clusters Score: Raw -29156363.095215 + Penalty 5941.868441 = -29150421.226774 nChanged 717 SP:Iteration 36Q (94247.040000 sec): 3 clusters Score: Raw -29156576.524292 + Penalty 5941.868441 = -29150634.655851 nChanged 686 SP:Iteration 37Q (94247.980000 sec): 3 clusters Score: Raw -29156774.593144 + Penalty 5941.868441 = -29150832.724702 nChanged 591 SP:Iteration 38Q (94248.870000 sec): 3 clusters Score: Raw -29156930.706951 + Penalty 5941.868441 = -29150988.838509 nChanged 525 SP:Iteration 39Q (94249.730000 sec): 3 clusters Score: Raw -29157062.365045 + Penalty 5941.868441 = -29151120.496604 nChanged 492 SP:Iteration 40F (94250.720000 sec): 3 clusters Score: Raw -29157174.615408 + Penalty 5941.868441 = -29151232.746966 nChanged 450 SP:Iteration 41Q (94251.590000 sec): 3 clusters Score: Raw -29157273.490629 + Penalty 5941.868441 = -29151331.622188 nChanged 390 SP:Iteration 42Q (94252.400000 sec): 3 clusters Score: Raw -29157359.862110 + Penalty 5941.868441 = -29151417.993669 nChanged 367 SP:Iteration 43Q (94253.260000 sec): 3 clusters Score: Raw -29157436.399450 + Penalty 5941.868441 = -29151494.531009 nChanged 318 SP:Iteration 44Q (94254.100000 sec): 3 clusters Score: Raw -29157499.473484 + Penalty 5941.868441 = -29151557.605043 nChanged 278 SP:Iteration 45Q (94255.010000 sec): 3 clusters Score: Raw -29157553.012594 + Penalty 5941.868441 = -29151611.144152 nChanged 259 SP:Iteration 46Q (94255.890000 sec): 3 clusters Score: Raw -29157605.827603 + Penalty 5941.868441 = -29151663.959162 nChanged 267 SP:Iteration 47Q (94256.730000 sec): 3 clusters Score: Raw -29157659.420986 + Penalty 5941.868441 = -29151717.552544 nChanged 230 SP:Iteration 48Q (94257.610000 sec): 3 clusters Score: Raw -29157707.405500 + Penalty 5941.868441 = -29151765.537059 nChanged 254 SP:Iteration 49Q (94258.580000 sec): 3 clusters Score: Raw -29157764.244790 + Penalty 5941.868441 = -29151822.376348 nChanged 237 SP:Iteration 50Q (94259.470000 sec): 3 clusters Score: Raw -29157814.574661 + Penalty 5941.868441 = -29151872.706220 nChanged 220 SP:Iteration 51Q (94260.400000 sec): 3 clusters Score: Raw -29157856.591418 + Penalty 5941.868441 = -29151914.722977 nChanged 193 SP:Iteration 52Q (94261.260000 sec): 3 clusters Score: Raw -29157892.599874 + Penalty 5941.868441 = -29151950.731433 nChanged 164 SP:Iteration 53Q (94262.130000 sec): 3 clusters Score: Raw -29157926.439753 + Penalty 5941.868441 = -29151984.571312 nChanged 162 SP:Iteration 54Q (94263.060000 sec): 3 clusters Score: Raw -29157964.473574 + Penalty 5941.868441 = -29152022.605132 nChanged 151 SP:Iteration 55Q (94263.960000 sec): 3 clusters Score: Raw -29157998.404964 + Penalty 5941.868441 = -29152056.536523 nChanged 134 SP:Iteration 56Q (94264.850000 sec): 3 clusters Score: Raw -29158025.236543 + Penalty 5941.868441 = -29152083.368102 nChanged 127 SP:Iteration 57Q (94265.770000 sec): 3 clusters Score: Raw -29158049.258276 + Penalty 5941.868441 = -29152107.389834 nChanged 124 SP:Iteration 58Q (94266.710000 sec): 3 clusters Score: Raw -29158074.121517 + Penalty 5941.868441 = -29152132.253076 nChanged 118 SP:Iteration 59Q (94267.610000 sec): 3 clusters Score: Raw -29158100.675614 + Penalty 5941.868441 = -29152158.807173 nChanged 117 SP:Iteration 60F (94268.630000 sec): 3 clusters Score: Raw -29158125.871678 + Penalty 5941.868441 = -29152184.003237 nChanged 106 SP:Iteration 61Q (94269.470000 sec): 3 clusters Score: Raw -29158145.365577 + Penalty 5941.868441 = -29152203.497136 nChanged 94 SP:Iteration 62Q (94270.410000 sec): 3 clusters Score: Raw -29158162.415435 + Penalty 5941.868441 = -29152220.546994 nChanged 89 SP:Iteration 63Q (94271.220000 sec): 3 clusters Score: Raw -29158179.848083 + Penalty 5941.868441 = -29152237.979642 nChanged 79 SP:Iteration 64Q (94272.140000 sec): 3 clusters Score: Raw -29158195.955891 + Penalty 5941.868441 = -29152254.087450 nChanged 77 SP:Iteration 65Q (94272.980000 sec): 3 clusters Score: Raw -29158211.764000 + Penalty 5941.868441 = -29152269.895559 nChanged 68 SP:Iteration 66Q (94273.840000 sec): 3 clusters Score: Raw -29158224.041608 + Penalty 5941.868441 = -29152282.173167 nChanged 61 SP:Iteration 67Q (94274.700000 sec): 3 clusters Score: Raw -29158237.368698 + Penalty 5941.868441 = -29152295.500257 nChanged 64 SP:Iteration 68Q (94275.490000 sec): 3 clusters Score: Raw -29158247.994422 + Penalty 5941.868441 = -29152306.125981 nChanged 53 SP:Iteration 69Q (94276.300000 sec): 3 clusters Score: Raw -29158257.812115 + Penalty 5941.868441 = -29152315.943674 nChanged 55 SP:Iteration 70Q (94277.200000 sec): 3 clusters Score: Raw -29158268.185162 + Penalty 5941.868441 = -29152326.316721 nChanged 53 SP:Iteration 71Q (94278.090000 sec): 3 clusters Score: Raw -29158277.474457 + Penalty 5941.868441 = -29152335.606015 nChanged 47 SP:Iteration 72Q (94278.940000 sec): 3 clusters Score: Raw -29158286.241271 + Penalty 5941.868441 = -29152344.372829 nChanged 56 SP:Iteration 73Q (94279.800000 sec): 3 clusters Score: Raw -29158296.580812 + Penalty 5941.868441 = -29152354.712371 nChanged 64 SP:Iteration 74Q (94280.740000 sec): 3 clusters Score: Raw -29158308.136096 + Penalty 5941.868441 = -29152366.267654 nChanged 55 SP:Iteration 75Q (94281.650000 sec): 3 clusters Score: Raw -29158317.487458 + Penalty 5941.868441 = -29152375.619017 nChanged 42 SP:Iteration 76Q (94282.450000 sec): 3 clusters Score: Raw -29158324.284807 + Penalty 5941.868441 = -29152382.416366 nChanged 38 SP:Iteration 77Q (94283.380000 sec): 3 clusters Score: Raw -29158330.556871 + Penalty 5941.868441 = -29152388.688430 nChanged 37 SP:Iteration 78Q (94284.350000 sec): 3 clusters Score: Raw -29158336.220408 + Penalty 5941.868441 = -29152394.351967 nChanged 28 SP:Iteration 79Q (94285.200000 sec): 3 clusters Score: Raw -29158340.098646 + Penalty 5941.868441 = -29152398.230204 nChanged 26 SP:Iteration 80F (94286.260000 sec): 3 clusters Score: Raw -29158344.830649 + Penalty 5941.868441 = -29152402.962208 nChanged 35 SP:Iteration 81Q (94287.230000 sec): 3 clusters Score: Raw -29158351.503388 + Penalty 5941.868441 = -29152409.634946 nChanged 40 SP:Iteration 82Q (94288.120000 sec): 3 clusters Score: Raw -29158360.049775 + Penalty 5941.868441 = -29152418.181334 nChanged 34 SP:Iteration 83Q (94288.950000 sec): 3 clusters Score: Raw -29158365.859554 + Penalty 5941.868441 = -29152423.991112 nChanged 24 SP:Iteration 84Q (94289.950000 sec): 3 clusters Score: Raw -29158370.680770 + Penalty 5941.868441 = -29152428.812329 nChanged 31 SP:Iteration 85Q (94290.880000 sec): 3 clusters Score: Raw -29158375.186193 + Penalty 5941.868441 = -29152433.317752 nChanged 21 SP:Iteration 86Q (94291.730000 sec): 3 clusters Score: Raw -29158378.416951 + Penalty 5941.868441 = -29152436.548510 nChanged 18 SP:Iteration 87Q (94292.650000 sec): 3 clusters Score: Raw -29158381.140002 + Penalty 5941.868441 = -29152439.271561 nChanged 15 SP:Iteration 88Q (94293.510000 sec): 3 clusters Score: Raw -29158384.328503 + Penalty 5941.868441 = -29152442.460061 nChanged 24 SP:Iteration 89Q (94294.340000 sec): 3 clusters Score: Raw -29158389.429499 + Penalty 5941.868441 = -29152447.561057 nChanged 25 SP:Iteration 90Q (94295.200000 sec): 3 clusters Score: Raw -29158393.935824 + Penalty 5941.868441 = -29152452.067383 nChanged 19 SP:Iteration 91Q (94296.150000 sec): 3 clusters Score: Raw -29158397.385149 + Penalty 5941.868441 = -29152455.516708 nChanged 26 SP:Iteration 92Q (94297.050000 sec): 3 clusters Score: Raw -29158401.453989 + Penalty 5941.868441 = -29152459.585547 nChanged 21 SP:Iteration 93Q (94297.920000 sec): 3 clusters Score: Raw -29158404.638538 + Penalty 5941.868441 = -29152462.770096 nChanged 15 SP:Iteration 94Q (94298.760000 sec): 3 clusters Score: Raw -29158407.297918 + Penalty 5941.868441 = -29152465.429477 nChanged 16 SP:Iteration 95Q (94299.580000 sec): 3 clusters Score: Raw -29158409.829366 + Penalty 5941.868441 = -29152467.960925 nChanged 12 SP:Iteration 96Q (94300.440000 sec): 3 clusters Score: Raw -29158411.437826 + Penalty 5941.868441 = -29152469.569385 nChanged 12 SP:Iteration 97Q (94301.320000 sec): 3 clusters Score: Raw -29158413.103221 + Penalty 5941.868441 = -29152471.234780 nChanged 9 SP:Iteration 98Q (94302.170000 sec): 3 clusters Score: Raw -29158414.374670 + Penalty 5941.868441 = -29152472.506228 nChanged 8 SP:Iteration 99Q (94303.040000 sec): 3 clusters Score: Raw -29158415.419927 + Penalty 5941.868441 = -29152473.551486 nChanged 10 SP:Iteration 100F (94304.050000 sec): 3 clusters Score: Raw -29158416.963580 + Penalty 5941.868441 = -29152475.095139 nChanged 10 SP:Iteration 101Q (94304.910000 sec): 3 clusters Score: Raw -29158418.304596 + Penalty 5941.868441 = -29152476.436155 nChanged 6 SP:Iteration 102Q (94305.830000 sec): 3 clusters Score: Raw -29158419.054744 + Penalty 5941.868441 = -29152477.186302 nChanged 7 SP:Iteration 103Q (94306.630000 sec): 3 clusters Score: Raw -29158420.112850 + Penalty 5941.868441 = -29152478.244408 nChanged 7 SP:Iteration 104Q (94307.480000 sec): 3 clusters Score: Raw -29158421.224117 + Penalty 5941.868441 = -29152479.355676 nChanged 8 SP:Iteration 105Q (94308.390000 sec): 3 clusters Score: Raw -29158422.816700 + Penalty 5941.868441 = -29152480.948258 nChanged 9 SP:Iteration 106Q (94309.160000 sec): 3 clusters Score: Raw -29158424.093295 + Penalty 5941.868441 = -29152482.224853 nChanged 7 SP:Iteration 107Q (94310.000000 sec): 3 clusters Score: Raw -29158425.246394 + Penalty 5941.868441 = -29152483.377952 nChanged 5 SP:Iteration 108Q (94310.820000 sec): 3 clusters Score: Raw -29158426.134955 + Penalty 5941.868441 = -29152484.266514 nChanged 4 SP:Iteration 109Q (94311.620000 sec): 3 clusters Score: Raw -29158427.251404 + Penalty 5941.868441 = -29152485.382962 nChanged 6 SP:Iteration 110Q (94312.510000 sec): 3 clusters Score: Raw -29158428.256970 + Penalty 5941.868441 = -29152486.388529 nChanged 5 SP:Iteration 111Q (94313.400000 sec): 3 clusters Score: Raw -29158429.090267 + Penalty 5941.868441 = -29152487.221825 nChanged 4 SP:Iteration 112Q (94314.230000 sec): 3 clusters Score: Raw -29158429.574181 + Penalty 5941.868441 = -29152487.705740 nChanged 3 SP:Iteration 113Q (94315.100000 sec): 3 clusters Score: Raw -29158429.951763 + Penalty 5941.868441 = -29152488.083322 nChanged 5 SP:Iteration 114Q (94315.950000 sec): 3 clusters Score: Raw -29158430.742743 + Penalty 5941.868441 = -29152488.874301 nChanged 4 SP:Iteration 115Q (94316.840000 sec): 3 clusters Score: Raw -29158431.459579 + Penalty 5941.868441 = -29152489.591138 nChanged 4 SP:Iteration 116Q (94317.760000 sec): 3 clusters Score: Raw -29158431.833297 + Penalty 5941.868441 = -29152489.964856 nChanged 1 SP:Iteration 117Q (94318.600000 sec): 3 clusters Score: Raw -29158431.912147 + Penalty 5941.868441 = -29152490.043706 nChanged 1 SP:Iteration 118Q (94319.380000 sec): 3 clusters Score: Raw -29158432.017797 + Penalty 5941.868441 = -29152490.149356 nChanged 0 SP:Iteration 119F (94320.350000 sec): 3 clusters Score: Raw -29158432.017797 + Penalty 5941.868441 = -29152490.149356 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94320.560000 sec): 2 clusters Score: Raw -212876.985226 + Penalty 1747.999829 = -211128.985397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94320.750000 sec): 3 clusters Score: Raw -212582.176073 + Penalty 3495.999659 = -209086.176414 nChanged 319 SP:Iteration 1F (94320.990000 sec): 3 clusters Score: Raw -212922.179259 + Penalty 3495.999659 = -209426.179600 nChanged 64 SP:Iteration 2F (94321.150000 sec): 3 clusters Score: Raw -213008.212218 + Penalty 3495.999659 = -209512.212560 nChanged 41 SP:Iteration 3Q (94321.420000 sec): 3 clusters Score: Raw -213084.358521 + Penalty 3495.999659 = -209588.358863 nChanged 34 SP:Iteration 4Q (94321.590000 sec): 3 clusters Score: Raw -213149.985561 + Penalty 3495.999659 = -209653.985903 nChanged 34 SP:Iteration 5Q (94321.790000 sec): 3 clusters Score: Raw -213201.763363 + Penalty 3495.999659 = -209705.763705 nChanged 26 SP:Iteration 6Q (94321.950000 sec): 3 clusters Score: Raw -213236.722905 + Penalty 3495.999659 = -209740.723246 nChanged 17 SP:Iteration 7Q (94322.180000 sec): 3 clusters Score: Raw -213261.320571 + Penalty 3495.999659 = -209765.320912 nChanged 19 SP:Iteration 8Q (94322.360000 sec): 3 clusters Score: Raw -213282.495972 + Penalty 3495.999659 = -209786.496313 nChanged 9 SP:Iteration 9Q (94322.540000 sec): 3 clusters Score: Raw -213292.465652 + Penalty 3495.999659 = -209796.465993 nChanged 6 SP:Iteration 10Q (94322.730000 sec): 3 clusters Score: Raw -213298.451058 + Penalty 3495.999659 = -209802.451400 nChanged 8 SP:Iteration 11Q (94322.990000 sec): 3 clusters Score: Raw -213306.817773 + Penalty 3495.999659 = -209810.818114 nChanged 9 SP:Iteration 12Q (94323.130000 sec): 3 clusters Score: Raw -213320.475170 + Penalty 3495.999659 = -209824.475512 nChanged 4 SP:Iteration 13Q (94323.370000 sec): 3 clusters Score: Raw -213325.819899 + Penalty 3495.999659 = -209829.820241 nChanged 7 SP:Iteration 14Q (94323.510000 sec): 3 clusters Score: Raw -213333.959796 + Penalty 3495.999659 = -209837.960138 nChanged 10 SP:Iteration 15Q (94323.700000 sec): 3 clusters Score: Raw -213340.381757 + Penalty 3495.999659 = -209844.382098 nChanged 5 SP:Iteration 16Q (94323.920000 sec): 3 clusters Score: Raw -213348.997292 + Penalty 3495.999659 = -209852.997633 nChanged 5 SP:Iteration 17Q (94324.120000 sec): 3 clusters Score: Raw -213359.515857 + Penalty 3495.999659 = -209863.516199 nChanged 10 SP:Iteration 18Q (94324.280000 sec): 3 clusters Score: Raw -213370.523935 + Penalty 3495.999659 = -209874.524276 nChanged 6 SP:Iteration 19Q (94324.510000 sec): 3 clusters Score: Raw -213377.518721 + Penalty 3495.999659 = -209881.519063 nChanged 5 SP:Iteration 20F (94324.690000 sec): 3 clusters Score: Raw -213382.568142 + Penalty 3495.999659 = -209886.568483 nChanged 1 SP:Iteration 21Q (94324.860000 sec): 3 clusters Score: Raw -213384.145582 + Penalty 3495.999659 = -209888.145923 nChanged 1 SP:Iteration 22Q (94325.090000 sec): 3 clusters Score: Raw -213384.545107 + Penalty 3495.999659 = -209888.545448 nChanged 0 SP:Iteration 23F (94325.270000 sec): 3 clusters Score: Raw -213384.545107 + Penalty 3495.999659 = -209888.545448 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94325.360000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94325.580000 sec): 3 clusters Score: Raw -111727.085703 + Penalty 3234.958028 = -108492.127675 nChanged 160 SP:Iteration 1F (94325.750000 sec): 3 clusters Score: Raw -111986.680361 + Penalty 3234.958028 = -108751.722334 nChanged 47 SP:Iteration 2F (94325.910000 sec): 3 clusters Score: Raw -112089.597059 + Penalty 3234.958028 = -108854.639031 nChanged 31 SP:Iteration 3Q (94326.110000 sec): 3 clusters Score: Raw -112166.611818 + Penalty 3234.958028 = -108931.653790 nChanged 32 SP:Iteration 4Q (94326.330000 sec): 3 clusters Score: Raw -112245.789401 + Penalty 3234.958028 = -109010.831373 nChanged 24 SP:Iteration 5Q (94326.570000 sec): 3 clusters Score: Raw -112298.898040 + Penalty 3234.958028 = -109063.940012 nChanged 17 SP:Iteration 6Q (94326.750000 sec): 3 clusters Score: Raw -112337.683335 + Penalty 3234.958028 = -109102.725307 nChanged 13 SP:Iteration 7Q (94326.880000 sec): 3 clusters Score: Raw -112364.757600 + Penalty 3234.958028 = -109129.799572 nChanged 7 SP:Iteration 8Q (94327.070000 sec): 3 clusters Score: Raw -112384.784571 + Penalty 3234.958028 = -109149.826543 nChanged 6 SP:Iteration 9Q (94327.200000 sec): 3 clusters Score: Raw -112398.693640 + Penalty 3234.958028 = -109163.735612 nChanged 5 SP:Iteration 10Q (94327.380000 sec): 3 clusters Score: Raw -112422.232559 + Penalty 3234.958028 = -109187.274531 nChanged 7 SP:Iteration 11Q (94327.560000 sec): 3 clusters Score: Raw -112437.746215 + Penalty 3234.958028 = -109202.788187 nChanged 3 SP:Iteration 12Q (94327.740000 sec): 3 clusters Score: Raw -112442.435441 + Penalty 3234.958028 = -109207.477414 nChanged 2 SP:Iteration 13Q (94327.930000 sec): 3 clusters Score: Raw -112445.259752 + Penalty 3234.958028 = -109210.301725 nChanged 1 SP:Iteration 14Q (94328.140000 sec): 3 clusters Score: Raw -112447.548876 + Penalty 3234.958028 = -109212.590848 nChanged 2 SP:Iteration 15Q (94328.350000 sec): 3 clusters Score: Raw -112457.040383 + Penalty 3234.958028 = -109222.082355 nChanged 3 SP:Iteration 16Q (94328.550000 sec): 3 clusters Score: Raw -112464.477270 + Penalty 3234.958028 = -109229.519243 nChanged 1 SP:Iteration 17Q (94328.750000 sec): 3 clusters Score: Raw -112467.721746 + Penalty 3234.958028 = -109232.763718 nChanged 2 SP:Iteration 18Q (94328.950000 sec): 3 clusters Score: Raw -112470.761796 + Penalty 3234.958028 = -109235.803768 nChanged 1 SP:Iteration 19Q (94329.130000 sec): 3 clusters Score: Raw -112471.986325 + Penalty 3234.958028 = -109237.028297 nChanged 0 SP:Iteration 20F (94329.340000 sec): 3 clusters Score: Raw -112471.986325 + Penalty 3234.958028 = -109237.028297 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94329.490000 sec): 2 clusters Score: Raw -2280699.652060 + Penalty 2345.463199 = -2278354.188861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94329.730000 sec): 3 clusters Score: Raw -2273679.580169 + Penalty 4690.926399 = -2268988.653770 nChanged 5454 SP:Iteration 1F (94330.010000 sec): 3 clusters Score: Raw -2276695.007681 + Penalty 4690.926399 = -2272004.081282 nChanged 814 SP:Iteration 2F (94330.250000 sec): 3 clusters Score: Raw -2277075.139551 + Penalty 4690.926399 = -2272384.213152 nChanged 644 SP:Iteration 3F (94330.510000 sec): 3 clusters Score: Raw -2277369.598423 + Penalty 4690.926399 = -2272678.672024 nChanged 558 SP:Iteration 4Q (94330.750000 sec): 3 clusters Score: Raw -2277644.625039 + Penalty 4690.926399 = -2272953.698640 nChanged 513 SP:Iteration 5Q (94331.000000 sec): 3 clusters Score: Raw -2277898.790667 + Penalty 4690.926399 = -2273207.864268 nChanged 492 SP:Iteration 6Q (94331.280000 sec): 3 clusters Score: Raw -2278149.458974 + Penalty 4690.926399 = -2273458.532575 nChanged 518 SP:Iteration 7Q (94331.520000 sec): 3 clusters Score: Raw -2278457.362119 + Penalty 4690.926399 = -2273766.435720 nChanged 509 SP:Iteration 8Q (94331.780000 sec): 3 clusters Score: Raw -2278727.603136 + Penalty 4690.926399 = -2274036.676737 nChanged 471 SP:Iteration 9Q (94332.070000 sec): 3 clusters Score: Raw -2278970.606922 + Penalty 4690.926399 = -2274279.680523 nChanged 440 SP:Iteration 10Q (94332.280000 sec): 3 clusters Score: Raw -2279200.785082 + Penalty 4690.926399 = -2274509.858683 nChanged 424 SP:Iteration 11Q (94332.560000 sec): 3 clusters Score: Raw -2279392.457971 + Penalty 4690.926399 = -2274701.531572 nChanged 331 SP:Iteration 12Q (94332.830000 sec): 3 clusters Score: Raw -2279546.861597 + Penalty 4690.926399 = -2274855.935198 nChanged 299 SP:Iteration 13Q (94333.080000 sec): 3 clusters Score: Raw -2279688.164849 + Penalty 4690.926399 = -2274997.238450 nChanged 281 SP:Iteration 14Q (94333.400000 sec): 3 clusters Score: Raw -2279808.318250 + Penalty 4690.926399 = -2275117.391851 nChanged 243 SP:Iteration 15Q (94333.690000 sec): 3 clusters Score: Raw -2279893.141578 + Penalty 4690.926399 = -2275202.215179 nChanged 198 SP:Iteration 16Q (94333.970000 sec): 3 clusters Score: Raw -2279950.407770 + Penalty 4690.926399 = -2275259.481371 nChanged 165 SP:Iteration 17Q (94334.200000 sec): 3 clusters Score: Raw -2279998.179405 + Penalty 4690.926399 = -2275307.253006 nChanged 132 SP:Iteration 18Q (94334.520000 sec): 3 clusters Score: Raw -2280028.720841 + Penalty 4690.926399 = -2275337.794442 nChanged 100 SP:Iteration 19Q (94334.750000 sec): 3 clusters Score: Raw -2280052.627320 + Penalty 4690.926399 = -2275361.700921 nChanged 85 SP:Iteration 20F (94335.020000 sec): 3 clusters Score: Raw -2280074.302489 + Penalty 4690.926399 = -2275383.376090 nChanged 81 SP:Iteration 21Q (94335.270000 sec): 3 clusters Score: Raw -2280091.782227 + Penalty 4690.926399 = -2275400.855828 nChanged 66 SP:Iteration 22Q (94335.480000 sec): 3 clusters Score: Raw -2280106.192623 + Penalty 4690.926399 = -2275415.266224 nChanged 63 SP:Iteration 23Q (94335.760000 sec): 3 clusters Score: Raw -2280120.404439 + Penalty 4690.926399 = -2275429.478040 nChanged 59 SP:Iteration 24Q (94336.000000 sec): 3 clusters Score: Raw -2280134.937296 + Penalty 4690.926399 = -2275444.010897 nChanged 58 SP:Iteration 25Q (94336.250000 sec): 3 clusters Score: Raw -2280146.680542 + Penalty 4690.926399 = -2275455.754143 nChanged 60 SP:Iteration 26Q (94336.490000 sec): 3 clusters Score: Raw -2280156.957938 + Penalty 4690.926399 = -2275466.031540 nChanged 57 SP:Iteration 27Q (94336.790000 sec): 3 clusters Score: Raw -2280168.592381 + Penalty 4690.926399 = -2275477.665982 nChanged 60 SP:Iteration 28Q (94337.100000 sec): 3 clusters Score: Raw -2280181.463860 + Penalty 4690.926399 = -2275490.537461 nChanged 60 SP:Iteration 29Q (94337.350000 sec): 3 clusters Score: Raw -2280195.614839 + Penalty 4690.926399 = -2275504.688440 nChanged 65 SP:Iteration 30Q (94337.680000 sec): 3 clusters Score: Raw -2280212.009140 + Penalty 4690.926399 = -2275521.082741 nChanged 61 SP:Iteration 31Q (94337.920000 sec): 3 clusters Score: Raw -2280227.885070 + Penalty 4690.926399 = -2275536.958671 nChanged 65 SP:Iteration 32Q (94338.180000 sec): 3 clusters Score: Raw -2280244.460448 + Penalty 4690.926399 = -2275553.534049 nChanged 54 SP:Iteration 33Q (94338.400000 sec): 3 clusters Score: Raw -2280257.151299 + Penalty 4690.926399 = -2275566.224900 nChanged 59 SP:Iteration 34Q (94338.680000 sec): 3 clusters Score: Raw -2280271.128201 + Penalty 4690.926399 = -2275580.201802 nChanged 58 SP:Iteration 35Q (94338.910000 sec): 3 clusters Score: Raw -2280284.400024 + Penalty 4690.926399 = -2275593.473625 nChanged 59 SP:Iteration 36Q (94339.240000 sec): 3 clusters Score: Raw -2280296.800993 + Penalty 4690.926399 = -2275605.874594 nChanged 49 SP:Iteration 37Q (94339.490000 sec): 3 clusters Score: Raw -2280306.588197 + Penalty 4690.926399 = -2275615.661798 nChanged 40 SP:Iteration 38Q (94339.700000 sec): 3 clusters Score: Raw -2280313.709351 + Penalty 4690.926399 = -2275622.782952 nChanged 34 SP:Iteration 39Q (94339.940000 sec): 3 clusters Score: Raw -2280320.342805 + Penalty 4690.926399 = -2275629.416406 nChanged 33 SP:Iteration 40F (94340.230000 sec): 3 clusters Score: Raw -2280325.738625 + Penalty 4690.926399 = -2275634.812226 nChanged 32 SP:Iteration 41Q (94340.460000 sec): 3 clusters Score: Raw -2280331.736219 + Penalty 4690.926399 = -2275640.809820 nChanged 26 SP:Iteration 42Q (94340.720000 sec): 3 clusters Score: Raw -2280336.334978 + Penalty 4690.926399 = -2275645.408579 nChanged 31 SP:Iteration 43Q (94340.980000 sec): 3 clusters Score: Raw -2280340.525882 + Penalty 4690.926399 = -2275649.599483 nChanged 22 SP:Iteration 44Q (94341.240000 sec): 3 clusters Score: Raw -2280344.844042 + Penalty 4690.926399 = -2275653.917643 nChanged 30 SP:Iteration 45Q (94341.510000 sec): 3 clusters Score: Raw -2280350.457183 + Penalty 4690.926399 = -2275659.530784 nChanged 34 SP:Iteration 46Q (94341.760000 sec): 3 clusters Score: Raw -2280357.902816 + Penalty 4690.926399 = -2275666.976417 nChanged 34 SP:Iteration 47Q (94342.010000 sec): 3 clusters Score: Raw -2280364.855351 + Penalty 4690.926399 = -2275673.928952 nChanged 31 SP:Iteration 48Q (94342.360000 sec): 3 clusters Score: Raw -2280370.573821 + Penalty 4690.926399 = -2275679.647422 nChanged 36 SP:Iteration 49Q (94342.620000 sec): 3 clusters Score: Raw -2280378.747515 + Penalty 4690.926399 = -2275687.821116 nChanged 44 SP:Iteration 50Q (94342.880000 sec): 3 clusters Score: Raw -2280387.241279 + Penalty 4690.926399 = -2275696.314880 nChanged 39 SP:Iteration 51Q (94343.090000 sec): 3 clusters Score: Raw -2280395.321752 + Penalty 4690.926399 = -2275704.395353 nChanged 35 SP:Iteration 52Q (94343.400000 sec): 3 clusters Score: Raw -2280403.103580 + Penalty 4690.926399 = -2275712.177181 nChanged 45 SP:Iteration 53Q (94343.630000 sec): 3 clusters Score: Raw -2280412.513522 + Penalty 4690.926399 = -2275721.587123 nChanged 35 SP:Iteration 54Q (94343.920000 sec): 3 clusters Score: Raw -2280420.654624 + Penalty 4690.926399 = -2275729.728225 nChanged 45 SP:Iteration 55Q (94344.180000 sec): 3 clusters Score: Raw -2280431.367912 + Penalty 4690.926399 = -2275740.441514 nChanged 50 SP:Iteration 56Q (94344.430000 sec): 3 clusters Score: Raw -2280443.390981 + Penalty 4690.926399 = -2275752.464582 nChanged 44 SP:Iteration 57Q (94344.680000 sec): 3 clusters Score: Raw -2280454.450776 + Penalty 4690.926399 = -2275763.524377 nChanged 41 SP:Iteration 58Q (94344.980000 sec): 3 clusters Score: Raw -2280463.017577 + Penalty 4690.926399 = -2275772.091178 nChanged 46 SP:Iteration 59Q (94345.180000 sec): 3 clusters Score: Raw -2280471.322848 + Penalty 4690.926399 = -2275780.396450 nChanged 45 SP:Iteration 60F (94345.430000 sec): 3 clusters Score: Raw -2280481.473181 + Penalty 4690.926399 = -2275790.546782 nChanged 47 SP:Iteration 61Q (94345.680000 sec): 3 clusters Score: Raw -2280492.280192 + Penalty 4690.926399 = -2275801.353793 nChanged 44 SP:Iteration 62Q (94345.910000 sec): 3 clusters Score: Raw -2280500.118336 + Penalty 4690.926399 = -2275809.191937 nChanged 34 SP:Iteration 63Q (94346.140000 sec): 3 clusters Score: Raw -2280507.574085 + Penalty 4690.926399 = -2275816.647686 nChanged 34 SP:Iteration 64Q (94346.380000 sec): 3 clusters Score: Raw -2280515.726512 + Penalty 4690.926399 = -2275824.800113 nChanged 34 SP:Iteration 65Q (94346.660000 sec): 3 clusters Score: Raw -2280523.517201 + Penalty 4690.926399 = -2275832.590802 nChanged 34 SP:Iteration 66Q (94346.920000 sec): 3 clusters Score: Raw -2280530.814763 + Penalty 4690.926399 = -2275839.888364 nChanged 36 SP:Iteration 67Q (94347.090000 sec): 3 clusters Score: Raw -2280539.975118 + Penalty 4690.926399 = -2275849.048719 nChanged 34 SP:Iteration 68Q (94347.350000 sec): 3 clusters Score: Raw -2280547.084313 + Penalty 4690.926399 = -2275856.157914 nChanged 29 SP:Iteration 69Q (94347.600000 sec): 3 clusters Score: Raw -2280553.789253 + Penalty 4690.926399 = -2275862.862854 nChanged 29 SP:Iteration 70Q (94347.860000 sec): 3 clusters Score: Raw -2280559.975154 + Penalty 4690.926399 = -2275869.048755 nChanged 26 SP:Iteration 71Q (94348.140000 sec): 3 clusters Score: Raw -2280565.296477 + Penalty 4690.926399 = -2275874.370079 nChanged 27 SP:Iteration 72Q (94348.440000 sec): 3 clusters Score: Raw -2280571.252945 + Penalty 4690.926399 = -2275880.326546 nChanged 30 SP:Iteration 73Q (94348.660000 sec): 3 clusters Score: Raw -2280578.952782 + Penalty 4690.926399 = -2275888.026383 nChanged 29 SP:Iteration 74Q (94348.940000 sec): 3 clusters Score: Raw -2280585.581000 + Penalty 4690.926399 = -2275894.654601 nChanged 26 SP:Iteration 75Q (94349.160000 sec): 3 clusters Score: Raw -2280591.919492 + Penalty 4690.926399 = -2275900.993093 nChanged 30 SP:Iteration 76Q (94349.430000 sec): 3 clusters Score: Raw -2280598.685082 + Penalty 4690.926399 = -2275907.758683 nChanged 20 SP:Iteration 77Q (94349.720000 sec): 3 clusters Score: Raw -2280602.753656 + Penalty 4690.926399 = -2275911.827257 nChanged 18 SP:Iteration 78Q (94349.980000 sec): 3 clusters Score: Raw -2280606.153106 + Penalty 4690.926399 = -2275915.226707 nChanged 16 SP:Iteration 79Q (94350.210000 sec): 3 clusters Score: Raw -2280609.685680 + Penalty 4690.926399 = -2275918.759281 nChanged 15 SP:Iteration 80F (94350.490000 sec): 3 clusters Score: Raw -2280613.209837 + Penalty 4690.926399 = -2275922.283438 nChanged 17 SP:Iteration 81Q (94350.750000 sec): 3 clusters Score: Raw -2280617.939119 + Penalty 4690.926399 = -2275927.012720 nChanged 24 SP:Iteration 82Q (94350.960000 sec): 3 clusters Score: Raw -2280624.655509 + Penalty 4690.926399 = -2275933.729110 nChanged 26 SP:Iteration 83Q (94351.220000 sec): 3 clusters Score: Raw -2280631.476730 + Penalty 4690.926399 = -2275940.550331 nChanged 33 SP:Iteration 84Q (94351.450000 sec): 3 clusters Score: Raw -2280640.154320 + Penalty 4690.926399 = -2275949.227921 nChanged 32 SP:Iteration 85Q (94351.730000 sec): 3 clusters Score: Raw -2280649.542156 + Penalty 4690.926399 = -2275958.615757 nChanged 35 SP:Iteration 86Q (94351.980000 sec): 3 clusters Score: Raw -2280659.848911 + Penalty 4690.926399 = -2275968.922512 nChanged 44 SP:Iteration 87Q (94352.230000 sec): 3 clusters Score: Raw -2280673.780276 + Penalty 4690.926399 = -2275982.853877 nChanged 43 SP:Iteration 88Q (94352.470000 sec): 3 clusters Score: Raw -2280684.545861 + Penalty 4690.926399 = -2275993.619462 nChanged 40 SP:Iteration 89Q (94352.750000 sec): 3 clusters Score: Raw -2280696.318266 + Penalty 4690.926399 = -2276005.391867 nChanged 42 SP:Iteration 90Q (94352.950000 sec): 3 clusters Score: Raw -2280711.358338 + Penalty 4690.926399 = -2276020.431939 nChanged 45 SP:Iteration 91Q (94353.200000 sec): 3 clusters Score: Raw -2280724.803373 + Penalty 4690.926399 = -2276033.876974 nChanged 39 SP:Iteration 92Q (94353.480000 sec): 3 clusters Score: Raw -2280735.622303 + Penalty 4690.926399 = -2276044.695904 nChanged 35 SP:Iteration 93Q (94353.730000 sec): 3 clusters Score: Raw -2280746.689454 + Penalty 4690.926399 = -2276055.763056 nChanged 38 SP:Iteration 94Q (94354.020000 sec): 3 clusters Score: Raw -2280758.340138 + Penalty 4690.926399 = -2276067.413739 nChanged 36 SP:Iteration 95Q (94354.290000 sec): 3 clusters Score: Raw -2280767.675595 + Penalty 4690.926399 = -2276076.749196 nChanged 37 SP:Iteration 96Q (94354.530000 sec): 3 clusters Score: Raw -2280777.582898 + Penalty 4690.926399 = -2276086.656499 nChanged 33 SP:Iteration 97Q (94354.800000 sec): 3 clusters Score: Raw -2280785.553272 + Penalty 4690.926399 = -2276094.626873 nChanged 25 SP:Iteration 98Q (94355.060000 sec): 3 clusters Score: Raw -2280792.232893 + Penalty 4690.926399 = -2276101.306495 nChanged 21 SP:Iteration 99Q (94355.330000 sec): 3 clusters Score: Raw -2280797.188633 + Penalty 4690.926399 = -2276106.262235 nChanged 17 SP:Iteration 100F (94355.590000 sec): 3 clusters Score: Raw -2280800.976194 + Penalty 4690.926399 = -2276110.049795 nChanged 12 SP:Iteration 101Q (94355.850000 sec): 3 clusters Score: Raw -2280803.047697 + Penalty 4690.926399 = -2276112.121298 nChanged 14 SP:Iteration 102Q (94356.020000 sec): 3 clusters Score: Raw -2280806.535335 + Penalty 4690.926399 = -2276115.608936 nChanged 14 SP:Iteration 103Q (94356.290000 sec): 3 clusters Score: Raw -2280809.895101 + Penalty 4690.926399 = -2276118.968702 nChanged 15 SP:Iteration 104Q (94356.560000 sec): 3 clusters Score: Raw -2280813.195155 + Penalty 4690.926399 = -2276122.268757 nChanged 17 SP:Iteration 105Q (94356.820000 sec): 3 clusters Score: Raw -2280816.658096 + Penalty 4690.926399 = -2276125.731697 nChanged 18 SP:Iteration 106Q (94357.110000 sec): 3 clusters Score: Raw -2280821.712174 + Penalty 4690.926399 = -2276130.785775 nChanged 16 SP:Iteration 107Q (94357.320000 sec): 3 clusters Score: Raw -2280826.500224 + Penalty 4690.926399 = -2276135.573825 nChanged 21 SP:Iteration 108Q (94357.560000 sec): 3 clusters Score: Raw -2280832.128883 + Penalty 4690.926399 = -2276141.202485 nChanged 21 SP:Iteration 109Q (94357.780000 sec): 3 clusters Score: Raw -2280837.720685 + Penalty 4690.926399 = -2276146.794286 nChanged 20 SP:Iteration 110Q (94358.030000 sec): 3 clusters Score: Raw -2280842.566206 + Penalty 4690.926399 = -2276151.639807 nChanged 11 SP:Iteration 111Q (94358.210000 sec): 3 clusters Score: Raw -2280845.589965 + Penalty 4690.926399 = -2276154.663566 nChanged 12 SP:Iteration 112Q (94358.500000 sec): 3 clusters Score: Raw -2280850.173002 + Penalty 4690.926399 = -2276159.246603 nChanged 15 SP:Iteration 113Q (94358.750000 sec): 3 clusters Score: Raw -2280854.948324 + Penalty 4690.926399 = -2276164.021925 nChanged 18 SP:Iteration 114Q (94359.000000 sec): 3 clusters Score: Raw -2280861.372981 + Penalty 4690.926399 = -2276170.446582 nChanged 19 SP:Iteration 115Q (94359.240000 sec): 3 clusters Score: Raw -2280866.785623 + Penalty 4690.926399 = -2276175.859224 nChanged 14 SP:Iteration 116Q (94359.510000 sec): 3 clusters Score: Raw -2280871.426493 + Penalty 4690.926399 = -2276180.500095 nChanged 13 SP:Iteration 117Q (94359.790000 sec): 3 clusters Score: Raw -2280875.089810 + Penalty 4690.926399 = -2276184.163411 nChanged 18 SP:Iteration 118Q (94360.150000 sec): 3 clusters Score: Raw -2280880.914519 + Penalty 4690.926399 = -2276189.988120 nChanged 18 SP:Iteration 119Q (94360.450000 sec): 3 clusters Score: Raw -2280885.964379 + Penalty 4690.926399 = -2276195.037980 nChanged 21 SP:Iteration 120F (94360.710000 sec): 3 clusters Score: Raw -2280891.545217 + Penalty 4690.926399 = -2276200.618818 nChanged 14 SP:Iteration 121Q (94360.980000 sec): 3 clusters Score: Raw -2280895.238111 + Penalty 4690.926399 = -2276204.311712 nChanged 15 SP:Iteration 122Q (94361.200000 sec): 3 clusters Score: Raw -2280899.253223 + Penalty 4690.926399 = -2276208.326824 nChanged 9 SP:Iteration 123Q (94361.420000 sec): 3 clusters Score: Raw -2280901.449556 + Penalty 4690.926399 = -2276210.523157 nChanged 4 SP:Iteration 124Q (94361.660000 sec): 3 clusters Score: Raw -2280902.514836 + Penalty 4690.926399 = -2276211.588437 nChanged 5 SP:Iteration 125Q (94361.970000 sec): 3 clusters Score: Raw -2280903.395032 + Penalty 4690.926399 = -2276212.468633 nChanged 3 SP:Iteration 126Q (94362.300000 sec): 3 clusters Score: Raw -2280904.693625 + Penalty 4690.926399 = -2276213.767226 nChanged 4 SP:Iteration 127Q (94362.510000 sec): 3 clusters Score: Raw -2280906.509968 + Penalty 4690.926399 = -2276215.583569 nChanged 7 SP:Iteration 128Q (94362.760000 sec): 3 clusters Score: Raw -2280907.974843 + Penalty 4690.926399 = -2276217.048444 nChanged 6 SP:Iteration 129Q (94363.030000 sec): 3 clusters Score: Raw -2280909.660925 + Penalty 4690.926399 = -2276218.734526 nChanged 9 SP:Iteration 130Q (94363.260000 sec): 3 clusters Score: Raw -2280911.780499 + Penalty 4690.926399 = -2276220.854100 nChanged 4 SP:Iteration 131Q (94363.530000 sec): 3 clusters Score: Raw -2280912.631085 + Penalty 4690.926399 = -2276221.704686 nChanged 5 SP:Iteration 132Q (94363.730000 sec): 3 clusters Score: Raw -2280913.616196 + Penalty 4690.926399 = -2276222.689797 nChanged 7 SP:Iteration 133Q (94364.010000 sec): 3 clusters Score: Raw -2280915.562770 + Penalty 4690.926399 = -2276224.636372 nChanged 3 SP:Iteration 134Q (94364.220000 sec): 3 clusters Score: Raw -2280916.280595 + Penalty 4690.926399 = -2276225.354196 nChanged 4 SP:Iteration 135Q (94364.490000 sec): 3 clusters Score: Raw -2280916.980485 + Penalty 4690.926399 = -2276226.054086 nChanged 4 SP:Iteration 136Q (94364.750000 sec): 3 clusters Score: Raw -2280917.798942 + Penalty 4690.926399 = -2276226.872543 nChanged 2 SP:Iteration 137Q (94364.980000 sec): 3 clusters Score: Raw -2280918.524919 + Penalty 4690.926399 = -2276227.598520 nChanged 5 SP:Iteration 138Q (94365.290000 sec): 3 clusters Score: Raw -2280919.912619 + Penalty 4690.926399 = -2276228.986220 nChanged 3 SP:Iteration 139Q (94365.510000 sec): 3 clusters Score: Raw -2280920.573785 + Penalty 4690.926399 = -2276229.647386 nChanged 2 SP:Iteration 140F (94365.780000 sec): 3 clusters Score: Raw -2280920.787330 + Penalty 4690.926399 = -2276229.860931 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94365.870000 sec): 2 clusters Score: Raw -36650.364763 + Penalty 1355.030288 = -35295.334476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94366.040000 sec): 3 clusters Score: Raw -36831.299227 + Penalty 2710.060575 = -34121.238651 nChanged 25 SP:Iteration 1F (94366.260000 sec): 3 clusters Score: Raw -36896.198958 + Penalty 2710.060575 = -34186.138383 nChanged 6 SP:Iteration 2Q (94366.430000 sec): 3 clusters Score: Raw -36915.439176 + Penalty 2710.060575 = -34205.378601 nChanged 5 SP:Iteration 3Q (94366.580000 sec): 3 clusters Score: Raw -36926.120245 + Penalty 2710.060575 = -34216.059670 nChanged 0 SP:Iteration 4F (94366.740000 sec): 3 clusters Score: Raw -36926.120245 + Penalty 2710.060575 = -34216.059670 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94366.830000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94366.990000 sec): 3 clusters Score: Raw -63680.443897 + Penalty 2939.755309 = -60740.688588 nChanged 49 SP:Iteration 1F (94367.160000 sec): 3 clusters Score: Raw -63795.068966 + Penalty 2939.755309 = -60855.313657 nChanged 12 SP:Iteration 2Q (94367.390000 sec): 3 clusters Score: Raw -63825.114671 + Penalty 2939.755309 = -60885.359362 nChanged 6 SP:Iteration 3Q (94367.590000 sec): 3 clusters Score: Raw -63846.112142 + Penalty 2939.755309 = -60906.356834 nChanged 1 SP:Iteration 4Q (94367.750000 sec): 3 clusters Score: Raw -63850.366008 + Penalty 2939.755309 = -60910.610699 nChanged 1 SP:Iteration 5Q (94367.950000 sec): 3 clusters Score: Raw -63852.806832 + Penalty 2939.755309 = -60913.051523 nChanged 2 SP:Iteration 6Q (94368.110000 sec): 3 clusters Score: Raw -63861.816485 + Penalty 2939.755309 = -60922.061176 nChanged 0 SP:Iteration 7F (94368.270000 sec): 3 clusters Score: Raw -63861.816485 + Penalty 2939.755309 = -60922.061176 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94368.450000 sec): 2 clusters Score: Raw -5401690.463748 + Penalty 2540.358859 = -5399150.104889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94368.800000 sec): 3 clusters Score: Raw -5384932.315467 + Penalty 5080.717718 = -5379851.597749 nChanged 12606 SP:Iteration 1F (94369.230000 sec): 3 clusters Score: Raw -5391609.731657 + Penalty 5080.717718 = -5386529.013939 nChanged 1366 SP:Iteration 2Q (94369.580000 sec): 3 clusters Score: Raw -5392052.678337 + Penalty 5080.717718 = -5386971.960619 nChanged 1170 SP:Iteration 3Q (94369.960000 sec): 3 clusters Score: Raw -5392415.941519 + Penalty 5080.717718 = -5387335.223800 nChanged 1041 SP:Iteration 4Q (94370.300000 sec): 3 clusters Score: Raw -5392744.715506 + Penalty 5080.717718 = -5387663.997787 nChanged 1000 SP:Iteration 5Q (94370.680000 sec): 3 clusters Score: Raw -5393083.121407 + Penalty 5080.717718 = -5388002.403688 nChanged 1042 SP:Iteration 6Q (94371.040000 sec): 3 clusters Score: Raw -5393454.554182 + Penalty 5080.717718 = -5388373.836464 nChanged 1102 SP:Iteration 7Q (94371.390000 sec): 3 clusters Score: Raw -5393894.406346 + Penalty 5080.717718 = -5388813.688628 nChanged 1166 SP:Iteration 8Q (94371.700000 sec): 3 clusters Score: Raw -5394383.459682 + Penalty 5080.717718 = -5389302.741963 nChanged 1261 SP:Iteration 9Q (94372.070000 sec): 3 clusters Score: Raw -5394962.282815 + Penalty 5080.717718 = -5389881.565097 nChanged 1310 SP:Iteration 10Q (94372.490000 sec): 3 clusters Score: Raw -5395608.411824 + Penalty 5080.717718 = -5390527.694106 nChanged 1290 SP:Iteration 11Q (94372.830000 sec): 3 clusters Score: Raw -5396310.712421 + Penalty 5080.717718 = -5391229.994703 nChanged 1257 SP:Iteration 12Q (94373.200000 sec): 3 clusters Score: Raw -5397036.458302 + Penalty 5080.717718 = -5391955.740583 nChanged 1214 SP:Iteration 13Q (94373.570000 sec): 3 clusters Score: Raw -5397794.137484 + Penalty 5080.717718 = -5392713.419766 nChanged 1165 SP:Iteration 14Q (94373.900000 sec): 3 clusters Score: Raw -5398604.678550 + Penalty 5080.717718 = -5393523.960832 nChanged 1099 SP:Iteration 15Q (94374.220000 sec): 3 clusters Score: Raw -5399410.257927 + Penalty 5080.717718 = -5394329.540209 nChanged 931 SP:Iteration 16Q (94374.610000 sec): 3 clusters Score: Raw -5400093.863727 + Penalty 5080.717718 = -5395013.146008 nChanged 746 SP:Iteration 17Q (94374.930000 sec): 3 clusters Score: Raw -5400623.935296 + Penalty 5080.717718 = -5395543.217578 nChanged 540 SP:Iteration 18Q (94375.270000 sec): 3 clusters Score: Raw -5401042.176501 + Penalty 5080.717718 = -5395961.458782 nChanged 423 SP:Iteration 19Q (94375.600000 sec): 3 clusters Score: Raw -5401366.446328 + Penalty 5080.717718 = -5396285.728610 nChanged 287 SP:Iteration 20F (94375.910000 sec): 3 clusters Score: Raw -5401591.924557 + Penalty 5080.717718 = -5396511.206839 nChanged 184 SP:Iteration 21Q (94376.240000 sec): 3 clusters Score: Raw -5401732.407846 + Penalty 5080.717718 = -5396651.690128 nChanged 119 SP:Iteration 22Q (94376.580000 sec): 3 clusters Score: Raw -5401821.989116 + Penalty 5080.717718 = -5396741.271398 nChanged 72 SP:Iteration 23Q (94376.940000 sec): 3 clusters Score: Raw -5401876.684422 + Penalty 5080.717718 = -5396795.966704 nChanged 57 SP:Iteration 24Q (94377.280000 sec): 3 clusters Score: Raw -5401916.652130 + Penalty 5080.717718 = -5396835.934412 nChanged 30 SP:Iteration 25Q (94377.660000 sec): 3 clusters Score: Raw -5401936.422486 + Penalty 5080.717718 = -5396855.704767 nChanged 22 SP:Iteration 26Q (94378.000000 sec): 3 clusters Score: Raw -5401954.399671 + Penalty 5080.717718 = -5396873.681953 nChanged 23 SP:Iteration 27Q (94378.360000 sec): 3 clusters Score: Raw -5401972.562284 + Penalty 5080.717718 = -5396891.844566 nChanged 16 SP:Iteration 28Q (94378.680000 sec): 3 clusters Score: Raw -5401984.110065 + Penalty 5080.717718 = -5396903.392346 nChanged 15 SP:Iteration 29Q (94379.010000 sec): 3 clusters Score: Raw -5401995.348642 + Penalty 5080.717718 = -5396914.630923 nChanged 14 SP:Iteration 30Q (94379.380000 sec): 3 clusters Score: Raw -5402003.474918 + Penalty 5080.717718 = -5396922.757199 nChanged 12 SP:Iteration 31Q (94379.630000 sec): 3 clusters Score: Raw -5402010.798078 + Penalty 5080.717718 = -5396930.080360 nChanged 10 SP:Iteration 32Q (94379.950000 sec): 3 clusters Score: Raw -5402016.662895 + Penalty 5080.717718 = -5396935.945177 nChanged 9 SP:Iteration 33Q (94380.340000 sec): 3 clusters Score: Raw -5402023.494158 + Penalty 5080.717718 = -5396942.776440 nChanged 8 SP:Iteration 34Q (94380.680000 sec): 3 clusters Score: Raw -5402029.452934 + Penalty 5080.717718 = -5396948.735216 nChanged 7 SP:Iteration 35Q (94380.970000 sec): 3 clusters Score: Raw -5402035.884352 + Penalty 5080.717718 = -5396955.166634 nChanged 5 SP:Iteration 36Q (94381.400000 sec): 3 clusters Score: Raw -5402038.730281 + Penalty 5080.717718 = -5396958.012563 nChanged 4 SP:Iteration 37Q (94381.710000 sec): 3 clusters Score: Raw -5402041.808110 + Penalty 5080.717718 = -5396961.090392 nChanged 3 SP:Iteration 38Q (94382.020000 sec): 3 clusters Score: Raw -5402043.964698 + Penalty 5080.717718 = -5396963.246980 nChanged 0 SP:Iteration 39F (94382.370000 sec): 3 clusters Score: Raw -5402043.964698 + Penalty 5080.717718 = -5396963.246980 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94382.470000 sec): 2 clusters Score: Raw -196375.117225 + Penalty 1729.670770 = -194645.446455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94382.710000 sec): 3 clusters Score: Raw -196081.210823 + Penalty 3459.341540 = -192621.869283 nChanged 270 SP:Iteration 1F (94382.910000 sec): 3 clusters Score: Raw -196375.468315 + Penalty 3459.341540 = -192916.126775 nChanged 77 SP:Iteration 2F (94383.100000 sec): 3 clusters Score: Raw -196481.781927 + Penalty 3459.341540 = -193022.440387 nChanged 43 SP:Iteration 3Q (94383.250000 sec): 3 clusters Score: Raw -196542.715202 + Penalty 3459.341540 = -193083.373662 nChanged 24 SP:Iteration 4Q (94383.450000 sec): 3 clusters Score: Raw -196583.430869 + Penalty 3459.341540 = -193124.089329 nChanged 18 SP:Iteration 5Q (94383.630000 sec): 3 clusters Score: Raw -196617.472911 + Penalty 3459.341540 = -193158.131371 nChanged 15 SP:Iteration 6Q (94383.790000 sec): 3 clusters Score: Raw -196634.549262 + Penalty 3459.341540 = -193175.207722 nChanged 7 SP:Iteration 7Q (94383.950000 sec): 3 clusters Score: Raw -196643.236622 + Penalty 3459.341540 = -193183.895082 nChanged 10 SP:Iteration 8Q (94384.110000 sec): 3 clusters Score: Raw -196652.401873 + Penalty 3459.341540 = -193193.060333 nChanged 8 SP:Iteration 9Q (94384.310000 sec): 3 clusters Score: Raw -196664.230344 + Penalty 3459.341540 = -193204.888804 nChanged 6 SP:Iteration 10Q (94384.450000 sec): 3 clusters Score: Raw -196671.745276 + Penalty 3459.341540 = -193212.403736 nChanged 6 SP:Iteration 11Q (94384.630000 sec): 3 clusters Score: Raw -196679.655989 + Penalty 3459.341540 = -193220.314449 nChanged 6 SP:Iteration 12Q (94384.800000 sec): 3 clusters Score: Raw -196688.566370 + Penalty 3459.341540 = -193229.224830 nChanged 10 SP:Iteration 13Q (94384.990000 sec): 3 clusters Score: Raw -196699.078240 + Penalty 3459.341540 = -193239.736700 nChanged 7 SP:Iteration 14Q (94385.160000 sec): 3 clusters Score: Raw -196712.525664 + Penalty 3459.341540 = -193253.184124 nChanged 10 SP:Iteration 15Q (94385.320000 sec): 3 clusters Score: Raw -196726.479100 + Penalty 3459.341540 = -193267.137560 nChanged 13 SP:Iteration 16Q (94385.510000 sec): 3 clusters Score: Raw -196740.486518 + Penalty 3459.341540 = -193281.144978 nChanged 7 SP:Iteration 17Q (94385.710000 sec): 3 clusters Score: Raw -196755.180957 + Penalty 3459.341540 = -193295.839417 nChanged 18 SP:Iteration 18Q (94385.910000 sec): 3 clusters Score: Raw -196780.571218 + Penalty 3459.341540 = -193321.229678 nChanged 6 SP:Iteration 19Q (94386.110000 sec): 3 clusters Score: Raw -196788.515618 + Penalty 3459.341540 = -193329.174078 nChanged 9 SP:Iteration 20F (94386.260000 sec): 3 clusters Score: Raw -196798.122579 + Penalty 3459.341540 = -193338.781039 nChanged 7 SP:Iteration 21Q (94386.480000 sec): 3 clusters Score: Raw -196807.100420 + Penalty 3459.341540 = -193347.758880 nChanged 8 SP:Iteration 22Q (94386.690000 sec): 3 clusters Score: Raw -196818.598342 + Penalty 3459.341540 = -193359.256802 nChanged 9 SP:Iteration 23Q (94386.880000 sec): 3 clusters Score: Raw -196835.064547 + Penalty 3459.341540 = -193375.723007 nChanged 9 SP:Iteration 24Q (94387.110000 sec): 3 clusters Score: Raw -196844.404520 + Penalty 3459.341540 = -193385.062980 nChanged 3 SP:Iteration 25Q (94387.330000 sec): 3 clusters Score: Raw -196847.691467 + Penalty 3459.341540 = -193388.349927 nChanged 0 SP:Iteration 26F (94387.510000 sec): 3 clusters Score: Raw -196847.691467 + Penalty 3459.341540 = -193388.349927 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94387.580000 sec): 2 clusters Score: Raw -22477.864719 + Penalty 1357.123127 = -21120.741592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94387.780000 sec): 3 clusters Score: Raw -22765.874810 + Penalty 2714.246254 = -20051.628555 nChanged 40 SP:Iteration 1F (94387.960000 sec): 3 clusters Score: Raw -22945.701675 + Penalty 2714.246254 = -20231.455421 nChanged 15 SP:Iteration 2F (94388.120000 sec): 3 clusters Score: Raw -23022.197703 + Penalty 2714.246254 = -20307.951448 nChanged 3 SP:Iteration 3Q (94388.310000 sec): 3 clusters Score: Raw -23034.402354 + Penalty 2714.246254 = -20320.156100 nChanged 3 SP:Iteration 4Q (94388.460000 sec): 3 clusters Score: Raw -23069.992146 + Penalty 2714.246254 = -20355.745892 nChanged 7 SP:Iteration 5Q (94388.650000 sec): 3 clusters Score: Raw -23116.030959 + Penalty 2714.246254 = -20401.784705 nChanged 4 SP:Iteration 6Q (94388.820000 sec): 3 clusters Score: Raw -23142.166096 + Penalty 2714.246254 = -20427.919842 nChanged 3 SP:Iteration 7Q (94389.000000 sec): 3 clusters Score: Raw -23160.892683 + Penalty 2714.246254 = -20446.646429 nChanged 0 SP:Iteration 8F (94389.160000 sec): 3 clusters Score: Raw -23160.892683 + Penalty 2714.246254 = -20446.646429 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94389.280000 sec): 2 clusters Score: Raw -423057.496981 + Penalty 1937.870927 = -421119.626054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94389.490000 sec): 3 clusters Score: Raw -422089.143533 + Penalty 3875.741855 = -418213.401678 nChanged 824 SP:Iteration 1F (94389.670000 sec): 3 clusters Score: Raw -422724.740743 + Penalty 3875.741855 = -418848.998888 nChanged 219 SP:Iteration 2F (94389.860000 sec): 3 clusters Score: Raw -422959.093184 + Penalty 3875.741855 = -419083.351329 nChanged 151 SP:Iteration 3F (94390.040000 sec): 3 clusters Score: Raw -423110.780700 + Penalty 3875.741855 = -419235.038845 nChanged 124 SP:Iteration 4F (94390.230000 sec): 3 clusters Score: Raw -423219.991656 + Penalty 3875.741855 = -419344.249802 nChanged 87 SP:Iteration 5Q (94390.420000 sec): 3 clusters Score: Raw -423299.221655 + Penalty 3875.741855 = -419423.479800 nChanged 73 SP:Iteration 6Q (94390.610000 sec): 3 clusters Score: Raw -423354.329669 + Penalty 3875.741855 = -419478.587814 nChanged 54 SP:Iteration 7Q (94390.840000 sec): 3 clusters Score: Raw -423395.257683 + Penalty 3875.741855 = -419519.515828 nChanged 49 SP:Iteration 8Q (94391.030000 sec): 3 clusters Score: Raw -423433.646695 + Penalty 3875.741855 = -419557.904840 nChanged 43 SP:Iteration 9Q (94391.220000 sec): 3 clusters Score: Raw -423472.545775 + Penalty 3875.741855 = -419596.803921 nChanged 38 SP:Iteration 10Q (94391.450000 sec): 3 clusters Score: Raw -423514.548009 + Penalty 3875.741855 = -419638.806155 nChanged 40 SP:Iteration 11Q (94391.640000 sec): 3 clusters Score: Raw -423553.335521 + Penalty 3875.741855 = -419677.593666 nChanged 43 SP:Iteration 12Q (94391.810000 sec): 3 clusters Score: Raw -423590.002275 + Penalty 3875.741855 = -419714.260420 nChanged 28 SP:Iteration 13Q (94392.020000 sec): 3 clusters Score: Raw -423609.958196 + Penalty 3875.741855 = -419734.216341 nChanged 27 SP:Iteration 14Q (94392.250000 sec): 3 clusters Score: Raw -423635.853253 + Penalty 3875.741855 = -419760.111398 nChanged 20 SP:Iteration 15Q (94392.510000 sec): 3 clusters Score: Raw -423655.498244 + Penalty 3875.741855 = -419779.756389 nChanged 22 SP:Iteration 16Q (94392.730000 sec): 3 clusters Score: Raw -423673.995452 + Penalty 3875.741855 = -419798.253598 nChanged 20 SP:Iteration 17Q (94392.920000 sec): 3 clusters Score: Raw -423688.442935 + Penalty 3875.741855 = -419812.701080 nChanged 16 SP:Iteration 18Q (94393.110000 sec): 3 clusters Score: Raw -423701.675803 + Penalty 3875.741855 = -419825.933948 nChanged 12 SP:Iteration 19Q (94393.310000 sec): 3 clusters Score: Raw -423707.160122 + Penalty 3875.741855 = -419831.418267 nChanged 6 SP:Iteration 20F (94393.450000 sec): 3 clusters Score: Raw -423710.116656 + Penalty 3875.741855 = -419834.374801 nChanged 5 SP:Iteration 21Q (94393.660000 sec): 3 clusters Score: Raw -423713.613272 + Penalty 3875.741855 = -419837.871417 nChanged 4 SP:Iteration 22Q (94393.840000 sec): 3 clusters Score: Raw -423717.006623 + Penalty 3875.741855 = -419841.264768 nChanged 3 SP:Iteration 23Q (94394.070000 sec): 3 clusters Score: Raw -423722.149023 + Penalty 3875.741855 = -419846.407168 nChanged 6 SP:Iteration 24Q (94394.230000 sec): 3 clusters Score: Raw -423727.855949 + Penalty 3875.741855 = -419852.114094 nChanged 10 SP:Iteration 25Q (94394.460000 sec): 3 clusters Score: Raw -423733.393082 + Penalty 3875.741855 = -419857.651227 nChanged 5 SP:Iteration 26Q (94394.670000 sec): 3 clusters Score: Raw -423737.153861 + Penalty 3875.741855 = -419861.412007 nChanged 6 SP:Iteration 27Q (94394.860000 sec): 3 clusters Score: Raw -423744.598175 + Penalty 3875.741855 = -419868.856320 nChanged 9 SP:Iteration 28Q (94395.000000 sec): 3 clusters Score: Raw -423751.231596 + Penalty 3875.741855 = -419875.489741 nChanged 7 SP:Iteration 29Q (94395.190000 sec): 3 clusters Score: Raw -423758.792741 + Penalty 3875.741855 = -419883.050886 nChanged 9 SP:Iteration 30Q (94395.380000 sec): 3 clusters Score: Raw -423770.818219 + Penalty 3875.741855 = -419895.076364 nChanged 12 SP:Iteration 31Q (94395.540000 sec): 3 clusters Score: Raw -423782.936604 + Penalty 3875.741855 = -419907.194749 nChanged 11 SP:Iteration 32Q (94395.750000 sec): 3 clusters Score: Raw -423792.672173 + Penalty 3875.741855 = -419916.930318 nChanged 13 SP:Iteration 33Q (94395.950000 sec): 3 clusters Score: Raw -423804.962803 + Penalty 3875.741855 = -419929.220948 nChanged 14 SP:Iteration 34Q (94396.140000 sec): 3 clusters Score: Raw -423815.673561 + Penalty 3875.741855 = -419939.931706 nChanged 10 SP:Iteration 35Q (94396.320000 sec): 3 clusters Score: Raw -423826.110274 + Penalty 3875.741855 = -419950.368420 nChanged 16 SP:Iteration 36Q (94396.530000 sec): 3 clusters Score: Raw -423846.649754 + Penalty 3875.741855 = -419970.907899 nChanged 26 SP:Iteration 37Q (94396.780000 sec): 3 clusters Score: Raw -423872.166821 + Penalty 3875.741855 = -419996.424966 nChanged 22 SP:Iteration 38Q (94396.980000 sec): 3 clusters Score: Raw -423900.245788 + Penalty 3875.741855 = -420024.503933 nChanged 25 SP:Iteration 39Q (94397.120000 sec): 3 clusters Score: Raw -423934.201579 + Penalty 3875.741855 = -420058.459724 nChanged 30 SP:Iteration 40F (94397.320000 sec): 3 clusters Score: Raw -423963.793112 + Penalty 3875.741855 = -420088.051257 nChanged 23 SP:Iteration 41Q (94397.490000 sec): 3 clusters Score: Raw -423994.417018 + Penalty 3875.741855 = -420118.675163 nChanged 25 SP:Iteration 42Q (94397.680000 sec): 3 clusters Score: Raw -424031.251718 + Penalty 3875.741855 = -420155.509863 nChanged 30 SP:Iteration 43Q (94397.900000 sec): 3 clusters Score: Raw -424067.941190 + Penalty 3875.741855 = -420192.199335 nChanged 29 SP:Iteration 44Q (94398.090000 sec): 3 clusters Score: Raw -424089.127513 + Penalty 3875.741855 = -420213.385658 nChanged 20 SP:Iteration 45Q (94398.280000 sec): 3 clusters Score: Raw -424103.332900 + Penalty 3875.741855 = -420227.591046 nChanged 12 SP:Iteration 46Q (94398.460000 sec): 3 clusters Score: Raw -424111.408772 + Penalty 3875.741855 = -420235.666917 nChanged 14 SP:Iteration 47Q (94398.630000 sec): 3 clusters Score: Raw -424122.820989 + Penalty 3875.741855 = -420247.079134 nChanged 18 SP:Iteration 48Q (94398.820000 sec): 3 clusters Score: Raw -424139.434075 + Penalty 3875.741855 = -420263.692221 nChanged 16 SP:Iteration 49Q (94399.050000 sec): 3 clusters Score: Raw -424150.909471 + Penalty 3875.741855 = -420275.167616 nChanged 10 SP:Iteration 50Q (94399.190000 sec): 3 clusters Score: Raw -424156.675749 + Penalty 3875.741855 = -420280.933894 nChanged 10 SP:Iteration 51Q (94399.370000 sec): 3 clusters Score: Raw -424160.561814 + Penalty 3875.741855 = -420284.819959 nChanged 5 SP:Iteration 52Q (94399.520000 sec): 3 clusters Score: Raw -424163.153949 + Penalty 3875.741855 = -420287.412094 nChanged 6 SP:Iteration 53Q (94399.740000 sec): 3 clusters Score: Raw -424165.980339 + Penalty 3875.741855 = -420290.238485 nChanged 5 SP:Iteration 54Q (94399.890000 sec): 3 clusters Score: Raw -424168.898312 + Penalty 3875.741855 = -420293.156457 nChanged 3 SP:Iteration 55Q (94400.030000 sec): 3 clusters Score: Raw -424170.612385 + Penalty 3875.741855 = -420294.870531 nChanged 2 SP:Iteration 56Q (94400.230000 sec): 3 clusters Score: Raw -424171.417902 + Penalty 3875.741855 = -420295.676047 nChanged 1 SP:Iteration 57Q (94400.400000 sec): 3 clusters Score: Raw -424171.946665 + Penalty 3875.741855 = -420296.204810 nChanged 1 SP:Iteration 58Q (94400.600000 sec): 3 clusters Score: Raw -424172.439276 + Penalty 3875.741855 = -420296.697421 nChanged 2 SP:Iteration 59Q (94400.790000 sec): 3 clusters Score: Raw -424173.369367 + Penalty 3875.741855 = -420297.627512 nChanged 1 SP:Iteration 60F (94401.060000 sec): 3 clusters Score: Raw -424173.889444 + Penalty 3875.741855 = -420298.147589 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94401.130000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94401.340000 sec): 3 clusters Score: Raw -209753.240143 + Penalty 3485.107697 = -206268.132446 nChanged 313 SP:Iteration 1F (94401.560000 sec): 3 clusters Score: Raw -210083.222298 + Penalty 3485.107697 = -206598.114601 nChanged 69 SP:Iteration 2F (94401.750000 sec): 3 clusters Score: Raw -210168.540867 + Penalty 3485.107697 = -206683.433170 nChanged 37 SP:Iteration 3Q (94401.940000 sec): 3 clusters Score: Raw -210210.538694 + Penalty 3485.107697 = -206725.430997 nChanged 22 SP:Iteration 4Q (94402.100000 sec): 3 clusters Score: Raw -210237.381780 + Penalty 3485.107697 = -206752.274082 nChanged 9 SP:Iteration 5Q (94402.320000 sec): 3 clusters Score: Raw -210245.025853 + Penalty 3485.107697 = -206759.918156 nChanged 3 SP:Iteration 6Q (94402.510000 sec): 3 clusters Score: Raw -210247.773183 + Penalty 3485.107697 = -206762.665486 nChanged 1 SP:Iteration 7Q (94402.690000 sec): 3 clusters Score: Raw -210248.570928 + Penalty 3485.107697 = -206763.463230 nChanged 1 SP:Iteration 8Q (94402.940000 sec): 3 clusters Score: Raw -210249.194579 + Penalty 3485.107697 = -206764.086881 nChanged 1 SP:Iteration 9Q (94403.080000 sec): 3 clusters Score: Raw -210250.757615 + Penalty 3485.107697 = -206765.649918 nChanged 1 SP:Iteration 10Q (94403.310000 sec): 3 clusters Score: Raw -210251.293028 + Penalty 3485.107697 = -206766.185331 nChanged 1 SP:Iteration 11Q (94403.520000 sec): 3 clusters Score: Raw -210251.863716 + Penalty 3485.107697 = -206766.756019 nChanged 1 SP:Iteration 12Q (94403.700000 sec): 3 clusters Score: Raw -210254.292135 + Penalty 3485.107697 = -206769.184438 nChanged 1 SP:Iteration 13Q (94403.920000 sec): 3 clusters Score: Raw -210256.603298 + Penalty 3485.107697 = -206771.495600 nChanged 3 SP:Iteration 14Q (94404.090000 sec): 3 clusters Score: Raw -210258.788519 + Penalty 3485.107697 = -206773.680821 nChanged 3 SP:Iteration 15Q (94404.340000 sec): 3 clusters Score: Raw -210263.559338 + Penalty 3485.107697 = -206778.451641 nChanged 3 SP:Iteration 16Q (94404.500000 sec): 3 clusters Score: Raw -210267.421715 + Penalty 3485.107697 = -206782.314018 nChanged 5 SP:Iteration 17Q (94404.750000 sec): 3 clusters Score: Raw -210272.500951 + Penalty 3485.107697 = -206787.393254 nChanged 4 SP:Iteration 18Q (94404.960000 sec): 3 clusters Score: Raw -210274.259938 + Penalty 3485.107697 = -206789.152241 nChanged 0 SP:Iteration 19F (94405.110000 sec): 3 clusters Score: Raw -210274.259938 + Penalty 3485.107697 = -206789.152241 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94405.240000 sec): 2 clusters Score: Raw -629837.178021 + Penalty 2032.237366 = -627804.940655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94405.470000 sec): 3 clusters Score: Raw -628251.984688 + Penalty 4064.474733 = -624187.509955 nChanged 1301 SP:Iteration 1F (94405.700000 sec): 3 clusters Score: Raw -629056.305001 + Penalty 4064.474733 = -624991.830268 nChanged 271 SP:Iteration 2F (94405.890000 sec): 3 clusters Score: Raw -629253.100220 + Penalty 4064.474733 = -625188.625487 nChanged 179 SP:Iteration 3Q (94406.100000 sec): 3 clusters Score: Raw -629351.831402 + Penalty 4064.474733 = -625287.356669 nChanged 121 SP:Iteration 4Q (94406.280000 sec): 3 clusters Score: Raw -629408.364508 + Penalty 4064.474733 = -625343.889775 nChanged 81 SP:Iteration 5Q (94406.480000 sec): 3 clusters Score: Raw -629445.099787 + Penalty 4064.474733 = -625380.625054 nChanged 50 SP:Iteration 6Q (94406.680000 sec): 3 clusters Score: Raw -629471.200157 + Penalty 4064.474733 = -625406.725424 nChanged 51 SP:Iteration 7Q (94406.900000 sec): 3 clusters Score: Raw -629499.243864 + Penalty 4064.474733 = -625434.769131 nChanged 45 SP:Iteration 8Q (94407.070000 sec): 3 clusters Score: Raw -629521.027305 + Penalty 4064.474733 = -625456.552573 nChanged 39 SP:Iteration 9Q (94407.310000 sec): 3 clusters Score: Raw -629537.124143 + Penalty 4064.474733 = -625472.649410 nChanged 35 SP:Iteration 10Q (94407.520000 sec): 3 clusters Score: Raw -629553.803191 + Penalty 4064.474733 = -625489.328458 nChanged 29 SP:Iteration 11Q (94407.720000 sec): 3 clusters Score: Raw -629569.535056 + Penalty 4064.474733 = -625505.060324 nChanged 32 SP:Iteration 12Q (94407.920000 sec): 3 clusters Score: Raw -629583.698386 + Penalty 4064.474733 = -625519.223653 nChanged 29 SP:Iteration 13Q (94408.110000 sec): 3 clusters Score: Raw -629597.437982 + Penalty 4064.474733 = -625532.963249 nChanged 28 SP:Iteration 14Q (94408.330000 sec): 3 clusters Score: Raw -629612.194972 + Penalty 4064.474733 = -625547.720240 nChanged 25 SP:Iteration 15Q (94408.560000 sec): 3 clusters Score: Raw -629625.994630 + Penalty 4064.474733 = -625561.519898 nChanged 32 SP:Iteration 16Q (94408.780000 sec): 3 clusters Score: Raw -629646.509234 + Penalty 4064.474733 = -625582.034501 nChanged 46 SP:Iteration 17Q (94408.960000 sec): 3 clusters Score: Raw -629674.240522 + Penalty 4064.474733 = -625609.765789 nChanged 44 SP:Iteration 18Q (94409.170000 sec): 3 clusters Score: Raw -629702.951690 + Penalty 4064.474733 = -625638.476957 nChanged 45 SP:Iteration 19Q (94409.390000 sec): 3 clusters Score: Raw -629727.424710 + Penalty 4064.474733 = -625662.949977 nChanged 51 SP:Iteration 20F (94409.550000 sec): 3 clusters Score: Raw -629760.158326 + Penalty 4064.474733 = -625695.683593 nChanged 46 SP:Iteration 21Q (94409.740000 sec): 3 clusters Score: Raw -629791.368955 + Penalty 4064.474733 = -625726.894222 nChanged 50 SP:Iteration 22Q (94409.940000 sec): 3 clusters Score: Raw -629823.873005 + Penalty 4064.474733 = -625759.398273 nChanged 37 SP:Iteration 23Q (94410.120000 sec): 3 clusters Score: Raw -629846.629243 + Penalty 4064.474733 = -625782.154510 nChanged 50 SP:Iteration 24Q (94410.280000 sec): 3 clusters Score: Raw -629877.750208 + Penalty 4064.474733 = -625813.275475 nChanged 52 SP:Iteration 25Q (94410.500000 sec): 3 clusters Score: Raw -629906.599163 + Penalty 4064.474733 = -625842.124430 nChanged 52 SP:Iteration 26Q (94410.680000 sec): 3 clusters Score: Raw -629939.227769 + Penalty 4064.474733 = -625874.753036 nChanged 52 SP:Iteration 27Q (94410.840000 sec): 3 clusters Score: Raw -629965.233138 + Penalty 4064.474733 = -625900.758405 nChanged 50 SP:Iteration 28Q (94411.040000 sec): 3 clusters Score: Raw -629994.863104 + Penalty 4064.474733 = -625930.388372 nChanged 50 SP:Iteration 29Q (94411.240000 sec): 3 clusters Score: Raw -630018.020302 + Penalty 4064.474733 = -625953.545569 nChanged 34 SP:Iteration 30Q (94411.440000 sec): 3 clusters Score: Raw -630038.475146 + Penalty 4064.474733 = -625974.000414 nChanged 36 SP:Iteration 31Q (94411.650000 sec): 3 clusters Score: Raw -630065.881091 + Penalty 4064.474733 = -626001.406358 nChanged 44 SP:Iteration 32Q (94411.850000 sec): 3 clusters Score: Raw -630089.565318 + Penalty 4064.474733 = -626025.090585 nChanged 47 SP:Iteration 33Q (94412.120000 sec): 3 clusters Score: Raw -630117.040439 + Penalty 4064.474733 = -626052.565706 nChanged 46 SP:Iteration 34Q (94412.300000 sec): 3 clusters Score: Raw -630149.198738 + Penalty 4064.474733 = -626084.724005 nChanged 54 SP:Iteration 35Q (94412.480000 sec): 3 clusters Score: Raw -630183.320795 + Penalty 4064.474733 = -626118.846062 nChanged 56 SP:Iteration 36Q (94412.700000 sec): 3 clusters Score: Raw -630225.690296 + Penalty 4064.474733 = -626161.215563 nChanged 36 SP:Iteration 37Q (94412.900000 sec): 3 clusters Score: Raw -630252.726165 + Penalty 4064.474733 = -626188.251433 nChanged 44 SP:Iteration 38Q (94413.080000 sec): 3 clusters Score: Raw -630282.074791 + Penalty 4064.474733 = -626217.600059 nChanged 38 SP:Iteration 39Q (94413.280000 sec): 3 clusters Score: Raw -630307.162431 + Penalty 4064.474733 = -626242.687698 nChanged 39 SP:Iteration 40F (94413.480000 sec): 3 clusters Score: Raw -630328.424841 + Penalty 4064.474733 = -626263.950108 nChanged 28 SP:Iteration 41Q (94413.690000 sec): 3 clusters Score: Raw -630345.515171 + Penalty 4064.474733 = -626281.040438 nChanged 31 SP:Iteration 42Q (94413.840000 sec): 3 clusters Score: Raw -630362.203189 + Penalty 4064.474733 = -626297.728456 nChanged 19 SP:Iteration 43Q (94414.060000 sec): 3 clusters Score: Raw -630371.107471 + Penalty 4064.474733 = -626306.632738 nChanged 22 SP:Iteration 44Q (94414.310000 sec): 3 clusters Score: Raw -630381.913041 + Penalty 4064.474733 = -626317.438308 nChanged 20 SP:Iteration 45Q (94414.480000 sec): 3 clusters Score: Raw -630396.436338 + Penalty 4064.474733 = -626331.961605 nChanged 20 SP:Iteration 46Q (94414.690000 sec): 3 clusters Score: Raw -630408.067705 + Penalty 4064.474733 = -626343.592972 nChanged 12 SP:Iteration 47Q (94414.900000 sec): 3 clusters Score: Raw -630414.285755 + Penalty 4064.474733 = -626349.811022 nChanged 14 SP:Iteration 48Q (94415.090000 sec): 3 clusters Score: Raw -630421.708331 + Penalty 4064.474733 = -626357.233598 nChanged 10 SP:Iteration 49Q (94415.240000 sec): 3 clusters Score: Raw -630426.752889 + Penalty 4064.474733 = -626362.278156 nChanged 5 SP:Iteration 50Q (94415.390000 sec): 3 clusters Score: Raw -630431.417285 + Penalty 4064.474733 = -626366.942552 nChanged 8 SP:Iteration 51Q (94415.560000 sec): 3 clusters Score: Raw -630436.017006 + Penalty 4064.474733 = -626371.542273 nChanged 7 SP:Iteration 52Q (94415.780000 sec): 3 clusters Score: Raw -630440.790047 + Penalty 4064.474733 = -626376.315315 nChanged 14 SP:Iteration 53Q (94415.950000 sec): 3 clusters Score: Raw -630450.130182 + Penalty 4064.474733 = -626385.655449 nChanged 10 SP:Iteration 54Q (94416.160000 sec): 3 clusters Score: Raw -630455.137501 + Penalty 4064.474733 = -626390.662768 nChanged 10 SP:Iteration 55Q (94416.380000 sec): 3 clusters Score: Raw -630458.363391 + Penalty 4064.474733 = -626393.888658 nChanged 4 SP:Iteration 56Q (94416.600000 sec): 3 clusters Score: Raw -630459.872927 + Penalty 4064.474733 = -626395.398194 nChanged 2 SP:Iteration 57Q (94416.800000 sec): 3 clusters Score: Raw -630461.057809 + Penalty 4064.474733 = -626396.583076 nChanged 6 SP:Iteration 58Q (94417.030000 sec): 3 clusters Score: Raw -630463.463882 + Penalty 4064.474733 = -626398.989150 nChanged 5 SP:Iteration 59Q (94417.220000 sec): 3 clusters Score: Raw -630465.911133 + Penalty 4064.474733 = -626401.436400 nChanged 3 SP:Iteration 60F (94417.440000 sec): 3 clusters Score: Raw -630467.057031 + Penalty 4064.474733 = -626402.582298 nChanged 2 SP:Iteration 61Q (94417.700000 sec): 3 clusters Score: Raw -630467.562969 + Penalty 4064.474733 = -626403.088236 nChanged 1 SP:Iteration 62Q (94417.850000 sec): 3 clusters Score: Raw -630468.141428 + Penalty 4064.474733 = -626403.666695 nChanged 0 SP:Iteration 63F (94418.110000 sec): 3 clusters Score: Raw -630468.141428 + Penalty 4064.474733 = -626403.666695 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94418.190000 sec): 2 clusters Score: Raw -99972.910612 + Penalty 1583.109645 = -98389.800966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94418.390000 sec): 3 clusters Score: Raw -99954.312887 + Penalty 3166.219291 = -96788.093596 nChanged 124 SP:Iteration 1F (94418.620000 sec): 3 clusters Score: Raw -100173.743287 + Penalty 3166.219291 = -97007.523996 nChanged 30 SP:Iteration 2F (94418.820000 sec): 3 clusters Score: Raw -100222.508387 + Penalty 3166.219291 = -97056.289096 nChanged 11 SP:Iteration 3Q (94418.980000 sec): 3 clusters Score: Raw -100242.768431 + Penalty 3166.219291 = -97076.549140 nChanged 8 SP:Iteration 4Q (94419.170000 sec): 3 clusters Score: Raw -100262.446195 + Penalty 3166.219291 = -97096.226904 nChanged 4 SP:Iteration 5Q (94419.380000 sec): 3 clusters Score: Raw -100271.218443 + Penalty 3166.219291 = -97104.999153 nChanged 2 SP:Iteration 6Q (94419.570000 sec): 3 clusters Score: Raw -100273.376843 + Penalty 3166.219291 = -97107.157552 nChanged 1 SP:Iteration 7Q (94419.770000 sec): 3 clusters Score: Raw -100274.546864 + Penalty 3166.219291 = -97108.327573 nChanged 2 SP:Iteration 8Q (94419.960000 sec): 3 clusters Score: Raw -100277.723094 + Penalty 3166.219291 = -97111.503803 nChanged 1 SP:Iteration 9Q (94420.160000 sec): 3 clusters Score: Raw -100279.033577 + Penalty 3166.219291 = -97112.814286 nChanged 0 SP:Iteration 10F (94420.330000 sec): 3 clusters Score: Raw -100279.033577 + Penalty 3166.219291 = -97112.814286 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94420.440000 sec): 2 clusters Score: Raw -821613.227365 + Penalty 2089.201680 = -819524.025684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94420.630000 sec): 3 clusters Score: Raw -819468.882639 + Penalty 4178.403361 = -815290.479278 nChanged 1738 SP:Iteration 1F (94420.870000 sec): 3 clusters Score: Raw -820444.504096 + Penalty 4178.403361 = -816266.100735 nChanged 301 SP:Iteration 2F (94421.090000 sec): 3 clusters Score: Raw -820622.915844 + Penalty 4178.403361 = -816444.512483 nChanged 211 SP:Iteration 3Q (94421.290000 sec): 3 clusters Score: Raw -820747.821475 + Penalty 4178.403361 = -816569.418114 nChanged 154 SP:Iteration 4Q (94421.520000 sec): 3 clusters Score: Raw -820829.101615 + Penalty 4178.403361 = -816650.698254 nChanged 124 SP:Iteration 5Q (94421.750000 sec): 3 clusters Score: Raw -820885.549753 + Penalty 4178.403361 = -816707.146392 nChanged 101 SP:Iteration 6Q (94421.970000 sec): 3 clusters Score: Raw -820932.850380 + Penalty 4178.403361 = -816754.447019 nChanged 104 SP:Iteration 7Q (94422.240000 sec): 3 clusters Score: Raw -820982.796168 + Penalty 4178.403361 = -816804.392807 nChanged 91 SP:Iteration 8Q (94422.470000 sec): 3 clusters Score: Raw -821025.857446 + Penalty 4178.403361 = -816847.454085 nChanged 91 SP:Iteration 9Q (94422.670000 sec): 3 clusters Score: Raw -821070.184565 + Penalty 4178.403361 = -816891.781204 nChanged 91 SP:Iteration 10Q (94422.890000 sec): 3 clusters Score: Raw -821116.882737 + Penalty 4178.403361 = -816938.479376 nChanged 84 SP:Iteration 11Q (94423.100000 sec): 3 clusters Score: Raw -821168.775880 + Penalty 4178.403361 = -816990.372519 nChanged 104 SP:Iteration 12Q (94423.270000 sec): 3 clusters Score: Raw -821229.527476 + Penalty 4178.403361 = -817051.124115 nChanged 97 SP:Iteration 13Q (94423.460000 sec): 3 clusters Score: Raw -821282.936759 + Penalty 4178.403361 = -817104.533398 nChanged 97 SP:Iteration 14Q (94423.670000 sec): 3 clusters Score: Raw -821338.396127 + Penalty 4178.403361 = -817159.992766 nChanged 93 SP:Iteration 15Q (94423.860000 sec): 3 clusters Score: Raw -821390.603760 + Penalty 4178.403361 = -817212.200399 nChanged 79 SP:Iteration 16Q (94424.030000 sec): 3 clusters Score: Raw -821444.335833 + Penalty 4178.403361 = -817265.932472 nChanged 91 SP:Iteration 17Q (94424.240000 sec): 3 clusters Score: Raw -821508.309720 + Penalty 4178.403361 = -817329.906359 nChanged 92 SP:Iteration 18Q (94424.470000 sec): 3 clusters Score: Raw -821569.799104 + Penalty 4178.403361 = -817391.395743 nChanged 81 SP:Iteration 19Q (94424.640000 sec): 3 clusters Score: Raw -821631.051630 + Penalty 4178.403361 = -817452.648269 nChanged 80 SP:Iteration 20F (94424.820000 sec): 3 clusters Score: Raw -821691.250161 + Penalty 4178.403361 = -817512.846800 nChanged 70 SP:Iteration 21Q (94425.070000 sec): 3 clusters Score: Raw -821742.399149 + Penalty 4178.403361 = -817563.995788 nChanged 51 SP:Iteration 22Q (94425.270000 sec): 3 clusters Score: Raw -821772.285195 + Penalty 4178.403361 = -817593.881834 nChanged 34 SP:Iteration 23Q (94425.470000 sec): 3 clusters Score: Raw -821791.081062 + Penalty 4178.403361 = -817612.677701 nChanged 35 SP:Iteration 24Q (94425.710000 sec): 3 clusters Score: Raw -821811.379736 + Penalty 4178.403361 = -817632.976375 nChanged 35 SP:Iteration 25Q (94425.900000 sec): 3 clusters Score: Raw -821829.295364 + Penalty 4178.403361 = -817650.892003 nChanged 21 SP:Iteration 26Q (94426.110000 sec): 3 clusters Score: Raw -821842.694608 + Penalty 4178.403361 = -817664.291247 nChanged 20 SP:Iteration 27Q (94426.280000 sec): 3 clusters Score: Raw -821859.610858 + Penalty 4178.403361 = -817681.207497 nChanged 21 SP:Iteration 28Q (94426.530000 sec): 3 clusters Score: Raw -821879.246232 + Penalty 4178.403361 = -817700.842871 nChanged 24 SP:Iteration 29Q (94426.770000 sec): 3 clusters Score: Raw -821897.374164 + Penalty 4178.403361 = -817718.970803 nChanged 24 SP:Iteration 30Q (94427.010000 sec): 3 clusters Score: Raw -821915.975167 + Penalty 4178.403361 = -817737.571806 nChanged 26 SP:Iteration 31Q (94427.230000 sec): 3 clusters Score: Raw -821936.643326 + Penalty 4178.403361 = -817758.239965 nChanged 24 SP:Iteration 32Q (94427.470000 sec): 3 clusters Score: Raw -821956.541088 + Penalty 4178.403361 = -817778.137727 nChanged 29 SP:Iteration 33Q (94427.660000 sec): 3 clusters Score: Raw -821985.986025 + Penalty 4178.403361 = -817807.582664 nChanged 21 SP:Iteration 34Q (94427.870000 sec): 3 clusters Score: Raw -822003.798914 + Penalty 4178.403361 = -817825.395553 nChanged 22 SP:Iteration 35Q (94428.090000 sec): 3 clusters Score: Raw -822015.493010 + Penalty 4178.403361 = -817837.089649 nChanged 16 SP:Iteration 36Q (94428.280000 sec): 3 clusters Score: Raw -822025.414453 + Penalty 4178.403361 = -817847.011092 nChanged 12 SP:Iteration 37Q (94428.540000 sec): 3 clusters Score: Raw -822035.485127 + Penalty 4178.403361 = -817857.081766 nChanged 13 SP:Iteration 38Q (94428.740000 sec): 3 clusters Score: Raw -822049.761042 + Penalty 4178.403361 = -817871.357681 nChanged 13 SP:Iteration 39Q (94428.910000 sec): 3 clusters Score: Raw -822062.927512 + Penalty 4178.403361 = -817884.524151 nChanged 19 SP:Iteration 40F (94429.080000 sec): 3 clusters Score: Raw -822078.728456 + Penalty 4178.403361 = -817900.325095 nChanged 7 SP:Iteration 41Q (94429.280000 sec): 3 clusters Score: Raw -822083.409542 + Penalty 4178.403361 = -817905.006181 nChanged 4 SP:Iteration 42Q (94429.520000 sec): 3 clusters Score: Raw -822085.703553 + Penalty 4178.403361 = -817907.300192 nChanged 4 SP:Iteration 43Q (94429.720000 sec): 3 clusters Score: Raw -822088.047724 + Penalty 4178.403361 = -817909.644363 nChanged 1 SP:Iteration 44Q (94429.940000 sec): 3 clusters Score: Raw -822089.283346 + Penalty 4178.403361 = -817910.879985 nChanged 3 SP:Iteration 45Q (94430.180000 sec): 3 clusters Score: Raw -822090.654040 + Penalty 4178.403361 = -817912.250679 nChanged 1 SP:Iteration 46Q (94430.420000 sec): 3 clusters Score: Raw -822090.949180 + Penalty 4178.403361 = -817912.545819 nChanged 1 SP:Iteration 47Q (94430.620000 sec): 3 clusters Score: Raw -822091.584969 + Penalty 4178.403361 = -817913.181608 nChanged 2 SP:Iteration 48Q (94430.830000 sec): 3 clusters Score: Raw -822092.814443 + Penalty 4178.403361 = -817914.411082 nChanged 2 SP:Iteration 49Q (94431.030000 sec): 3 clusters Score: Raw -822094.514648 + Penalty 4178.403361 = -817916.111287 nChanged 1 SP:Iteration 50Q (94431.250000 sec): 3 clusters Score: Raw -822095.766873 + Penalty 4178.403361 = -817917.363512 nChanged 3 SP:Iteration 51Q (94431.460000 sec): 3 clusters Score: Raw -822098.260639 + Penalty 4178.403361 = -817919.857278 nChanged 3 SP:Iteration 52Q (94431.730000 sec): 3 clusters Score: Raw -822099.976394 + Penalty 4178.403361 = -817921.573033 nChanged 2 SP:Iteration 53Q (94431.910000 sec): 3 clusters Score: Raw -822101.090573 + Penalty 4178.403361 = -817922.687212 nChanged 0 SP:Iteration 54F (94432.100000 sec): 3 clusters Score: Raw -822101.090573 + Penalty 4178.403361 = -817922.687212 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94432.200000 sec): 2 clusters Score: Raw -277797.103457 + Penalty 1838.515099 = -275958.588358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94432.360000 sec): 3 clusters Score: Raw -277266.775557 + Penalty 3677.030199 = -273589.745358 nChanged 483 SP:Iteration 1F (94432.540000 sec): 3 clusters Score: Raw -277711.677337 + Penalty 3677.030199 = -274034.647139 nChanged 139 SP:Iteration 2F (94432.700000 sec): 3 clusters Score: Raw -277943.648576 + Penalty 3677.030199 = -274266.618377 nChanged 119 SP:Iteration 3F (94432.810000 sec): 3 clusters Score: Raw -278155.336861 + Penalty 3677.030199 = -274478.306662 nChanged 91 SP:Iteration 4F (94433.000000 sec): 3 clusters Score: Raw -278322.568655 + Penalty 3677.030199 = -274645.538456 nChanged 98 SP:Iteration 5F (94433.170000 sec): 3 clusters Score: Raw -278491.922876 + Penalty 3677.030199 = -274814.892678 nChanged 72 SP:Iteration 6Q (94433.350000 sec): 3 clusters Score: Raw -278604.074732 + Penalty 3677.030199 = -274927.044533 nChanged 66 SP:Iteration 7Q (94433.520000 sec): 3 clusters Score: Raw -278700.489656 + Penalty 3677.030199 = -275023.459457 nChanged 51 SP:Iteration 8Q (94433.720000 sec): 3 clusters Score: Raw -278777.618478 + Penalty 3677.030199 = -275100.588280 nChanged 36 SP:Iteration 9Q (94433.870000 sec): 3 clusters Score: Raw -278820.212837 + Penalty 3677.030199 = -275143.182638 nChanged 25 SP:Iteration 10Q (94434.070000 sec): 3 clusters Score: Raw -278842.394901 + Penalty 3677.030199 = -275165.364702 nChanged 20 SP:Iteration 11Q (94434.230000 sec): 3 clusters Score: Raw -278864.771025 + Penalty 3677.030199 = -275187.740826 nChanged 20 SP:Iteration 12Q (94434.410000 sec): 3 clusters Score: Raw -278886.924181 + Penalty 3677.030199 = -275209.893982 nChanged 10 SP:Iteration 13Q (94434.580000 sec): 3 clusters Score: Raw -278898.308157 + Penalty 3677.030199 = -275221.277959 nChanged 10 SP:Iteration 14Q (94434.730000 sec): 3 clusters Score: Raw -278909.505856 + Penalty 3677.030199 = -275232.475657 nChanged 8 SP:Iteration 15Q (94434.900000 sec): 3 clusters Score: Raw -278919.436362 + Penalty 3677.030199 = -275242.406164 nChanged 10 SP:Iteration 16Q (94435.070000 sec): 3 clusters Score: Raw -278928.521842 + Penalty 3677.030199 = -275251.491643 nChanged 12 SP:Iteration 17Q (94435.270000 sec): 3 clusters Score: Raw -278939.512059 + Penalty 3677.030199 = -275262.481860 nChanged 5 SP:Iteration 18Q (94435.430000 sec): 3 clusters Score: Raw -278944.807905 + Penalty 3677.030199 = -275267.777707 nChanged 6 SP:Iteration 19Q (94435.610000 sec): 3 clusters Score: Raw -278948.608678 + Penalty 3677.030199 = -275271.578480 nChanged 2 SP:Iteration 20F (94435.850000 sec): 3 clusters Score: Raw -278950.209177 + Penalty 3677.030199 = -275273.178979 nChanged 1 SP:Iteration 21Q (94435.960000 sec): 3 clusters Score: Raw -278950.508894 + Penalty 3677.030199 = -275273.478696 nChanged 0 SP:Iteration 22F (94436.170000 sec): 3 clusters Score: Raw -278950.508894 + Penalty 3677.030199 = -275273.478696 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94436.450000 sec): 2 clusters Score: Raw -7742750.321261 + Penalty 2637.483409 = -7740112.837852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94436.880000 sec): 3 clusters Score: Raw -7717228.572805 + Penalty 5274.966818 = -7711953.605987 nChanged 19163 SP:Iteration 1F (94437.290000 sec): 3 clusters Score: Raw -7727671.313718 + Penalty 5274.966818 = -7722396.346900 nChanged 1719 SP:Iteration 2Q (94437.730000 sec): 3 clusters Score: Raw -7728177.212917 + Penalty 5274.966818 = -7722902.246099 nChanged 1661 SP:Iteration 3Q (94438.150000 sec): 3 clusters Score: Raw -7728692.292517 + Penalty 5274.966818 = -7723417.325699 nChanged 1676 SP:Iteration 4Q (94438.580000 sec): 3 clusters Score: Raw -7729264.423952 + Penalty 5274.966818 = -7723989.457134 nChanged 1777 SP:Iteration 5Q (94439.050000 sec): 3 clusters Score: Raw -7730011.094747 + Penalty 5274.966818 = -7724736.127929 nChanged 2075 SP:Iteration 6Q (94439.470000 sec): 3 clusters Score: Raw -7731083.192888 + Penalty 5274.966818 = -7725808.226070 nChanged 2485 SP:Iteration 7F (94439.930000 sec): 3 clusters Score: Raw -7732688.403737 + Penalty 5274.966818 = -7727413.436919 nChanged 2822 SP:Iteration 8F (94440.400000 sec): 3 clusters Score: Raw -7734769.328506 + Penalty 5274.966818 = -7729494.361688 nChanged 2739 SP:Iteration 9F (94440.770000 sec): 3 clusters Score: Raw -7736959.172103 + Penalty 5274.966818 = -7731684.205285 nChanged 2339 SP:Iteration 10F (94441.190000 sec): 3 clusters Score: Raw -7738884.709364 + Penalty 5274.966818 = -7733609.742546 nChanged 1803 SP:Iteration 11Q (94441.610000 sec): 3 clusters Score: Raw -7740345.344406 + Penalty 5274.966818 = -7735070.377588 nChanged 1274 SP:Iteration 12Q (94442.070000 sec): 3 clusters Score: Raw -7741289.402091 + Penalty 5274.966818 = -7736014.435273 nChanged 821 SP:Iteration 13Q (94442.470000 sec): 3 clusters Score: Raw -7741875.604637 + Penalty 5274.966818 = -7736600.637819 nChanged 557 SP:Iteration 14Q (94442.860000 sec): 3 clusters Score: Raw -7742312.495981 + Penalty 5274.966818 = -7737037.529163 nChanged 402 SP:Iteration 15Q (94443.220000 sec): 3 clusters Score: Raw -7742644.738702 + Penalty 5274.966818 = -7737369.771884 nChanged 295 SP:Iteration 16Q (94443.670000 sec): 3 clusters Score: Raw -7742879.567014 + Penalty 5274.966818 = -7737604.600196 nChanged 195 SP:Iteration 17Q (94444.080000 sec): 3 clusters Score: Raw -7743023.829458 + Penalty 5274.966818 = -7737748.862640 nChanged 158 SP:Iteration 18Q (94444.500000 sec): 3 clusters Score: Raw -7743121.191425 + Penalty 5274.966818 = -7737846.224607 nChanged 108 SP:Iteration 19Q (94444.880000 sec): 3 clusters Score: Raw -7743165.227899 + Penalty 5274.966818 = -7737890.261081 nChanged 60 SP:Iteration 20F (94445.270000 sec): 3 clusters Score: Raw -7743192.096149 + Penalty 5274.966818 = -7737917.129331 nChanged 53 SP:Iteration 21Q (94445.700000 sec): 3 clusters Score: Raw -7743210.390051 + Penalty 5274.966818 = -7737935.423233 nChanged 46 SP:Iteration 22Q (94446.140000 sec): 3 clusters Score: Raw -7743223.722042 + Penalty 5274.966818 = -7737948.755224 nChanged 40 SP:Iteration 23Q (94446.550000 sec): 3 clusters Score: Raw -7743236.893205 + Penalty 5274.966818 = -7737961.926387 nChanged 41 SP:Iteration 24Q (94446.880000 sec): 3 clusters Score: Raw -7743248.708522 + Penalty 5274.966818 = -7737973.741704 nChanged 28 SP:Iteration 25Q (94447.260000 sec): 3 clusters Score: Raw -7743256.002627 + Penalty 5274.966818 = -7737981.035809 nChanged 20 SP:Iteration 26Q (94447.660000 sec): 3 clusters Score: Raw -7743262.203730 + Penalty 5274.966818 = -7737987.236912 nChanged 13 SP:Iteration 27Q (94448.100000 sec): 3 clusters Score: Raw -7743264.957137 + Penalty 5274.966818 = -7737989.990319 nChanged 13 SP:Iteration 28Q (94448.450000 sec): 3 clusters Score: Raw -7743268.346316 + Penalty 5274.966818 = -7737993.379498 nChanged 9 SP:Iteration 29Q (94448.860000 sec): 3 clusters Score: Raw -7743270.595057 + Penalty 5274.966818 = -7737995.628239 nChanged 8 SP:Iteration 30Q (94449.250000 sec): 3 clusters Score: Raw -7743272.548155 + Penalty 5274.966818 = -7737997.581337 nChanged 5 SP:Iteration 31Q (94449.620000 sec): 3 clusters Score: Raw -7743274.121813 + Penalty 5274.966818 = -7737999.154995 nChanged 5 SP:Iteration 32Q (94450.040000 sec): 3 clusters Score: Raw -7743274.877779 + Penalty 5274.966818 = -7737999.910961 nChanged 1 SP:Iteration 33Q (94450.380000 sec): 3 clusters Score: Raw -7743275.094550 + Penalty 5274.966818 = -7738000.127732 nChanged 2 SP:Iteration 34Q (94450.710000 sec): 3 clusters Score: Raw -7743275.469298 + Penalty 5274.966818 = -7738000.502480 nChanged 2 SP:Iteration 35Q (94451.070000 sec): 3 clusters Score: Raw -7743275.677647 + Penalty 5274.966818 = -7738000.710829 nChanged 0 SP:Iteration 36F (94451.460000 sec): 3 clusters Score: Raw -7743275.677647 + Penalty 5274.966818 = -7738000.710829 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94451.580000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94451.800000 sec): 3 clusters Score: Raw -233830.631848 + Penalty 3570.669895 = -230259.961952 nChanged 395 SP:Iteration 1F (94451.930000 sec): 3 clusters Score: Raw -234203.054397 + Penalty 3570.669895 = -230632.384502 nChanged 114 SP:Iteration 2F (94452.090000 sec): 3 clusters Score: Raw -234326.976839 + Penalty 3570.669895 = -230756.306944 nChanged 56 SP:Iteration 3Q (94452.260000 sec): 3 clusters Score: Raw -234394.037394 + Penalty 3570.669895 = -230823.367499 nChanged 51 SP:Iteration 4Q (94452.440000 sec): 3 clusters Score: Raw -234456.387002 + Penalty 3570.669895 = -230885.717107 nChanged 36 SP:Iteration 5Q (94452.610000 sec): 3 clusters Score: Raw -234502.253721 + Penalty 3570.669895 = -230931.583826 nChanged 30 SP:Iteration 6Q (94452.800000 sec): 3 clusters Score: Raw -234546.739071 + Penalty 3570.669895 = -230976.069175 nChanged 32 SP:Iteration 7Q (94453.000000 sec): 3 clusters Score: Raw -234592.252798 + Penalty 3570.669895 = -231021.582902 nChanged 26 SP:Iteration 8Q (94453.170000 sec): 3 clusters Score: Raw -234621.704705 + Penalty 3570.669895 = -231051.034809 nChanged 29 SP:Iteration 9Q (94453.360000 sec): 3 clusters Score: Raw -234665.475012 + Penalty 3570.669895 = -231094.805117 nChanged 30 SP:Iteration 10Q (94453.570000 sec): 3 clusters Score: Raw -234722.945111 + Penalty 3570.669895 = -231152.275216 nChanged 32 SP:Iteration 11Q (94453.690000 sec): 3 clusters Score: Raw -234772.363759 + Penalty 3570.669895 = -231201.693864 nChanged 28 SP:Iteration 12Q (94453.870000 sec): 3 clusters Score: Raw -234807.985823 + Penalty 3570.669895 = -231237.315927 nChanged 18 SP:Iteration 13Q (94454.040000 sec): 3 clusters Score: Raw -234835.191124 + Penalty 3570.669895 = -231264.521229 nChanged 21 SP:Iteration 14Q (94454.200000 sec): 3 clusters Score: Raw -234867.206067 + Penalty 3570.669895 = -231296.536172 nChanged 12 SP:Iteration 15Q (94454.380000 sec): 3 clusters Score: Raw -234886.612304 + Penalty 3570.669895 = -231315.942408 nChanged 21 SP:Iteration 16Q (94454.530000 sec): 3 clusters Score: Raw -234915.903350 + Penalty 3570.669895 = -231345.233455 nChanged 11 SP:Iteration 17Q (94454.710000 sec): 3 clusters Score: Raw -234929.796599 + Penalty 3570.669895 = -231359.126704 nChanged 4 SP:Iteration 18Q (94454.930000 sec): 3 clusters Score: Raw -234940.248970 + Penalty 3570.669895 = -231369.579075 nChanged 10 SP:Iteration 19Q (94455.070000 sec): 3 clusters Score: Raw -234959.448690 + Penalty 3570.669895 = -231388.778795 nChanged 9 SP:Iteration 20F (94455.290000 sec): 3 clusters Score: Raw -234973.104402 + Penalty 3570.669895 = -231402.434506 nChanged 8 SP:Iteration 21Q (94455.470000 sec): 3 clusters Score: Raw -234991.237528 + Penalty 3570.669895 = -231420.567632 nChanged 6 SP:Iteration 22Q (94455.660000 sec): 3 clusters Score: Raw -235000.796767 + Penalty 3570.669895 = -231430.126872 nChanged 5 SP:Iteration 23Q (94455.860000 sec): 3 clusters Score: Raw -235006.304105 + Penalty 3570.669895 = -231435.634210 nChanged 4 SP:Iteration 24Q (94456.070000 sec): 3 clusters Score: Raw -235012.295770 + Penalty 3570.669895 = -231441.625875 nChanged 5 SP:Iteration 25Q (94456.270000 sec): 3 clusters Score: Raw -235021.653539 + Penalty 3570.669895 = -231450.983643 nChanged 4 SP:Iteration 26Q (94456.470000 sec): 3 clusters Score: Raw -235025.565422 + Penalty 3570.669895 = -231454.895527 nChanged 2 SP:Iteration 27Q (94456.640000 sec): 3 clusters Score: Raw -235027.067633 + Penalty 3570.669895 = -231456.397738 nChanged 1 SP:Iteration 28Q (94456.800000 sec): 3 clusters Score: Raw -235028.139863 + Penalty 3570.669895 = -231457.469967 nChanged 0 SP:Iteration 29F (94457.050000 sec): 3 clusters Score: Raw -235028.139863 + Penalty 3570.669895 = -231457.469967 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94457.200000 sec): 2 clusters Score: Raw -2637245.623714 + Penalty 2377.574611 = -2634868.049103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94457.550000 sec): 3 clusters Score: Raw -2629175.183793 + Penalty 4755.149222 = -2624420.034571 nChanged 6247 SP:Iteration 1F (94457.810000 sec): 3 clusters Score: Raw -2632783.799320 + Penalty 4755.149222 = -2628028.650098 nChanged 1039 SP:Iteration 2F (94458.090000 sec): 3 clusters Score: Raw -2633528.549546 + Penalty 4755.149222 = -2628773.400325 nChanged 1024 SP:Iteration 3F (94458.350000 sec): 3 clusters Score: Raw -2634342.386402 + Penalty 4755.149222 = -2629587.237181 nChanged 1038 SP:Iteration 4F (94458.610000 sec): 3 clusters Score: Raw -2635196.717547 + Penalty 4755.149222 = -2630441.568326 nChanged 1013 SP:Iteration 5F (94458.840000 sec): 3 clusters Score: Raw -2635980.824707 + Penalty 4755.149222 = -2631225.675486 nChanged 877 SP:Iteration 6F (94459.100000 sec): 3 clusters Score: Raw -2636565.097169 + Penalty 4755.149222 = -2631809.947947 nChanged 685 SP:Iteration 7Q (94459.420000 sec): 3 clusters Score: Raw -2636949.225681 + Penalty 4755.149222 = -2632194.076459 nChanged 517 SP:Iteration 8Q (94459.710000 sec): 3 clusters Score: Raw -2637212.760041 + Penalty 4755.149222 = -2632457.610820 nChanged 411 SP:Iteration 9Q (94459.970000 sec): 3 clusters Score: Raw -2637418.159208 + Penalty 4755.149222 = -2632663.009987 nChanged 326 SP:Iteration 10Q (94460.300000 sec): 3 clusters Score: Raw -2637568.516353 + Penalty 4755.149222 = -2632813.367132 nChanged 256 SP:Iteration 11Q (94460.540000 sec): 3 clusters Score: Raw -2637672.194684 + Penalty 4755.149222 = -2632917.045462 nChanged 210 SP:Iteration 12Q (94460.870000 sec): 3 clusters Score: Raw -2637758.084004 + Penalty 4755.149222 = -2633002.934782 nChanged 176 SP:Iteration 13Q (94461.150000 sec): 3 clusters Score: Raw -2637830.334030 + Penalty 4755.149222 = -2633075.184808 nChanged 168 SP:Iteration 14Q (94461.400000 sec): 3 clusters Score: Raw -2637912.031041 + Penalty 4755.149222 = -2633156.881819 nChanged 175 SP:Iteration 15Q (94461.720000 sec): 3 clusters Score: Raw -2637997.623494 + Penalty 4755.149222 = -2633242.474273 nChanged 145 SP:Iteration 16Q (94461.960000 sec): 3 clusters Score: Raw -2638066.482545 + Penalty 4755.149222 = -2633311.333323 nChanged 124 SP:Iteration 17Q (94462.220000 sec): 3 clusters Score: Raw -2638115.465303 + Penalty 4755.149222 = -2633360.316081 nChanged 107 SP:Iteration 18Q (94462.510000 sec): 3 clusters Score: Raw -2638148.996925 + Penalty 4755.149222 = -2633393.847703 nChanged 84 SP:Iteration 19Q (94462.780000 sec): 3 clusters Score: Raw -2638172.052181 + Penalty 4755.149222 = -2633416.902959 nChanged 71 SP:Iteration 20F (94463.040000 sec): 3 clusters Score: Raw -2638191.422840 + Penalty 4755.149222 = -2633436.273619 nChanged 62 SP:Iteration 21Q (94463.280000 sec): 3 clusters Score: Raw -2638207.619360 + Penalty 4755.149222 = -2633452.470139 nChanged 58 SP:Iteration 22Q (94463.580000 sec): 3 clusters Score: Raw -2638222.723506 + Penalty 4755.149222 = -2633467.574285 nChanged 46 SP:Iteration 23Q (94463.830000 sec): 3 clusters Score: Raw -2638233.248526 + Penalty 4755.149222 = -2633478.099304 nChanged 41 SP:Iteration 24Q (94464.130000 sec): 3 clusters Score: Raw -2638241.355085 + Penalty 4755.149222 = -2633486.205863 nChanged 43 SP:Iteration 25Q (94464.370000 sec): 3 clusters Score: Raw -2638249.388725 + Penalty 4755.149222 = -2633494.239503 nChanged 34 SP:Iteration 26Q (94464.650000 sec): 3 clusters Score: Raw -2638256.220438 + Penalty 4755.149222 = -2633501.071217 nChanged 34 SP:Iteration 27Q (94465.020000 sec): 3 clusters Score: Raw -2638263.701157 + Penalty 4755.149222 = -2633508.551935 nChanged 30 SP:Iteration 28Q (94465.240000 sec): 3 clusters Score: Raw -2638270.661268 + Penalty 4755.149222 = -2633515.512047 nChanged 35 SP:Iteration 29Q (94465.570000 sec): 3 clusters Score: Raw -2638279.263871 + Penalty 4755.149222 = -2633524.114649 nChanged 37 SP:Iteration 30Q (94465.830000 sec): 3 clusters Score: Raw -2638285.729185 + Penalty 4755.149222 = -2633530.579963 nChanged 18 SP:Iteration 31Q (94466.090000 sec): 3 clusters Score: Raw -2638288.434760 + Penalty 4755.149222 = -2633533.285538 nChanged 20 SP:Iteration 32Q (94466.410000 sec): 3 clusters Score: Raw -2638292.165928 + Penalty 4755.149222 = -2633537.016707 nChanged 21 SP:Iteration 33Q (94466.660000 sec): 3 clusters Score: Raw -2638295.871387 + Penalty 4755.149222 = -2633540.722166 nChanged 16 SP:Iteration 34Q (94466.930000 sec): 3 clusters Score: Raw -2638298.463390 + Penalty 4755.149222 = -2633543.314169 nChanged 10 SP:Iteration 35Q (94467.190000 sec): 3 clusters Score: Raw -2638300.134395 + Penalty 4755.149222 = -2633544.985173 nChanged 11 SP:Iteration 36Q (94467.480000 sec): 3 clusters Score: Raw -2638301.411902 + Penalty 4755.149222 = -2633546.262681 nChanged 6 SP:Iteration 37Q (94467.800000 sec): 3 clusters Score: Raw -2638302.143694 + Penalty 4755.149222 = -2633546.994472 nChanged 6 SP:Iteration 38Q (94468.050000 sec): 3 clusters Score: Raw -2638303.000986 + Penalty 4755.149222 = -2633547.851765 nChanged 9 SP:Iteration 39Q (94468.320000 sec): 3 clusters Score: Raw -2638304.403243 + Penalty 4755.149222 = -2633549.254021 nChanged 12 SP:Iteration 40F (94468.570000 sec): 3 clusters Score: Raw -2638306.494950 + Penalty 4755.149222 = -2633551.345728 nChanged 9 SP:Iteration 41Q (94468.880000 sec): 3 clusters Score: Raw -2638307.986656 + Penalty 4755.149222 = -2633552.837434 nChanged 11 SP:Iteration 42Q (94469.180000 sec): 3 clusters Score: Raw -2638309.858211 + Penalty 4755.149222 = -2633554.708990 nChanged 15 SP:Iteration 43Q (94469.490000 sec): 3 clusters Score: Raw -2638312.161692 + Penalty 4755.149222 = -2633557.012470 nChanged 8 SP:Iteration 44Q (94469.730000 sec): 3 clusters Score: Raw -2638313.363402 + Penalty 4755.149222 = -2633558.214180 nChanged 5 SP:Iteration 45Q (94470.030000 sec): 3 clusters Score: Raw -2638313.999360 + Penalty 4755.149222 = -2633558.850139 nChanged 3 SP:Iteration 46Q (94470.270000 sec): 3 clusters Score: Raw -2638314.702699 + Penalty 4755.149222 = -2633559.553477 nChanged 7 SP:Iteration 47Q (94470.560000 sec): 3 clusters Score: Raw -2638315.824886 + Penalty 4755.149222 = -2633560.675665 nChanged 12 SP:Iteration 48Q (94470.800000 sec): 3 clusters Score: Raw -2638317.047926 + Penalty 4755.149222 = -2633561.898705 nChanged 6 SP:Iteration 49Q (94471.070000 sec): 3 clusters Score: Raw -2638317.547041 + Penalty 4755.149222 = -2633562.397820 nChanged 4 SP:Iteration 50Q (94471.350000 sec): 3 clusters Score: Raw -2638317.998545 + Penalty 4755.149222 = -2633562.849323 nChanged 5 SP:Iteration 51Q (94471.630000 sec): 3 clusters Score: Raw -2638318.918977 + Penalty 4755.149222 = -2633563.769755 nChanged 7 SP:Iteration 52Q (94471.900000 sec): 3 clusters Score: Raw -2638319.734136 + Penalty 4755.149222 = -2633564.584915 nChanged 7 SP:Iteration 53Q (94472.170000 sec): 3 clusters Score: Raw -2638320.414663 + Penalty 4755.149222 = -2633565.265441 nChanged 3 SP:Iteration 54Q (94472.480000 sec): 3 clusters Score: Raw -2638320.950603 + Penalty 4755.149222 = -2633565.801381 nChanged 7 SP:Iteration 55Q (94472.760000 sec): 3 clusters Score: Raw -2638322.008846 + Penalty 4755.149222 = -2633566.859625 nChanged 9 SP:Iteration 56Q (94473.010000 sec): 3 clusters Score: Raw -2638323.098315 + Penalty 4755.149222 = -2633567.949093 nChanged 4 SP:Iteration 57Q (94473.250000 sec): 3 clusters Score: Raw -2638323.957873 + Penalty 4755.149222 = -2633568.808651 nChanged 4 SP:Iteration 58Q (94473.540000 sec): 3 clusters Score: Raw -2638324.466490 + Penalty 4755.149222 = -2633569.317269 nChanged 6 SP:Iteration 59Q (94473.830000 sec): 3 clusters Score: Raw -2638325.170417 + Penalty 4755.149222 = -2633570.021195 nChanged 4 SP:Iteration 60F (94474.070000 sec): 3 clusters Score: Raw -2638325.535340 + Penalty 4755.149222 = -2633570.386119 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94474.160000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94474.410000 sec): 3 clusters Score: Raw -70039.846666 + Penalty 3075.452550 = -66964.394115 nChanged 94 SP:Iteration 1F (94474.630000 sec): 3 clusters Score: Raw -70206.537016 + Penalty 3075.452550 = -67131.084466 nChanged 33 SP:Iteration 2F (94474.800000 sec): 3 clusters Score: Raw -70298.343927 + Penalty 3075.452550 = -67222.891376 nChanged 15 SP:Iteration 3Q (94474.990000 sec): 3 clusters Score: Raw -70335.594483 + Penalty 3075.452550 = -67260.141932 nChanged 7 SP:Iteration 4Q (94475.240000 sec): 3 clusters Score: Raw -70351.302497 + Penalty 3075.452550 = -67275.849947 nChanged 5 SP:Iteration 5Q (94475.390000 sec): 3 clusters Score: Raw -70359.534079 + Penalty 3075.452550 = -67284.081528 nChanged 5 SP:Iteration 6Q (94475.600000 sec): 3 clusters Score: Raw -70385.500702 + Penalty 3075.452550 = -67310.048152 nChanged 4 SP:Iteration 7Q (94475.790000 sec): 3 clusters Score: Raw -70402.864516 + Penalty 3075.452550 = -67327.411966 nChanged 3 SP:Iteration 8Q (94475.930000 sec): 3 clusters Score: Raw -70415.789649 + Penalty 3075.452550 = -67340.337099 nChanged 2 SP:Iteration 9Q (94476.120000 sec): 3 clusters Score: Raw -70429.841329 + Penalty 3075.452550 = -67354.388778 nChanged 3 SP:Iteration 10Q (94476.310000 sec): 3 clusters Score: Raw -70448.560520 + Penalty 3075.452550 = -67373.107970 nChanged 5 SP:Iteration 11Q (94476.520000 sec): 3 clusters Score: Raw -70462.908014 + Penalty 3075.452550 = -67387.455464 nChanged 11 SP:Iteration 12Q (94476.700000 sec): 3 clusters Score: Raw -70488.301983 + Penalty 3075.452550 = -67412.849433 nChanged 6 SP:Iteration 13Q (94476.860000 sec): 3 clusters Score: Raw -70495.808053 + Penalty 3075.452550 = -67420.355503 nChanged 7 SP:Iteration 14Q (94477.100000 sec): 3 clusters Score: Raw -70518.761156 + Penalty 3075.452550 = -67443.308606 nChanged 9 SP:Iteration 15Q (94477.240000 sec): 3 clusters Score: Raw -70548.517176 + Penalty 3075.452550 = -67473.064626 nChanged 7 SP:Iteration 16Q (94477.430000 sec): 3 clusters Score: Raw -70585.640806 + Penalty 3075.452550 = -67510.188256 nChanged 4 SP:Iteration 17Q (94477.650000 sec): 3 clusters Score: Raw -70599.787704 + Penalty 3075.452550 = -67524.335154 nChanged 7 SP:Iteration 18Q (94477.840000 sec): 3 clusters Score: Raw -70623.129811 + Penalty 3075.452550 = -67547.677260 nChanged 10 SP:Iteration 19Q (94478.030000 sec): 3 clusters Score: Raw -70647.969436 + Penalty 3075.452550 = -67572.516886 nChanged 10 SP:Iteration 20F (94478.190000 sec): 3 clusters Score: Raw -70676.345920 + Penalty 3075.452550 = -67600.893370 nChanged 10 SP:Iteration 21Q (94478.380000 sec): 3 clusters Score: Raw -70726.328248 + Penalty 3075.452550 = -67650.875698 nChanged 11 SP:Iteration 22Q (94478.540000 sec): 3 clusters Score: Raw -70761.439991 + Penalty 3075.452550 = -67685.987441 nChanged 12 SP:Iteration 23Q (94478.720000 sec): 3 clusters Score: Raw -70787.168897 + Penalty 3075.452550 = -67711.716346 nChanged 11 SP:Iteration 24Q (94478.940000 sec): 3 clusters Score: Raw -70818.338996 + Penalty 3075.452550 = -67742.886446 nChanged 5 SP:Iteration 25Q (94479.140000 sec): 3 clusters Score: Raw -70825.291190 + Penalty 3075.452550 = -67749.838640 nChanged 2 SP:Iteration 26Q (94479.310000 sec): 3 clusters Score: Raw -70827.722812 + Penalty 3075.452550 = -67752.270262 nChanged 3 SP:Iteration 27Q (94479.470000 sec): 3 clusters Score: Raw -70833.659467 + Penalty 3075.452550 = -67758.206917 nChanged 3 SP:Iteration 28Q (94479.660000 sec): 3 clusters Score: Raw -70837.961969 + Penalty 3075.452550 = -67762.509418 nChanged 3 SP:Iteration 29Q (94479.860000 sec): 3 clusters Score: Raw -70844.336919 + Penalty 3075.452550 = -67768.884369 nChanged 4 SP:Iteration 30Q (94480.040000 sec): 3 clusters Score: Raw -70850.819392 + Penalty 3075.452550 = -67775.366841 nChanged 2 SP:Iteration 31Q (94480.160000 sec): 3 clusters Score: Raw -70852.932003 + Penalty 3075.452550 = -67777.479453 nChanged 2 SP:Iteration 32Q (94480.360000 sec): 3 clusters Score: Raw -70855.195154 + Penalty 3075.452550 = -67779.742604 nChanged 0 SP:Iteration 33F (94480.560000 sec): 3 clusters Score: Raw -70855.195154 + Penalty 3075.452550 = -67779.742604 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94480.660000 sec): 2 clusters Score: Raw -158033.168386 + Penalty 1698.041899 = -156335.126488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94480.820000 sec): 3 clusters Score: Raw -157854.442025 + Penalty 3396.083797 = -154458.358228 nChanged 239 SP:Iteration 1F (94481.040000 sec): 3 clusters Score: Raw -158137.274887 + Penalty 3396.083797 = -154741.191090 nChanged 49 SP:Iteration 2F (94481.220000 sec): 3 clusters Score: Raw -158203.792382 + Penalty 3396.083797 = -154807.708585 nChanged 22 SP:Iteration 3Q (94481.430000 sec): 3 clusters Score: Raw -158235.366044 + Penalty 3396.083797 = -154839.282246 nChanged 16 SP:Iteration 4Q (94481.600000 sec): 3 clusters Score: Raw -158262.896608 + Penalty 3396.083797 = -154866.812810 nChanged 11 SP:Iteration 5Q (94481.710000 sec): 3 clusters Score: Raw -158275.225575 + Penalty 3396.083797 = -154879.141777 nChanged 10 SP:Iteration 6Q (94481.880000 sec): 3 clusters Score: Raw -158285.829167 + Penalty 3396.083797 = -154889.745370 nChanged 2 SP:Iteration 7Q (94482.050000 sec): 3 clusters Score: Raw -158287.604195 + Penalty 3396.083797 = -154891.520398 nChanged 1 SP:Iteration 8Q (94482.220000 sec): 3 clusters Score: Raw -158288.871366 + Penalty 3396.083797 = -154892.787569 nChanged 3 SP:Iteration 9Q (94482.370000 sec): 3 clusters Score: Raw -158295.444452 + Penalty 3396.083797 = -154899.360655 nChanged 2 SP:Iteration 10Q (94482.540000 sec): 3 clusters Score: Raw -158299.886481 + Penalty 3396.083797 = -154903.802684 nChanged 1 SP:Iteration 11Q (94482.680000 sec): 3 clusters Score: Raw -158300.762660 + Penalty 3396.083797 = -154904.678863 nChanged 0 SP:Iteration 12F (94482.860000 sec): 3 clusters Score: Raw -158300.762660 + Penalty 3396.083797 = -154904.678863 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94483.500000 sec): 2 clusters Score: Raw -17384786.907206 + Penalty 2841.969971 = -17381944.937236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94484.300000 sec): 3 clusters Score: Raw -17324121.084826 + Penalty 5683.939941 = -17318437.144885 nChanged 44744 SP:Iteration 1F (94485.000000 sec): 3 clusters Score: Raw -17349765.703004 + Penalty 5683.939941 = -17344081.763063 nChanged 3755 SP:Iteration 2Q (94485.820000 sec): 3 clusters Score: Raw -17350976.544082 + Penalty 5683.939941 = -17345292.604141 nChanged 4347 SP:Iteration 3Q (94486.560000 sec): 3 clusters Score: Raw -17352848.090084 + Penalty 5683.939941 = -17347164.150143 nChanged 5621 SP:Iteration 4F (94487.250000 sec): 3 clusters Score: Raw -17356052.879865 + Penalty 5683.939941 = -17350368.939924 nChanged 7130 SP:Iteration 5F (94487.930000 sec): 3 clusters Score: Raw -17361267.189021 + Penalty 5683.939941 = -17355583.249079 nChanged 8195 SP:Iteration 6F (94488.680000 sec): 3 clusters Score: Raw -17368440.066689 + Penalty 5683.939941 = -17362756.126747 nChanged 7654 SP:Iteration 7F (94489.410000 sec): 3 clusters Score: Raw -17375962.651248 + Penalty 5683.939941 = -17370278.711307 nChanged 5412 SP:Iteration 8F (94490.100000 sec): 3 clusters Score: Raw -17381423.589384 + Penalty 5683.939941 = -17375739.649442 nChanged 2526 SP:Iteration 9Q (94490.830000 sec): 3 clusters Score: Raw -17383841.787632 + Penalty 5683.939941 = -17378157.847691 nChanged 828 SP:Iteration 10Q (94491.480000 sec): 3 clusters Score: Raw -17384618.784016 + Penalty 5683.939941 = -17378934.844074 nChanged 226 SP:Iteration 11Q (94492.040000 sec): 3 clusters Score: Raw -17384868.779122 + Penalty 5683.939941 = -17379184.839180 nChanged 89 SP:Iteration 12Q (94492.610000 sec): 3 clusters Score: Raw -17384984.736135 + Penalty 5683.939941 = -17379300.796194 nChanged 28 SP:Iteration 13Q (94493.180000 sec): 3 clusters Score: Raw -17385025.982220 + Penalty 5683.939941 = -17379342.042279 nChanged 14 SP:Iteration 14Q (94493.740000 sec): 3 clusters Score: Raw -17385043.883064 + Penalty 5683.939941 = -17379359.943123 nChanged 2 SP:Iteration 15Q (94494.360000 sec): 3 clusters Score: Raw -17385046.095454 + Penalty 5683.939941 = -17379362.155513 nChanged 1 SP:Iteration 16Q (94494.980000 sec): 3 clusters Score: Raw -17385048.065567 + Penalty 5683.939941 = -17379364.125626 nChanged 3 SP:Iteration 17Q (94495.600000 sec): 3 clusters Score: Raw -17385051.684203 + Penalty 5683.939941 = -17379367.744262 nChanged 2 SP:Iteration 18Q (94496.180000 sec): 3 clusters Score: Raw -17385056.932922 + Penalty 5683.939941 = -17379372.992981 nChanged 2 SP:Iteration 19Q (94496.840000 sec): 3 clusters Score: Raw -17385058.696093 + Penalty 5683.939941 = -17379374.756152 nChanged 1 SP:Iteration 20F (94497.490000 sec): 3 clusters Score: Raw -17385059.413107 + Penalty 5683.939941 = -17379375.473166 nChanged 1 SP:Iteration 21Q (94498.170000 sec): 3 clusters Score: Raw -17385060.720706 + Penalty 5683.939941 = -17379376.780765 nChanged 2 SP:Iteration 22Q (94498.730000 sec): 3 clusters Score: Raw -17385064.216890 + Penalty 5683.939941 = -17379380.276949 nChanged 1 SP:Iteration 23Q (94499.250000 sec): 3 clusters Score: Raw -17385065.914052 + Penalty 5683.939941 = -17379381.974111 nChanged 2 SP:Iteration 24Q (94499.800000 sec): 3 clusters Score: Raw -17385068.412121 + Penalty 5683.939941 = -17379384.472179 nChanged 0 SP:Iteration 25F (94500.530000 sec): 3 clusters Score: Raw -17385068.412121 + Penalty 5683.939941 = -17379384.472179 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94500.760000 sec): 2 clusters Score: Raw -1552683.290531 + Penalty 2234.373279 = -1550448.917253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94500.950000 sec): 3 clusters Score: Raw -1548355.102215 + Penalty 4468.746557 = -1543886.355658 nChanged 3371 SP:Iteration 1F (94501.140000 sec): 3 clusters Score: Raw -1550107.730799 + Penalty 4468.746557 = -1545638.984242 nChanged 573 SP:Iteration 2F (94501.360000 sec): 3 clusters Score: Raw -1550437.160111 + Penalty 4468.746557 = -1545968.413554 nChanged 504 SP:Iteration 3F (94501.640000 sec): 3 clusters Score: Raw -1550822.648449 + Penalty 4468.746557 = -1546353.901892 nChanged 528 SP:Iteration 4F (94501.900000 sec): 3 clusters Score: Raw -1551301.374661 + Penalty 4468.746557 = -1546832.628104 nChanged 572 SP:Iteration 5F (94502.160000 sec): 3 clusters Score: Raw -1551824.939288 + Penalty 4468.746557 = -1547356.192731 nChanged 562 SP:Iteration 6F (94502.360000 sec): 3 clusters Score: Raw -1552354.949691 + Penalty 4468.746557 = -1547886.203134 nChanged 553 SP:Iteration 7F (94502.630000 sec): 3 clusters Score: Raw -1552861.742761 + Penalty 4468.746557 = -1548392.996204 nChanged 447 SP:Iteration 8F (94502.860000 sec): 3 clusters Score: Raw -1553331.182700 + Penalty 4468.746557 = -1548862.436143 nChanged 422 SP:Iteration 9F (94503.050000 sec): 3 clusters Score: Raw -1553769.893639 + Penalty 4468.746557 = -1549301.147082 nChanged 309 SP:Iteration 10Q (94503.260000 sec): 3 clusters Score: Raw -1554082.318762 + Penalty 4468.746557 = -1549613.572205 nChanged 236 SP:Iteration 11Q (94503.500000 sec): 3 clusters Score: Raw -1554301.020069 + Penalty 4468.746557 = -1549832.273512 nChanged 180 SP:Iteration 12Q (94503.730000 sec): 3 clusters Score: Raw -1554449.859811 + Penalty 4468.746557 = -1549981.113254 nChanged 123 SP:Iteration 13Q (94503.950000 sec): 3 clusters Score: Raw -1554519.491965 + Penalty 4468.746557 = -1550050.745408 nChanged 83 SP:Iteration 14Q (94504.210000 sec): 3 clusters Score: Raw -1554553.839035 + Penalty 4468.746557 = -1550085.092478 nChanged 59 SP:Iteration 15Q (94504.440000 sec): 3 clusters Score: Raw -1554578.450309 + Penalty 4468.746557 = -1550109.703752 nChanged 52 SP:Iteration 16Q (94504.640000 sec): 3 clusters Score: Raw -1554600.281920 + Penalty 4468.746557 = -1550131.535363 nChanged 42 SP:Iteration 17Q (94504.890000 sec): 3 clusters Score: Raw -1554615.747157 + Penalty 4468.746557 = -1550147.000600 nChanged 42 SP:Iteration 18Q (94505.090000 sec): 3 clusters Score: Raw -1554628.303999 + Penalty 4468.746557 = -1550159.557442 nChanged 31 SP:Iteration 19Q (94505.280000 sec): 3 clusters Score: Raw -1554635.569421 + Penalty 4468.746557 = -1550166.822864 nChanged 26 SP:Iteration 20F (94505.520000 sec): 3 clusters Score: Raw -1554642.848054 + Penalty 4468.746557 = -1550174.101497 nChanged 24 SP:Iteration 21Q (94505.720000 sec): 3 clusters Score: Raw -1554648.833821 + Penalty 4468.746557 = -1550180.087264 nChanged 12 SP:Iteration 22Q (94505.950000 sec): 3 clusters Score: Raw -1554651.327406 + Penalty 4468.746557 = -1550182.580849 nChanged 12 SP:Iteration 23Q (94506.190000 sec): 3 clusters Score: Raw -1554654.595554 + Penalty 4468.746557 = -1550185.848997 nChanged 13 SP:Iteration 24Q (94506.420000 sec): 3 clusters Score: Raw -1554656.907051 + Penalty 4468.746557 = -1550188.160494 nChanged 10 SP:Iteration 25Q (94506.610000 sec): 3 clusters Score: Raw -1554658.786440 + Penalty 4468.746557 = -1550190.039883 nChanged 9 SP:Iteration 26Q (94506.850000 sec): 3 clusters Score: Raw -1554660.650994 + Penalty 4468.746557 = -1550191.904437 nChanged 8 SP:Iteration 27Q (94507.160000 sec): 3 clusters Score: Raw -1554662.245304 + Penalty 4468.746557 = -1550193.498747 nChanged 8 SP:Iteration 28Q (94507.330000 sec): 3 clusters Score: Raw -1554664.153857 + Penalty 4468.746557 = -1550195.407300 nChanged 8 SP:Iteration 29Q (94507.540000 sec): 3 clusters Score: Raw -1554665.858541 + Penalty 4468.746557 = -1550197.111984 nChanged 8 SP:Iteration 30Q (94507.780000 sec): 3 clusters Score: Raw -1554667.698162 + Penalty 4468.746557 = -1550198.951605 nChanged 12 SP:Iteration 31Q (94507.980000 sec): 3 clusters Score: Raw -1554670.623627 + Penalty 4468.746557 = -1550201.877070 nChanged 15 SP:Iteration 32Q (94508.290000 sec): 3 clusters Score: Raw -1554674.248718 + Penalty 4468.746557 = -1550205.502161 nChanged 8 SP:Iteration 33Q (94508.540000 sec): 3 clusters Score: Raw -1554675.968641 + Penalty 4468.746557 = -1550207.222084 nChanged 7 SP:Iteration 34Q (94508.750000 sec): 3 clusters Score: Raw -1554677.132185 + Penalty 4468.746557 = -1550208.385628 nChanged 7 SP:Iteration 35Q (94508.960000 sec): 3 clusters Score: Raw -1554678.891476 + Penalty 4468.746557 = -1550210.144919 nChanged 12 SP:Iteration 36Q (94509.200000 sec): 3 clusters Score: Raw -1554681.651994 + Penalty 4468.746557 = -1550212.905437 nChanged 14 SP:Iteration 37Q (94509.460000 sec): 3 clusters Score: Raw -1554684.577494 + Penalty 4468.746557 = -1550215.830937 nChanged 9 SP:Iteration 38Q (94509.670000 sec): 3 clusters Score: Raw -1554686.206675 + Penalty 4468.746557 = -1550217.460118 nChanged 7 SP:Iteration 39Q (94509.850000 sec): 3 clusters Score: Raw -1554687.757794 + Penalty 4468.746557 = -1550219.011237 nChanged 10 SP:Iteration 40F (94510.060000 sec): 3 clusters Score: Raw -1554689.817255 + Penalty 4468.746557 = -1550221.070698 nChanged 8 SP:Iteration 41Q (94510.270000 sec): 3 clusters Score: Raw -1554691.667193 + Penalty 4468.746557 = -1550222.920636 nChanged 5 SP:Iteration 42Q (94510.500000 sec): 3 clusters Score: Raw -1554692.561212 + Penalty 4468.746557 = -1550223.814655 nChanged 3 SP:Iteration 43Q (94510.680000 sec): 3 clusters Score: Raw -1554692.947878 + Penalty 4468.746557 = -1550224.201321 nChanged 1 SP:Iteration 44Q (94510.890000 sec): 3 clusters Score: Raw -1554693.167544 + Penalty 4468.746557 = -1550224.420986 nChanged 2 SP:Iteration 45Q (94511.090000 sec): 3 clusters Score: Raw -1554693.409354 + Penalty 4468.746557 = -1550224.662797 nChanged 2 SP:Iteration 46Q (94511.320000 sec): 3 clusters Score: Raw -1554693.815191 + Penalty 4468.746557 = -1550225.068634 nChanged 1 SP:Iteration 47Q (94511.540000 sec): 3 clusters Score: Raw -1554693.957920 + Penalty 4468.746557 = -1550225.211363 nChanged 1 SP:Iteration 48Q (94511.790000 sec): 3 clusters Score: Raw -1554694.120634 + Penalty 4468.746557 = -1550225.374077 nChanged 0 SP:Iteration 49F (94511.960000 sec): 3 clusters Score: Raw -1554694.120634 + Penalty 4468.746557 = -1550225.374077 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94512.100000 sec): 2 clusters Score: Raw -111741.796714 + Penalty 1598.144552 = -110143.652162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94512.280000 sec): 3 clusters Score: Raw -111743.074731 + Penalty 3196.289103 = -108546.785628 nChanged 138 SP:Iteration 1F (94512.470000 sec): 3 clusters Score: Raw -111993.262163 + Penalty 3196.289103 = -108796.973060 nChanged 35 SP:Iteration 2F (94512.630000 sec): 3 clusters Score: Raw -112056.090983 + Penalty 3196.289103 = -108859.801880 nChanged 10 SP:Iteration 3Q (94512.800000 sec): 3 clusters Score: Raw -112073.884108 + Penalty 3196.289103 = -108877.595004 nChanged 9 SP:Iteration 4Q (94513.000000 sec): 3 clusters Score: Raw -112098.904693 + Penalty 3196.289103 = -108902.615590 nChanged 6 SP:Iteration 5Q (94513.170000 sec): 3 clusters Score: Raw -112112.025487 + Penalty 3196.289103 = -108915.736384 nChanged 4 SP:Iteration 6Q (94513.380000 sec): 3 clusters Score: Raw -112119.078713 + Penalty 3196.289103 = -108922.789610 nChanged 2 SP:Iteration 7Q (94513.530000 sec): 3 clusters Score: Raw -112123.246730 + Penalty 3196.289103 = -108926.957627 nChanged 1 SP:Iteration 8Q (94513.670000 sec): 3 clusters Score: Raw -112124.162859 + Penalty 3196.289103 = -108927.873755 nChanged 0 SP:Iteration 9F (94513.820000 sec): 3 clusters Score: Raw -112124.162859 + Penalty 3196.289103 = -108927.873755 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94513.910000 sec): 2 clusters Score: Raw -44157.742545 + Penalty 1433.624392 = -42724.118153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94514.060000 sec): 3 clusters Score: Raw -44254.592969 + Penalty 2867.248784 = -41387.344185 nChanged 52 SP:Iteration 1F (94514.230000 sec): 3 clusters Score: Raw -44384.062442 + Penalty 2867.248784 = -41516.813658 nChanged 8 SP:Iteration 2Q (94514.440000 sec): 3 clusters Score: Raw -44405.882700 + Penalty 2867.248784 = -41538.633916 nChanged 8 SP:Iteration 3Q (94514.580000 sec): 3 clusters Score: Raw -44432.315295 + Penalty 2867.248784 = -41565.066511 nChanged 1 SP:Iteration 4Q (94514.780000 sec): 3 clusters Score: Raw -44443.540423 + Penalty 2867.248784 = -41576.291639 nChanged 3 SP:Iteration 5Q (94514.990000 sec): 3 clusters Score: Raw -44448.695381 + Penalty 2867.248784 = -41581.446597 nChanged 1 SP:Iteration 6Q (94515.130000 sec): 3 clusters Score: Raw -44449.547304 + Penalty 2867.248784 = -41582.298520 nChanged 0 SP:Iteration 7F (94515.370000 sec): 3 clusters Score: Raw -44449.547304 + Penalty 2867.248784 = -41582.298520 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94515.510000 sec): 2 clusters Score: Raw -3131142.686855 + Penalty 2414.751582 = -3128727.935274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94515.840000 sec): 3 clusters Score: Raw -3121410.770942 + Penalty 4829.503164 = -3116581.267778 nChanged 7416 SP:Iteration 1F (94516.180000 sec): 3 clusters Score: Raw -3125456.785183 + Penalty 4829.503164 = -3120627.282019 nChanged 1113 SP:Iteration 2F (94516.440000 sec): 3 clusters Score: Raw -3126050.383231 + Penalty 4829.503164 = -3121220.880067 nChanged 1012 SP:Iteration 3F (94516.700000 sec): 3 clusters Score: Raw -3126672.606894 + Penalty 4829.503164 = -3121843.103730 nChanged 989 SP:Iteration 4F (94516.970000 sec): 3 clusters Score: Raw -3127348.377026 + Penalty 4829.503164 = -3122518.873862 nChanged 1028 SP:Iteration 5F (94517.260000 sec): 3 clusters Score: Raw -3128006.005431 + Penalty 4829.503164 = -3123176.502267 nChanged 946 SP:Iteration 6F (94517.540000 sec): 3 clusters Score: Raw -3128627.880506 + Penalty 4829.503164 = -3123798.377342 nChanged 905 SP:Iteration 7F (94517.840000 sec): 3 clusters Score: Raw -3129156.634666 + Penalty 4829.503164 = -3124327.131502 nChanged 800 SP:Iteration 8Q (94518.080000 sec): 3 clusters Score: Raw -3129568.408297 + Penalty 4829.503164 = -3124738.905133 nChanged 688 SP:Iteration 9Q (94518.360000 sec): 3 clusters Score: Raw -3129852.021436 + Penalty 4829.503164 = -3125022.518272 nChanged 526 SP:Iteration 10Q (94518.610000 sec): 3 clusters Score: Raw -3130049.229248 + Penalty 4829.503164 = -3125219.726084 nChanged 437 SP:Iteration 11Q (94518.920000 sec): 3 clusters Score: Raw -3130210.301642 + Penalty 4829.503164 = -3125380.798478 nChanged 367 SP:Iteration 12Q (94519.220000 sec): 3 clusters Score: Raw -3130315.087821 + Penalty 4829.503164 = -3125485.584657 nChanged 262 SP:Iteration 13Q (94519.530000 sec): 3 clusters Score: Raw -3130386.084228 + Penalty 4829.503164 = -3125556.581064 nChanged 219 SP:Iteration 14Q (94519.820000 sec): 3 clusters Score: Raw -3130446.015365 + Penalty 4829.503164 = -3125616.512201 nChanged 197 SP:Iteration 15Q (94520.090000 sec): 3 clusters Score: Raw -3130498.501507 + Penalty 4829.503164 = -3125668.998343 nChanged 195 SP:Iteration 16Q (94520.340000 sec): 3 clusters Score: Raw -3130541.993238 + Penalty 4829.503164 = -3125712.490074 nChanged 144 SP:Iteration 17Q (94520.700000 sec): 3 clusters Score: Raw -3130570.699729 + Penalty 4829.503164 = -3125741.196565 nChanged 120 SP:Iteration 18Q (94520.970000 sec): 3 clusters Score: Raw -3130593.950582 + Penalty 4829.503164 = -3125764.447418 nChanged 105 SP:Iteration 19Q (94521.200000 sec): 3 clusters Score: Raw -3130612.330531 + Penalty 4829.503164 = -3125782.827367 nChanged 83 SP:Iteration 20F (94521.430000 sec): 3 clusters Score: Raw -3130626.478001 + Penalty 4829.503164 = -3125796.974837 nChanged 78 SP:Iteration 21Q (94521.770000 sec): 3 clusters Score: Raw -3130639.240575 + Penalty 4829.503164 = -3125809.737411 nChanged 65 SP:Iteration 22Q (94522.080000 sec): 3 clusters Score: Raw -3130647.443383 + Penalty 4829.503164 = -3125817.940219 nChanged 42 SP:Iteration 23Q (94522.360000 sec): 3 clusters Score: Raw -3130652.996152 + Penalty 4829.503164 = -3125823.492988 nChanged 40 SP:Iteration 24Q (94522.650000 sec): 3 clusters Score: Raw -3130657.535520 + Penalty 4829.503164 = -3125828.032356 nChanged 37 SP:Iteration 25Q (94522.940000 sec): 3 clusters Score: Raw -3130661.718364 + Penalty 4829.503164 = -3125832.215200 nChanged 33 SP:Iteration 26Q (94523.210000 sec): 3 clusters Score: Raw -3130665.414985 + Penalty 4829.503164 = -3125835.911821 nChanged 32 SP:Iteration 27Q (94523.480000 sec): 3 clusters Score: Raw -3130669.110051 + Penalty 4829.503164 = -3125839.606887 nChanged 24 SP:Iteration 28Q (94523.770000 sec): 3 clusters Score: Raw -3130672.071659 + Penalty 4829.503164 = -3125842.568495 nChanged 23 SP:Iteration 29Q (94524.030000 sec): 3 clusters Score: Raw -3130674.241687 + Penalty 4829.503164 = -3125844.738523 nChanged 18 SP:Iteration 30Q (94524.300000 sec): 3 clusters Score: Raw -3130675.947319 + Penalty 4829.503164 = -3125846.444155 nChanged 16 SP:Iteration 31Q (94524.590000 sec): 3 clusters Score: Raw -3130677.707139 + Penalty 4829.503164 = -3125848.203975 nChanged 14 SP:Iteration 32Q (94524.840000 sec): 3 clusters Score: Raw -3130679.842869 + Penalty 4829.503164 = -3125850.339706 nChanged 18 SP:Iteration 33Q (94525.170000 sec): 3 clusters Score: Raw -3130681.508014 + Penalty 4829.503164 = -3125852.004850 nChanged 14 SP:Iteration 34Q (94525.470000 sec): 3 clusters Score: Raw -3130682.881337 + Penalty 4829.503164 = -3125853.378173 nChanged 14 SP:Iteration 35Q (94525.700000 sec): 3 clusters Score: Raw -3130684.143415 + Penalty 4829.503164 = -3125854.640251 nChanged 8 SP:Iteration 36Q (94525.980000 sec): 3 clusters Score: Raw -3130685.053710 + Penalty 4829.503164 = -3125855.550546 nChanged 10 SP:Iteration 37Q (94526.260000 sec): 3 clusters Score: Raw -3130686.192401 + Penalty 4829.503164 = -3125856.689237 nChanged 9 SP:Iteration 38Q (94526.530000 sec): 3 clusters Score: Raw -3130687.140020 + Penalty 4829.503164 = -3125857.636856 nChanged 10 SP:Iteration 39Q (94526.790000 sec): 3 clusters Score: Raw -3130688.000671 + Penalty 4829.503164 = -3125858.497507 nChanged 9 SP:Iteration 40F (94527.130000 sec): 3 clusters Score: Raw -3130688.973993 + Penalty 4829.503164 = -3125859.470829 nChanged 8 SP:Iteration 41Q (94527.460000 sec): 3 clusters Score: Raw -3130689.448536 + Penalty 4829.503164 = -3125859.945372 nChanged 6 SP:Iteration 42Q (94527.760000 sec): 3 clusters Score: Raw -3130690.023151 + Penalty 4829.503164 = -3125860.519987 nChanged 8 SP:Iteration 43Q (94528.040000 sec): 3 clusters Score: Raw -3130690.515874 + Penalty 4829.503164 = -3125861.012710 nChanged 5 SP:Iteration 44Q (94528.280000 sec): 3 clusters Score: Raw -3130690.924811 + Penalty 4829.503164 = -3125861.421647 nChanged 7 SP:Iteration 45Q (94528.540000 sec): 3 clusters Score: Raw -3130691.287445 + Penalty 4829.503164 = -3125861.784281 nChanged 6 SP:Iteration 46Q (94528.800000 sec): 3 clusters Score: Raw -3130691.636956 + Penalty 4829.503164 = -3125862.133792 nChanged 2 SP:Iteration 47Q (94529.060000 sec): 3 clusters Score: Raw -3130691.750946 + Penalty 4829.503164 = -3125862.247782 nChanged 2 SP:Iteration 48Q (94529.390000 sec): 3 clusters Score: Raw -3130691.892828 + Penalty 4829.503164 = -3125862.389664 nChanged 1 SP:Iteration 49Q (94529.680000 sec): 3 clusters Score: Raw -3130691.934879 + Penalty 4829.503164 = -3125862.431715 nChanged 0 SP:Iteration 50F (94529.970000 sec): 3 clusters Score: Raw -3130691.934879 + Penalty 4829.503164 = -3125862.431715 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94530.100000 sec): 2 clusters Score: Raw -19120.709719 + Penalty 1195.429828 = -17925.279891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94530.300000 sec): 3 clusters Score: Raw -19460.226132 + Penalty 2390.859657 = -17069.366476 nChanged 3 SP:Iteration 1Q (94530.510000 sec): 3 clusters Score: Raw -19476.309800 + Penalty 2390.859657 = -17085.450144 nChanged 2 SP:Iteration 2Q (94530.720000 sec): 3 clusters Score: Raw -19502.408489 + Penalty 2390.859657 = -17111.548833 nChanged 1 SP:Iteration 3Q (94530.940000 sec): 3 clusters Score: Raw -19509.962120 + Penalty 2390.859657 = -17119.102463 nChanged 1 SP:Iteration 4Q (94531.110000 sec): 3 clusters Score: Raw -19516.170299 + Penalty 2390.859657 = -17125.310642 nChanged 0 SP:Iteration 5F (94531.320000 sec): 3 clusters Score: Raw -19516.170299 + Penalty 2390.859657 = -17125.310642 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94531.400000 sec): 2 clusters Score: Raw -171200.563392 + Penalty 1702.482249 = -169498.081143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94531.570000 sec): 3 clusters Score: Raw -171055.661164 + Penalty 3404.964498 = -167650.696666 nChanged 265 SP:Iteration 1F (94531.800000 sec): 3 clusters Score: Raw -171352.578275 + Penalty 3404.964498 = -167947.613777 nChanged 74 SP:Iteration 2F (94531.970000 sec): 3 clusters Score: Raw -171486.415631 + Penalty 3404.964498 = -168081.451133 nChanged 52 SP:Iteration 3F (94532.160000 sec): 3 clusters Score: Raw -171596.131088 + Penalty 3404.964498 = -168191.166590 nChanged 48 SP:Iteration 4F (94532.340000 sec): 3 clusters Score: Raw -171696.774417 + Penalty 3404.964498 = -168291.809919 nChanged 32 SP:Iteration 5Q (94532.500000 sec): 3 clusters Score: Raw -171750.877128 + Penalty 3404.964498 = -168345.912630 nChanged 27 SP:Iteration 6Q (94532.680000 sec): 3 clusters Score: Raw -171819.918878 + Penalty 3404.964498 = -168414.954381 nChanged 25 SP:Iteration 7Q (94532.860000 sec): 3 clusters Score: Raw -171890.175671 + Penalty 3404.964498 = -168485.211173 nChanged 21 SP:Iteration 8Q (94533.050000 sec): 3 clusters Score: Raw -171930.763967 + Penalty 3404.964498 = -168525.799469 nChanged 13 SP:Iteration 9Q (94533.200000 sec): 3 clusters Score: Raw -171960.391770 + Penalty 3404.964498 = -168555.427272 nChanged 11 SP:Iteration 10Q (94533.370000 sec): 3 clusters Score: Raw -171974.772404 + Penalty 3404.964498 = -168569.807907 nChanged 9 SP:Iteration 11Q (94533.580000 sec): 3 clusters Score: Raw -171992.840490 + Penalty 3404.964498 = -168587.875992 nChanged 4 SP:Iteration 12Q (94533.740000 sec): 3 clusters Score: Raw -171998.585412 + Penalty 3404.964498 = -168593.620915 nChanged 3 SP:Iteration 13Q (94533.940000 sec): 3 clusters Score: Raw -172005.103057 + Penalty 3404.964498 = -168600.138559 nChanged 2 SP:Iteration 14Q (94534.060000 sec): 3 clusters Score: Raw -172007.506167 + Penalty 3404.964498 = -168602.541670 nChanged 0 SP:Iteration 15F (94534.180000 sec): 3 clusters Score: Raw -172016.796492 + Penalty 3404.964498 = -168611.831995 nChanged 1 SP:Iteration 16Q (94534.340000 sec): 3 clusters Score: Raw -172024.056667 + Penalty 3404.964498 = -168619.092169 nChanged 2 SP:Iteration 17Q (94534.440000 sec): 3 clusters Score: Raw -172032.029800 + Penalty 3404.964498 = -168627.065303 nChanged 3 SP:Iteration 18Q (94534.550000 sec): 3 clusters Score: Raw -172036.148585 + Penalty 3404.964498 = -168631.184087 nChanged 2 SP:Iteration 19Q (94534.700000 sec): 3 clusters Score: Raw -172039.323329 + Penalty 3404.964498 = -168634.358831 nChanged 1 SP:Iteration 20F (94534.800000 sec): 3 clusters Score: Raw -172040.847264 + Penalty 3404.964498 = -168635.882766 nChanged 1 SP:Iteration 21Q (94534.910000 sec): 3 clusters Score: Raw -172043.553665 + Penalty 3404.964498 = -168638.589167 nChanged 1 SP:Iteration 22Q (94535.020000 sec): 3 clusters Score: Raw -172044.505691 + Penalty 3404.964498 = -168639.541193 nChanged 1 SP:Iteration 23Q (94535.220000 sec): 3 clusters Score: Raw -172045.701763 + Penalty 3404.964498 = -168640.737265 nChanged 0 SP:Iteration 24F (94535.430000 sec): 3 clusters Score: Raw -172045.701763 + Penalty 3404.964498 = -168640.737265 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94535.500000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94535.690000 sec): 3 clusters Score: Raw -103107.823686 + Penalty 3193.124818 = -99914.698867 nChanged 138 SP:Iteration 1F (94535.820000 sec): 3 clusters Score: Raw -103346.313977 + Penalty 3193.124818 = -100153.189159 nChanged 39 SP:Iteration 2F (94536.040000 sec): 3 clusters Score: Raw -103435.017676 + Penalty 3193.124818 = -100241.892858 nChanged 21 SP:Iteration 3Q (94536.240000 sec): 3 clusters Score: Raw -103482.943092 + Penalty 3193.124818 = -100289.818274 nChanged 14 SP:Iteration 4Q (94536.330000 sec): 3 clusters Score: Raw -103531.927882 + Penalty 3193.124818 = -100338.803064 nChanged 16 SP:Iteration 5Q (94536.430000 sec): 3 clusters Score: Raw -103654.210919 + Penalty 3193.124818 = -100461.086101 nChanged 17 SP:Iteration 6Q (94536.520000 sec): 3 clusters Score: Raw -103757.390127 + Penalty 3193.124818 = -100564.265309 nChanged 16 SP:Iteration 7Q (94536.620000 sec): 3 clusters Score: Raw -103827.738501 + Penalty 3193.124818 = -100634.613683 nChanged 11 SP:Iteration 8Q (94536.740000 sec): 3 clusters Score: Raw -103855.230817 + Penalty 3193.124818 = -100662.105999 nChanged 8 SP:Iteration 9Q (94536.900000 sec): 3 clusters Score: Raw -103872.741117 + Penalty 3193.124818 = -100679.616299 nChanged 8 SP:Iteration 10Q (94537.100000 sec): 3 clusters Score: Raw -103892.402759 + Penalty 3193.124818 = -100699.277941 nChanged 8 SP:Iteration 11Q (94537.230000 sec): 3 clusters Score: Raw -103908.602446 + Penalty 3193.124818 = -100715.477628 nChanged 5 SP:Iteration 12Q (94537.340000 sec): 3 clusters Score: Raw -103919.930240 + Penalty 3193.124818 = -100726.805422 nChanged 4 SP:Iteration 13Q (94537.450000 sec): 3 clusters Score: Raw -103928.996182 + Penalty 3193.124818 = -100735.871363 nChanged 1 SP:Iteration 14Q (94537.570000 sec): 3 clusters Score: Raw -103931.733158 + Penalty 3193.124818 = -100738.608340 nChanged 2 SP:Iteration 15Q (94537.680000 sec): 3 clusters Score: Raw -103940.713432 + Penalty 3193.124818 = -100747.588613 nChanged 6 SP:Iteration 16Q (94537.790000 sec): 3 clusters Score: Raw -103953.954594 + Penalty 3193.124818 = -100760.829776 nChanged 3 SP:Iteration 17Q (94537.900000 sec): 3 clusters Score: Raw -103959.985141 + Penalty 3193.124818 = -100766.860322 nChanged 3 SP:Iteration 18Q (94538.010000 sec): 3 clusters Score: Raw -103969.351162 + Penalty 3193.124818 = -100776.226344 nChanged 3 SP:Iteration 19Q (94538.120000 sec): 3 clusters Score: Raw -103977.719414 + Penalty 3193.124818 = -100784.594596 nChanged 1 SP:Iteration 20F (94538.240000 sec): 3 clusters Score: Raw -103979.760058 + Penalty 3193.124818 = -100786.635240 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94538.320000 sec): 2 clusters Score: Raw -665384.726155 + Penalty 2040.057531 = -663344.668624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94538.480000 sec): 3 clusters Score: Raw -663655.512702 + Penalty 4080.115061 = -659575.397641 nChanged 1395 SP:Iteration 1F (94538.620000 sec): 3 clusters Score: Raw -664446.890183 + Penalty 4080.115061 = -660366.775122 nChanged 293 SP:Iteration 2F (94538.730000 sec): 3 clusters Score: Raw -664651.734571 + Penalty 4080.115061 = -660571.619510 nChanged 199 SP:Iteration 3F (94538.840000 sec): 3 clusters Score: Raw -664784.630968 + Penalty 4080.115061 = -660704.515907 nChanged 157 SP:Iteration 4Q (94539.050000 sec): 3 clusters Score: Raw -664884.528832 + Penalty 4080.115061 = -660804.413770 nChanged 128 SP:Iteration 5Q (94539.230000 sec): 3 clusters Score: Raw -664954.966165 + Penalty 4080.115061 = -660874.851104 nChanged 91 SP:Iteration 6Q (94539.420000 sec): 3 clusters Score: Raw -665001.408041 + Penalty 4080.115061 = -660921.292980 nChanged 75 SP:Iteration 7Q (94539.560000 sec): 3 clusters Score: Raw -665040.980384 + Penalty 4080.115061 = -660960.865323 nChanged 74 SP:Iteration 8Q (94539.700000 sec): 3 clusters Score: Raw -665075.554465 + Penalty 4080.115061 = -660995.439404 nChanged 46 SP:Iteration 9Q (94539.820000 sec): 3 clusters Score: Raw -665097.553012 + Penalty 4080.115061 = -661017.437951 nChanged 42 SP:Iteration 10Q (94539.940000 sec): 3 clusters Score: Raw -665116.773248 + Penalty 4080.115061 = -661036.658187 nChanged 31 SP:Iteration 11Q (94540.070000 sec): 3 clusters Score: Raw -665130.928217 + Penalty 4080.115061 = -661050.813156 nChanged 31 SP:Iteration 12Q (94540.190000 sec): 3 clusters Score: Raw -665146.135369 + Penalty 4080.115061 = -661066.020308 nChanged 35 SP:Iteration 13Q (94540.320000 sec): 3 clusters Score: Raw -665160.463423 + Penalty 4080.115061 = -661080.348362 nChanged 28 SP:Iteration 14Q (94540.440000 sec): 3 clusters Score: Raw -665174.532474 + Penalty 4080.115061 = -661094.417413 nChanged 31 SP:Iteration 15Q (94540.570000 sec): 3 clusters Score: Raw -665189.590391 + Penalty 4080.115061 = -661109.475329 nChanged 33 SP:Iteration 16Q (94540.700000 sec): 3 clusters Score: Raw -665205.048043 + Penalty 4080.115061 = -661124.932982 nChanged 23 SP:Iteration 17Q (94540.820000 sec): 3 clusters Score: Raw -665215.646291 + Penalty 4080.115061 = -661135.531230 nChanged 22 SP:Iteration 18Q (94540.950000 sec): 3 clusters Score: Raw -665223.856680 + Penalty 4080.115061 = -661143.741619 nChanged 22 SP:Iteration 19Q (94541.080000 sec): 3 clusters Score: Raw -665233.596750 + Penalty 4080.115061 = -661153.481689 nChanged 19 SP:Iteration 20F (94541.200000 sec): 3 clusters Score: Raw -665241.600213 + Penalty 4080.115061 = -661161.485152 nChanged 22 SP:Iteration 21Q (94541.340000 sec): 3 clusters Score: Raw -665250.396002 + Penalty 4080.115061 = -661170.280941 nChanged 18 SP:Iteration 22Q (94541.520000 sec): 3 clusters Score: Raw -665260.202865 + Penalty 4080.115061 = -661180.087804 nChanged 25 SP:Iteration 23Q (94541.730000 sec): 3 clusters Score: Raw -665271.708410 + Penalty 4080.115061 = -661191.593349 nChanged 21 SP:Iteration 24Q (94541.940000 sec): 3 clusters Score: Raw -665282.049148 + Penalty 4080.115061 = -661201.934087 nChanged 32 SP:Iteration 25Q (94542.110000 sec): 3 clusters Score: Raw -665296.392066 + Penalty 4080.115061 = -661216.277005 nChanged 28 SP:Iteration 26Q (94542.280000 sec): 3 clusters Score: Raw -665309.904208 + Penalty 4080.115061 = -661229.789146 nChanged 29 SP:Iteration 27Q (94542.440000 sec): 3 clusters Score: Raw -665321.636209 + Penalty 4080.115061 = -661241.521148 nChanged 14 SP:Iteration 28Q (94542.570000 sec): 3 clusters Score: Raw -665328.421631 + Penalty 4080.115061 = -661248.306570 nChanged 10 SP:Iteration 29Q (94542.720000 sec): 3 clusters Score: Raw -665332.783387 + Penalty 4080.115061 = -661252.668326 nChanged 12 SP:Iteration 30Q (94542.930000 sec): 3 clusters Score: Raw -665337.672713 + Penalty 4080.115061 = -661257.557652 nChanged 8 SP:Iteration 31Q (94543.170000 sec): 3 clusters Score: Raw -665341.017782 + Penalty 4080.115061 = -661260.902721 nChanged 6 SP:Iteration 32Q (94543.380000 sec): 3 clusters Score: Raw -665343.225932 + Penalty 4080.115061 = -661263.110871 nChanged 3 SP:Iteration 33Q (94543.550000 sec): 3 clusters Score: Raw -665344.407672 + Penalty 4080.115061 = -661264.292611 nChanged 7 SP:Iteration 34Q (94543.780000 sec): 3 clusters Score: Raw -665346.508455 + Penalty 4080.115061 = -661266.393394 nChanged 4 SP:Iteration 35Q (94543.950000 sec): 3 clusters Score: Raw -665347.818326 + Penalty 4080.115061 = -661267.703265 nChanged 3 SP:Iteration 36Q (94544.220000 sec): 3 clusters Score: Raw -665348.906567 + Penalty 4080.115061 = -661268.791506 nChanged 5 SP:Iteration 37Q (94544.420000 sec): 3 clusters Score: Raw -665350.691848 + Penalty 4080.115061 = -661270.576787 nChanged 6 SP:Iteration 38Q (94544.570000 sec): 3 clusters Score: Raw -665353.508904 + Penalty 4080.115061 = -661273.393843 nChanged 7 SP:Iteration 39Q (94544.770000 sec): 3 clusters Score: Raw -665357.042800 + Penalty 4080.115061 = -661276.927739 nChanged 10 SP:Iteration 40F (94544.950000 sec): 3 clusters Score: Raw -665361.952499 + Penalty 4080.115061 = -661281.837438 nChanged 11 SP:Iteration 41Q (94545.150000 sec): 3 clusters Score: Raw -665366.035963 + Penalty 4080.115061 = -661285.920902 nChanged 8 SP:Iteration 42Q (94545.360000 sec): 3 clusters Score: Raw -665368.647671 + Penalty 4080.115061 = -661288.532610 nChanged 7 SP:Iteration 43Q (94545.550000 sec): 3 clusters Score: Raw -665371.348321 + Penalty 4080.115061 = -661291.233260 nChanged 5 SP:Iteration 44Q (94545.710000 sec): 3 clusters Score: Raw -665372.897747 + Penalty 4080.115061 = -661292.782686 nChanged 5 SP:Iteration 45Q (94545.940000 sec): 3 clusters Score: Raw -665375.401373 + Penalty 4080.115061 = -661295.286312 nChanged 9 SP:Iteration 46Q (94546.120000 sec): 3 clusters Score: Raw -665380.739113 + Penalty 4080.115061 = -661300.624052 nChanged 10 SP:Iteration 47Q (94546.340000 sec): 3 clusters Score: Raw -665384.151970 + Penalty 4080.115061 = -661304.036909 nChanged 6 SP:Iteration 48Q (94546.540000 sec): 3 clusters Score: Raw -665386.167993 + Penalty 4080.115061 = -661306.052932 nChanged 7 SP:Iteration 49Q (94546.740000 sec): 3 clusters Score: Raw -665389.047623 + Penalty 4080.115061 = -661308.932562 nChanged 2 SP:Iteration 50Q (94546.940000 sec): 3 clusters Score: Raw -665389.715053 + Penalty 4080.115061 = -661309.599992 nChanged 3 SP:Iteration 51Q (94547.150000 sec): 3 clusters Score: Raw -665390.391513 + Penalty 4080.115061 = -661310.276452 nChanged 1 SP:Iteration 52Q (94547.380000 sec): 3 clusters Score: Raw -665390.590062 + Penalty 4080.115061 = -661310.475001 nChanged 0 SP:Iteration 53F (94547.570000 sec): 3 clusters Score: Raw -665390.590062 + Penalty 4080.115061 = -661310.475001 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94547.670000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94547.870000 sec): 3 clusters Score: Raw -107536.412589 + Penalty 3190.738286 = -104345.674303 nChanged 136 SP:Iteration 1F (94548.020000 sec): 3 clusters Score: Raw -107725.672719 + Penalty 3190.738286 = -104534.934433 nChanged 34 SP:Iteration 2F (94548.200000 sec): 3 clusters Score: Raw -107781.975705 + Penalty 3190.738286 = -104591.237419 nChanged 16 SP:Iteration 3Q (94548.390000 sec): 3 clusters Score: Raw -107807.268676 + Penalty 3190.738286 = -104616.530390 nChanged 11 SP:Iteration 4Q (94548.600000 sec): 3 clusters Score: Raw -107822.097000 + Penalty 3190.738286 = -104631.358714 nChanged 5 SP:Iteration 5Q (94548.770000 sec): 3 clusters Score: Raw -107829.891268 + Penalty 3190.738286 = -104639.152982 nChanged 2 SP:Iteration 6Q (94548.930000 sec): 3 clusters Score: Raw -107831.633428 + Penalty 3190.738286 = -104640.895142 nChanged 1 SP:Iteration 7Q (94549.150000 sec): 3 clusters Score: Raw -107841.168774 + Penalty 3190.738286 = -104650.430488 nChanged 1 SP:Iteration 8Q (94549.330000 sec): 3 clusters Score: Raw -107847.362946 + Penalty 3190.738286 = -104656.624660 nChanged 3 SP:Iteration 9Q (94549.500000 sec): 3 clusters Score: Raw -107853.939487 + Penalty 3190.738286 = -104663.201201 nChanged 2 SP:Iteration 10Q (94549.690000 sec): 3 clusters Score: Raw -107857.473630 + Penalty 3190.738286 = -104666.735344 nChanged 4 SP:Iteration 11Q (94549.850000 sec): 3 clusters Score: Raw -107860.970591 + Penalty 3190.738286 = -104670.232305 nChanged 5 SP:Iteration 12Q (94550.050000 sec): 3 clusters Score: Raw -107866.806144 + Penalty 3190.738286 = -104676.067858 nChanged 6 SP:Iteration 13Q (94550.250000 sec): 3 clusters Score: Raw -107875.991015 + Penalty 3190.738286 = -104685.252729 nChanged 7 SP:Iteration 14Q (94550.410000 sec): 3 clusters Score: Raw -107892.214744 + Penalty 3190.738286 = -104701.476458 nChanged 9 SP:Iteration 15Q (94550.610000 sec): 3 clusters Score: Raw -107906.856686 + Penalty 3190.738286 = -104716.118400 nChanged 7 SP:Iteration 16Q (94550.790000 sec): 3 clusters Score: Raw -107917.339720 + Penalty 3190.738286 = -104726.601434 nChanged 8 SP:Iteration 17Q (94550.980000 sec): 3 clusters Score: Raw -107937.122295 + Penalty 3190.738286 = -104746.384009 nChanged 13 SP:Iteration 18Q (94551.160000 sec): 3 clusters Score: Raw -107961.568928 + Penalty 3190.738286 = -104770.830642 nChanged 9 SP:Iteration 19Q (94551.320000 sec): 3 clusters Score: Raw -107974.189472 + Penalty 3190.738286 = -104783.451186 nChanged 7 SP:Iteration 20F (94551.470000 sec): 3 clusters Score: Raw -108002.013665 + Penalty 3190.738286 = -104811.275379 nChanged 5 SP:Iteration 21Q (94551.670000 sec): 3 clusters Score: Raw -108025.471066 + Penalty 3190.738286 = -104834.732780 nChanged 9 SP:Iteration 22Q (94551.830000 sec): 3 clusters Score: Raw -108062.360711 + Penalty 3190.738286 = -104871.622425 nChanged 13 SP:Iteration 23Q (94552.030000 sec): 3 clusters Score: Raw -108095.812114 + Penalty 3190.738286 = -104905.073828 nChanged 8 SP:Iteration 24Q (94552.240000 sec): 3 clusters Score: Raw -108140.159214 + Penalty 3190.738286 = -104949.420928 nChanged 13 SP:Iteration 25Q (94552.470000 sec): 3 clusters Score: Raw -108211.882947 + Penalty 3190.738286 = -105021.144661 nChanged 21 SP:Iteration 26Q (94552.630000 sec): 3 clusters Score: Raw -108319.589794 + Penalty 3190.738286 = -105128.851508 nChanged 23 SP:Iteration 27Q (94552.830000 sec): 3 clusters Score: Raw -108450.853986 + Penalty 3190.738286 = -105260.115700 nChanged 24 SP:Iteration 28Q (94553.050000 sec): 3 clusters Score: Raw -108599.718285 + Penalty 3190.738286 = -105408.979999 nChanged 13 SP:Iteration 29Q (94553.220000 sec): 3 clusters Score: Raw -108677.351376 + Penalty 3190.738286 = -105486.613090 nChanged 11 SP:Iteration 30Q (94553.390000 sec): 3 clusters Score: Raw -108729.486905 + Penalty 3190.738286 = -105538.748619 nChanged 4 SP:Iteration 31Q (94553.550000 sec): 3 clusters Score: Raw -108738.447207 + Penalty 3190.738286 = -105547.708921 nChanged 3 SP:Iteration 32Q (94553.710000 sec): 3 clusters Score: Raw -108745.768486 + Penalty 3190.738286 = -105555.030200 nChanged 3 SP:Iteration 33Q (94553.950000 sec): 3 clusters Score: Raw -108751.461027 + Penalty 3190.738286 = -105560.722741 nChanged 1 SP:Iteration 34Q (94554.110000 sec): 3 clusters Score: Raw -108753.973686 + Penalty 3190.738286 = -105563.235400 nChanged 0 SP:Iteration 35F (94554.280000 sec): 3 clusters Score: Raw -108755.714735 + Penalty 3190.738286 = -105564.976449 nChanged 2 SP:Iteration 36Q (94554.470000 sec): 3 clusters Score: Raw -108792.255231 + Penalty 3190.738286 = -105601.516945 nChanged 3 SP:Iteration 37Q (94554.650000 sec): 3 clusters Score: Raw -108806.826045 + Penalty 3190.738286 = -105616.087759 nChanged 2 SP:Iteration 38Q (94554.910000 sec): 3 clusters Score: Raw -108810.215219 + Penalty 3190.738286 = -105619.476933 nChanged 2 SP:Iteration 39Q (94555.090000 sec): 3 clusters Score: Raw -108815.541366 + Penalty 3190.738286 = -105624.803080 nChanged 1 SP:Iteration 40F (94555.230000 sec): 3 clusters Score: Raw -108817.393223 + Penalty 3190.738286 = -105626.654937 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94555.340000 sec): 2 clusters Score: Raw -60897.892296 + Penalty 1463.853067 = -59434.039229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94555.530000 sec): 3 clusters Score: Raw -60978.579899 + Penalty 2927.706133 = -58050.873765 nChanged 44 SP:Iteration 1F (94555.730000 sec): 3 clusters Score: Raw -61079.218303 + Penalty 2927.706133 = -58151.512170 nChanged 13 SP:Iteration 2Q (94555.940000 sec): 3 clusters Score: Raw -61116.488771 + Penalty 2927.706133 = -58188.782638 nChanged 4 SP:Iteration 3Q (94556.100000 sec): 3 clusters Score: Raw -61136.808452 + Penalty 2927.706133 = -58209.102318 nChanged 4 SP:Iteration 4Q (94556.340000 sec): 3 clusters Score: Raw -61162.218262 + Penalty 2927.706133 = -58234.512129 nChanged 2 SP:Iteration 5Q (94556.540000 sec): 3 clusters Score: Raw -61170.504643 + Penalty 2927.706133 = -58242.798510 nChanged 1 SP:Iteration 6Q (94556.760000 sec): 3 clusters Score: Raw -61188.611257 + Penalty 2927.706133 = -58260.905123 nChanged 1 SP:Iteration 7Q (94556.950000 sec): 3 clusters Score: Raw -61189.328707 + Penalty 2927.706133 = -58261.622573 nChanged 0 SP:Iteration 8F (94557.150000 sec): 3 clusters Score: Raw -61189.328707 + Penalty 2927.706133 = -58261.622573 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94557.270000 sec): 2 clusters Score: Raw -22010.715993 + Penalty 1359.198453 = -20651.517540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94557.450000 sec): 3 clusters Score: Raw -22403.876462 + Penalty 2718.396906 = -19685.479556 nChanged 48 SP:Iteration 1F (94557.650000 sec): 3 clusters Score: Raw -22634.169308 + Penalty 2718.396906 = -19915.772402 nChanged 17 SP:Iteration 2F (94557.820000 sec): 3 clusters Score: Raw -22762.654786 + Penalty 2718.396906 = -20044.257880 nChanged 9 SP:Iteration 3Q (94557.980000 sec): 3 clusters Score: Raw -22844.243104 + Penalty 2718.396906 = -20125.846198 nChanged 8 SP:Iteration 4Q (94558.150000 sec): 3 clusters Score: Raw -22904.982902 + Penalty 2718.396906 = -20186.585996 nChanged 5 SP:Iteration 5Q (94558.320000 sec): 3 clusters Score: Raw -22946.448387 + Penalty 2718.396906 = -20228.051481 nChanged 1 SP:Iteration 6Q (94558.440000 sec): 3 clusters Score: Raw -23024.681548 + Penalty 2718.396906 = -20306.284642 nChanged 2 SP:Iteration 7Q (94558.640000 sec): 3 clusters Score: Raw -23047.152600 + Penalty 2718.396906 = -20328.755694 nChanged 1 SP:Iteration 8Q (94558.800000 sec): 3 clusters Score: Raw -23059.967571 + Penalty 2718.396906 = -20341.570665 nChanged 2 SP:Iteration 9Q (94558.990000 sec): 3 clusters Score: Raw -23080.384141 + Penalty 2718.396906 = -20361.987235 nChanged 1 SP:Iteration 10Q (94559.120000 sec): 3 clusters Score: Raw -23093.666954 + Penalty 2718.396906 = -20375.270048 nChanged 0 SP:Iteration 11F (94559.290000 sec): 3 clusters Score: Raw -23093.666954 + Penalty 2718.396906 = -20375.270048 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94559.440000 sec): 2 clusters Score: Raw -359826.064347 + Penalty 1894.750547 = -357931.313800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94559.630000 sec): 3 clusters Score: Raw -359113.640353 + Penalty 3789.501094 = -355324.139259 nChanged 668 SP:Iteration 1F (94559.800000 sec): 3 clusters Score: Raw -359746.127167 + Penalty 3789.501094 = -355956.626073 nChanged 186 SP:Iteration 2F (94559.980000 sec): 3 clusters Score: Raw -360038.195549 + Penalty 3789.501094 = -356248.694455 nChanged 149 SP:Iteration 3F (94560.160000 sec): 3 clusters Score: Raw -360289.388598 + Penalty 3789.501094 = -356499.887505 nChanged 132 SP:Iteration 4F (94560.340000 sec): 3 clusters Score: Raw -360472.569882 + Penalty 3789.501094 = -356683.068788 nChanged 99 SP:Iteration 5Q (94560.480000 sec): 3 clusters Score: Raw -360596.847877 + Penalty 3789.501094 = -356807.346783 nChanged 97 SP:Iteration 6Q (94560.680000 sec): 3 clusters Score: Raw -360751.338030 + Penalty 3789.501094 = -356961.836936 nChanged 94 SP:Iteration 7Q (94560.860000 sec): 3 clusters Score: Raw -360893.729003 + Penalty 3789.501094 = -357104.227909 nChanged 76 SP:Iteration 8Q (94561.080000 sec): 3 clusters Score: Raw -361047.729588 + Penalty 3789.501094 = -357258.228494 nChanged 69 SP:Iteration 9Q (94561.250000 sec): 3 clusters Score: Raw -361185.807305 + Penalty 3789.501094 = -357396.306211 nChanged 51 SP:Iteration 10Q (94561.450000 sec): 3 clusters Score: Raw -361303.210731 + Penalty 3789.501094 = -357513.709638 nChanged 49 SP:Iteration 11Q (94561.580000 sec): 3 clusters Score: Raw -361376.371432 + Penalty 3789.501094 = -357586.870338 nChanged 37 SP:Iteration 12Q (94561.780000 sec): 3 clusters Score: Raw -361411.908640 + Penalty 3789.501094 = -357622.407546 nChanged 15 SP:Iteration 13Q (94561.950000 sec): 3 clusters Score: Raw -361429.102787 + Penalty 3789.501094 = -357639.601694 nChanged 12 SP:Iteration 14Q (94562.120000 sec): 3 clusters Score: Raw -361439.192032 + Penalty 3789.501094 = -357649.690939 nChanged 7 SP:Iteration 15Q (94562.320000 sec): 3 clusters Score: Raw -361445.195252 + Penalty 3789.501094 = -357655.694159 nChanged 6 SP:Iteration 16Q (94562.520000 sec): 3 clusters Score: Raw -361452.646556 + Penalty 3789.501094 = -357663.145462 nChanged 8 SP:Iteration 17Q (94562.700000 sec): 3 clusters Score: Raw -361458.385002 + Penalty 3789.501094 = -357668.883908 nChanged 6 SP:Iteration 18Q (94562.880000 sec): 3 clusters Score: Raw -361461.091816 + Penalty 3789.501094 = -357671.590722 nChanged 0 SP:Iteration 19F (94563.070000 sec): 3 clusters Score: Raw -361461.091816 + Penalty 3789.501094 = -357671.590722 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94563.210000 sec): 2 clusters Score: Raw -20303.293488 + Penalty 1261.723891 = -19041.569597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94563.390000 sec): 3 clusters Score: Raw -20747.939844 + Penalty 2523.447782 = -18224.492061 nChanged 20 SP:Iteration 1F (94563.550000 sec): 3 clusters Score: Raw -20941.130508 + Penalty 2523.447782 = -18417.682726 nChanged 7 SP:Iteration 2Q (94563.740000 sec): 3 clusters Score: Raw -21037.124128 + Penalty 2523.447782 = -18513.676345 nChanged 3 SP:Iteration 3Q (94563.940000 sec): 3 clusters Score: Raw -21068.833659 + Penalty 2523.447782 = -18545.385876 nChanged 2 SP:Iteration 4Q (94564.110000 sec): 3 clusters Score: Raw -21107.359949 + Penalty 2523.447782 = -18583.912166 nChanged 2 SP:Iteration 5Q (94564.300000 sec): 3 clusters Score: Raw -21149.774885 + Penalty 2523.447782 = -18626.327102 nChanged 0 SP:Iteration 6F (94564.500000 sec): 3 clusters Score: Raw -21149.774885 + Penalty 2523.447782 = -18626.327102 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94564.640000 sec): 2 clusters Score: Raw -105719.360766 + Penalty 1622.890138 = -104096.470628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94564.860000 sec): 3 clusters Score: Raw -105803.308264 + Penalty 3245.780275 = -102557.527988 nChanged 157 SP:Iteration 1F (94565.030000 sec): 3 clusters Score: Raw -106195.965808 + Penalty 3245.780275 = -102950.185533 nChanged 55 SP:Iteration 2F (94565.220000 sec): 3 clusters Score: Raw -106370.027662 + Penalty 3245.780275 = -103124.247387 nChanged 41 SP:Iteration 3F (94565.440000 sec): 3 clusters Score: Raw -106499.879944 + Penalty 3245.780275 = -103254.099669 nChanged 25 SP:Iteration 4Q (94565.600000 sec): 3 clusters Score: Raw -106540.518224 + Penalty 3245.780275 = -103294.737948 nChanged 11 SP:Iteration 5Q (94565.780000 sec): 3 clusters Score: Raw -106568.087565 + Penalty 3245.780275 = -103322.307290 nChanged 7 SP:Iteration 6Q (94565.910000 sec): 3 clusters Score: Raw -106588.082827 + Penalty 3245.780275 = -103342.302552 nChanged 8 SP:Iteration 7Q (94566.120000 sec): 3 clusters Score: Raw -106610.039456 + Penalty 3245.780275 = -103364.259181 nChanged 3 SP:Iteration 8Q (94566.270000 sec): 3 clusters Score: Raw -106617.301001 + Penalty 3245.780275 = -103371.520725 nChanged 1 SP:Iteration 9Q (94566.480000 sec): 3 clusters Score: Raw -106620.363889 + Penalty 3245.780275 = -103374.583614 nChanged 1 SP:Iteration 10Q (94566.700000 sec): 3 clusters Score: Raw -106623.027617 + Penalty 3245.780275 = -103377.247342 nChanged 1 SP:Iteration 11Q (94566.900000 sec): 3 clusters Score: Raw -106624.534340 + Penalty 3245.780275 = -103378.754064 nChanged 0 SP:Iteration 12F (94567.080000 sec): 3 clusters Score: Raw -106624.534340 + Penalty 3245.780275 = -103378.754064 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94567.340000 sec): 2 clusters Score: Raw -3796512.829586 + Penalty 2478.118613 = -3794034.710973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94567.620000 sec): 3 clusters Score: Raw -3783698.624583 + Penalty 4956.237226 = -3778742.387358 nChanged 9640 SP:Iteration 1F (94567.920000 sec): 3 clusters Score: Raw -3788911.020246 + Penalty 4956.237226 = -3783954.783020 nChanged 1203 SP:Iteration 2F (94568.190000 sec): 3 clusters Score: Raw -3789468.131236 + Penalty 4956.237226 = -3784511.894010 nChanged 1171 SP:Iteration 3F (94568.540000 sec): 3 clusters Score: Raw -3790117.737711 + Penalty 4956.237226 = -3785161.500485 nChanged 1206 SP:Iteration 4F (94568.840000 sec): 3 clusters Score: Raw -3790865.816947 + Penalty 4956.237226 = -3785909.579722 nChanged 1263 SP:Iteration 5F (94569.110000 sec): 3 clusters Score: Raw -3791653.456888 + Penalty 4956.237226 = -3786697.219662 nChanged 1190 SP:Iteration 6F (94569.410000 sec): 3 clusters Score: Raw -3792351.624524 + Penalty 4956.237226 = -3787395.387299 nChanged 1125 SP:Iteration 7F (94569.720000 sec): 3 clusters Score: Raw -3792940.149145 + Penalty 4956.237226 = -3787983.911920 nChanged 1002 SP:Iteration 8Q (94570.070000 sec): 3 clusters Score: Raw -3793451.492492 + Penalty 4956.237226 = -3788495.255266 nChanged 919 SP:Iteration 9Q (94570.390000 sec): 3 clusters Score: Raw -3793900.032365 + Penalty 4956.237226 = -3788943.795139 nChanged 785 SP:Iteration 10Q (94570.710000 sec): 3 clusters Score: Raw -3794321.225352 + Penalty 4956.237226 = -3789364.988126 nChanged 682 SP:Iteration 11Q (94571.010000 sec): 3 clusters Score: Raw -3794721.247749 + Penalty 4956.237226 = -3789765.010523 nChanged 611 SP:Iteration 12Q (94571.340000 sec): 3 clusters Score: Raw -3795079.363676 + Penalty 4956.237226 = -3790123.126450 nChanged 598 SP:Iteration 13Q (94571.660000 sec): 3 clusters Score: Raw -3795393.835956 + Penalty 4956.237226 = -3790437.598730 nChanged 468 SP:Iteration 14Q (94571.920000 sec): 3 clusters Score: Raw -3795627.562147 + Penalty 4956.237226 = -3790671.324921 nChanged 410 SP:Iteration 15Q (94572.260000 sec): 3 clusters Score: Raw -3795811.285930 + Penalty 4956.237226 = -3790855.048705 nChanged 346 SP:Iteration 16Q (94572.650000 sec): 3 clusters Score: Raw -3795955.394720 + Penalty 4956.237226 = -3790999.157494 nChanged 325 SP:Iteration 17Q (94572.990000 sec): 3 clusters Score: Raw -3796092.064458 + Penalty 4956.237226 = -3791135.827232 nChanged 297 SP:Iteration 18Q (94573.250000 sec): 3 clusters Score: Raw -3796220.423629 + Penalty 4956.237226 = -3791264.186403 nChanged 275 SP:Iteration 19Q (94573.570000 sec): 3 clusters Score: Raw -3796331.221605 + Penalty 4956.237226 = -3791374.984379 nChanged 275 SP:Iteration 20F (94573.870000 sec): 3 clusters Score: Raw -3796441.456126 + Penalty 4956.237226 = -3791485.218900 nChanged 240 SP:Iteration 21Q (94574.190000 sec): 3 clusters Score: Raw -3796533.575439 + Penalty 4956.237226 = -3791577.338213 nChanged 209 SP:Iteration 22Q (94574.530000 sec): 3 clusters Score: Raw -3796625.455593 + Penalty 4956.237226 = -3791669.218367 nChanged 214 SP:Iteration 23Q (94574.800000 sec): 3 clusters Score: Raw -3796716.120297 + Penalty 4956.237226 = -3791759.883071 nChanged 206 SP:Iteration 24Q (94575.210000 sec): 3 clusters Score: Raw -3796800.793986 + Penalty 4956.237226 = -3791844.556760 nChanged 200 SP:Iteration 25Q (94575.470000 sec): 3 clusters Score: Raw -3796886.928093 + Penalty 4956.237226 = -3791930.690867 nChanged 187 SP:Iteration 26Q (94575.820000 sec): 3 clusters Score: Raw -3796965.677764 + Penalty 4956.237226 = -3792009.440538 nChanged 155 SP:Iteration 27Q (94576.130000 sec): 3 clusters Score: Raw -3797026.162143 + Penalty 4956.237226 = -3792069.924917 nChanged 143 SP:Iteration 28Q (94576.410000 sec): 3 clusters Score: Raw -3797081.840531 + Penalty 4956.237226 = -3792125.603305 nChanged 121 SP:Iteration 29Q (94576.750000 sec): 3 clusters Score: Raw -3797130.228042 + Penalty 4956.237226 = -3792173.990816 nChanged 115 SP:Iteration 30Q (94577.040000 sec): 3 clusters Score: Raw -3797179.871384 + Penalty 4956.237226 = -3792223.634159 nChanged 102 SP:Iteration 31Q (94577.300000 sec): 3 clusters Score: Raw -3797224.888958 + Penalty 4956.237226 = -3792268.651732 nChanged 106 SP:Iteration 32Q (94577.590000 sec): 3 clusters Score: Raw -3797272.049939 + Penalty 4956.237226 = -3792315.812713 nChanged 104 SP:Iteration 33Q (94577.860000 sec): 3 clusters Score: Raw -3797313.979048 + Penalty 4956.237226 = -3792357.741823 nChanged 81 SP:Iteration 34Q (94578.180000 sec): 3 clusters Score: Raw -3797349.182218 + Penalty 4956.237226 = -3792392.944992 nChanged 75 SP:Iteration 35Q (94578.500000 sec): 3 clusters Score: Raw -3797377.124622 + Penalty 4956.237226 = -3792420.887396 nChanged 50 SP:Iteration 36Q (94578.830000 sec): 3 clusters Score: Raw -3797395.068568 + Penalty 4956.237226 = -3792438.831342 nChanged 45 SP:Iteration 37Q (94579.140000 sec): 3 clusters Score: Raw -3797410.147147 + Penalty 4956.237226 = -3792453.909922 nChanged 44 SP:Iteration 38Q (94579.430000 sec): 3 clusters Score: Raw -3797426.372676 + Penalty 4956.237226 = -3792470.135450 nChanged 35 SP:Iteration 39Q (94579.730000 sec): 3 clusters Score: Raw -3797436.818984 + Penalty 4956.237226 = -3792480.581758 nChanged 31 SP:Iteration 40F (94580.040000 sec): 3 clusters Score: Raw -3797445.211036 + Penalty 4956.237226 = -3792488.973811 nChanged 28 SP:Iteration 41Q (94580.270000 sec): 3 clusters Score: Raw -3797453.522273 + Penalty 4956.237226 = -3792497.285048 nChanged 24 SP:Iteration 42Q (94580.610000 sec): 3 clusters Score: Raw -3797461.223503 + Penalty 4956.237226 = -3792504.986277 nChanged 28 SP:Iteration 43Q (94580.900000 sec): 3 clusters Score: Raw -3797470.133978 + Penalty 4956.237226 = -3792513.896752 nChanged 20 SP:Iteration 44Q (94581.180000 sec): 3 clusters Score: Raw -3797475.803759 + Penalty 4956.237226 = -3792519.566533 nChanged 10 SP:Iteration 45Q (94581.450000 sec): 3 clusters Score: Raw -3797478.152859 + Penalty 4956.237226 = -3792521.915633 nChanged 7 SP:Iteration 46Q (94581.780000 sec): 3 clusters Score: Raw -3797479.892587 + Penalty 4956.237226 = -3792523.655361 nChanged 7 SP:Iteration 47Q (94582.070000 sec): 3 clusters Score: Raw -3797481.318124 + Penalty 4956.237226 = -3792525.080898 nChanged 5 SP:Iteration 48Q (94582.360000 sec): 3 clusters Score: Raw -3797483.296806 + Penalty 4956.237226 = -3792527.059581 nChanged 5 SP:Iteration 49Q (94582.620000 sec): 3 clusters Score: Raw -3797484.712396 + Penalty 4956.237226 = -3792528.475170 nChanged 5 SP:Iteration 50Q (94582.980000 sec): 3 clusters Score: Raw -3797486.180516 + Penalty 4956.237226 = -3792529.943290 nChanged 2 SP:Iteration 51Q (94583.280000 sec): 3 clusters Score: Raw -3797486.428512 + Penalty 4956.237226 = -3792530.191286 nChanged 1 SP:Iteration 52Q (94583.600000 sec): 3 clusters Score: Raw -3797486.607339 + Penalty 4956.237226 = -3792530.370113 nChanged 0 SP:Iteration 53F (94583.930000 sec): 3 clusters Score: Raw -3797486.607339 + Penalty 4956.237226 = -3792530.370113 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94584.050000 sec): 2 clusters Score: Raw -95732.763699 + Penalty 1626.784579 = -94105.979120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94584.280000 sec): 3 clusters Score: Raw -95784.281207 + Penalty 3253.569158 = -92530.712049 nChanged 171 SP:Iteration 1F (94584.430000 sec): 3 clusters Score: Raw -96074.391150 + Penalty 3253.569158 = -92820.821992 nChanged 52 SP:Iteration 2F (94584.600000 sec): 3 clusters Score: Raw -96231.219401 + Penalty 3253.569158 = -92977.650243 nChanged 50 SP:Iteration 3F (94584.730000 sec): 3 clusters Score: Raw -96365.195255 + Penalty 3253.569158 = -93111.626097 nChanged 40 SP:Iteration 4F (94584.890000 sec): 3 clusters Score: Raw -96496.836530 + Penalty 3253.569158 = -93243.267372 nChanged 39 SP:Iteration 5F (94585.110000 sec): 3 clusters Score: Raw -96636.519949 + Penalty 3253.569158 = -93382.950791 nChanged 23 SP:Iteration 6Q (94585.280000 sec): 3 clusters Score: Raw -96713.210231 + Penalty 3253.569158 = -93459.641073 nChanged 13 SP:Iteration 7Q (94585.450000 sec): 3 clusters Score: Raw -96765.108864 + Penalty 3253.569158 = -93511.539707 nChanged 11 SP:Iteration 8Q (94585.620000 sec): 3 clusters Score: Raw -96813.103909 + Penalty 3253.569158 = -93559.534751 nChanged 12 SP:Iteration 9Q (94585.850000 sec): 3 clusters Score: Raw -96855.346466 + Penalty 3253.569158 = -93601.777308 nChanged 10 SP:Iteration 10Q (94586.050000 sec): 3 clusters Score: Raw -96899.739365 + Penalty 3253.569158 = -93646.170208 nChanged 7 SP:Iteration 11Q (94586.210000 sec): 3 clusters Score: Raw -96931.278399 + Penalty 3253.569158 = -93677.709241 nChanged 5 SP:Iteration 12Q (94586.370000 sec): 3 clusters Score: Raw -96950.295513 + Penalty 3253.569158 = -93696.726355 nChanged 3 SP:Iteration 13Q (94586.530000 sec): 3 clusters Score: Raw -96968.333772 + Penalty 3253.569158 = -93714.764614 nChanged 2 SP:Iteration 14Q (94586.750000 sec): 3 clusters Score: Raw -96991.963120 + Penalty 3253.569158 = -93738.393963 nChanged 3 SP:Iteration 15Q (94586.900000 sec): 3 clusters Score: Raw -97004.192599 + Penalty 3253.569158 = -93750.623441 nChanged 2 SP:Iteration 16Q (94587.080000 sec): 3 clusters Score: Raw -97008.253857 + Penalty 3253.569158 = -93754.684700 nChanged 0 SP:Iteration 17F (94587.280000 sec): 3 clusters Score: Raw -97011.244144 + Penalty 3253.569158 = -93757.674986 nChanged 1 SP:Iteration 18Q (94587.450000 sec): 3 clusters Score: Raw -97018.843107 + Penalty 3253.569158 = -93765.273949 nChanged 0 SP:Iteration 19F (94587.610000 sec): 3 clusters Score: Raw -97018.843107 + Penalty 3253.569158 = -93765.273949 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94587.690000 sec): 2 clusters Score: Raw -218819.334854 + Penalty 1771.421195 = -217047.913658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94587.890000 sec): 3 clusters Score: Raw -218491.148520 + Penalty 3542.842391 = -214948.306129 nChanged 345 SP:Iteration 1F (94588.020000 sec): 3 clusters Score: Raw -218851.784421 + Penalty 3542.842391 = -215308.942030 nChanged 91 SP:Iteration 2F (94588.230000 sec): 3 clusters Score: Raw -218970.869477 + Penalty 3542.842391 = -215428.027086 nChanged 56 SP:Iteration 3Q (94588.390000 sec): 3 clusters Score: Raw -219036.848774 + Penalty 3542.842391 = -215494.006383 nChanged 38 SP:Iteration 4Q (94588.560000 sec): 3 clusters Score: Raw -219087.012051 + Penalty 3542.842391 = -215544.169660 nChanged 35 SP:Iteration 5Q (94588.740000 sec): 3 clusters Score: Raw -219124.315136 + Penalty 3542.842391 = -215581.472745 nChanged 21 SP:Iteration 6Q (94588.870000 sec): 3 clusters Score: Raw -219150.279418 + Penalty 3542.842391 = -215607.437027 nChanged 26 SP:Iteration 7Q (94589.040000 sec): 3 clusters Score: Raw -219188.100169 + Penalty 3542.842391 = -215645.257778 nChanged 24 SP:Iteration 8Q (94589.160000 sec): 3 clusters Score: Raw -219220.385056 + Penalty 3542.842391 = -215677.542665 nChanged 21 SP:Iteration 9Q (94589.320000 sec): 3 clusters Score: Raw -219255.850136 + Penalty 3542.842391 = -215713.007745 nChanged 23 SP:Iteration 10Q (94589.500000 sec): 3 clusters Score: Raw -219295.455617 + Penalty 3542.842391 = -215752.613226 nChanged 26 SP:Iteration 11Q (94589.720000 sec): 3 clusters Score: Raw -219334.755018 + Penalty 3542.842391 = -215791.912627 nChanged 19 SP:Iteration 12Q (94589.840000 sec): 3 clusters Score: Raw -219365.418520 + Penalty 3542.842391 = -215822.576129 nChanged 16 SP:Iteration 13Q (94590.010000 sec): 3 clusters Score: Raw -219392.295159 + Penalty 3542.842391 = -215849.452768 nChanged 16 SP:Iteration 14Q (94590.210000 sec): 3 clusters Score: Raw -219418.334376 + Penalty 3542.842391 = -215875.491985 nChanged 13 SP:Iteration 15Q (94590.370000 sec): 3 clusters Score: Raw -219434.095964 + Penalty 3542.842391 = -215891.253573 nChanged 10 SP:Iteration 16Q (94590.540000 sec): 3 clusters Score: Raw -219446.572687 + Penalty 3542.842391 = -215903.730296 nChanged 11 SP:Iteration 17Q (94590.700000 sec): 3 clusters Score: Raw -219464.285935 + Penalty 3542.842391 = -215921.443544 nChanged 16 SP:Iteration 18Q (94590.850000 sec): 3 clusters Score: Raw -219488.445053 + Penalty 3542.842391 = -215945.602662 nChanged 15 SP:Iteration 19Q (94591.010000 sec): 3 clusters Score: Raw -219514.400275 + Penalty 3542.842391 = -215971.557884 nChanged 9 SP:Iteration 20F (94591.220000 sec): 3 clusters Score: Raw -219529.327550 + Penalty 3542.842391 = -215986.485159 nChanged 11 SP:Iteration 21Q (94591.410000 sec): 3 clusters Score: Raw -219557.713025 + Penalty 3542.842391 = -216014.870634 nChanged 11 SP:Iteration 22Q (94591.600000 sec): 3 clusters Score: Raw -219579.263552 + Penalty 3542.842391 = -216036.421161 nChanged 14 SP:Iteration 23Q (94591.830000 sec): 3 clusters Score: Raw -219603.751453 + Penalty 3542.842391 = -216060.909062 nChanged 16 SP:Iteration 24Q (94592.020000 sec): 3 clusters Score: Raw -219622.513037 + Penalty 3542.842391 = -216079.670646 nChanged 8 SP:Iteration 25Q (94592.220000 sec): 3 clusters Score: Raw -219630.021070 + Penalty 3542.842391 = -216087.178679 nChanged 5 SP:Iteration 26Q (94592.440000 sec): 3 clusters Score: Raw -219636.982342 + Penalty 3542.842391 = -216094.139951 nChanged 4 SP:Iteration 27Q (94592.610000 sec): 3 clusters Score: Raw -219643.686131 + Penalty 3542.842391 = -216100.843740 nChanged 4 SP:Iteration 28Q (94592.820000 sec): 3 clusters Score: Raw -219649.719405 + Penalty 3542.842391 = -216106.877014 nChanged 2 SP:Iteration 29Q (94593.030000 sec): 3 clusters Score: Raw -219655.378850 + Penalty 3542.842391 = -216112.536459 nChanged 0 SP:Iteration 30F (94593.210000 sec): 3 clusters Score: Raw -219655.378850 + Penalty 3542.842391 = -216112.536459 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94593.300000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94593.520000 sec): 3 clusters Score: Raw -60517.054429 + Penalty 2947.628490 = -57569.425939 nChanged 66 SP:Iteration 1F (94593.670000 sec): 3 clusters Score: Raw -60686.957267 + Penalty 2947.628490 = -57739.328777 nChanged 17 SP:Iteration 2Q (94593.850000 sec): 3 clusters Score: Raw -60736.586141 + Penalty 2947.628490 = -57788.957651 nChanged 7 SP:Iteration 3Q (94594.090000 sec): 3 clusters Score: Raw -60754.035841 + Penalty 2947.628490 = -57806.407351 nChanged 6 SP:Iteration 4Q (94594.270000 sec): 3 clusters Score: Raw -60773.515855 + Penalty 2947.628490 = -57825.887365 nChanged 2 SP:Iteration 5Q (94594.450000 sec): 3 clusters Score: Raw -60779.849851 + Penalty 2947.628490 = -57832.221361 nChanged 1 SP:Iteration 6Q (94594.640000 sec): 3 clusters Score: Raw -60786.139792 + Penalty 2947.628490 = -57838.511302 nChanged 0 SP:Iteration 7F (94594.780000 sec): 3 clusters Score: Raw -60786.139792 + Penalty 2947.628490 = -57838.511302 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94594.900000 sec): 2 clusters Score: Raw -285862.509723 + Penalty 1812.518614 = -284049.991109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94595.110000 sec): 3 clusters Score: Raw -285409.480193 + Penalty 3625.037228 = -281784.442965 nChanged 432 SP:Iteration 1F (94595.250000 sec): 3 clusters Score: Raw -285772.607882 + Penalty 3625.037228 = -282147.570655 nChanged 91 SP:Iteration 2F (94595.440000 sec): 3 clusters Score: Raw -285865.972734 + Penalty 3625.037228 = -282240.935506 nChanged 35 SP:Iteration 3Q (94595.600000 sec): 3 clusters Score: Raw -285900.200038 + Penalty 3625.037228 = -282275.162810 nChanged 33 SP:Iteration 4Q (94595.830000 sec): 3 clusters Score: Raw -285930.362113 + Penalty 3625.037228 = -282305.324886 nChanged 24 SP:Iteration 5Q (94595.980000 sec): 3 clusters Score: Raw -285952.647995 + Penalty 3625.037228 = -282327.610767 nChanged 15 SP:Iteration 6Q (94596.160000 sec): 3 clusters Score: Raw -285964.685592 + Penalty 3625.037228 = -282339.648365 nChanged 9 SP:Iteration 7Q (94596.380000 sec): 3 clusters Score: Raw -285972.939566 + Penalty 3625.037228 = -282347.902338 nChanged 7 SP:Iteration 8Q (94596.520000 sec): 3 clusters Score: Raw -285977.527623 + Penalty 3625.037228 = -282352.490396 nChanged 4 SP:Iteration 9Q (94596.720000 sec): 3 clusters Score: Raw -285981.307158 + Penalty 3625.037228 = -282356.269930 nChanged 4 SP:Iteration 10Q (94596.870000 sec): 3 clusters Score: Raw -285984.912412 + Penalty 3625.037228 = -282359.875185 nChanged 4 SP:Iteration 11Q (94597.090000 sec): 3 clusters Score: Raw -285987.148409 + Penalty 3625.037228 = -282362.111182 nChanged 0 SP:Iteration 12F (94597.260000 sec): 3 clusters Score: Raw -285987.148409 + Penalty 3625.037228 = -282362.111182 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94597.370000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94597.570000 sec): 3 clusters Score: Raw -80257.419721 + Penalty 3086.397829 = -77171.021892 nChanged 91 SP:Iteration 1F (94597.780000 sec): 3 clusters Score: Raw -80594.071342 + Penalty 3086.397829 = -77507.673513 nChanged 48 SP:Iteration 2F (94597.950000 sec): 3 clusters Score: Raw -80934.987673 + Penalty 3086.397829 = -77848.589844 nChanged 41 SP:Iteration 3F (94598.140000 sec): 3 clusters Score: Raw -81147.451680 + Penalty 3086.397829 = -78061.053851 nChanged 14 SP:Iteration 4Q (94598.330000 sec): 3 clusters Score: Raw -81194.673250 + Penalty 3086.397829 = -78108.275421 nChanged 4 SP:Iteration 5Q (94598.520000 sec): 3 clusters Score: Raw -81203.140285 + Penalty 3086.397829 = -78116.742456 nChanged 4 SP:Iteration 6Q (94598.680000 sec): 3 clusters Score: Raw -81216.368214 + Penalty 3086.397829 = -78129.970385 nChanged 4 SP:Iteration 7Q (94598.850000 sec): 3 clusters Score: Raw -81231.404280 + Penalty 3086.397829 = -78145.006451 nChanged 6 SP:Iteration 8Q (94599.040000 sec): 3 clusters Score: Raw -81253.092306 + Penalty 3086.397829 = -78166.694477 nChanged 7 SP:Iteration 9Q (94599.230000 sec): 3 clusters Score: Raw -81275.467672 + Penalty 3086.397829 = -78189.069843 nChanged 4 SP:Iteration 10Q (94599.430000 sec): 3 clusters Score: Raw -81285.749431 + Penalty 3086.397829 = -78199.351602 nChanged 5 SP:Iteration 11Q (94599.620000 sec): 3 clusters Score: Raw -81307.335526 + Penalty 3086.397829 = -78220.937697 nChanged 7 SP:Iteration 12Q (94599.830000 sec): 3 clusters Score: Raw -81345.166857 + Penalty 3086.397829 = -78258.769028 nChanged 5 SP:Iteration 13Q (94600.040000 sec): 3 clusters Score: Raw -81370.139019 + Penalty 3086.397829 = -78283.741190 nChanged 3 SP:Iteration 14Q (94600.230000 sec): 3 clusters Score: Raw -81387.532508 + Penalty 3086.397829 = -78301.134679 nChanged 2 SP:Iteration 15Q (94600.370000 sec): 3 clusters Score: Raw -81407.003703 + Penalty 3086.397829 = -78320.605874 nChanged 0 SP:Iteration 16F (94600.540000 sec): 3 clusters Score: Raw -81407.003703 + Penalty 3086.397829 = -78320.605874 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94600.650000 sec): 2 clusters Score: Raw -55201.712569 + Penalty 1544.181094 = -53657.531475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94600.830000 sec): 3 clusters Score: Raw -55363.390441 + Penalty 3088.362188 = -52275.028253 nChanged 109 SP:Iteration 1F (94601.050000 sec): 3 clusters Score: Raw -55685.002763 + Penalty 3088.362188 = -52596.640575 nChanged 43 SP:Iteration 2F (94601.230000 sec): 3 clusters Score: Raw -55802.724400 + Penalty 3088.362188 = -52714.362212 nChanged 28 SP:Iteration 3F (94601.430000 sec): 3 clusters Score: Raw -55890.751639 + Penalty 3088.362188 = -52802.389451 nChanged 23 SP:Iteration 4Q (94601.600000 sec): 3 clusters Score: Raw -55976.223094 + Penalty 3088.362188 = -52887.860906 nChanged 18 SP:Iteration 5Q (94601.740000 sec): 3 clusters Score: Raw -56079.881965 + Penalty 3088.362188 = -52991.519777 nChanged 13 SP:Iteration 6Q (94601.910000 sec): 3 clusters Score: Raw -56137.263962 + Penalty 3088.362188 = -53048.901774 nChanged 6 SP:Iteration 7Q (94602.130000 sec): 3 clusters Score: Raw -56180.398855 + Penalty 3088.362188 = -53092.036667 nChanged 4 SP:Iteration 8Q (94602.350000 sec): 3 clusters Score: Raw -56201.492073 + Penalty 3088.362188 = -53113.129885 nChanged 7 SP:Iteration 9Q (94602.480000 sec): 3 clusters Score: Raw -56228.408362 + Penalty 3088.362188 = -53140.046174 nChanged 2 SP:Iteration 10Q (94602.680000 sec): 3 clusters Score: Raw -56247.174966 + Penalty 3088.362188 = -53158.812778 nChanged 2 SP:Iteration 11Q (94602.830000 sec): 3 clusters Score: Raw -56256.806192 + Penalty 3088.362188 = -53168.444004 nChanged 2 SP:Iteration 12Q (94603.030000 sec): 3 clusters Score: Raw -56268.118417 + Penalty 3088.362188 = -53179.756230 nChanged 1 SP:Iteration 13Q (94603.230000 sec): 3 clusters Score: Raw -56283.665208 + Penalty 3088.362188 = -53195.303020 nChanged 5 SP:Iteration 14Q (94603.420000 sec): 3 clusters Score: Raw -56319.644597 + Penalty 3088.362188 = -53231.282409 nChanged 6 SP:Iteration 15Q (94603.670000 sec): 3 clusters Score: Raw -56382.466364 + Penalty 3088.362188 = -53294.104176 nChanged 7 SP:Iteration 16Q (94603.870000 sec): 3 clusters Score: Raw -56411.492592 + Penalty 3088.362188 = -53323.130404 nChanged 5 SP:Iteration 17Q (94604.070000 sec): 3 clusters Score: Raw -56434.004478 + Penalty 3088.362188 = -53345.642290 nChanged 3 SP:Iteration 18Q (94604.210000 sec): 3 clusters Score: Raw -56442.660590 + Penalty 3088.362188 = -53354.298402 nChanged 0 SP:Iteration 19F (94604.390000 sec): 3 clusters Score: Raw -56442.906249 + Penalty 3088.362188 = -53354.544061 nChanged 1 SP:Iteration 20F (94604.570000 sec): 3 clusters Score: Raw -56460.337435 + Penalty 3088.362188 = -53371.975247 nChanged 4 SP:Iteration 21Q (94604.770000 sec): 3 clusters Score: Raw -56473.471235 + Penalty 3088.362188 = -53385.109047 nChanged 3 SP:Iteration 22Q (94604.990000 sec): 3 clusters Score: Raw -56478.824233 + Penalty 3088.362188 = -53390.462045 nChanged 2 SP:Iteration 23Q (94605.150000 sec): 3 clusters Score: Raw -56492.025393 + Penalty 3088.362188 = -53403.663205 nChanged 4 SP:Iteration 24Q (94605.350000 sec): 3 clusters Score: Raw -56504.170979 + Penalty 3088.362188 = -53415.808791 nChanged 4 SP:Iteration 25Q (94605.510000 sec): 3 clusters Score: Raw -56526.693079 + Penalty 3088.362188 = -53438.330891 nChanged 2 SP:Iteration 26Q (94605.670000 sec): 3 clusters Score: Raw -56536.915530 + Penalty 3088.362188 = -53448.553342 nChanged 1 SP:Iteration 27Q (94605.900000 sec): 3 clusters Score: Raw -56540.245818 + Penalty 3088.362188 = -53451.883630 nChanged 3 SP:Iteration 28Q (94606.100000 sec): 3 clusters Score: Raw -56555.488164 + Penalty 3088.362188 = -53467.125976 nChanged 2 SP:Iteration 29Q (94606.240000 sec): 3 clusters Score: Raw -56561.777304 + Penalty 3088.362188 = -53473.415116 nChanged 3 SP:Iteration 30Q (94606.470000 sec): 3 clusters Score: Raw -56585.076910 + Penalty 3088.362188 = -53496.714722 nChanged 3 SP:Iteration 31Q (94606.650000 sec): 3 clusters Score: Raw -56626.490600 + Penalty 3088.362188 = -53538.128412 nChanged 6 SP:Iteration 32Q (94606.870000 sec): 3 clusters Score: Raw -56649.884403 + Penalty 3088.362188 = -53561.522215 nChanged 4 SP:Iteration 33Q (94607.050000 sec): 3 clusters Score: Raw -56662.195200 + Penalty 3088.362188 = -53573.833012 nChanged 1 SP:Iteration 34Q (94607.280000 sec): 3 clusters Score: Raw -56663.398223 + Penalty 3088.362188 = -53575.036035 nChanged 1 SP:Iteration 35Q (94607.440000 sec): 3 clusters Score: Raw -56665.339748 + Penalty 3088.362188 = -53576.977560 nChanged 2 SP:Iteration 36Q (94607.610000 sec): 3 clusters Score: Raw -56674.366368 + Penalty 3088.362188 = -53586.004180 nChanged 1 SP:Iteration 37Q (94607.800000 sec): 3 clusters Score: Raw -56675.286963 + Penalty 3088.362188 = -53586.924775 nChanged 0 SP:Iteration 38F (94608.020000 sec): 3 clusters Score: Raw -56675.286963 + Penalty 3088.362188 = -53586.924775 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94608.070000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94608.300000 sec): 3 clusters Score: Raw -70285.251128 + Penalty 3011.085913 = -67274.165214 nChanged 60 SP:Iteration 1F (94608.500000 sec): 3 clusters Score: Raw -70420.948412 + Penalty 3011.085913 = -67409.862499 nChanged 21 SP:Iteration 2Q (94608.680000 sec): 3 clusters Score: Raw -70463.378165 + Penalty 3011.085913 = -67452.292252 nChanged 13 SP:Iteration 3Q (94608.870000 sec): 3 clusters Score: Raw -70493.970642 + Penalty 3011.085913 = -67482.884729 nChanged 8 SP:Iteration 4Q (94609.050000 sec): 3 clusters Score: Raw -70520.305959 + Penalty 3011.085913 = -67509.220046 nChanged 6 SP:Iteration 5Q (94609.220000 sec): 3 clusters Score: Raw -70545.858934 + Penalty 3011.085913 = -67534.773021 nChanged 1 SP:Iteration 6Q (94609.410000 sec): 3 clusters Score: Raw -70546.984043 + Penalty 3011.085913 = -67535.898130 nChanged 1 SP:Iteration 7Q (94609.640000 sec): 3 clusters Score: Raw -70549.138024 + Penalty 3011.085913 = -67538.052110 nChanged 0 SP:Iteration 8F (94609.900000 sec): 3 clusters Score: Raw -70549.138024 + Penalty 3011.085913 = -67538.052110 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94609.950000 sec): 2 clusters Score: Raw -61426.485778 + Penalty 1464.529738 = -59961.956040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94610.130000 sec): 3 clusters Score: Raw -61622.295538 + Penalty 2929.059477 = -58693.236061 nChanged 74 SP:Iteration 1F (94610.350000 sec): 3 clusters Score: Raw -61813.862728 + Penalty 2929.059477 = -58884.803252 nChanged 29 SP:Iteration 2F (94610.530000 sec): 3 clusters Score: Raw -61900.785645 + Penalty 2929.059477 = -58971.726169 nChanged 12 SP:Iteration 3Q (94610.710000 sec): 3 clusters Score: Raw -61982.175960 + Penalty 2929.059477 = -59053.116484 nChanged 10 SP:Iteration 4Q (94610.910000 sec): 3 clusters Score: Raw -62016.379728 + Penalty 2929.059477 = -59087.320251 nChanged 5 SP:Iteration 5Q (94611.070000 sec): 3 clusters Score: Raw -62029.540419 + Penalty 2929.059477 = -59100.480942 nChanged 2 SP:Iteration 6Q (94611.260000 sec): 3 clusters Score: Raw -62032.569839 + Penalty 2929.059477 = -59103.510362 nChanged 1 SP:Iteration 7Q (94611.480000 sec): 3 clusters Score: Raw -62035.890169 + Penalty 2929.059477 = -59106.830692 nChanged 0 SP:Iteration 8F (94611.710000 sec): 3 clusters Score: Raw -62035.890169 + Penalty 2929.059477 = -59106.830692 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94611.890000 sec): 2 clusters Score: Raw -3243214.426816 + Penalty 2422.566204 = -3240791.860613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94612.180000 sec): 3 clusters Score: Raw -3233099.866469 + Penalty 4845.132407 = -3228254.734062 nChanged 7728 SP:Iteration 1F (94612.460000 sec): 3 clusters Score: Raw -3237125.619616 + Penalty 4845.132407 = -3232280.487209 nChanged 979 SP:Iteration 2F (94612.710000 sec): 3 clusters Score: Raw -3237531.918509 + Penalty 4845.132407 = -3232686.786101 nChanged 909 SP:Iteration 3F (94613.010000 sec): 3 clusters Score: Raw -3237923.169710 + Penalty 4845.132407 = -3233078.037303 nChanged 872 SP:Iteration 4Q (94613.330000 sec): 3 clusters Score: Raw -3238340.005814 + Penalty 4845.132407 = -3233494.873407 nChanged 953 SP:Iteration 5F (94613.630000 sec): 3 clusters Score: Raw -3238896.327446 + Penalty 4845.132407 = -3234051.195039 nChanged 1090 SP:Iteration 6F (94613.910000 sec): 3 clusters Score: Raw -3239673.273794 + Penalty 4845.132407 = -3234828.141387 nChanged 1149 SP:Iteration 7F (94614.150000 sec): 3 clusters Score: Raw -3240607.098079 + Penalty 4845.132407 = -3235761.965672 nChanged 1107 SP:Iteration 8F (94614.440000 sec): 3 clusters Score: Raw -3241568.871603 + Penalty 4845.132407 = -3236723.739196 nChanged 887 SP:Iteration 9F (94614.800000 sec): 3 clusters Score: Raw -3242328.092886 + Penalty 4845.132407 = -3237482.960479 nChanged 599 SP:Iteration 10Q (94615.070000 sec): 3 clusters Score: Raw -3242806.254124 + Penalty 4845.132407 = -3237961.121717 nChanged 385 SP:Iteration 11Q (94615.370000 sec): 3 clusters Score: Raw -3243119.103817 + Penalty 4845.132407 = -3238273.971410 nChanged 267 SP:Iteration 12Q (94615.620000 sec): 3 clusters Score: Raw -3243341.145340 + Penalty 4845.132407 = -3238496.012933 nChanged 162 SP:Iteration 13Q (94615.900000 sec): 3 clusters Score: Raw -3243480.163836 + Penalty 4845.132407 = -3238635.031429 nChanged 98 SP:Iteration 14Q (94616.100000 sec): 3 clusters Score: Raw -3243568.532314 + Penalty 4845.132407 = -3238723.399906 nChanged 78 SP:Iteration 15Q (94616.360000 sec): 3 clusters Score: Raw -3243637.750425 + Penalty 4845.132407 = -3238792.618017 nChanged 53 SP:Iteration 16Q (94616.630000 sec): 3 clusters Score: Raw -3243678.544000 + Penalty 4845.132407 = -3238833.411593 nChanged 31 SP:Iteration 17Q (94616.920000 sec): 3 clusters Score: Raw -3243702.969310 + Penalty 4845.132407 = -3238857.836903 nChanged 27 SP:Iteration 18Q (94617.150000 sec): 3 clusters Score: Raw -3243725.805924 + Penalty 4845.132407 = -3238880.673517 nChanged 29 SP:Iteration 19Q (94617.400000 sec): 3 clusters Score: Raw -3243745.075483 + Penalty 4845.132407 = -3238899.943076 nChanged 27 SP:Iteration 20F (94617.690000 sec): 3 clusters Score: Raw -3243762.117045 + Penalty 4845.132407 = -3238916.984638 nChanged 25 SP:Iteration 21Q (94617.940000 sec): 3 clusters Score: Raw -3243778.452919 + Penalty 4845.132407 = -3238933.320512 nChanged 15 SP:Iteration 22Q (94618.190000 sec): 3 clusters Score: Raw -3243786.576721 + Penalty 4845.132407 = -3238941.444314 nChanged 13 SP:Iteration 23Q (94618.420000 sec): 3 clusters Score: Raw -3243793.613061 + Penalty 4845.132407 = -3238948.480653 nChanged 10 SP:Iteration 24Q (94618.670000 sec): 3 clusters Score: Raw -3243800.550324 + Penalty 4845.132407 = -3238955.417917 nChanged 8 SP:Iteration 25Q (94618.890000 sec): 3 clusters Score: Raw -3243804.951737 + Penalty 4845.132407 = -3238959.819330 nChanged 5 SP:Iteration 26Q (94619.180000 sec): 3 clusters Score: Raw -3243807.944395 + Penalty 4845.132407 = -3238962.811988 nChanged 10 SP:Iteration 27Q (94619.440000 sec): 3 clusters Score: Raw -3243813.352200 + Penalty 4845.132407 = -3238968.219792 nChanged 14 SP:Iteration 28Q (94619.690000 sec): 3 clusters Score: Raw -3243819.187230 + Penalty 4845.132407 = -3238974.054823 nChanged 10 SP:Iteration 29Q (94619.940000 sec): 3 clusters Score: Raw -3243825.415005 + Penalty 4845.132407 = -3238980.282598 nChanged 10 SP:Iteration 30Q (94620.220000 sec): 3 clusters Score: Raw -3243830.683634 + Penalty 4845.132407 = -3238985.551227 nChanged 9 SP:Iteration 31Q (94620.480000 sec): 3 clusters Score: Raw -3243834.853853 + Penalty 4845.132407 = -3238989.721446 nChanged 3 SP:Iteration 32Q (94620.740000 sec): 3 clusters Score: Raw -3243836.224628 + Penalty 4845.132407 = -3238991.092220 nChanged 1 SP:Iteration 33Q (94621.030000 sec): 3 clusters Score: Raw -3243836.539575 + Penalty 4845.132407 = -3238991.407168 nChanged 1 SP:Iteration 34Q (94621.320000 sec): 3 clusters Score: Raw -3243837.910038 + Penalty 4845.132407 = -3238992.777631 nChanged 2 SP:Iteration 35Q (94621.530000 sec): 3 clusters Score: Raw -3243839.392120 + Penalty 4845.132407 = -3238994.259713 nChanged 3 SP:Iteration 36Q (94621.850000 sec): 3 clusters Score: Raw -3243841.609200 + Penalty 4845.132407 = -3238996.476792 nChanged 4 SP:Iteration 37Q (94622.120000 sec): 3 clusters Score: Raw -3243843.690734 + Penalty 4845.132407 = -3238998.558327 nChanged 3 SP:Iteration 38Q (94622.390000 sec): 3 clusters Score: Raw -3243845.293252 + Penalty 4845.132407 = -3239000.160845 nChanged 0 SP:Iteration 39F (94622.640000 sec): 3 clusters Score: Raw -3243845.293252 + Penalty 4845.132407 = -3239000.160845 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94622.790000 sec): 2 clusters Score: Raw -117876.538680 + Penalty 1614.174746 = -116262.363934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94623.000000 sec): 3 clusters Score: Raw -117813.228977 + Penalty 3228.349492 = -114584.879485 nChanged 141 SP:Iteration 1F (94623.160000 sec): 3 clusters Score: Raw -118008.123997 + Penalty 3228.349492 = -114779.774505 nChanged 23 SP:Iteration 2Q (94623.410000 sec): 3 clusters Score: Raw -118041.216869 + Penalty 3228.349492 = -114812.867377 nChanged 15 SP:Iteration 3Q (94623.590000 sec): 3 clusters Score: Raw -118079.441616 + Penalty 3228.349492 = -114851.092124 nChanged 11 SP:Iteration 4Q (94623.750000 sec): 3 clusters Score: Raw -118101.072587 + Penalty 3228.349492 = -114872.723095 nChanged 8 SP:Iteration 5Q (94623.950000 sec): 3 clusters Score: Raw -118118.236497 + Penalty 3228.349492 = -114889.887005 nChanged 6 SP:Iteration 6Q (94624.110000 sec): 3 clusters Score: Raw -118131.719695 + Penalty 3228.349492 = -114903.370203 nChanged 4 SP:Iteration 7Q (94624.290000 sec): 3 clusters Score: Raw -118141.289429 + Penalty 3228.349492 = -114912.939937 nChanged 2 SP:Iteration 8Q (94624.450000 sec): 3 clusters Score: Raw -118145.794862 + Penalty 3228.349492 = -114917.445370 nChanged 1 SP:Iteration 9Q (94624.610000 sec): 3 clusters Score: Raw -118148.392406 + Penalty 3228.349492 = -114920.042914 nChanged 2 SP:Iteration 10Q (94624.790000 sec): 3 clusters Score: Raw -118152.507685 + Penalty 3228.349492 = -114924.158193 nChanged 3 SP:Iteration 11Q (94624.980000 sec): 3 clusters Score: Raw -118157.746300 + Penalty 3228.349492 = -114929.396808 nChanged 2 SP:Iteration 12Q (94625.120000 sec): 3 clusters Score: Raw -118159.997814 + Penalty 3228.349492 = -114931.648322 nChanged 2 SP:Iteration 13Q (94625.310000 sec): 3 clusters Score: Raw -118162.023813 + Penalty 3228.349492 = -114933.674321 nChanged 0 SP:Iteration 14F (94625.440000 sec): 3 clusters Score: Raw -118162.023813 + Penalty 3228.349492 = -114933.674321 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94625.560000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94625.790000 sec): 3 clusters Score: Raw -41249.294013 + Penalty 2769.414169 = -38479.879844 nChanged 31 SP:Iteration 1F (94625.980000 sec): 3 clusters Score: Raw -41354.614644 + Penalty 2769.414169 = -38585.200475 nChanged 7 SP:Iteration 2Q (94626.200000 sec): 3 clusters Score: Raw -41392.597138 + Penalty 2769.414169 = -38623.182969 nChanged 9 SP:Iteration 3Q (94626.370000 sec): 3 clusters Score: Raw -41423.397842 + Penalty 2769.414169 = -38653.983673 nChanged 10 SP:Iteration 4Q (94626.550000 sec): 3 clusters Score: Raw -41463.462295 + Penalty 2769.414169 = -38694.048126 nChanged 4 SP:Iteration 5Q (94626.680000 sec): 3 clusters Score: Raw -41486.989687 + Penalty 2769.414169 = -38717.575518 nChanged 5 SP:Iteration 6Q (94626.840000 sec): 3 clusters Score: Raw -41509.284283 + Penalty 2769.414169 = -38739.870114 nChanged 3 SP:Iteration 7Q (94626.980000 sec): 3 clusters Score: Raw -41524.902867 + Penalty 2769.414169 = -38755.488698 nChanged 4 SP:Iteration 8Q (94627.160000 sec): 3 clusters Score: Raw -41554.646447 + Penalty 2769.414169 = -38785.232278 nChanged 2 SP:Iteration 9Q (94627.340000 sec): 3 clusters Score: Raw -41563.128401 + Penalty 2769.414169 = -38793.714232 nChanged 3 SP:Iteration 10Q (94627.500000 sec): 3 clusters Score: Raw -41588.890206 + Penalty 2769.414169 = -38819.476037 nChanged 4 SP:Iteration 11Q (94627.660000 sec): 3 clusters Score: Raw -41615.110998 + Penalty 2769.414169 = -38845.696828 nChanged 4 SP:Iteration 12Q (94627.830000 sec): 3 clusters Score: Raw -41658.818962 + Penalty 2769.414169 = -38889.404793 nChanged 2 SP:Iteration 13Q (94628.010000 sec): 3 clusters Score: Raw -41700.909270 + Penalty 2769.414169 = -38931.495101 nChanged 3 SP:Iteration 14Q (94628.200000 sec): 3 clusters Score: Raw -41783.576522 + Penalty 2769.414169 = -39014.162353 nChanged 3 SP:Iteration 15Q (94628.410000 sec): 3 clusters Score: Raw -41796.486954 + Penalty 2769.414169 = -39027.072785 nChanged 0 SP:Iteration 16F (94628.610000 sec): 3 clusters Score: Raw -41796.558673 + Penalty 2769.414169 = -39027.144504 nChanged 1 SP:Iteration 17Q (94628.820000 sec): 3 clusters Score: Raw -41803.786533 + Penalty 2769.414169 = -39034.372363 nChanged 2 SP:Iteration 18Q (94629.010000 sec): 3 clusters Score: Raw -41811.332916 + Penalty 2769.414169 = -39041.918747 nChanged 0 SP:Iteration 19F (94629.210000 sec): 3 clusters Score: Raw -41811.332916 + Penalty 2769.414169 = -39041.918747 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94629.310000 sec): 2 clusters Score: Raw -107047.538698 + Penalty 1610.450952 = -105437.087746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94629.560000 sec): 3 clusters Score: Raw -107000.172415 + Penalty 3220.901905 = -103779.270511 nChanged 163 SP:Iteration 1F (94629.740000 sec): 3 clusters Score: Raw -107371.438211 + Penalty 3220.901905 = -104150.536306 nChanged 60 SP:Iteration 2F (94629.920000 sec): 3 clusters Score: Raw -107583.656358 + Penalty 3220.901905 = -104362.754454 nChanged 37 SP:Iteration 3F (94630.140000 sec): 3 clusters Score: Raw -107685.546010 + Penalty 3220.901905 = -104464.644105 nChanged 16 SP:Iteration 4Q (94630.330000 sec): 3 clusters Score: Raw -107727.911753 + Penalty 3220.901905 = -104507.009848 nChanged 11 SP:Iteration 5Q (94630.520000 sec): 3 clusters Score: Raw -107780.511242 + Penalty 3220.901905 = -104559.609338 nChanged 5 SP:Iteration 6Q (94630.710000 sec): 3 clusters Score: Raw -107794.402379 + Penalty 3220.901905 = -104573.500475 nChanged 4 SP:Iteration 7Q (94630.900000 sec): 3 clusters Score: Raw -107803.614272 + Penalty 3220.901905 = -104582.712367 nChanged 3 SP:Iteration 8Q (94631.120000 sec): 3 clusters Score: Raw -107807.865075 + Penalty 3220.901905 = -104586.963170 nChanged 2 SP:Iteration 9Q (94631.320000 sec): 3 clusters Score: Raw -107810.673844 + Penalty 3220.901905 = -104589.771939 nChanged 2 SP:Iteration 10Q (94631.560000 sec): 3 clusters Score: Raw -107813.595269 + Penalty 3220.901905 = -104592.693364 nChanged 0 SP:Iteration 11F (94631.720000 sec): 3 clusters Score: Raw -107813.595269 + Penalty 3220.901905 = -104592.693364 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94631.810000 sec): 2 clusters Score: Raw -32207.506337 + Penalty 1385.637667 = -30821.868670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94632.020000 sec): 3 clusters Score: Raw -32874.184791 + Penalty 2771.275335 = -30102.909456 nChanged 61 SP:Iteration 1F (94632.190000 sec): 3 clusters Score: Raw -33157.914435 + Penalty 2771.275335 = -30386.639100 nChanged 28 SP:Iteration 2F (94632.340000 sec): 3 clusters Score: Raw -33371.475141 + Penalty 2771.275335 = -30600.199807 nChanged 8 SP:Iteration 3Q (94632.560000 sec): 3 clusters Score: Raw -33411.737441 + Penalty 2771.275335 = -30640.462107 nChanged 2 SP:Iteration 4Q (94632.740000 sec): 3 clusters Score: Raw -33431.052873 + Penalty 2771.275335 = -30659.777539 nChanged 1 SP:Iteration 5Q (94632.910000 sec): 3 clusters Score: Raw -33451.538263 + Penalty 2771.275335 = -30680.262929 nChanged 1 SP:Iteration 6Q (94633.100000 sec): 3 clusters Score: Raw -33463.790025 + Penalty 2771.275335 = -30692.514690 nChanged 0 SP:Iteration 7F (94633.320000 sec): 3 clusters Score: Raw -33463.790025 + Penalty 2771.275335 = -30692.514690 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94633.380000 sec): 2 clusters Score: Raw -148786.901902 + Penalty 1690.006639 = -147096.895263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94633.580000 sec): 3 clusters Score: Raw -148776.107771 + Penalty 3380.013277 = -145396.094494 nChanged 223 SP:Iteration 1F (94633.800000 sec): 3 clusters Score: Raw -149138.090976 + Penalty 3380.013277 = -145758.077699 nChanged 77 SP:Iteration 2F (94634.000000 sec): 3 clusters Score: Raw -149287.338324 + Penalty 3380.013277 = -145907.325047 nChanged 57 SP:Iteration 3F (94634.160000 sec): 3 clusters Score: Raw -149418.364269 + Penalty 3380.013277 = -146038.350992 nChanged 46 SP:Iteration 4F (94634.360000 sec): 3 clusters Score: Raw -149542.356534 + Penalty 3380.013277 = -146162.343257 nChanged 42 SP:Iteration 5Q (94634.540000 sec): 3 clusters Score: Raw -149627.995507 + Penalty 3380.013277 = -146247.982230 nChanged 31 SP:Iteration 6Q (94634.800000 sec): 3 clusters Score: Raw -149700.451140 + Penalty 3380.013277 = -146320.437863 nChanged 21 SP:Iteration 7Q (94634.960000 sec): 3 clusters Score: Raw -149746.619745 + Penalty 3380.013277 = -146366.606468 nChanged 14 SP:Iteration 8Q (94635.180000 sec): 3 clusters Score: Raw -149771.098453 + Penalty 3380.013277 = -146391.085176 nChanged 11 SP:Iteration 9Q (94635.400000 sec): 3 clusters Score: Raw -149785.701160 + Penalty 3380.013277 = -146405.687883 nChanged 8 SP:Iteration 10Q (94635.560000 sec): 3 clusters Score: Raw -149796.655295 + Penalty 3380.013277 = -146416.642018 nChanged 5 SP:Iteration 11Q (94635.760000 sec): 3 clusters Score: Raw -149805.520295 + Penalty 3380.013277 = -146425.507018 nChanged 2 SP:Iteration 12Q (94635.940000 sec): 3 clusters Score: Raw -149808.955904 + Penalty 3380.013277 = -146428.942627 nChanged 2 SP:Iteration 13Q (94636.120000 sec): 3 clusters Score: Raw -149821.559735 + Penalty 3380.013277 = -146441.546458 nChanged 5 SP:Iteration 14Q (94636.300000 sec): 3 clusters Score: Raw -149830.753020 + Penalty 3380.013277 = -146450.739743 nChanged 2 SP:Iteration 15Q (94636.460000 sec): 3 clusters Score: Raw -149834.389334 + Penalty 3380.013277 = -146454.376057 nChanged 1 SP:Iteration 16Q (94636.670000 sec): 3 clusters Score: Raw -149838.632216 + Penalty 3380.013277 = -146458.618939 nChanged 0 SP:Iteration 17F (94636.880000 sec): 3 clusters Score: Raw -149838.632216 + Penalty 3380.013277 = -146458.618939 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94636.990000 sec): 2 clusters Score: Raw -155232.997365 + Penalty 1682.825736 = -153550.171629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94637.150000 sec): 3 clusters Score: Raw -155096.576337 + Penalty 3365.651472 = -151730.924865 nChanged 215 SP:Iteration 1F (94637.350000 sec): 3 clusters Score: Raw -155331.901525 + Penalty 3365.651472 = -151966.250053 nChanged 41 SP:Iteration 2Q (94637.560000 sec): 3 clusters Score: Raw -155392.752352 + Penalty 3365.651472 = -152027.100881 nChanged 17 SP:Iteration 3Q (94637.700000 sec): 3 clusters Score: Raw -155421.608451 + Penalty 3365.651472 = -152055.956979 nChanged 20 SP:Iteration 4Q (94637.870000 sec): 3 clusters Score: Raw -155449.081476 + Penalty 3365.651472 = -152083.430004 nChanged 15 SP:Iteration 5Q (94638.040000 sec): 3 clusters Score: Raw -155474.021663 + Penalty 3365.651472 = -152108.370191 nChanged 15 SP:Iteration 6Q (94638.220000 sec): 3 clusters Score: Raw -155506.330283 + Penalty 3365.651472 = -152140.678811 nChanged 24 SP:Iteration 7Q (94638.380000 sec): 3 clusters Score: Raw -155556.434250 + Penalty 3365.651472 = -152190.782779 nChanged 22 SP:Iteration 8Q (94638.640000 sec): 3 clusters Score: Raw -155621.282176 + Penalty 3365.651472 = -152255.630704 nChanged 28 SP:Iteration 9Q (94638.810000 sec): 3 clusters Score: Raw -155701.684696 + Penalty 3365.651472 = -152336.033224 nChanged 32 SP:Iteration 10Q (94638.970000 sec): 3 clusters Score: Raw -155818.957126 + Penalty 3365.651472 = -152453.305654 nChanged 30 SP:Iteration 11Q (94639.180000 sec): 3 clusters Score: Raw -155906.364000 + Penalty 3365.651472 = -152540.712528 nChanged 44 SP:Iteration 12Q (94639.410000 sec): 3 clusters Score: Raw -156021.856370 + Penalty 3365.651472 = -152656.204898 nChanged 36 SP:Iteration 13Q (94639.570000 sec): 3 clusters Score: Raw -156115.617855 + Penalty 3365.651472 = -152749.966384 nChanged 21 SP:Iteration 14Q (94639.780000 sec): 3 clusters Score: Raw -156169.571110 + Penalty 3365.651472 = -152803.919638 nChanged 22 SP:Iteration 15Q (94639.920000 sec): 3 clusters Score: Raw -156219.137725 + Penalty 3365.651472 = -152853.486253 nChanged 15 SP:Iteration 16Q (94640.120000 sec): 3 clusters Score: Raw -156266.686040 + Penalty 3365.651472 = -152901.034568 nChanged 7 SP:Iteration 17Q (94640.330000 sec): 3 clusters Score: Raw -156279.463938 + Penalty 3365.651472 = -152913.812466 nChanged 5 SP:Iteration 18Q (94640.550000 sec): 3 clusters Score: Raw -156285.623445 + Penalty 3365.651472 = -152919.971973 nChanged 0 SP:Iteration 19F (94640.720000 sec): 3 clusters Score: Raw -156285.623445 + Penalty 3365.651472 = -152919.971973 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94640.830000 sec): 2 clusters Score: Raw -60717.226117 + Penalty 1449.916816 = -59267.309301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94641.010000 sec): 3 clusters Score: Raw -60804.445622 + Penalty 2899.833632 = -57904.611989 nChanged 53 SP:Iteration 1F (94641.180000 sec): 3 clusters Score: Raw -60986.972656 + Penalty 2899.833632 = -58087.139023 nChanged 19 SP:Iteration 2F (94641.320000 sec): 3 clusters Score: Raw -61045.690390 + Penalty 2899.833632 = -58145.856758 nChanged 8 SP:Iteration 3Q (94641.520000 sec): 3 clusters Score: Raw -61067.867439 + Penalty 2899.833632 = -58168.033806 nChanged 4 SP:Iteration 4Q (94641.680000 sec): 3 clusters Score: Raw -61087.063505 + Penalty 2899.833632 = -58187.229873 nChanged 1 SP:Iteration 5Q (94641.890000 sec): 3 clusters Score: Raw -61091.851939 + Penalty 2899.833632 = -58192.018307 nChanged 0 SP:Iteration 6F (94642.100000 sec): 3 clusters Score: Raw -61091.851939 + Penalty 2899.833632 = -58192.018307 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 66 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94642.180000 sec): 2 clusters Score: Raw -24486.743384 + Penalty 1343.192900 = -23143.550484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94642.340000 sec): 3 clusters Score: Raw -24692.095151 + Penalty 2686.385799 = -22005.709352 nChanged 30 SP:Iteration 1F (94642.520000 sec): 3 clusters Score: Raw -24792.451122 + Penalty 2686.385799 = -22106.065322 nChanged 14 SP:Iteration 2F (94642.710000 sec): 3 clusters Score: Raw -24887.855450 + Penalty 2686.385799 = -22201.469651 nChanged 11 SP:Iteration 3Q (94642.920000 sec): 3 clusters Score: Raw -24937.726681 + Penalty 2686.385799 = -22251.340882 nChanged 5 SP:Iteration 4Q (94643.140000 sec): 3 clusters Score: Raw -24953.617179 + Penalty 2686.385799 = -22267.231379 nChanged 2 SP:Iteration 5Q (94643.300000 sec): 3 clusters Score: Raw -24963.747276 + Penalty 2686.385799 = -22277.361476 nChanged 0 SP:Iteration 6F (94643.440000 sec): 3 clusters Score: Raw -24963.747276 + Penalty 2686.385799 = -22277.361476 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94643.580000 sec): 2 clusters Score: Raw -94716.143916 + Penalty 1564.408413 = -93151.735502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94643.750000 sec): 3 clusters Score: Raw -94696.586552 + Penalty 3128.816827 = -91567.769725 nChanged 111 SP:Iteration 1F (94643.960000 sec): 3 clusters Score: Raw -94882.998065 + Penalty 3128.816827 = -91754.181238 nChanged 28 SP:Iteration 2F (94644.120000 sec): 3 clusters Score: Raw -94940.067068 + Penalty 3128.816827 = -91811.250241 nChanged 10 SP:Iteration 3Q (94644.280000 sec): 3 clusters Score: Raw -94966.853614 + Penalty 3128.816827 = -91838.036787 nChanged 4 SP:Iteration 4Q (94644.450000 sec): 3 clusters Score: Raw -94972.075969 + Penalty 3128.816827 = -91843.259142 nChanged 0 SP:Iteration 5F (94644.700000 sec): 3 clusters Score: Raw -94972.075969 + Penalty 3128.816827 = -91843.259142 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 68 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94644.780000 sec): 2 clusters Score: Raw -49202.599113 + Penalty 1402.685969 = -47799.913144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94644.980000 sec): 3 clusters Score: Raw -49336.458136 + Penalty 2805.371938 = -46531.086198 nChanged 46 SP:Iteration 1F (94645.170000 sec): 3 clusters Score: Raw -49503.383940 + Penalty 2805.371938 = -46698.012001 nChanged 17 SP:Iteration 2F (94645.320000 sec): 3 clusters Score: Raw -49584.915025 + Penalty 2805.371938 = -46779.543087 nChanged 15 SP:Iteration 3F (94645.530000 sec): 3 clusters Score: Raw -49666.988593 + Penalty 2805.371938 = -46861.616654 nChanged 7 SP:Iteration 4Q (94645.700000 sec): 3 clusters Score: Raw -49700.507849 + Penalty 2805.371938 = -46895.135911 nChanged 7 SP:Iteration 5Q (94645.930000 sec): 3 clusters Score: Raw -49756.160214 + Penalty 2805.371938 = -46950.788276 nChanged 8 SP:Iteration 6Q (94646.080000 sec): 3 clusters Score: Raw -49827.003895 + Penalty 2805.371938 = -47021.631956 nChanged 4 SP:Iteration 7Q (94646.290000 sec): 3 clusters Score: Raw -49861.176166 + Penalty 2805.371938 = -47055.804228 nChanged 2 SP:Iteration 8Q (94646.510000 sec): 3 clusters Score: Raw -49887.423712 + Penalty 2805.371938 = -47082.051774 nChanged 2 SP:Iteration 9Q (94646.660000 sec): 3 clusters Score: Raw -49897.537565 + Penalty 2805.371938 = -47092.165627 nChanged 2 SP:Iteration 10Q (94646.870000 sec): 3 clusters Score: Raw -49908.779684 + Penalty 2805.371938 = -47103.407746 nChanged 1 SP:Iteration 11Q (94647.050000 sec): 3 clusters Score: Raw -49913.305325 + Penalty 2805.371938 = -47107.933386 nChanged 1 SP:Iteration 12Q (94647.250000 sec): 3 clusters Score: Raw -49922.274978 + Penalty 2805.371938 = -47116.903040 nChanged 0 SP:Iteration 13F (94647.430000 sec): 3 clusters Score: Raw -49922.274978 + Penalty 2805.371938 = -47116.903040 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 69 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94647.520000 sec): 2 clusters Score: Raw -12212.923072 + Penalty 1104.678129 = -11108.244942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94647.670000 sec): 3 clusters Score: Raw -13130.596169 + Penalty 2209.356259 = -10921.239910 nChanged 0 Iteration 339Q (94775.580000 sec): 69 clusters Score: Raw -340487511.337336 + Penalty 243358.303494 = -340244153.033842 nChanged 10 Iteration 340F (95018.190000 sec): 69 clusters Score: Raw -340487511.412427 + Penalty 243358.303494 = -340244153.108933 nChanged 17 Iteration 341Q (95155.600000 sec): 69 clusters Score: Raw -340487511.502747 + Penalty 243358.303494 = -340244153.199252 nChanged 20 Iteration 342Q (95274.580000 sec): 69 clusters Score: Raw -340487511.660659 + Penalty 243358.303494 = -340244153.357165 nChanged 15 Iteration 343Q (95387.350000 sec): 69 clusters Score: Raw -340487511.767187 + Penalty 243358.303494 = -340244153.463692 nChanged 16 Iteration 344Q (95506.130000 sec): 69 clusters Score: Raw -340487511.830440 + Penalty 243358.303494 = -340244153.526945 nChanged 13 Iteration 345Q (95622.030000 sec): 69 clusters Score: Raw -340487511.877170 + Penalty 243358.303494 = -340244153.573676 nChanged 9 Iteration 346Q (95745.190000 sec): 69 clusters Score: Raw -340487511.905910 + Penalty 243358.303494 = -340244153.602416 nChanged 10 Iteration 347Q (95868.630000 sec): 69 clusters Score: Raw -340487511.943511 + Penalty 243358.303494 = -340244153.640017 nChanged 16 Iteration 348Q (95991.110000 sec): 69 clusters Score: Raw -340487512.001795 + Penalty 243358.303494 = -340244153.698301 nChanged 17 Iteration 349Q (96094.690000 sec): 69 clusters Score: Raw -340487512.047964 + Penalty 243358.303494 = -340244153.744470 nChanged 19 Iteration 350Q (96217.390000 sec): 69 clusters Score: Raw -340487512.096532 + Penalty 243358.303494 = -340244153.793038 nChanged 15 Iteration 351Q (96337.580000 sec): 69 clusters Score: Raw -340487512.143871 + Penalty 243358.303494 = -340244153.840377 nChanged 15 Iteration 352Q (96464.850000 sec): 69 clusters Score: Raw -340487512.180111 + Penalty 243358.303494 = -340244153.876617 nChanged 10 Iteration 353Q (96588.690000 sec): 69 clusters Score: Raw -340487512.224567 + Penalty 243358.303494 = -340244153.921073 nChanged 11 Iteration 354Q (96701.340000 sec): 69 clusters Score: Raw -340487512.254099 + Penalty 243358.303494 = -340244153.950604 nChanged 8 Iteration 355Q (96816.220000 sec): 69 clusters Score: Raw -340487512.285239 + Penalty 243358.303494 = -340244153.981745 nChanged 9 Iteration 356Q (96921.980000 sec): 69 clusters Score: Raw -340487512.306765 + Penalty 243358.303494 = -340244154.003271 nChanged 4 Iteration 357Q (97035.110000 sec): 69 clusters Score: Raw -340487512.319062 + Penalty 243358.303494 = -340244154.015568 nChanged 3 Iteration 358Q (97155.350000 sec): 69 clusters Score: Raw -340487512.325811 + Penalty 243358.303494 = -340244154.022317 nChanged 0 Iteration 359F (97391.460000 sec): 69 clusters Score: Raw -340487512.325811 + Penalty 243358.303494 = -340244154.022317 nChanged 0 Compute initial score before splitting: Score: Raw -340487512.325811 + Penalty 243358.303494 = -340244154.022317 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 1 (464617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97393.720000 sec): 2 clusters Score: Raw -90188476.714827 + Penalty 3236.144235 = -90185240.570592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97396.250000 sec): 3 clusters Score: Raw -89877717.176701 + Penalty 6472.288470 = -89871244.888231 nChanged 226398 SP:Iteration 1F (97398.740000 sec): 3 clusters Score: Raw -90013543.084315 + Penalty 6472.288470 = -90007070.795845 nChanged 11339 SP:Iteration 2Q (97401.420000 sec): 3 clusters Score: Raw -90015593.458364 + Penalty 6472.288470 = -90009121.169894 nChanged 12324 SP:Iteration 3Q (97403.880000 sec): 3 clusters Score: Raw -90018124.875314 + Penalty 6472.288470 = -90011652.586844 nChanged 13675 SP:Iteration 4Q (97406.350000 sec): 3 clusters Score: Raw -90021372.026330 + Penalty 6472.288470 = -90014899.737860 nChanged 15055 SP:Iteration 5Q (97408.840000 sec): 3 clusters Score: Raw -90025527.579303 + Penalty 6472.288470 = -90019055.290833 nChanged 16579 SP:Iteration 6Q (97411.330000 sec): 3 clusters Score: Raw -90030960.407625 + Penalty 6472.288470 = -90024488.119155 nChanged 18576 SP:Iteration 7Q (97413.730000 sec): 3 clusters Score: Raw -90038560.276683 + Penalty 6472.288470 = -90032087.988213 nChanged 21592 SP:Iteration 8Q (97416.290000 sec): 3 clusters Score: Raw -90049527.538293 + Penalty 6472.288470 = -90043055.249823 nChanged 26130 SP:Iteration 9F (97418.700000 sec): 3 clusters Score: Raw -90065827.884273 + Penalty 6472.288470 = -90059355.595803 nChanged 32023 SP:Iteration 10F (97421.010000 sec): 3 clusters Score: Raw -90089332.591255 + Penalty 6472.288470 = -90082860.302785 nChanged 35590 SP:Iteration 11F (97423.480000 sec): 3 clusters Score: Raw -90118689.035082 + Penalty 6472.288470 = -90112216.746612 nChanged 33216 SP:Iteration 12F (97426.070000 sec): 3 clusters Score: Raw -90147702.629608 + Penalty 6472.288470 = -90141230.341138 nChanged 24573 SP:Iteration 13F (97428.760000 sec): 3 clusters Score: Raw -90168953.603914 + Penalty 6472.288470 = -90162481.315444 nChanged 14143 SP:Iteration 14Q (97431.270000 sec): 3 clusters Score: Raw -90180527.045434 + Penalty 6472.288470 = -90174054.756964 nChanged 6764 SP:Iteration 15Q (97433.460000 sec): 3 clusters Score: Raw -90185678.502118 + Penalty 6472.288470 = -90179206.213648 nChanged 3158 SP:Iteration 16Q (97435.670000 sec): 3 clusters Score: Raw -90187767.619292 + Penalty 6472.288470 = -90181295.330823 nChanged 1526 SP:Iteration 17Q (97437.840000 sec): 3 clusters Score: Raw -90188606.322697 + Penalty 6472.288470 = -90182134.034227 nChanged 915 SP:Iteration 18Q (97439.790000 sec): 3 clusters Score: Raw -90189011.180406 + Penalty 6472.288470 = -90182538.891937 nChanged 547 SP:Iteration 19Q (97441.750000 sec): 3 clusters Score: Raw -90189223.278044 + Penalty 6472.288470 = -90182750.989575 nChanged 417 SP:Iteration 20F (97444.230000 sec): 3 clusters Score: Raw -90189361.445285 + Penalty 6472.288470 = -90182889.156815 nChanged 296 SP:Iteration 21Q (97446.170000 sec): 3 clusters Score: Raw -90189450.568086 + Penalty 6472.288470 = -90182978.279616 nChanged 241 SP:Iteration 22Q (97448.060000 sec): 3 clusters Score: Raw -90189514.602822 + Penalty 6472.288470 = -90183042.314352 nChanged 158 SP:Iteration 23Q (97450.190000 sec): 3 clusters Score: Raw -90189552.893587 + Penalty 6472.288470 = -90183080.605117 nChanged 151 SP:Iteration 24Q (97452.100000 sec): 3 clusters Score: Raw -90189591.896055 + Penalty 6472.288470 = -90183119.607586 nChanged 118 SP:Iteration 25Q (97454.110000 sec): 3 clusters Score: Raw -90189619.997564 + Penalty 6472.288470 = -90183147.709094 nChanged 96 SP:Iteration 26Q (97456.080000 sec): 3 clusters Score: Raw -90189641.194758 + Penalty 6472.288470 = -90183168.906288 nChanged 91 SP:Iteration 27Q (97458.080000 sec): 3 clusters Score: Raw -90189659.409942 + Penalty 6472.288470 = -90183187.121472 nChanged 86 SP:Iteration 28Q (97460.040000 sec): 3 clusters Score: Raw -90189677.481364 + Penalty 6472.288470 = -90183205.192894 nChanged 66 SP:Iteration 29Q (97462.090000 sec): 3 clusters Score: Raw -90189691.616417 + Penalty 6472.288470 = -90183219.327948 nChanged 66 SP:Iteration 30Q (97464.060000 sec): 3 clusters Score: Raw -90189703.973596 + Penalty 6472.288470 = -90183231.685126 nChanged 51 SP:Iteration 31Q (97466.060000 sec): 3 clusters Score: Raw -90189714.308582 + Penalty 6472.288470 = -90183242.020112 nChanged 53 SP:Iteration 32Q (97468.060000 sec): 3 clusters Score: Raw -90189722.549211 + Penalty 6472.288470 = -90183250.260741 nChanged 34 SP:Iteration 33Q (97470.090000 sec): 3 clusters Score: Raw -90189728.665118 + Penalty 6472.288470 = -90183256.376648 nChanged 34 SP:Iteration 34Q (97472.170000 sec): 3 clusters Score: Raw -90189734.151256 + Penalty 6472.288470 = -90183261.862786 nChanged 26 SP:Iteration 35Q (97474.170000 sec): 3 clusters Score: Raw -90189738.089215 + Penalty 6472.288470 = -90183265.800745 nChanged 21 SP:Iteration 36Q (97476.290000 sec): 3 clusters Score: Raw -90189740.925505 + Penalty 6472.288470 = -90183268.637035 nChanged 16 SP:Iteration 37Q (97478.390000 sec): 3 clusters Score: Raw -90189743.027190 + Penalty 6472.288470 = -90183270.738721 nChanged 9 SP:Iteration 38Q (97480.630000 sec): 3 clusters Score: Raw -90189744.106724 + Penalty 6472.288470 = -90183271.818254 nChanged 7 SP:Iteration 39Q (97482.680000 sec): 3 clusters Score: Raw -90189744.915499 + Penalty 6472.288470 = -90183272.627029 nChanged 4 SP:Iteration 40F (97485.130000 sec): 3 clusters Score: Raw -90189745.351568 + Penalty 6472.288470 = -90183273.063098 nChanged 2 SP:Iteration 41Q (97487.150000 sec): 3 clusters Score: Raw -90189745.649534 + Penalty 6472.288470 = -90183273.361064 nChanged 1 SP:Iteration 42Q (97489.150000 sec): 3 clusters Score: Raw -90189745.874595 + Penalty 6472.288470 = -90183273.586125 nChanged 2 SP:Iteration 43Q (97491.140000 sec): 3 clusters Score: Raw -90189746.105190 + Penalty 6472.288470 = -90183273.816720 nChanged 2 SP:Iteration 44Q (97493.270000 sec): 3 clusters Score: Raw -90189746.306805 + Penalty 6472.288470 = -90183274.018335 nChanged 1 SP:Iteration 45Q (97495.630000 sec): 3 clusters Score: Raw -90189746.459040 + Penalty 6472.288470 = -90183274.170571 nChanged 2 SP:Iteration 46Q (97497.830000 sec): 3 clusters Score: Raw -90189746.720027 + Penalty 6472.288470 = -90183274.431557 nChanged 4 SP:Iteration 47Q (97499.890000 sec): 3 clusters Score: Raw -90189747.302962 + Penalty 6472.288470 = -90183275.014492 nChanged 6 SP:Iteration 48Q (97502.200000 sec): 3 clusters Score: Raw -90189748.163824 + Penalty 6472.288470 = -90183275.875354 nChanged 6 SP:Iteration 49Q (97504.660000 sec): 3 clusters Score: Raw -90189749.010716 + Penalty 6472.288470 = -90183276.722246 nChanged 7 SP:Iteration 50Q (97506.940000 sec): 3 clusters Score: Raw -90189749.901175 + Penalty 6472.288470 = -90183277.612706 nChanged 4 SP:Iteration 51Q (97509.010000 sec): 3 clusters Score: Raw -90189750.362078 + Penalty 6472.288470 = -90183278.073609 nChanged 4 SP:Iteration 52Q (97511.050000 sec): 3 clusters Score: Raw -90189750.859142 + Penalty 6472.288470 = -90183278.570672 nChanged 5 SP:Iteration 53Q (97513.010000 sec): 3 clusters Score: Raw -90189751.401520 + Penalty 6472.288470 = -90183279.113050 nChanged 6 SP:Iteration 54Q (97515.050000 sec): 3 clusters Score: Raw -90189752.210481 + Penalty 6472.288470 = -90183279.922011 nChanged 5 SP:Iteration 55Q (97517.020000 sec): 3 clusters Score: Raw -90189752.931711 + Penalty 6472.288470 = -90183280.643241 nChanged 8 SP:Iteration 56Q (97519.030000 sec): 3 clusters Score: Raw -90189753.839745 + Penalty 6472.288470 = -90183281.551275 nChanged 9 SP:Iteration 57Q (97521.140000 sec): 3 clusters Score: Raw -90189755.127539 + Penalty 6472.288470 = -90183282.839069 nChanged 7 SP:Iteration 58Q (97523.180000 sec): 3 clusters Score: Raw -90189756.111902 + Penalty 6472.288470 = -90183283.823432 nChanged 9 SP:Iteration 59Q (97525.150000 sec): 3 clusters Score: Raw -90189757.301117 + Penalty 6472.288470 = -90183285.012647 nChanged 4 SP:Iteration 60F (97527.570000 sec): 3 clusters Score: Raw -90189757.810737 + Penalty 6472.288470 = -90183285.522267 nChanged 6 SP:Iteration 61Q (97529.610000 sec): 3 clusters Score: Raw -90189758.548900 + Penalty 6472.288470 = -90183286.260430 nChanged 8 SP:Iteration 62Q (97531.850000 sec): 3 clusters Score: Raw -90189759.480108 + Penalty 6472.288470 = -90183287.191638 nChanged 5 SP:Iteration 63Q (97534.060000 sec): 3 clusters Score: Raw -90189760.168944 + Penalty 6472.288470 = -90183287.880474 nChanged 4 SP:Iteration 64Q (97536.260000 sec): 3 clusters Score: Raw -90189760.702640 + Penalty 6472.288470 = -90183288.414170 nChanged 6 SP:Iteration 65Q (97538.350000 sec): 3 clusters Score: Raw -90189761.617112 + Penalty 6472.288470 = -90183289.328642 nChanged 8 SP:Iteration 66Q (97540.390000 sec): 3 clusters Score: Raw -90189762.912181 + Penalty 6472.288470 = -90183290.623711 nChanged 11 SP:Iteration 67Q (97542.520000 sec): 3 clusters Score: Raw -90189764.696901 + Penalty 6472.288470 = -90183292.408431 nChanged 15 SP:Iteration 68Q (97544.640000 sec): 3 clusters Score: Raw -90189767.076489 + Penalty 6472.288470 = -90183294.788019 nChanged 15 SP:Iteration 69Q (97546.650000 sec): 3 clusters Score: Raw -90189769.357151 + Penalty 6472.288470 = -90183297.068681 nChanged 18 SP:Iteration 70Q (97548.770000 sec): 3 clusters Score: Raw -90189772.266347 + Penalty 6472.288470 = -90183299.977877 nChanged 23 SP:Iteration 71Q (97550.860000 sec): 3 clusters Score: Raw -90189776.343925 + Penalty 6472.288470 = -90183304.055455 nChanged 25 SP:Iteration 72Q (97552.880000 sec): 3 clusters Score: Raw -90189779.948898 + Penalty 6472.288470 = -90183307.660428 nChanged 13 SP:Iteration 73Q (97554.880000 sec): 3 clusters Score: Raw -90189781.865486 + Penalty 6472.288470 = -90183309.577016 nChanged 15 SP:Iteration 74Q (97556.850000 sec): 3 clusters Score: Raw -90189784.553408 + Penalty 6472.288470 = -90183312.264938 nChanged 12 SP:Iteration 75Q (97558.900000 sec): 3 clusters Score: Raw -90189786.329400 + Penalty 6472.288470 = -90183314.040930 nChanged 7 SP:Iteration 76Q (97560.880000 sec): 3 clusters Score: Raw -90189787.360098 + Penalty 6472.288470 = -90183315.071628 nChanged 9 SP:Iteration 77Q (97563.150000 sec): 3 clusters Score: Raw -90189788.728060 + Penalty 6472.288470 = -90183316.439590 nChanged 18 SP:Iteration 78Q (97565.270000 sec): 3 clusters Score: Raw -90189791.930907 + Penalty 6472.288470 = -90183319.642437 nChanged 19 SP:Iteration 79Q (97567.370000 sec): 3 clusters Score: Raw -90189794.782633 + Penalty 6472.288470 = -90183322.494163 nChanged 10 SP:Iteration 80F (97569.940000 sec): 3 clusters Score: Raw -90189796.247805 + Penalty 6472.288470 = -90183323.959336 nChanged 8 SP:Iteration 81Q (97572.110000 sec): 3 clusters Score: Raw -90189797.259011 + Penalty 6472.288470 = -90183324.970541 nChanged 11 SP:Iteration 82Q (97574.170000 sec): 3 clusters Score: Raw -90189798.534787 + Penalty 6472.288470 = -90183326.246317 nChanged 7 SP:Iteration 83Q (97576.330000 sec): 3 clusters Score: Raw -90189799.496195 + Penalty 6472.288470 = -90183327.207725 nChanged 4 SP:Iteration 84Q (97578.550000 sec): 3 clusters Score: Raw -90189799.973062 + Penalty 6472.288470 = -90183327.684592 nChanged 3 SP:Iteration 85Q (97580.730000 sec): 3 clusters Score: Raw -90189800.440106 + Penalty 6472.288470 = -90183328.151636 nChanged 5 SP:Iteration 86Q (97582.920000 sec): 3 clusters Score: Raw -90189801.084281 + Penalty 6472.288470 = -90183328.795811 nChanged 4 SP:Iteration 87Q (97585.070000 sec): 3 clusters Score: Raw -90189801.555894 + Penalty 6472.288470 = -90183329.267424 nChanged 2 SP:Iteration 88Q (97587.130000 sec): 3 clusters Score: Raw -90189801.808755 + Penalty 6472.288470 = -90183329.520285 nChanged 4 SP:Iteration 89Q (97589.300000 sec): 3 clusters Score: Raw -90189802.399962 + Penalty 6472.288470 = -90183330.111492 nChanged 6 SP:Iteration 90Q (97591.410000 sec): 3 clusters Score: Raw -90189803.046640 + Penalty 6472.288470 = -90183330.758170 nChanged 4 SP:Iteration 91Q (97593.430000 sec): 3 clusters Score: Raw -90189803.572463 + Penalty 6472.288470 = -90183331.283993 nChanged 5 SP:Iteration 92Q (97595.570000 sec): 3 clusters Score: Raw -90189804.270401 + Penalty 6472.288470 = -90183331.981932 nChanged 6 SP:Iteration 93Q (97597.660000 sec): 3 clusters Score: Raw -90189804.974250 + Penalty 6472.288470 = -90183332.685780 nChanged 0 SP:Iteration 94F (97599.940000 sec): 3 clusters Score: Raw -90189804.974250 + Penalty 6472.288470 = -90183332.685780 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 2 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97600.320000 sec): 2 clusters Score: Raw -81285.083529 + Penalty 1522.691369 = -79762.392160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97600.530000 sec): 3 clusters Score: Raw -81390.058875 + Penalty 3045.382738 = -78344.676137 nChanged 86 SP:Iteration 1F (97600.700000 sec): 3 clusters Score: Raw -81552.899405 + Penalty 3045.382738 = -78507.516667 nChanged 30 SP:Iteration 2F (97600.920000 sec): 3 clusters Score: Raw -81611.801989 + Penalty 3045.382738 = -78566.419251 nChanged 22 SP:Iteration 3Q (97601.090000 sec): 3 clusters Score: Raw -81669.825628 + Penalty 3045.382738 = -78624.442890 nChanged 19 SP:Iteration 4Q (97601.310000 sec): 3 clusters Score: Raw -81743.815969 + Penalty 3045.382738 = -78698.433231 nChanged 17 SP:Iteration 5Q (97601.490000 sec): 3 clusters Score: Raw -81784.776316 + Penalty 3045.382738 = -78739.393578 nChanged 8 SP:Iteration 6Q (97601.670000 sec): 3 clusters Score: Raw -81798.826323 + Penalty 3045.382738 = -78753.443585 nChanged 10 SP:Iteration 7Q (97601.830000 sec): 3 clusters Score: Raw -81820.265345 + Penalty 3045.382738 = -78774.882607 nChanged 10 SP:Iteration 8Q (97602.010000 sec): 3 clusters Score: Raw -81844.715500 + Penalty 3045.382738 = -78799.332762 nChanged 6 SP:Iteration 9Q (97602.210000 sec): 3 clusters Score: Raw -81869.594170 + Penalty 3045.382738 = -78824.211432 nChanged 3 SP:Iteration 10Q (97602.410000 sec): 3 clusters Score: Raw -81879.428336 + Penalty 3045.382738 = -78834.045598 nChanged 3 SP:Iteration 11Q (97602.620000 sec): 3 clusters Score: Raw -81894.615659 + Penalty 3045.382738 = -78849.232921 nChanged 1 SP:Iteration 12Q (97602.820000 sec): 3 clusters Score: Raw -81899.451590 + Penalty 3045.382738 = -78854.068852 nChanged 2 SP:Iteration 13Q (97603.000000 sec): 3 clusters Score: Raw -81914.319243 + Penalty 3045.382738 = -78868.936505 nChanged 3 SP:Iteration 14Q (97603.150000 sec): 3 clusters Score: Raw -81931.393637 + Penalty 3045.382738 = -78886.010899 nChanged 6 SP:Iteration 15Q (97603.350000 sec): 3 clusters Score: Raw -81962.354282 + Penalty 3045.382738 = -78916.971544 nChanged 1 SP:Iteration 16Q (97603.500000 sec): 3 clusters Score: Raw -81969.854174 + Penalty 3045.382738 = -78924.471437 nChanged 0 SP:Iteration 17F (97603.670000 sec): 3 clusters Score: Raw -81969.854174 + Penalty 3045.382738 = -78924.471437 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97603.750000 sec): 2 clusters Score: Raw -48513.058978 + Penalty 1485.262431 = -47027.796547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97603.980000 sec): 3 clusters Score: Raw -48639.093836 + Penalty 2970.524863 = -45668.568973 nChanged 76 SP:Iteration 1F (97604.160000 sec): 3 clusters Score: Raw -48808.017631 + Penalty 2970.524863 = -45837.492768 nChanged 22 SP:Iteration 2F (97604.310000 sec): 3 clusters Score: Raw -48893.114826 + Penalty 2970.524863 = -45922.589963 nChanged 26 SP:Iteration 3F (97604.520000 sec): 3 clusters Score: Raw -48984.466686 + Penalty 2970.524863 = -46013.941823 nChanged 16 SP:Iteration 4Q (97604.700000 sec): 3 clusters Score: Raw -49055.962271 + Penalty 2970.524863 = -46085.437408 nChanged 11 SP:Iteration 5Q (97604.850000 sec): 3 clusters Score: Raw -49179.050042 + Penalty 2970.524863 = -46208.525179 nChanged 9 SP:Iteration 6Q (97605.040000 sec): 3 clusters Score: Raw -49250.017309 + Penalty 2970.524863 = -46279.492446 nChanged 12 SP:Iteration 7Q (97605.240000 sec): 3 clusters Score: Raw -49308.192362 + Penalty 2970.524863 = -46337.667499 nChanged 12 SP:Iteration 8Q (97605.460000 sec): 3 clusters Score: Raw -49370.061994 + Penalty 2970.524863 = -46399.537131 nChanged 5 SP:Iteration 9Q (97605.620000 sec): 3 clusters Score: Raw -49410.779900 + Penalty 2970.524863 = -46440.255037 nChanged 9 SP:Iteration 10Q (97605.800000 sec): 3 clusters Score: Raw -49459.883279 + Penalty 2970.524863 = -46489.358416 nChanged 5 SP:Iteration 11Q (97606.020000 sec): 3 clusters Score: Raw -49486.382985 + Penalty 2970.524863 = -46515.858122 nChanged 4 SP:Iteration 12Q (97606.200000 sec): 3 clusters Score: Raw -49507.648442 + Penalty 2970.524863 = -46537.123579 nChanged 0 SP:Iteration 13F (97606.390000 sec): 3 clusters Score: Raw -49507.648442 + Penalty 2970.524863 = -46537.123579 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 4 (709330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97609.650000 sec): 2 clusters Score: Raw -131778202.904168 + Penalty 3341.074883 = -131774861.829285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97613.380000 sec): 3 clusters Score: Raw -131301159.668013 + Penalty 6682.149766 = -131294477.518247 nChanged 347345 SP:Iteration 1F (97616.920000 sec): 3 clusters Score: Raw -131516005.746832 + Penalty 6682.149766 = -131509323.597066 nChanged 30216 SP:Iteration 2Q (97620.760000 sec): 3 clusters Score: Raw -131527860.327449 + Penalty 6682.149766 = -131521178.177683 nChanged 43444 SP:Iteration 3F (97624.450000 sec): 3 clusters Score: Raw -131552332.417406 + Penalty 6682.149766 = -131545650.267640 nChanged 58618 SP:Iteration 4F (97628.390000 sec): 3 clusters Score: Raw -131596518.293969 + Penalty 6682.149766 = -131589836.144203 nChanged 67252 SP:Iteration 5F (97632.410000 sec): 3 clusters Score: Raw -131658785.915586 + Penalty 6682.149766 = -131652103.765820 nChanged 60460 SP:Iteration 6F (97636.290000 sec): 3 clusters Score: Raw -131720482.077461 + Penalty 6682.149766 = -131713799.927694 nChanged 37640 SP:Iteration 7F (97640.070000 sec): 3 clusters Score: Raw -131758824.026287 + Penalty 6682.149766 = -131752141.876521 nChanged 15291 SP:Iteration 8Q (97643.490000 sec): 3 clusters Score: Raw -131773450.077979 + Penalty 6682.149766 = -131766767.928213 nChanged 4184 SP:Iteration 9Q (97646.500000 sec): 3 clusters Score: Raw -131777253.308154 + Penalty 6682.149766 = -131770571.158387 nChanged 888 SP:Iteration 10Q (97649.430000 sec): 3 clusters Score: Raw -131778125.976834 + Penalty 6682.149766 = -131771443.827068 nChanged 145 SP:Iteration 11Q (97652.170000 sec): 3 clusters Score: Raw -131778355.747678 + Penalty 6682.149766 = -131771673.597912 nChanged 38 SP:Iteration 12Q (97655.070000 sec): 3 clusters Score: Raw -131778427.716630 + Penalty 6682.149766 = -131771745.566864 nChanged 20 SP:Iteration 13Q (97658.170000 sec): 3 clusters Score: Raw -131778471.778856 + Penalty 6682.149766 = -131771789.629090 nChanged 12 SP:Iteration 14Q (97661.060000 sec): 3 clusters Score: Raw -131778498.042935 + Penalty 6682.149766 = -131771815.893169 nChanged 10 SP:Iteration 15Q (97664.430000 sec): 3 clusters Score: Raw -131778519.065209 + Penalty 6682.149766 = -131771836.915443 nChanged 8 SP:Iteration 16Q (97667.810000 sec): 3 clusters Score: Raw -131778538.113464 + Penalty 6682.149766 = -131771855.963698 nChanged 4 SP:Iteration 17Q (97670.900000 sec): 3 clusters Score: Raw -131778548.973083 + Penalty 6682.149766 = -131771866.823317 nChanged 3 SP:Iteration 18Q (97673.800000 sec): 3 clusters Score: Raw -131778553.748711 + Penalty 6682.149766 = -131771871.598944 nChanged 3 SP:Iteration 19Q (97676.680000 sec): 3 clusters Score: Raw -131778557.509473 + Penalty 6682.149766 = -131771875.359706 nChanged 0 SP:Iteration 20F (97680.270000 sec): 3 clusters Score: Raw -131778557.509473 + Penalty 6682.149766 = -131771875.359706 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 5 (4124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97680.760000 sec): 2 clusters Score: Raw -748479.712646 + Penalty 2064.495554 = -746415.217093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97680.950000 sec): 3 clusters Score: Raw -746504.529476 + Penalty 4128.991107 = -742375.538368 nChanged 1536 SP:Iteration 1F (97681.210000 sec): 3 clusters Score: Raw -747475.007530 + Penalty 4128.991107 = -743346.016423 nChanged 362 SP:Iteration 2F (97681.380000 sec): 3 clusters Score: Raw -747774.544863 + Penalty 4128.991107 = -743645.553756 nChanged 267 SP:Iteration 3F (97681.560000 sec): 3 clusters Score: Raw -748002.046165 + Penalty 4128.991107 = -743873.055058 nChanged 226 SP:Iteration 4F (97681.750000 sec): 3 clusters Score: Raw -748192.275760 + Penalty 4128.991107 = -744063.284653 nChanged 209 SP:Iteration 5F (97681.940000 sec): 3 clusters Score: Raw -748388.005419 + Penalty 4128.991107 = -744259.014312 nChanged 210 SP:Iteration 6F (97682.130000 sec): 3 clusters Score: Raw -748633.244045 + Penalty 4128.991107 = -744504.252937 nChanged 230 SP:Iteration 7F (97682.350000 sec): 3 clusters Score: Raw -748896.124030 + Penalty 4128.991107 = -744767.132923 nChanged 185 SP:Iteration 8Q (97682.520000 sec): 3 clusters Score: Raw -749058.342739 + Penalty 4128.991107 = -744929.351632 nChanged 140 SP:Iteration 9Q (97682.750000 sec): 3 clusters Score: Raw -749172.899939 + Penalty 4128.991107 = -745043.908832 nChanged 110 SP:Iteration 10Q (97682.930000 sec): 3 clusters Score: Raw -749234.178254 + Penalty 4128.991107 = -745105.187147 nChanged 75 SP:Iteration 11Q (97683.150000 sec): 3 clusters Score: Raw -749276.221426 + Penalty 4128.991107 = -745147.230319 nChanged 53 SP:Iteration 12Q (97683.330000 sec): 3 clusters Score: Raw -749302.518526 + Penalty 4128.991107 = -745173.527419 nChanged 33 SP:Iteration 13Q (97683.520000 sec): 3 clusters Score: Raw -749315.935889 + Penalty 4128.991107 = -745186.944782 nChanged 29 SP:Iteration 14Q (97683.720000 sec): 3 clusters Score: Raw -749328.384556 + Penalty 4128.991107 = -745199.393449 nChanged 24 SP:Iteration 15Q (97683.920000 sec): 3 clusters Score: Raw -749337.643141 + Penalty 4128.991107 = -745208.652034 nChanged 17 SP:Iteration 16Q (97684.110000 sec): 3 clusters Score: Raw -749343.286499 + Penalty 4128.991107 = -745214.295391 nChanged 15 SP:Iteration 17Q (97684.300000 sec): 3 clusters Score: Raw -749349.127092 + Penalty 4128.991107 = -745220.135984 nChanged 14 SP:Iteration 18Q (97684.500000 sec): 3 clusters Score: Raw -749354.648237 + Penalty 4128.991107 = -745225.657130 nChanged 10 SP:Iteration 19Q (97684.670000 sec): 3 clusters Score: Raw -749358.040684 + Penalty 4128.991107 = -745229.049577 nChanged 4 SP:Iteration 20F (97684.890000 sec): 3 clusters Score: Raw -749359.037008 + Penalty 4128.991107 = -745230.045901 nChanged 2 SP:Iteration 21Q (97685.090000 sec): 3 clusters Score: Raw -749359.636214 + Penalty 4128.991107 = -745230.645107 nChanged 1 SP:Iteration 22Q (97685.320000 sec): 3 clusters Score: Raw -749360.022524 + Penalty 4128.991107 = -745231.031416 nChanged 0 SP:Iteration 23F (97685.530000 sec): 3 clusters Score: Raw -749360.022524 + Penalty 4128.991107 = -745231.031416 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 6 (1312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97685.620000 sec): 2 clusters Score: Raw -227975.872321 + Penalty 1780.468376 = -226195.403944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97685.790000 sec): 3 clusters Score: Raw -227606.587292 + Penalty 3560.936753 = -224045.650539 nChanged 401 SP:Iteration 1F (97686.000000 sec): 3 clusters Score: Raw -228018.345798 + Penalty 3560.936753 = -224457.409045 nChanged 97 SP:Iteration 2F (97686.130000 sec): 3 clusters Score: Raw -228151.986066 + Penalty 3560.936753 = -224591.049313 nChanged 58 SP:Iteration 3Q (97686.310000 sec): 3 clusters Score: Raw -228235.594600 + Penalty 3560.936753 = -224674.657847 nChanged 56 SP:Iteration 4Q (97686.530000 sec): 3 clusters Score: Raw -228325.661038 + Penalty 3560.936753 = -224764.724286 nChanged 50 SP:Iteration 5Q (97686.740000 sec): 3 clusters Score: Raw -228388.835025 + Penalty 3560.936753 = -224827.898272 nChanged 35 SP:Iteration 6Q (97686.960000 sec): 3 clusters Score: Raw -228448.696281 + Penalty 3560.936753 = -224887.759528 nChanged 29 SP:Iteration 7Q (97687.120000 sec): 3 clusters Score: Raw -228482.917278 + Penalty 3560.936753 = -224921.980525 nChanged 21 SP:Iteration 8Q (97687.260000 sec): 3 clusters Score: Raw -228505.664193 + Penalty 3560.936753 = -224944.727441 nChanged 21 SP:Iteration 9Q (97687.480000 sec): 3 clusters Score: Raw -228530.535535 + Penalty 3560.936753 = -224969.598782 nChanged 20 SP:Iteration 10Q (97687.590000 sec): 3 clusters Score: Raw -228557.859285 + Penalty 3560.936753 = -224996.922532 nChanged 20 SP:Iteration 11Q (97687.800000 sec): 3 clusters Score: Raw -228580.841005 + Penalty 3560.936753 = -225019.904252 nChanged 7 SP:Iteration 12Q (97687.930000 sec): 3 clusters Score: Raw -228588.852887 + Penalty 3560.936753 = -225027.916134 nChanged 6 SP:Iteration 13Q (97688.160000 sec): 3 clusters Score: Raw -228597.107692 + Penalty 3560.936753 = -225036.170939 nChanged 7 SP:Iteration 14Q (97688.390000 sec): 3 clusters Score: Raw -228605.221119 + Penalty 3560.936753 = -225044.284366 nChanged 7 SP:Iteration 15Q (97688.600000 sec): 3 clusters Score: Raw -228611.648667 + Penalty 3560.936753 = -225050.711914 nChanged 3 SP:Iteration 16Q (97688.760000 sec): 3 clusters Score: Raw -228614.906660 + Penalty 3560.936753 = -225053.969907 nChanged 6 SP:Iteration 17Q (97688.900000 sec): 3 clusters Score: Raw -228621.105820 + Penalty 3560.936753 = -225060.169067 nChanged 4 SP:Iteration 18Q (97689.080000 sec): 3 clusters Score: Raw -228625.198902 + Penalty 3560.936753 = -225064.262150 nChanged 5 SP:Iteration 19Q (97689.290000 sec): 3 clusters Score: Raw -228631.350114 + Penalty 3560.936753 = -225070.413361 nChanged 6 SP:Iteration 20F (97689.520000 sec): 3 clusters Score: Raw -228637.591897 + Penalty 3560.936753 = -225076.655144 nChanged 8 SP:Iteration 21Q (97689.700000 sec): 3 clusters Score: Raw -228649.269296 + Penalty 3560.936753 = -225088.332543 nChanged 4 SP:Iteration 22Q (97689.890000 sec): 3 clusters Score: Raw -228654.547699 + Penalty 3560.936753 = -225093.610946 nChanged 1 SP:Iteration 23Q (97690.100000 sec): 3 clusters Score: Raw -228656.497331 + Penalty 3560.936753 = -225095.560578 nChanged 2 SP:Iteration 24Q (97690.300000 sec): 3 clusters Score: Raw -228660.517956 + Penalty 3560.936753 = -225099.581203 nChanged 1 SP:Iteration 25Q (97690.510000 sec): 3 clusters Score: Raw -228661.553593 + Penalty 3560.936753 = -225100.616840 nChanged 0 SP:Iteration 26F (97690.750000 sec): 3 clusters Score: Raw -228661.553593 + Penalty 3560.936753 = -225100.616840 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 7 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97690.810000 sec): 2 clusters Score: Raw -38192.869965 + Penalty 1367.330329 = -36825.539636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97691.000000 sec): 3 clusters Score: Raw -38393.260043 + Penalty 2734.660658 = -35658.599385 nChanged 34 SP:Iteration 1F (97691.240000 sec): 3 clusters Score: Raw -38548.260335 + Penalty 2734.660658 = -35813.599677 nChanged 12 SP:Iteration 2Q (97691.400000 sec): 3 clusters Score: Raw -38630.681361 + Penalty 2734.660658 = -35896.020703 nChanged 7 SP:Iteration 3Q (97691.600000 sec): 3 clusters Score: Raw -38681.862828 + Penalty 2734.660658 = -35947.202170 nChanged 3 SP:Iteration 4Q (97691.820000 sec): 3 clusters Score: Raw -38699.185123 + Penalty 2734.660658 = -35964.524465 nChanged 3 SP:Iteration 5Q (97691.980000 sec): 3 clusters Score: Raw -38718.581141 + Penalty 2734.660658 = -35983.920483 nChanged 1 SP:Iteration 6Q (97692.240000 sec): 3 clusters Score: Raw -38737.742115 + Penalty 2734.660658 = -36003.081457 nChanged 3 SP:Iteration 7Q (97692.400000 sec): 3 clusters Score: Raw -38814.605845 + Penalty 2734.660658 = -36079.945187 nChanged 3 SP:Iteration 8Q (97692.550000 sec): 3 clusters Score: Raw -38844.914701 + Penalty 2734.660658 = -36110.254042 nChanged 6 SP:Iteration 9Q (97692.790000 sec): 3 clusters Score: Raw -38885.307893 + Penalty 2734.660658 = -36150.647235 nChanged 4 SP:Iteration 10Q (97692.970000 sec): 3 clusters Score: Raw -38922.323091 + Penalty 2734.660658 = -36187.662433 nChanged 3 SP:Iteration 11Q (97693.180000 sec): 3 clusters Score: Raw -38961.569504 + Penalty 2734.660658 = -36226.908846 nChanged 3 SP:Iteration 12Q (97693.340000 sec): 3 clusters Score: Raw -38997.702174 + Penalty 2734.660658 = -36263.041516 nChanged 2 SP:Iteration 13Q (97693.520000 sec): 3 clusters Score: Raw -39010.551027 + Penalty 2734.660658 = -36275.890369 nChanged 2 SP:Iteration 14Q (97693.710000 sec): 3 clusters Score: Raw -39057.831323 + Penalty 2734.660658 = -36323.170665 nChanged 2 SP:Iteration 15Q (97693.890000 sec): 3 clusters Score: Raw -39063.998759 + Penalty 2734.660658 = -36329.338101 nChanged 0 SP:Iteration 16F (97694.070000 sec): 3 clusters Score: Raw -39063.998759 + Penalty 2734.660658 = -36329.338101 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 8 (8285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97694.200000 sec): 2 clusters Score: Raw -1416937.995812 + Penalty 2237.506079 = -1414700.489733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97694.450000 sec): 3 clusters Score: Raw -1412627.095532 + Penalty 4475.012157 = -1408152.083375 nChanged 3383 SP:Iteration 1F (97694.710000 sec): 3 clusters Score: Raw -1414553.814278 + Penalty 4475.012157 = -1410078.802120 nChanged 572 SP:Iteration 2F (97694.960000 sec): 3 clusters Score: Raw -1414851.281571 + Penalty 4475.012157 = -1410376.269414 nChanged 439 SP:Iteration 3F (97695.140000 sec): 3 clusters Score: Raw -1415062.480850 + Penalty 4475.012157 = -1410587.468693 nChanged 344 SP:Iteration 4Q (97695.360000 sec): 3 clusters Score: Raw -1415227.179386 + Penalty 4475.012157 = -1410752.167229 nChanged 293 SP:Iteration 5Q (97695.590000 sec): 3 clusters Score: Raw -1415365.517181 + Penalty 4475.012157 = -1410890.505024 nChanged 251 SP:Iteration 6Q (97695.780000 sec): 3 clusters Score: Raw -1415493.860755 + Penalty 4475.012157 = -1411018.848598 nChanged 254 SP:Iteration 7Q (97696.020000 sec): 3 clusters Score: Raw -1415624.437553 + Penalty 4475.012157 = -1411149.425396 nChanged 242 SP:Iteration 8Q (97696.250000 sec): 3 clusters Score: Raw -1415750.176453 + Penalty 4475.012157 = -1411275.164296 nChanged 261 SP:Iteration 9Q (97696.530000 sec): 3 clusters Score: Raw -1415886.841887 + Penalty 4475.012157 = -1411411.829730 nChanged 249 SP:Iteration 10Q (97696.780000 sec): 3 clusters Score: Raw -1416022.995265 + Penalty 4475.012157 = -1411547.983108 nChanged 229 SP:Iteration 11Q (97697.030000 sec): 3 clusters Score: Raw -1416170.603305 + Penalty 4475.012157 = -1411695.591148 nChanged 243 SP:Iteration 12Q (97697.260000 sec): 3 clusters Score: Raw -1416337.450483 + Penalty 4475.012157 = -1411862.438326 nChanged 236 SP:Iteration 13Q (97697.500000 sec): 3 clusters Score: Raw -1416502.008759 + Penalty 4475.012157 = -1412026.996602 nChanged 207 SP:Iteration 14Q (97697.710000 sec): 3 clusters Score: Raw -1416650.725924 + Penalty 4475.012157 = -1412175.713767 nChanged 183 SP:Iteration 15Q (97697.970000 sec): 3 clusters Score: Raw -1416796.128088 + Penalty 4475.012157 = -1412321.115931 nChanged 171 SP:Iteration 16Q (97698.170000 sec): 3 clusters Score: Raw -1416936.278852 + Penalty 4475.012157 = -1412461.266695 nChanged 139 SP:Iteration 17Q (97698.440000 sec): 3 clusters Score: Raw -1417050.954143 + Penalty 4475.012157 = -1412575.941986 nChanged 99 SP:Iteration 18Q (97698.640000 sec): 3 clusters Score: Raw -1417126.142857 + Penalty 4475.012157 = -1412651.130699 nChanged 65 SP:Iteration 19Q (97698.880000 sec): 3 clusters Score: Raw -1417168.384005 + Penalty 4475.012157 = -1412693.371848 nChanged 43 SP:Iteration 20F (97699.120000 sec): 3 clusters Score: Raw -1417208.259207 + Penalty 4475.012157 = -1412733.247050 nChanged 42 SP:Iteration 21Q (97699.350000 sec): 3 clusters Score: Raw -1417240.380283 + Penalty 4475.012157 = -1412765.368126 nChanged 37 SP:Iteration 22Q (97699.570000 sec): 3 clusters Score: Raw -1417269.714991 + Penalty 4475.012157 = -1412794.702833 nChanged 30 SP:Iteration 23Q (97699.750000 sec): 3 clusters Score: Raw -1417295.759135 + Penalty 4475.012157 = -1412820.746978 nChanged 25 SP:Iteration 24Q (97700.000000 sec): 3 clusters Score: Raw -1417315.260842 + Penalty 4475.012157 = -1412840.248685 nChanged 12 SP:Iteration 25Q (97700.240000 sec): 3 clusters Score: Raw -1417325.736710 + Penalty 4475.012157 = -1412850.724553 nChanged 18 SP:Iteration 26Q (97700.470000 sec): 3 clusters Score: Raw -1417336.543364 + Penalty 4475.012157 = -1412861.531207 nChanged 9 SP:Iteration 27Q (97700.680000 sec): 3 clusters Score: Raw -1417343.534836 + Penalty 4475.012157 = -1412868.522679 nChanged 10 SP:Iteration 28Q (97700.940000 sec): 3 clusters Score: Raw -1417349.058816 + Penalty 4475.012157 = -1412874.046659 nChanged 8 SP:Iteration 29Q (97701.120000 sec): 3 clusters Score: Raw -1417354.760934 + Penalty 4475.012157 = -1412879.748777 nChanged 6 SP:Iteration 30Q (97701.380000 sec): 3 clusters Score: Raw -1417358.937770 + Penalty 4475.012157 = -1412883.925613 nChanged 7 SP:Iteration 31Q (97701.620000 sec): 3 clusters Score: Raw -1417362.722883 + Penalty 4475.012157 = -1412887.710726 nChanged 2 SP:Iteration 32Q (97701.850000 sec): 3 clusters Score: Raw -1417363.475742 + Penalty 4475.012157 = -1412888.463585 nChanged 1 SP:Iteration 33Q (97702.050000 sec): 3 clusters Score: Raw -1417364.486138 + Penalty 4475.012157 = -1412889.473981 nChanged 4 SP:Iteration 34Q (97702.280000 sec): 3 clusters Score: Raw -1417366.048811 + Penalty 4475.012157 = -1412891.036654 nChanged 1 SP:Iteration 35Q (97702.450000 sec): 3 clusters Score: Raw -1417366.403263 + Penalty 4475.012157 = -1412891.391106 nChanged 1 SP:Iteration 36Q (97702.670000 sec): 3 clusters Score: Raw -1417367.566311 + Penalty 4475.012157 = -1412892.554153 nChanged 3 SP:Iteration 37Q (97702.860000 sec): 3 clusters Score: Raw -1417371.409361 + Penalty 4475.012157 = -1412896.397204 nChanged 7 SP:Iteration 38Q (97703.040000 sec): 3 clusters Score: Raw -1417378.350107 + Penalty 4475.012157 = -1412903.337950 nChanged 5 SP:Iteration 39Q (97703.270000 sec): 3 clusters Score: Raw -1417382.284989 + Penalty 4475.012157 = -1412907.272832 nChanged 4 SP:Iteration 40F (97703.510000 sec): 3 clusters Score: Raw -1417386.174768 + Penalty 4475.012157 = -1412911.162610 nChanged 4 SP:Iteration 41Q (97703.720000 sec): 3 clusters Score: Raw -1417387.479483 + Penalty 4475.012157 = -1412912.467326 nChanged 2 SP:Iteration 42Q (97703.970000 sec): 3 clusters Score: Raw -1417388.422566 + Penalty 4475.012157 = -1412913.410408 nChanged 4 SP:Iteration 43Q (97704.200000 sec): 3 clusters Score: Raw -1417391.554690 + Penalty 4475.012157 = -1412916.542533 nChanged 5 SP:Iteration 44Q (97704.380000 sec): 3 clusters Score: Raw -1417394.575847 + Penalty 4475.012157 = -1412919.563690 nChanged 2 SP:Iteration 45Q (97704.560000 sec): 3 clusters Score: Raw -1417395.596300 + Penalty 4475.012157 = -1412920.584143 nChanged 2 SP:Iteration 46Q (97704.780000 sec): 3 clusters Score: Raw -1417396.559786 + Penalty 4475.012157 = -1412921.547628 nChanged 1 SP:Iteration 47Q (97705.060000 sec): 3 clusters Score: Raw -1417396.976445 + Penalty 4475.012157 = -1412921.964288 nChanged 1 SP:Iteration 48Q (97705.260000 sec): 3 clusters Score: Raw -1417397.524764 + Penalty 4475.012157 = -1412922.512607 nChanged 0 SP:Iteration 49F (97705.450000 sec): 3 clusters Score: Raw -1417397.524764 + Penalty 4475.012157 = -1412922.512607 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 9 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97705.550000 sec): 2 clusters Score: Raw -46149.574104 + Penalty 1410.369888 = -44739.204216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97705.780000 sec): 3 clusters Score: Raw -46345.681091 + Penalty 2820.739777 = -43524.941315 nChanged 49 SP:Iteration 1F (97706.040000 sec): 3 clusters Score: Raw -46598.687356 + Penalty 2820.739777 = -43777.947580 nChanged 22 SP:Iteration 2F (97706.230000 sec): 3 clusters Score: Raw -46752.088028 + Penalty 2820.739777 = -43931.348252 nChanged 12 SP:Iteration 3Q (97706.420000 sec): 3 clusters Score: Raw -46800.228194 + Penalty 2820.739777 = -43979.488417 nChanged 3 SP:Iteration 4Q (97706.640000 sec): 3 clusters Score: Raw -46810.442957 + Penalty 2820.739777 = -43989.703180 nChanged 1 SP:Iteration 5Q (97706.810000 sec): 3 clusters Score: Raw -46816.380360 + Penalty 2820.739777 = -43995.640583 nChanged 3 SP:Iteration 6Q (97707.020000 sec): 3 clusters Score: Raw -46839.574915 + Penalty 2820.739777 = -44018.835138 nChanged 1 SP:Iteration 7Q (97707.240000 sec): 3 clusters Score: Raw -46846.599956 + Penalty 2820.739777 = -44025.860179 nChanged 1 SP:Iteration 8Q (97707.440000 sec): 3 clusters Score: Raw -46850.495376 + Penalty 2820.739777 = -44029.755600 nChanged 1 SP:Iteration 9Q (97707.660000 sec): 3 clusters Score: Raw -46852.905864 + Penalty 2820.739777 = -44032.166087 nChanged 1 SP:Iteration 10Q (97707.890000 sec): 3 clusters Score: Raw -46856.554014 + Penalty 2820.739777 = -44035.814238 nChanged 0 SP:Iteration 11F (97708.070000 sec): 3 clusters Score: Raw -46856.554014 + Penalty 2820.739777 = -44035.814238 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 10 (122431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97708.820000 sec): 2 clusters Score: Raw -22478451.055313 + Penalty 2905.395115 = -22475545.660198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97709.680000 sec): 3 clusters Score: Raw -22399537.126611 + Penalty 5810.790231 = -22393726.336380 nChanged 58184 SP:Iteration 1F (97710.520000 sec): 3 clusters Score: Raw -22432768.615419 + Penalty 5810.790231 = -22426957.825188 nChanged 3869 SP:Iteration 2Q (97711.430000 sec): 3 clusters Score: Raw -22433625.347908 + Penalty 5810.790231 = -22427814.557677 nChanged 3974 SP:Iteration 3Q (97712.350000 sec): 3 clusters Score: Raw -22434539.584367 + Penalty 5810.790231 = -22428728.794136 nChanged 4003 SP:Iteration 4Q (97713.210000 sec): 3 clusters Score: Raw -22435540.281121 + Penalty 5810.790231 = -22429729.490890 nChanged 4249 SP:Iteration 5Q (97714.110000 sec): 3 clusters Score: Raw -22436699.380390 + Penalty 5810.790231 = -22430888.590160 nChanged 4527 SP:Iteration 6Q (97714.990000 sec): 3 clusters Score: Raw -22438025.644005 + Penalty 5810.790231 = -22432214.853774 nChanged 4678 SP:Iteration 7Q (97715.830000 sec): 3 clusters Score: Raw -22439469.109987 + Penalty 5810.790231 = -22433658.319756 nChanged 4807 SP:Iteration 8Q (97716.680000 sec): 3 clusters Score: Raw -22441088.007868 + Penalty 5810.790231 = -22435277.217637 nChanged 5150 SP:Iteration 9Q (97717.510000 sec): 3 clusters Score: Raw -22443073.102129 + Penalty 5810.790231 = -22437262.311898 nChanged 5321 SP:Iteration 10Q (97718.350000 sec): 3 clusters Score: Raw -22445539.198333 + Penalty 5810.790231 = -22439728.408102 nChanged 5511 SP:Iteration 11Q (97719.250000 sec): 3 clusters Score: Raw -22448707.352093 + Penalty 5810.790231 = -22442896.561862 nChanged 5745 SP:Iteration 12Q (97720.160000 sec): 3 clusters Score: Raw -22452715.482918 + Penalty 5810.790231 = -22446904.692687 nChanged 5771 SP:Iteration 13Q (97721.110000 sec): 3 clusters Score: Raw -22457191.299142 + Penalty 5810.790231 = -22451380.508911 nChanged 5097 SP:Iteration 14Q (97721.930000 sec): 3 clusters Score: Raw -22460782.344655 + Penalty 5810.790231 = -22454971.554424 nChanged 4070 SP:Iteration 15Q (97722.800000 sec): 3 clusters Score: Raw -22462989.536230 + Penalty 5810.790231 = -22457178.745999 nChanged 2877 SP:Iteration 16Q (97723.610000 sec): 3 clusters Score: Raw -22464279.435673 + Penalty 5810.790231 = -22458468.645442 nChanged 2407 SP:Iteration 17Q (97724.430000 sec): 3 clusters Score: Raw -22465276.542827 + Penalty 5810.790231 = -22459465.752596 nChanged 2368 SP:Iteration 18Q (97725.220000 sec): 3 clusters Score: Raw -22466249.014162 + Penalty 5810.790231 = -22460438.223931 nChanged 2416 SP:Iteration 19Q (97726.000000 sec): 3 clusters Score: Raw -22467296.720848 + Penalty 5810.790231 = -22461485.930617 nChanged 2380 SP:Iteration 20F (97726.760000 sec): 3 clusters Score: Raw -22468402.930469 + Penalty 5810.790231 = -22462592.140238 nChanged 2369 SP:Iteration 21Q (97727.480000 sec): 3 clusters Score: Raw -22469584.864104 + Penalty 5810.790231 = -22463774.073873 nChanged 2318 SP:Iteration 22Q (97728.210000 sec): 3 clusters Score: Raw -22470829.453767 + Penalty 5810.790231 = -22465018.663536 nChanged 2171 SP:Iteration 23Q (97728.990000 sec): 3 clusters Score: Raw -22472067.213544 + Penalty 5810.790231 = -22466256.423313 nChanged 1982 SP:Iteration 24Q (97729.650000 sec): 3 clusters Score: Raw -22473237.969646 + Penalty 5810.790231 = -22467427.179415 nChanged 1716 SP:Iteration 25Q (97730.340000 sec): 3 clusters Score: Raw -22474280.077095 + Penalty 5810.790231 = -22468469.286864 nChanged 1525 SP:Iteration 26Q (97731.030000 sec): 3 clusters Score: Raw -22475262.909644 + Penalty 5810.790231 = -22469452.119413 nChanged 1324 SP:Iteration 27Q (97731.680000 sec): 3 clusters Score: Raw -22476169.614044 + Penalty 5810.790231 = -22470358.823813 nChanged 1096 SP:Iteration 28Q (97732.340000 sec): 3 clusters Score: Raw -22476949.948344 + Penalty 5810.790231 = -22471139.158113 nChanged 837 SP:Iteration 29Q (97732.990000 sec): 3 clusters Score: Raw -22477568.939821 + Penalty 5810.790231 = -22471758.149590 nChanged 590 SP:Iteration 30Q (97733.630000 sec): 3 clusters Score: Raw -22478021.701483 + Penalty 5810.790231 = -22472210.911252 nChanged 412 SP:Iteration 31Q (97734.320000 sec): 3 clusters Score: Raw -22478310.467452 + Penalty 5810.790231 = -22472499.677221 nChanged 268 SP:Iteration 32Q (97735.000000 sec): 3 clusters Score: Raw -22478480.697053 + Penalty 5810.790231 = -22472669.906822 nChanged 176 SP:Iteration 33Q (97735.680000 sec): 3 clusters Score: Raw -22478584.786735 + Penalty 5810.790231 = -22472773.996504 nChanged 140 SP:Iteration 34Q (97736.330000 sec): 3 clusters Score: Raw -22478664.727886 + Penalty 5810.790231 = -22472853.937655 nChanged 95 SP:Iteration 35Q (97736.980000 sec): 3 clusters Score: Raw -22478716.568548 + Penalty 5810.790231 = -22472905.778318 nChanged 69 SP:Iteration 36Q (97737.660000 sec): 3 clusters Score: Raw -22478760.363646 + Penalty 5810.790231 = -22472949.573415 nChanged 53 SP:Iteration 37Q (97738.340000 sec): 3 clusters Score: Raw -22478791.810224 + Penalty 5810.790231 = -22472981.019993 nChanged 40 SP:Iteration 38Q (97739.110000 sec): 3 clusters Score: Raw -22478813.477234 + Penalty 5810.790231 = -22473002.687003 nChanged 31 SP:Iteration 39Q (97739.850000 sec): 3 clusters Score: Raw -22478829.642823 + Penalty 5810.790231 = -22473018.852592 nChanged 29 SP:Iteration 40F (97740.650000 sec): 3 clusters Score: Raw -22478846.502779 + Penalty 5810.790231 = -22473035.712548 nChanged 31 SP:Iteration 41Q (97741.390000 sec): 3 clusters Score: Raw -22478862.337316 + Penalty 5810.790231 = -22473051.547085 nChanged 19 SP:Iteration 42Q (97742.120000 sec): 3 clusters Score: Raw -22478872.049094 + Penalty 5810.790231 = -22473061.258863 nChanged 13 SP:Iteration 43Q (97742.790000 sec): 3 clusters Score: Raw -22478878.658029 + Penalty 5810.790231 = -22473067.867798 nChanged 12 SP:Iteration 44Q (97743.480000 sec): 3 clusters Score: Raw -22478883.420064 + Penalty 5810.790231 = -22473072.629833 nChanged 7 SP:Iteration 45Q (97744.180000 sec): 3 clusters Score: Raw -22478887.714975 + Penalty 5810.790231 = -22473076.924744 nChanged 10 SP:Iteration 46Q (97744.930000 sec): 3 clusters Score: Raw -22478893.998430 + Penalty 5810.790231 = -22473083.208199 nChanged 6 SP:Iteration 47Q (97745.610000 sec): 3 clusters Score: Raw -22478898.483528 + Penalty 5810.790231 = -22473087.693297 nChanged 8 SP:Iteration 48Q (97746.260000 sec): 3 clusters Score: Raw -22478903.378192 + Penalty 5810.790231 = -22473092.587961 nChanged 9 SP:Iteration 49Q (97746.960000 sec): 3 clusters Score: Raw -22478908.747544 + Penalty 5810.790231 = -22473097.957313 nChanged 11 SP:Iteration 50Q (97747.660000 sec): 3 clusters Score: Raw -22478914.514874 + Penalty 5810.790231 = -22473103.724643 nChanged 7 SP:Iteration 51Q (97748.320000 sec): 3 clusters Score: Raw -22478919.029561 + Penalty 5810.790231 = -22473108.239330 nChanged 6 SP:Iteration 52Q (97748.960000 sec): 3 clusters Score: Raw -22478921.708401 + Penalty 5810.790231 = -22473110.918170 nChanged 6 SP:Iteration 53Q (97749.590000 sec): 3 clusters Score: Raw -22478925.935464 + Penalty 5810.790231 = -22473115.145233 nChanged 4 SP:Iteration 54Q (97750.320000 sec): 3 clusters Score: Raw -22478927.997699 + Penalty 5810.790231 = -22473117.207468 nChanged 4 SP:Iteration 55Q (97751.050000 sec): 3 clusters Score: Raw -22478929.924055 + Penalty 5810.790231 = -22473119.133824 nChanged 2 SP:Iteration 56Q (97751.740000 sec): 3 clusters Score: Raw -22478930.540040 + Penalty 5810.790231 = -22473119.749809 nChanged 1 SP:Iteration 57Q (97752.440000 sec): 3 clusters Score: Raw -22478930.785914 + Penalty 5810.790231 = -22473119.995683 nChanged 0 SP:Iteration 58F (97753.310000 sec): 3 clusters Score: Raw -22478930.785914 + Penalty 5810.790231 = -22473119.995683 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 11 (70298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97753.760000 sec): 2 clusters Score: Raw -12597636.223755 + Penalty 2767.803660 = -12594868.420095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97754.370000 sec): 3 clusters Score: Raw -12553414.711224 + Penalty 5535.607319 = -12547879.103904 nChanged 32814 SP:Iteration 1F (97754.950000 sec): 3 clusters Score: Raw -12571715.278526 + Penalty 5535.607319 = -12566179.671207 nChanged 2758 SP:Iteration 2Q (97755.510000 sec): 3 clusters Score: Raw -12572562.082622 + Penalty 5535.607319 = -12567026.475303 nChanged 2890 SP:Iteration 3Q (97756.100000 sec): 3 clusters Score: Raw -12573633.090181 + Penalty 5535.607319 = -12568097.482861 nChanged 3298 SP:Iteration 4Q (97756.690000 sec): 3 clusters Score: Raw -12575095.701530 + Penalty 5535.607319 = -12569560.094210 nChanged 3839 SP:Iteration 5F (97757.270000 sec): 3 clusters Score: Raw -12577226.199195 + Penalty 5535.607319 = -12571690.591876 nChanged 4387 SP:Iteration 6F (97757.880000 sec): 3 clusters Score: Raw -12580118.136747 + Penalty 5535.607319 = -12574582.529428 nChanged 4628 SP:Iteration 7F (97758.460000 sec): 3 clusters Score: Raw -12583594.188443 + Penalty 5535.607319 = -12578058.581124 nChanged 4449 SP:Iteration 8F (97759.060000 sec): 3 clusters Score: Raw -12587123.830248 + Penalty 5535.607319 = -12581588.222928 nChanged 3752 SP:Iteration 9F (97759.640000 sec): 3 clusters Score: Raw -12590245.746349 + Penalty 5535.607319 = -12584710.139030 nChanged 2902 SP:Iteration 10Q (97760.190000 sec): 3 clusters Score: Raw -12592596.260414 + Penalty 5535.607319 = -12587060.653094 nChanged 2062 SP:Iteration 11Q (97760.760000 sec): 3 clusters Score: Raw -12594229.712727 + Penalty 5535.607319 = -12588694.105407 nChanged 1564 SP:Iteration 12Q (97761.300000 sec): 3 clusters Score: Raw -12595418.522443 + Penalty 5535.607319 = -12589882.915123 nChanged 1139 SP:Iteration 13Q (97761.850000 sec): 3 clusters Score: Raw -12596247.036714 + Penalty 5535.607319 = -12590711.429394 nChanged 826 SP:Iteration 14Q (97762.380000 sec): 3 clusters Score: Raw -12596841.849614 + Penalty 5535.607319 = -12591306.242295 nChanged 577 SP:Iteration 15Q (97762.840000 sec): 3 clusters Score: Raw -12597249.377799 + Penalty 5535.607319 = -12591713.770479 nChanged 388 SP:Iteration 16Q (97763.340000 sec): 3 clusters Score: Raw -12597518.812169 + Penalty 5535.607319 = -12591983.204850 nChanged 257 SP:Iteration 17Q (97763.800000 sec): 3 clusters Score: Raw -12597694.462577 + Penalty 5535.607319 = -12592158.855257 nChanged 182 SP:Iteration 18Q (97764.300000 sec): 3 clusters Score: Raw -12597821.969775 + Penalty 5535.607319 = -12592286.362455 nChanged 110 SP:Iteration 19Q (97764.760000 sec): 3 clusters Score: Raw -12597903.123707 + Penalty 5535.607319 = -12592367.516388 nChanged 77 SP:Iteration 20F (97765.300000 sec): 3 clusters Score: Raw -12597964.611862 + Penalty 5535.607319 = -12592429.004542 nChanged 50 SP:Iteration 21Q (97765.810000 sec): 3 clusters Score: Raw -12597998.575747 + Penalty 5535.607319 = -12592462.968428 nChanged 30 SP:Iteration 22Q (97766.320000 sec): 3 clusters Score: Raw -12598019.440451 + Penalty 5535.607319 = -12592483.833132 nChanged 33 SP:Iteration 23Q (97766.830000 sec): 3 clusters Score: Raw -12598044.507735 + Penalty 5535.607319 = -12592508.900416 nChanged 18 SP:Iteration 24Q (97767.340000 sec): 3 clusters Score: Raw -12598056.209778 + Penalty 5535.607319 = -12592520.602459 nChanged 14 SP:Iteration 25Q (97767.800000 sec): 3 clusters Score: Raw -12598064.232545 + Penalty 5535.607319 = -12592528.625226 nChanged 12 SP:Iteration 26Q (97768.290000 sec): 3 clusters Score: Raw -12598072.825864 + Penalty 5535.607319 = -12592537.218545 nChanged 11 SP:Iteration 27Q (97768.830000 sec): 3 clusters Score: Raw -12598082.192055 + Penalty 5535.607319 = -12592546.584736 nChanged 9 SP:Iteration 28Q (97769.350000 sec): 3 clusters Score: Raw -12598087.021730 + Penalty 5535.607319 = -12592551.414411 nChanged 5 SP:Iteration 29Q (97769.910000 sec): 3 clusters Score: Raw -12598089.915014 + Penalty 5535.607319 = -12592554.307695 nChanged 5 SP:Iteration 30Q (97770.420000 sec): 3 clusters Score: Raw -12598093.175016 + Penalty 5535.607319 = -12592557.567696 nChanged 6 SP:Iteration 31Q (97770.990000 sec): 3 clusters Score: Raw -12598096.678528 + Penalty 5535.607319 = -12592561.071209 nChanged 5 SP:Iteration 32Q (97771.490000 sec): 3 clusters Score: Raw -12598100.042843 + Penalty 5535.607319 = -12592564.435524 nChanged 4 SP:Iteration 33Q (97771.960000 sec): 3 clusters Score: Raw -12598102.739117 + Penalty 5535.607319 = -12592567.131798 nChanged 4 SP:Iteration 34Q (97772.440000 sec): 3 clusters Score: Raw -12598106.846631 + Penalty 5535.607319 = -12592571.239312 nChanged 3 SP:Iteration 35Q (97772.940000 sec): 3 clusters Score: Raw -12598108.572987 + Penalty 5535.607319 = -12592572.965668 nChanged 2 SP:Iteration 36Q (97773.500000 sec): 3 clusters Score: Raw -12598110.159356 + Penalty 5535.607319 = -12592574.552037 nChanged 3 SP:Iteration 37Q (97774.040000 sec): 3 clusters Score: Raw -12598111.353755 + Penalty 5535.607319 = -12592575.746435 nChanged 1 SP:Iteration 38Q (97774.570000 sec): 3 clusters Score: Raw -12598111.522051 + Penalty 5535.607319 = -12592575.914731 nChanged 0 SP:Iteration 39F (97775.200000 sec): 3 clusters Score: Raw -12598111.522051 + Penalty 5535.607319 = -12592575.914731 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 12 (6069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97775.340000 sec): 2 clusters Score: Raw -1087981.461463 + Penalty 2160.315383 = -1085821.146080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97775.590000 sec): 3 clusters Score: Raw -1084992.712760 + Penalty 4320.630766 = -1080672.081994 nChanged 2423 SP:Iteration 1F (97775.800000 sec): 3 clusters Score: Raw -1086397.895367 + Penalty 4320.630766 = -1082077.264600 nChanged 466 SP:Iteration 2F (97776.080000 sec): 3 clusters Score: Raw -1086681.350316 + Penalty 4320.630766 = -1082360.719549 nChanged 299 SP:Iteration 3Q (97776.260000 sec): 3 clusters Score: Raw -1086845.930296 + Penalty 4320.630766 = -1082525.299530 nChanged 239 SP:Iteration 4Q (97776.470000 sec): 3 clusters Score: Raw -1086983.585808 + Penalty 4320.630766 = -1082662.955042 nChanged 213 SP:Iteration 5Q (97776.680000 sec): 3 clusters Score: Raw -1087107.340035 + Penalty 4320.630766 = -1082786.709269 nChanged 195 SP:Iteration 6Q (97776.960000 sec): 3 clusters Score: Raw -1087208.787223 + Penalty 4320.630766 = -1082888.156457 nChanged 176 SP:Iteration 7Q (97777.180000 sec): 3 clusters Score: Raw -1087297.403956 + Penalty 4320.630766 = -1082976.773189 nChanged 169 SP:Iteration 8Q (97777.420000 sec): 3 clusters Score: Raw -1087378.905522 + Penalty 4320.630766 = -1083058.274755 nChanged 149 SP:Iteration 9Q (97777.640000 sec): 3 clusters Score: Raw -1087459.751994 + Penalty 4320.630766 = -1083139.121228 nChanged 141 SP:Iteration 10Q (97777.880000 sec): 3 clusters Score: Raw -1087538.933227 + Penalty 4320.630766 = -1083218.302460 nChanged 148 SP:Iteration 11Q (97778.110000 sec): 3 clusters Score: Raw -1087628.536108 + Penalty 4320.630766 = -1083307.905341 nChanged 139 SP:Iteration 12Q (97778.320000 sec): 3 clusters Score: Raw -1087702.841287 + Penalty 4320.630766 = -1083382.210521 nChanged 120 SP:Iteration 13Q (97778.560000 sec): 3 clusters Score: Raw -1087767.776764 + Penalty 4320.630766 = -1083447.145998 nChanged 114 SP:Iteration 14Q (97778.760000 sec): 3 clusters Score: Raw -1087840.288819 + Penalty 4320.630766 = -1083519.658053 nChanged 122 SP:Iteration 15Q (97778.960000 sec): 3 clusters Score: Raw -1087906.767990 + Penalty 4320.630766 = -1083586.137223 nChanged 97 SP:Iteration 16Q (97779.170000 sec): 3 clusters Score: Raw -1087954.643635 + Penalty 4320.630766 = -1083634.012869 nChanged 88 SP:Iteration 17Q (97779.370000 sec): 3 clusters Score: Raw -1088000.133346 + Penalty 4320.630766 = -1083679.502580 nChanged 86 SP:Iteration 18Q (97779.620000 sec): 3 clusters Score: Raw -1088049.559477 + Penalty 4320.630766 = -1083728.928711 nChanged 80 SP:Iteration 19Q (97779.840000 sec): 3 clusters Score: Raw -1088097.478428 + Penalty 4320.630766 = -1083776.847662 nChanged 74 SP:Iteration 20F (97780.050000 sec): 3 clusters Score: Raw -1088137.042089 + Penalty 4320.630766 = -1083816.411322 nChanged 64 SP:Iteration 21Q (97780.290000 sec): 3 clusters Score: Raw -1088175.547988 + Penalty 4320.630766 = -1083854.917222 nChanged 58 SP:Iteration 22Q (97780.570000 sec): 3 clusters Score: Raw -1088208.674850 + Penalty 4320.630766 = -1083888.044084 nChanged 42 SP:Iteration 23Q (97780.790000 sec): 3 clusters Score: Raw -1088230.967725 + Penalty 4320.630766 = -1083910.336958 nChanged 35 SP:Iteration 24Q (97781.040000 sec): 3 clusters Score: Raw -1088248.457793 + Penalty 4320.630766 = -1083927.827026 nChanged 23 SP:Iteration 25Q (97781.240000 sec): 3 clusters Score: Raw -1088256.255331 + Penalty 4320.630766 = -1083935.624565 nChanged 12 SP:Iteration 26Q (97781.480000 sec): 3 clusters Score: Raw -1088262.307633 + Penalty 4320.630766 = -1083941.676867 nChanged 14 SP:Iteration 27Q (97781.690000 sec): 3 clusters Score: Raw -1088268.043820 + Penalty 4320.630766 = -1083947.413053 nChanged 13 SP:Iteration 28Q (97781.840000 sec): 3 clusters Score: Raw -1088274.356741 + Penalty 4320.630766 = -1083953.725975 nChanged 7 SP:Iteration 29Q (97782.090000 sec): 3 clusters Score: Raw -1088276.953451 + Penalty 4320.630766 = -1083956.322684 nChanged 7 SP:Iteration 30Q (97782.290000 sec): 3 clusters Score: Raw -1088279.154006 + Penalty 4320.630766 = -1083958.523240 nChanged 1 SP:Iteration 31Q (97782.520000 sec): 3 clusters Score: Raw -1088279.663962 + Penalty 4320.630766 = -1083959.033196 nChanged 3 SP:Iteration 32Q (97782.730000 sec): 3 clusters Score: Raw -1088280.509767 + Penalty 4320.630766 = -1083959.879000 nChanged 3 SP:Iteration 33Q (97782.880000 sec): 3 clusters Score: Raw -1088281.806190 + Penalty 4320.630766 = -1083961.175423 nChanged 5 SP:Iteration 34Q (97783.130000 sec): 3 clusters Score: Raw -1088283.804514 + Penalty 4320.630766 = -1083963.173747 nChanged 5 SP:Iteration 35Q (97783.330000 sec): 3 clusters Score: Raw -1088285.774932 + Penalty 4320.630766 = -1083965.144165 nChanged 2 SP:Iteration 36Q (97783.530000 sec): 3 clusters Score: Raw -1088287.495975 + Penalty 4320.630766 = -1083966.865209 nChanged 4 SP:Iteration 37Q (97783.770000 sec): 3 clusters Score: Raw -1088289.481421 + Penalty 4320.630766 = -1083968.850655 nChanged 1 SP:Iteration 38Q (97784.000000 sec): 3 clusters Score: Raw -1088289.743256 + Penalty 4320.630766 = -1083969.112490 nChanged 1 SP:Iteration 39Q (97784.220000 sec): 3 clusters Score: Raw -1088289.989089 + Penalty 4320.630766 = -1083969.358322 nChanged 0 SP:Iteration 40F (97784.380000 sec): 3 clusters Score: Raw -1088289.989089 + Penalty 4320.630766 = -1083969.358322 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 13 (159557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97785.230000 sec): 2 clusters Score: Raw -29174846.247492 + Penalty 2971.078813 = -29171875.168679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97786.270000 sec): 3 clusters Score: Raw -29070757.228971 + Penalty 5942.157626 = -29064815.071345 nChanged 76362 SP:Iteration 1F (97787.270000 sec): 3 clusters Score: Raw -29115467.479233 + Penalty 5942.157626 = -29109525.321607 nChanged 5191 SP:Iteration 2Q (97788.390000 sec): 3 clusters Score: Raw -29116785.984306 + Penalty 5942.157626 = -29110843.826680 nChanged 5725 SP:Iteration 3Q (97789.470000 sec): 3 clusters Score: Raw -29118684.703028 + Penalty 5942.157626 = -29112742.545402 nChanged 7330 SP:Iteration 4Q (97790.540000 sec): 3 clusters Score: Raw -29121963.144688 + Penalty 5942.157626 = -29116020.987062 nChanged 10038 SP:Iteration 5F (97791.530000 sec): 3 clusters Score: Raw -29128072.212676 + Penalty 5942.157626 = -29122130.055050 nChanged 13333 SP:Iteration 6F (97792.540000 sec): 3 clusters Score: Raw -29138695.499475 + Penalty 5942.157626 = -29132753.341849 nChanged 15061 SP:Iteration 7F (97793.600000 sec): 3 clusters Score: Raw -29153163.600497 + Penalty 5942.157626 = -29147221.442871 nChanged 12650 SP:Iteration 8F (97794.630000 sec): 3 clusters Score: Raw -29166132.042501 + Penalty 5942.157626 = -29160189.884875 nChanged 6513 SP:Iteration 9Q (97795.610000 sec): 3 clusters Score: Raw -29172624.189061 + Penalty 5942.157626 = -29166682.031435 nChanged 1957 SP:Iteration 10Q (97796.590000 sec): 3 clusters Score: Raw -29174481.106971 + Penalty 5942.157626 = -29168538.949345 nChanged 379 SP:Iteration 11Q (97797.370000 sec): 3 clusters Score: Raw -29174920.665309 + Penalty 5942.157626 = -29168978.507683 nChanged 70 SP:Iteration 12Q (97798.180000 sec): 3 clusters Score: Raw -29175049.869888 + Penalty 5942.157626 = -29169107.712262 nChanged 24 SP:Iteration 13Q (97798.970000 sec): 3 clusters Score: Raw -29175110.746223 + Penalty 5942.157626 = -29169168.588597 nChanged 10 SP:Iteration 14Q (97799.780000 sec): 3 clusters Score: Raw -29175137.661629 + Penalty 5942.157626 = -29169195.504003 nChanged 8 SP:Iteration 15Q (97800.670000 sec): 3 clusters Score: Raw -29175152.280873 + Penalty 5942.157626 = -29169210.123247 nChanged 4 SP:Iteration 16Q (97801.510000 sec): 3 clusters Score: Raw -29175164.061217 + Penalty 5942.157626 = -29169221.903591 nChanged 5 SP:Iteration 17Q (97802.370000 sec): 3 clusters Score: Raw -29175176.097143 + Penalty 5942.157626 = -29169233.939517 nChanged 2 SP:Iteration 18Q (97803.240000 sec): 3 clusters Score: Raw -29175180.862839 + Penalty 5942.157626 = -29169238.705213 nChanged 1 SP:Iteration 19Q (97804.080000 sec): 3 clusters Score: Raw -29175182.762463 + Penalty 5942.157626 = -29169240.604837 nChanged 0 SP:Iteration 20F (97805.050000 sec): 3 clusters Score: Raw -29175182.762463 + Penalty 5942.157626 = -29169240.604837 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 14 (1151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97805.220000 sec): 2 clusters Score: Raw -212876.985226 + Penalty 1747.999829 = -211128.985397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97805.420000 sec): 3 clusters Score: Raw -212591.876603 + Penalty 3495.999659 = -209095.876945 nChanged 310 SP:Iteration 1F (97805.590000 sec): 3 clusters Score: Raw -212932.465038 + Penalty 3495.999659 = -209436.465379 nChanged 60 SP:Iteration 2F (97805.780000 sec): 3 clusters Score: Raw -213027.334718 + Penalty 3495.999659 = -209531.335059 nChanged 43 SP:Iteration 3Q (97805.940000 sec): 3 clusters Score: Raw -213086.090263 + Penalty 3495.999659 = -209590.090604 nChanged 25 SP:Iteration 4Q (97806.150000 sec): 3 clusters Score: Raw -213117.124703 + Penalty 3495.999659 = -209621.125045 nChanged 17 SP:Iteration 5Q (97806.320000 sec): 3 clusters Score: Raw -213140.211079 + Penalty 3495.999659 = -209644.211420 nChanged 14 SP:Iteration 6Q (97806.510000 sec): 3 clusters Score: Raw -213156.139687 + Penalty 3495.999659 = -209660.140028 nChanged 12 SP:Iteration 7Q (97806.740000 sec): 3 clusters Score: Raw -213169.246859 + Penalty 3495.999659 = -209673.247200 nChanged 14 SP:Iteration 8Q (97806.920000 sec): 3 clusters Score: Raw -213186.891786 + Penalty 3495.999659 = -209690.892127 nChanged 14 SP:Iteration 9Q (97807.100000 sec): 3 clusters Score: Raw -213208.141202 + Penalty 3495.999659 = -209712.141543 nChanged 16 SP:Iteration 10Q (97807.330000 sec): 3 clusters Score: Raw -213226.890196 + Penalty 3495.999659 = -209730.890537 nChanged 11 SP:Iteration 11Q (97807.550000 sec): 3 clusters Score: Raw -213240.947752 + Penalty 3495.999659 = -209744.948093 nChanged 12 SP:Iteration 12Q (97807.730000 sec): 3 clusters Score: Raw -213254.139024 + Penalty 3495.999659 = -209758.139365 nChanged 6 SP:Iteration 13Q (97807.940000 sec): 3 clusters Score: Raw -213262.883596 + Penalty 3495.999659 = -209766.883938 nChanged 6 SP:Iteration 14Q (97808.100000 sec): 3 clusters Score: Raw -213270.886305 + Penalty 3495.999659 = -209774.886647 nChanged 5 SP:Iteration 15Q (97808.320000 sec): 3 clusters Score: Raw -213274.811523 + Penalty 3495.999659 = -209778.811864 nChanged 4 SP:Iteration 16Q (97808.540000 sec): 3 clusters Score: Raw -213281.293631 + Penalty 3495.999659 = -209785.293973 nChanged 3 SP:Iteration 17Q (97808.700000 sec): 3 clusters Score: Raw -213285.273026 + Penalty 3495.999659 = -209789.273367 nChanged 3 SP:Iteration 18Q (97808.950000 sec): 3 clusters Score: Raw -213289.048020 + Penalty 3495.999659 = -209793.048361 nChanged 1 SP:Iteration 19Q (97809.100000 sec): 3 clusters Score: Raw -213291.349391 + Penalty 3495.999659 = -209795.349733 nChanged 0 SP:Iteration 20F (97809.320000 sec): 3 clusters Score: Raw -213291.349391 + Penalty 3495.999659 = -209795.349733 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 15 (680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97809.380000 sec): 2 clusters Score: Raw -111747.004856 + Penalty 1617.479014 = -110129.525842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97809.590000 sec): 3 clusters Score: Raw -111754.273685 + Penalty 3234.958028 = -108519.315657 nChanged 167 SP:Iteration 1F (97809.790000 sec): 3 clusters Score: Raw -111975.074740 + Penalty 3234.958028 = -108740.116712 nChanged 31 SP:Iteration 2Q (97809.920000 sec): 3 clusters Score: Raw -112029.675746 + Penalty 3234.958028 = -108794.717718 nChanged 12 SP:Iteration 3Q (97810.100000 sec): 3 clusters Score: Raw -112044.887439 + Penalty 3234.958028 = -108809.929411 nChanged 6 SP:Iteration 4Q (97810.320000 sec): 3 clusters Score: Raw -112052.484999 + Penalty 3234.958028 = -108817.526971 nChanged 7 SP:Iteration 5Q (97810.520000 sec): 3 clusters Score: Raw -112071.433106 + Penalty 3234.958028 = -108836.475078 nChanged 8 SP:Iteration 6Q (97810.710000 sec): 3 clusters Score: Raw -112084.019727 + Penalty 3234.958028 = -108849.061699 nChanged 7 SP:Iteration 7Q (97810.900000 sec): 3 clusters Score: Raw -112093.277236 + Penalty 3234.958028 = -108858.319208 nChanged 5 SP:Iteration 8Q (97811.060000 sec): 3 clusters Score: Raw -112104.244725 + Penalty 3234.958028 = -108869.286697 nChanged 6 SP:Iteration 9Q (97811.220000 sec): 3 clusters Score: Raw -112114.275219 + Penalty 3234.958028 = -108879.317191 nChanged 7 SP:Iteration 10Q (97811.430000 sec): 3 clusters Score: Raw -112129.446114 + Penalty 3234.958028 = -108894.488086 nChanged 9 SP:Iteration 11Q (97811.590000 sec): 3 clusters Score: Raw -112142.328522 + Penalty 3234.958028 = -108907.370494 nChanged 6 SP:Iteration 12Q (97811.760000 sec): 3 clusters Score: Raw -112153.758601 + Penalty 3234.958028 = -108918.800573 nChanged 4 SP:Iteration 13Q (97811.940000 sec): 3 clusters Score: Raw -112159.942499 + Penalty 3234.958028 = -108924.984471 nChanged 5 SP:Iteration 14Q (97812.130000 sec): 3 clusters Score: Raw -112165.712518 + Penalty 3234.958028 = -108930.754490 nChanged 2 SP:Iteration 15Q (97812.280000 sec): 3 clusters Score: Raw -112170.864522 + Penalty 3234.958028 = -108935.906494 nChanged 4 SP:Iteration 16Q (97812.470000 sec): 3 clusters Score: Raw -112176.590677 + Penalty 3234.958028 = -108941.632649 nChanged 4 SP:Iteration 17Q (97812.610000 sec): 3 clusters Score: Raw -112182.792423 + Penalty 3234.958028 = -108947.834395 nChanged 1 SP:Iteration 18Q (97812.820000 sec): 3 clusters Score: Raw -112183.854564 + Penalty 3234.958028 = -108948.896536 nChanged 0 SP:Iteration 19F (97813.000000 sec): 3 clusters Score: Raw -112183.854564 + Penalty 3234.958028 = -108948.896536 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 16 (12805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97813.190000 sec): 2 clusters Score: Raw -2280884.187832 + Penalty 2345.482568 = -2278538.705264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97813.440000 sec): 3 clusters Score: Raw -2273760.528393 + Penalty 4690.965135 = -2269069.563258 nChanged 5401 SP:Iteration 1F (97813.670000 sec): 3 clusters Score: Raw -2276630.812660 + Penalty 4690.965135 = -2271939.847525 nChanged 797 SP:Iteration 2F (97813.930000 sec): 3 clusters Score: Raw -2276956.963509 + Penalty 4690.965135 = -2272265.998374 nChanged 592 SP:Iteration 3Q (97814.190000 sec): 3 clusters Score: Raw -2277196.025196 + Penalty 4690.965135 = -2272505.060060 nChanged 513 SP:Iteration 4Q (97814.450000 sec): 3 clusters Score: Raw -2277400.826384 + Penalty 4690.965135 = -2272709.861249 nChanged 455 SP:Iteration 5Q (97814.660000 sec): 3 clusters Score: Raw -2277572.985569 + Penalty 4690.965135 = -2272882.020434 nChanged 416 SP:Iteration 6Q (97814.900000 sec): 3 clusters Score: Raw -2277744.053375 + Penalty 4690.965135 = -2273053.088240 nChanged 441 SP:Iteration 7Q (97815.120000 sec): 3 clusters Score: Raw -2277927.534769 + Penalty 4690.965135 = -2273236.569633 nChanged 451 SP:Iteration 8Q (97815.420000 sec): 3 clusters Score: Raw -2278121.803922 + Penalty 4690.965135 = -2273430.838786 nChanged 446 SP:Iteration 9Q (97815.670000 sec): 3 clusters Score: Raw -2278310.275656 + Penalty 4690.965135 = -2273619.310521 nChanged 446 SP:Iteration 10Q (97815.930000 sec): 3 clusters Score: Raw -2278507.676626 + Penalty 4690.965135 = -2273816.711490 nChanged 435 SP:Iteration 11Q (97816.160000 sec): 3 clusters Score: Raw -2278712.776881 + Penalty 4690.965135 = -2274021.811746 nChanged 459 SP:Iteration 12Q (97816.410000 sec): 3 clusters Score: Raw -2278935.357246 + Penalty 4690.965135 = -2274244.392111 nChanged 400 SP:Iteration 13Q (97816.630000 sec): 3 clusters Score: Raw -2279129.076155 + Penalty 4690.965135 = -2274438.111020 nChanged 390 SP:Iteration 14Q (97816.860000 sec): 3 clusters Score: Raw -2279326.383918 + Penalty 4690.965135 = -2274635.418783 nChanged 388 SP:Iteration 15Q (97817.120000 sec): 3 clusters Score: Raw -2279512.729685 + Penalty 4690.965135 = -2274821.764550 nChanged 327 SP:Iteration 16Q (97817.380000 sec): 3 clusters Score: Raw -2279652.864871 + Penalty 4690.965135 = -2274961.899736 nChanged 273 SP:Iteration 17Q (97817.640000 sec): 3 clusters Score: Raw -2279765.543946 + Penalty 4690.965135 = -2275074.578811 nChanged 253 SP:Iteration 18Q (97817.890000 sec): 3 clusters Score: Raw -2279861.849767 + Penalty 4690.965135 = -2275170.884632 nChanged 209 SP:Iteration 19Q (97818.130000 sec): 3 clusters Score: Raw -2279936.954124 + Penalty 4690.965135 = -2275245.988989 nChanged 171 SP:Iteration 20F (97818.380000 sec): 3 clusters Score: Raw -2279995.043416 + Penalty 4690.965135 = -2275304.078281 nChanged 139 SP:Iteration 21Q (97818.640000 sec): 3 clusters Score: Raw -2280038.179157 + Penalty 4690.965135 = -2275347.214022 nChanged 118 SP:Iteration 22Q (97818.890000 sec): 3 clusters Score: Raw -2280073.472513 + Penalty 4690.965135 = -2275382.507378 nChanged 128 SP:Iteration 23Q (97819.140000 sec): 3 clusters Score: Raw -2280108.550960 + Penalty 4690.965135 = -2275417.585825 nChanged 88 SP:Iteration 24Q (97819.420000 sec): 3 clusters Score: Raw -2280130.436160 + Penalty 4690.965135 = -2275439.471024 nChanged 86 SP:Iteration 25Q (97819.670000 sec): 3 clusters Score: Raw -2280153.677996 + Penalty 4690.965135 = -2275462.712860 nChanged 75 SP:Iteration 26Q (97819.970000 sec): 3 clusters Score: Raw -2280170.663679 + Penalty 4690.965135 = -2275479.698544 nChanged 67 SP:Iteration 27Q (97820.240000 sec): 3 clusters Score: Raw -2280182.643502 + Penalty 4690.965135 = -2275491.678367 nChanged 59 SP:Iteration 28Q (97820.490000 sec): 3 clusters Score: Raw -2280193.157414 + Penalty 4690.965135 = -2275502.192279 nChanged 53 SP:Iteration 29Q (97820.740000 sec): 3 clusters Score: Raw -2280202.926470 + Penalty 4690.965135 = -2275511.961334 nChanged 40 SP:Iteration 30Q (97821.040000 sec): 3 clusters Score: Raw -2280210.040509 + Penalty 4690.965135 = -2275519.075374 nChanged 36 SP:Iteration 31Q (97821.300000 sec): 3 clusters Score: Raw -2280215.796385 + Penalty 4690.965135 = -2275524.831250 nChanged 30 SP:Iteration 32Q (97821.540000 sec): 3 clusters Score: Raw -2280220.200982 + Penalty 4690.965135 = -2275529.235846 nChanged 32 SP:Iteration 33Q (97821.820000 sec): 3 clusters Score: Raw -2280225.662278 + Penalty 4690.965135 = -2275534.697142 nChanged 28 SP:Iteration 34Q (97822.020000 sec): 3 clusters Score: Raw -2280230.383487 + Penalty 4690.965135 = -2275539.418352 nChanged 22 SP:Iteration 35Q (97822.240000 sec): 3 clusters Score: Raw -2280234.102549 + Penalty 4690.965135 = -2275543.137414 nChanged 25 SP:Iteration 36Q (97822.490000 sec): 3 clusters Score: Raw -2280238.714311 + Penalty 4690.965135 = -2275547.749176 nChanged 34 SP:Iteration 37Q (97822.710000 sec): 3 clusters Score: Raw -2280245.259078 + Penalty 4690.965135 = -2275554.293943 nChanged 28 SP:Iteration 38Q (97822.920000 sec): 3 clusters Score: Raw -2280250.138149 + Penalty 4690.965135 = -2275559.173013 nChanged 35 SP:Iteration 39Q (97823.160000 sec): 3 clusters Score: Raw -2280257.850754 + Penalty 4690.965135 = -2275566.885619 nChanged 41 SP:Iteration 40F (97823.450000 sec): 3 clusters Score: Raw -2280264.499339 + Penalty 4690.965135 = -2275573.534204 nChanged 27 SP:Iteration 41Q (97823.710000 sec): 3 clusters Score: Raw -2280268.346301 + Penalty 4690.965135 = -2275577.381165 nChanged 28 SP:Iteration 42Q (97823.970000 sec): 3 clusters Score: Raw -2280273.226173 + Penalty 4690.965135 = -2275582.261038 nChanged 39 SP:Iteration 43Q (97824.240000 sec): 3 clusters Score: Raw -2280282.459144 + Penalty 4690.965135 = -2275591.494008 nChanged 45 SP:Iteration 44Q (97824.510000 sec): 3 clusters Score: Raw -2280293.622144 + Penalty 4690.965135 = -2275602.657009 nChanged 52 SP:Iteration 45Q (97824.790000 sec): 3 clusters Score: Raw -2280305.820843 + Penalty 4690.965135 = -2275614.855708 nChanged 41 SP:Iteration 46Q (97825.030000 sec): 3 clusters Score: Raw -2280314.815007 + Penalty 4690.965135 = -2275623.849872 nChanged 42 SP:Iteration 47Q (97825.280000 sec): 3 clusters Score: Raw -2280324.071752 + Penalty 4690.965135 = -2275633.106617 nChanged 39 SP:Iteration 48Q (97825.550000 sec): 3 clusters Score: Raw -2280331.830255 + Penalty 4690.965135 = -2275640.865120 nChanged 35 SP:Iteration 49Q (97825.800000 sec): 3 clusters Score: Raw -2280337.851434 + Penalty 4690.965135 = -2275646.886299 nChanged 40 SP:Iteration 50Q (97826.090000 sec): 3 clusters Score: Raw -2280346.455353 + Penalty 4690.965135 = -2275655.490218 nChanged 43 SP:Iteration 51Q (97826.260000 sec): 3 clusters Score: Raw -2280356.172835 + Penalty 4690.965135 = -2275665.207699 nChanged 51 SP:Iteration 52Q (97826.520000 sec): 3 clusters Score: Raw -2280368.181424 + Penalty 4690.965135 = -2275677.216289 nChanged 51 SP:Iteration 53Q (97826.730000 sec): 3 clusters Score: Raw -2280384.719489 + Penalty 4690.965135 = -2275693.754353 nChanged 72 SP:Iteration 54Q (97827.050000 sec): 3 clusters Score: Raw -2280407.124657 + Penalty 4690.965135 = -2275716.159522 nChanged 69 SP:Iteration 55Q (97827.280000 sec): 3 clusters Score: Raw -2280425.878833 + Penalty 4690.965135 = -2275734.913697 nChanged 56 SP:Iteration 56Q (97827.570000 sec): 3 clusters Score: Raw -2280440.705782 + Penalty 4690.965135 = -2275749.740646 nChanged 63 SP:Iteration 57Q (97827.790000 sec): 3 clusters Score: Raw -2280453.245008 + Penalty 4690.965135 = -2275762.279873 nChanged 60 SP:Iteration 58Q (97828.060000 sec): 3 clusters Score: Raw -2280468.175881 + Penalty 4690.965135 = -2275777.210746 nChanged 49 SP:Iteration 59Q (97828.330000 sec): 3 clusters Score: Raw -2280480.033300 + Penalty 4690.965135 = -2275789.068164 nChanged 41 SP:Iteration 60F (97828.590000 sec): 3 clusters Score: Raw -2280490.127886 + Penalty 4690.965135 = -2275799.162751 nChanged 45 SP:Iteration 61Q (97828.880000 sec): 3 clusters Score: Raw -2280503.631227 + Penalty 4690.965135 = -2275812.666091 nChanged 58 SP:Iteration 62Q (97829.170000 sec): 3 clusters Score: Raw -2280516.953985 + Penalty 4690.965135 = -2275825.988850 nChanged 52 SP:Iteration 63Q (97829.420000 sec): 3 clusters Score: Raw -2280529.978647 + Penalty 4690.965135 = -2275839.013511 nChanged 46 SP:Iteration 64Q (97829.710000 sec): 3 clusters Score: Raw -2280539.680806 + Penalty 4690.965135 = -2275848.715671 nChanged 47 SP:Iteration 65Q (97829.990000 sec): 3 clusters Score: Raw -2280552.055773 + Penalty 4690.965135 = -2275861.090638 nChanged 47 SP:Iteration 66Q (97830.250000 sec): 3 clusters Score: Raw -2280562.060951 + Penalty 4690.965135 = -2275871.095816 nChanged 38 SP:Iteration 67Q (97830.490000 sec): 3 clusters Score: Raw -2280569.911626 + Penalty 4690.965135 = -2275878.946491 nChanged 34 SP:Iteration 68Q (97830.750000 sec): 3 clusters Score: Raw -2280577.324383 + Penalty 4690.965135 = -2275886.359248 nChanged 32 SP:Iteration 69Q (97831.020000 sec): 3 clusters Score: Raw -2280584.682457 + Penalty 4690.965135 = -2275893.717321 nChanged 28 SP:Iteration 70Q (97831.270000 sec): 3 clusters Score: Raw -2280590.401275 + Penalty 4690.965135 = -2275899.436140 nChanged 27 SP:Iteration 71Q (97831.540000 sec): 3 clusters Score: Raw -2280596.635888 + Penalty 4690.965135 = -2275905.670752 nChanged 32 SP:Iteration 72Q (97831.810000 sec): 3 clusters Score: Raw -2280603.200835 + Penalty 4690.965135 = -2275912.235700 nChanged 28 SP:Iteration 73Q (97832.060000 sec): 3 clusters Score: Raw -2280610.131871 + Penalty 4690.965135 = -2275919.166735 nChanged 31 SP:Iteration 74Q (97832.320000 sec): 3 clusters Score: Raw -2280618.779164 + Penalty 4690.965135 = -2275927.814029 nChanged 32 SP:Iteration 75Q (97832.600000 sec): 3 clusters Score: Raw -2280624.903613 + Penalty 4690.965135 = -2275933.938478 nChanged 27 SP:Iteration 76Q (97832.840000 sec): 3 clusters Score: Raw -2280631.019496 + Penalty 4690.965135 = -2275940.054361 nChanged 27 SP:Iteration 77Q (97833.030000 sec): 3 clusters Score: Raw -2280635.983771 + Penalty 4690.965135 = -2275945.018635 nChanged 20 SP:Iteration 78Q (97833.290000 sec): 3 clusters Score: Raw -2280640.054166 + Penalty 4690.965135 = -2275949.089031 nChanged 18 SP:Iteration 79Q (97833.510000 sec): 3 clusters Score: Raw -2280644.407717 + Penalty 4690.965135 = -2275953.442582 nChanged 18 SP:Iteration 80F (97833.810000 sec): 3 clusters Score: Raw -2280648.688241 + Penalty 4690.965135 = -2275957.723105 nChanged 26 SP:Iteration 81Q (97834.080000 sec): 3 clusters Score: Raw -2280655.503001 + Penalty 4690.965135 = -2275964.537866 nChanged 34 SP:Iteration 82Q (97834.280000 sec): 3 clusters Score: Raw -2280664.227936 + Penalty 4690.965135 = -2275973.262801 nChanged 38 SP:Iteration 83Q (97834.570000 sec): 3 clusters Score: Raw -2280673.153651 + Penalty 4690.965135 = -2275982.188515 nChanged 31 SP:Iteration 84Q (97834.860000 sec): 3 clusters Score: Raw -2280680.866814 + Penalty 4690.965135 = -2275989.901679 nChanged 29 SP:Iteration 85Q (97835.110000 sec): 3 clusters Score: Raw -2280690.806167 + Penalty 4690.965135 = -2275999.841031 nChanged 42 SP:Iteration 86Q (97835.400000 sec): 3 clusters Score: Raw -2280701.333405 + Penalty 4690.965135 = -2276010.368270 nChanged 42 SP:Iteration 87Q (97835.690000 sec): 3 clusters Score: Raw -2280714.788936 + Penalty 4690.965135 = -2276023.823801 nChanged 44 SP:Iteration 88Q (97835.950000 sec): 3 clusters Score: Raw -2280729.015471 + Penalty 4690.965135 = -2276038.050336 nChanged 55 SP:Iteration 89Q (97836.200000 sec): 3 clusters Score: Raw -2280742.966857 + Penalty 4690.965135 = -2276052.001721 nChanged 56 SP:Iteration 90Q (97836.500000 sec): 3 clusters Score: Raw -2280759.582639 + Penalty 4690.965135 = -2276068.617503 nChanged 59 SP:Iteration 91Q (97836.790000 sec): 3 clusters Score: Raw -2280781.238544 + Penalty 4690.965135 = -2276090.273409 nChanged 55 SP:Iteration 92Q (97837.090000 sec): 3 clusters Score: Raw -2280800.489970 + Penalty 4690.965135 = -2276109.524835 nChanged 60 SP:Iteration 93Q (97837.310000 sec): 3 clusters Score: Raw -2280822.260833 + Penalty 4690.965135 = -2276131.295697 nChanged 57 SP:Iteration 94Q (97837.610000 sec): 3 clusters Score: Raw -2280842.786532 + Penalty 4690.965135 = -2276151.821397 nChanged 53 SP:Iteration 95Q (97837.850000 sec): 3 clusters Score: Raw -2280861.317829 + Penalty 4690.965135 = -2276170.352694 nChanged 49 SP:Iteration 96Q (97838.150000 sec): 3 clusters Score: Raw -2280883.998699 + Penalty 4690.965135 = -2276193.033563 nChanged 54 SP:Iteration 97Q (97838.380000 sec): 3 clusters Score: Raw -2280909.732531 + Penalty 4690.965135 = -2276218.767396 nChanged 48 SP:Iteration 98Q (97838.630000 sec): 3 clusters Score: Raw -2280931.124262 + Penalty 4690.965135 = -2276240.159126 nChanged 48 SP:Iteration 99Q (97838.880000 sec): 3 clusters Score: Raw -2280956.887614 + Penalty 4690.965135 = -2276265.922479 nChanged 56 SP:Iteration 100F (97839.160000 sec): 3 clusters Score: Raw -2280981.476911 + Penalty 4690.965135 = -2276290.511776 nChanged 48 SP:Iteration 101Q (97839.380000 sec): 3 clusters Score: Raw -2281002.920676 + Penalty 4690.965135 = -2276311.955541 nChanged 41 SP:Iteration 102Q (97839.690000 sec): 3 clusters Score: Raw -2281022.281148 + Penalty 4690.965135 = -2276331.316013 nChanged 46 SP:Iteration 103Q (97839.920000 sec): 3 clusters Score: Raw -2281040.136430 + Penalty 4690.965135 = -2276349.171295 nChanged 37 SP:Iteration 104Q (97840.190000 sec): 3 clusters Score: Raw -2281054.415859 + Penalty 4690.965135 = -2276363.450724 nChanged 34 SP:Iteration 105Q (97840.420000 sec): 3 clusters Score: Raw -2281066.614295 + Penalty 4690.965135 = -2276375.649160 nChanged 24 SP:Iteration 106Q (97840.680000 sec): 3 clusters Score: Raw -2281077.157013 + Penalty 4690.965135 = -2276386.191877 nChanged 23 SP:Iteration 107Q (97840.890000 sec): 3 clusters Score: Raw -2281085.169446 + Penalty 4690.965135 = -2276394.204310 nChanged 13 SP:Iteration 108Q (97841.130000 sec): 3 clusters Score: Raw -2281089.625526 + Penalty 4690.965135 = -2276398.660390 nChanged 10 SP:Iteration 109Q (97841.340000 sec): 3 clusters Score: Raw -2281092.760116 + Penalty 4690.965135 = -2276401.794981 nChanged 10 SP:Iteration 110Q (97841.620000 sec): 3 clusters Score: Raw -2281096.626802 + Penalty 4690.965135 = -2276405.661667 nChanged 13 SP:Iteration 111Q (97841.820000 sec): 3 clusters Score: Raw -2281099.969083 + Penalty 4690.965135 = -2276409.003948 nChanged 7 SP:Iteration 112Q (97842.060000 sec): 3 clusters Score: Raw -2281101.728530 + Penalty 4690.965135 = -2276410.763395 nChanged 4 SP:Iteration 113Q (97842.300000 sec): 3 clusters Score: Raw -2281103.092396 + Penalty 4690.965135 = -2276412.127260 nChanged 5 SP:Iteration 114Q (97842.540000 sec): 3 clusters Score: Raw -2281106.076611 + Penalty 4690.965135 = -2276415.111475 nChanged 9 SP:Iteration 115Q (97842.830000 sec): 3 clusters Score: Raw -2281109.636598 + Penalty 4690.965135 = -2276418.671462 nChanged 10 SP:Iteration 116Q (97843.030000 sec): 3 clusters Score: Raw -2281113.806062 + Penalty 4690.965135 = -2276422.840926 nChanged 7 SP:Iteration 117Q (97843.280000 sec): 3 clusters Score: Raw -2281116.827726 + Penalty 4690.965135 = -2276425.862590 nChanged 10 SP:Iteration 118Q (97843.480000 sec): 3 clusters Score: Raw -2281120.441572 + Penalty 4690.965135 = -2276429.476437 nChanged 5 SP:Iteration 119Q (97843.730000 sec): 3 clusters Score: Raw -2281121.540332 + Penalty 4690.965135 = -2276430.575197 nChanged 1 SP:Iteration 120F (97844.020000 sec): 3 clusters Score: Raw -2281121.694344 + Penalty 4690.965135 = -2276430.729209 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 17 (236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97844.100000 sec): 2 clusters Score: Raw -36650.364763 + Penalty 1355.030288 = -35295.334476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97844.330000 sec): 3 clusters Score: Raw -36845.455035 + Penalty 2710.060575 = -34135.394460 nChanged 19 SP:Iteration 1F (97844.480000 sec): 3 clusters Score: Raw -36896.773235 + Penalty 2710.060575 = -34186.712660 nChanged 13 SP:Iteration 2F (97844.660000 sec): 3 clusters Score: Raw -36971.640427 + Penalty 2710.060575 = -34261.579852 nChanged 7 SP:Iteration 3Q (97844.860000 sec): 3 clusters Score: Raw -37033.428260 + Penalty 2710.060575 = -34323.367685 nChanged 4 SP:Iteration 4Q (97845.020000 sec): 3 clusters Score: Raw -37063.056057 + Penalty 2710.060575 = -34352.995481 nChanged 1 SP:Iteration 5Q (97845.180000 sec): 3 clusters Score: Raw -37064.483989 + Penalty 2710.060575 = -34354.423414 nChanged 0 SP:Iteration 6F (97845.390000 sec): 3 clusters Score: Raw -37064.483989 + Penalty 2710.060575 = -34354.423414 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 18 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97845.520000 sec): 2 clusters Score: Raw -63600.249538 + Penalty 1469.877654 = -62130.371884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97845.660000 sec): 3 clusters Score: Raw -63668.348426 + Penalty 2939.755309 = -60728.593117 nChanged 51 SP:Iteration 1F (97845.840000 sec): 3 clusters Score: Raw -63803.996893 + Penalty 2939.755309 = -60864.241584 nChanged 17 SP:Iteration 2Q (97845.980000 sec): 3 clusters Score: Raw -63852.702985 + Penalty 2939.755309 = -60912.947677 nChanged 5 SP:Iteration 3Q (97846.160000 sec): 3 clusters Score: Raw -63875.485945 + Penalty 2939.755309 = -60935.730636 nChanged 2 SP:Iteration 4Q (97846.320000 sec): 3 clusters Score: Raw -63880.198473 + Penalty 2939.755309 = -60940.443165 nChanged 1 SP:Iteration 5Q (97846.470000 sec): 3 clusters Score: Raw -63884.284250 + Penalty 2939.755309 = -60944.528941 nChanged 1 SP:Iteration 6Q (97846.680000 sec): 3 clusters Score: Raw -63884.741238 + Penalty 2939.755309 = -60944.985929 nChanged 0 SP:Iteration 7F (97846.820000 sec): 3 clusters Score: Raw -63884.741238 + Penalty 2939.755309 = -60944.985929 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 19 (28096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97847.080000 sec): 2 clusters Score: Raw -5401690.463748 + Penalty 2540.358859 = -5399150.104889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97847.460000 sec): 3 clusters Score: Raw -5384922.600058 + Penalty 5080.717718 = -5379841.882340 nChanged 12649 SP:Iteration 1F (97847.860000 sec): 3 clusters Score: Raw -5391907.415778 + Penalty 5080.717718 = -5386826.698060 nChanged 1368 SP:Iteration 2Q (97848.220000 sec): 3 clusters Score: Raw -5392412.857669 + Penalty 5080.717718 = -5387332.139951 nChanged 1197 SP:Iteration 3Q (97848.630000 sec): 3 clusters Score: Raw -5392832.160409 + Penalty 5080.717718 = -5387751.442691 nChanged 1150 SP:Iteration 4Q (97848.990000 sec): 3 clusters Score: Raw -5393218.418801 + Penalty 5080.717718 = -5388137.701083 nChanged 1030 SP:Iteration 5Q (97849.400000 sec): 3 clusters Score: Raw -5393578.572931 + Penalty 5080.717718 = -5388497.855213 nChanged 997 SP:Iteration 6Q (97849.730000 sec): 3 clusters Score: Raw -5393976.622124 + Penalty 5080.717718 = -5388895.904406 nChanged 1018 SP:Iteration 7Q (97850.060000 sec): 3 clusters Score: Raw -5394383.785441 + Penalty 5080.717718 = -5389303.067723 nChanged 977 SP:Iteration 8Q (97850.450000 sec): 3 clusters Score: Raw -5394769.311640 + Penalty 5080.717718 = -5389688.593922 nChanged 978 SP:Iteration 9Q (97850.810000 sec): 3 clusters Score: Raw -5395224.468994 + Penalty 5080.717718 = -5390143.751276 nChanged 1052 SP:Iteration 10Q (97851.150000 sec): 3 clusters Score: Raw -5395782.555138 + Penalty 5080.717718 = -5390701.837419 nChanged 1148 SP:Iteration 11Q (97851.520000 sec): 3 clusters Score: Raw -5396456.475433 + Penalty 5080.717718 = -5391375.757715 nChanged 1227 SP:Iteration 12Q (97851.900000 sec): 3 clusters Score: Raw -5397248.079474 + Penalty 5080.717718 = -5392167.361755 nChanged 1290 SP:Iteration 13Q (97852.190000 sec): 3 clusters Score: Raw -5398111.818258 + Penalty 5080.717718 = -5393031.100540 nChanged 1230 SP:Iteration 14Q (97852.590000 sec): 3 clusters Score: Raw -5398961.029877 + Penalty 5080.717718 = -5393880.312159 nChanged 1118 SP:Iteration 15Q (97852.930000 sec): 3 clusters Score: Raw -5399753.604309 + Penalty 5080.717718 = -5394672.886591 nChanged 901 SP:Iteration 16Q (97853.220000 sec): 3 clusters Score: Raw -5400407.318138 + Penalty 5080.717718 = -5395326.600419 nChanged 671 SP:Iteration 17Q (97853.590000 sec): 3 clusters Score: Raw -5400898.270266 + Penalty 5080.717718 = -5395817.552547 nChanged 492 SP:Iteration 18Q (97853.890000 sec): 3 clusters Score: Raw -5401260.599879 + Penalty 5080.717718 = -5396179.882161 nChanged 346 SP:Iteration 19Q (97854.200000 sec): 3 clusters Score: Raw -5401512.398003 + Penalty 5080.717718 = -5396431.680285 nChanged 252 SP:Iteration 20F (97854.560000 sec): 3 clusters Score: Raw -5401675.327093 + Penalty 5080.717718 = -5396594.609375 nChanged 178 SP:Iteration 21Q (97854.850000 sec): 3 clusters Score: Raw -5401800.150878 + Penalty 5080.717718 = -5396719.433160 nChanged 114 SP:Iteration 22Q (97855.170000 sec): 3 clusters Score: Raw -5401871.294396 + Penalty 5080.717718 = -5396790.576678 nChanged 83 SP:Iteration 23Q (97855.500000 sec): 3 clusters Score: Raw -5401927.947504 + Penalty 5080.717718 = -5396847.229785 nChanged 59 SP:Iteration 24Q (97855.840000 sec): 3 clusters Score: Raw -5401963.085861 + Penalty 5080.717718 = -5396882.368143 nChanged 40 SP:Iteration 25Q (97856.130000 sec): 3 clusters Score: Raw -5401988.608372 + Penalty 5080.717718 = -5396907.890654 nChanged 34 SP:Iteration 26Q (97856.410000 sec): 3 clusters Score: Raw -5402010.472329 + Penalty 5080.717718 = -5396929.754611 nChanged 25 SP:Iteration 27Q (97856.790000 sec): 3 clusters Score: Raw -5402026.282405 + Penalty 5080.717718 = -5396945.564687 nChanged 16 SP:Iteration 28Q (97857.090000 sec): 3 clusters Score: Raw -5402035.490965 + Penalty 5080.717718 = -5396954.773247 nChanged 12 SP:Iteration 29Q (97857.390000 sec): 3 clusters Score: Raw -5402041.895434 + Penalty 5080.717718 = -5396961.177716 nChanged 7 SP:Iteration 30Q (97857.680000 sec): 3 clusters Score: Raw -5402045.288155 + Penalty 5080.717718 = -5396964.570437 nChanged 5 SP:Iteration 31Q (97858.010000 sec): 3 clusters Score: Raw -5402048.880777 + Penalty 5080.717718 = -5396968.163059 nChanged 6 SP:Iteration 32Q (97858.370000 sec): 3 clusters Score: Raw -5402052.510953 + Penalty 5080.717718 = -5396971.793235 nChanged 5 SP:Iteration 33Q (97858.660000 sec): 3 clusters Score: Raw -5402056.062369 + Penalty 5080.717718 = -5396975.344651 nChanged 7 SP:Iteration 34Q (97859.000000 sec): 3 clusters Score: Raw -5402060.481641 + Penalty 5080.717718 = -5396979.763923 nChanged 4 SP:Iteration 35Q (97859.310000 sec): 3 clusters Score: Raw -5402062.695754 + Penalty 5080.717718 = -5396981.978036 nChanged 3 SP:Iteration 36Q (97859.560000 sec): 3 clusters Score: Raw -5402064.486296 + Penalty 5080.717718 = -5396983.768578 nChanged 3 SP:Iteration 37Q (97859.910000 sec): 3 clusters Score: Raw -5402066.615241 + Penalty 5080.717718 = -5396985.897522 nChanged 4 SP:Iteration 38Q (97860.220000 sec): 3 clusters Score: Raw -5402069.067722 + Penalty 5080.717718 = -5396988.350004 nChanged 1 SP:Iteration 39Q (97860.520000 sec): 3 clusters Score: Raw -5402069.209684 + Penalty 5080.717718 = -5396988.491965 nChanged 0 SP:Iteration 40F (97860.820000 sec): 3 clusters Score: Raw -5402069.209684 + Penalty 5080.717718 = -5396988.491965 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 20 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97860.920000 sec): 2 clusters Score: Raw -196375.117225 + Penalty 1729.670770 = -194645.446455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97861.090000 sec): 3 clusters Score: Raw -196102.386158 + Penalty 3459.341540 = -192643.044618 nChanged 284 SP:Iteration 1F (97861.280000 sec): 3 clusters Score: Raw -196377.018427 + Penalty 3459.341540 = -192917.676887 nChanged 76 SP:Iteration 2F (97861.470000 sec): 3 clusters Score: Raw -196493.583734 + Penalty 3459.341540 = -193034.242194 nChanged 58 SP:Iteration 3F (97861.680000 sec): 3 clusters Score: Raw -196577.254851 + Penalty 3459.341540 = -193117.913311 nChanged 40 SP:Iteration 4Q (97861.860000 sec): 3 clusters Score: Raw -196645.820813 + Penalty 3459.341540 = -193186.479273 nChanged 38 SP:Iteration 5Q (97862.040000 sec): 3 clusters Score: Raw -196703.103792 + Penalty 3459.341540 = -193243.762252 nChanged 30 SP:Iteration 6Q (97862.230000 sec): 3 clusters Score: Raw -196755.136158 + Penalty 3459.341540 = -193295.794618 nChanged 25 SP:Iteration 7Q (97862.360000 sec): 3 clusters Score: Raw -196794.452473 + Penalty 3459.341540 = -193335.110933 nChanged 20 SP:Iteration 8Q (97862.560000 sec): 3 clusters Score: Raw -196828.651002 + Penalty 3459.341540 = -193369.309462 nChanged 21 SP:Iteration 9Q (97862.740000 sec): 3 clusters Score: Raw -196859.998890 + Penalty 3459.341540 = -193400.657350 nChanged 21 SP:Iteration 10Q (97862.860000 sec): 3 clusters Score: Raw -196895.526822 + Penalty 3459.341540 = -193436.185282 nChanged 23 SP:Iteration 11Q (97863.030000 sec): 3 clusters Score: Raw -196940.745008 + Penalty 3459.341540 = -193481.403468 nChanged 30 SP:Iteration 12Q (97863.230000 sec): 3 clusters Score: Raw -196988.865220 + Penalty 3459.341540 = -193529.523680 nChanged 25 SP:Iteration 13Q (97863.400000 sec): 3 clusters Score: Raw -197029.253738 + Penalty 3459.341540 = -193569.912198 nChanged 21 SP:Iteration 14Q (97863.550000 sec): 3 clusters Score: Raw -197064.246966 + Penalty 3459.341540 = -193604.905426 nChanged 25 SP:Iteration 15Q (97863.720000 sec): 3 clusters Score: Raw -197107.833486 + Penalty 3459.341540 = -193648.491946 nChanged 21 SP:Iteration 16Q (97863.920000 sec): 3 clusters Score: Raw -197148.035193 + Penalty 3459.341540 = -193688.693653 nChanged 20 SP:Iteration 17Q (97864.090000 sec): 3 clusters Score: Raw -197191.987925 + Penalty 3459.341540 = -193732.646385 nChanged 26 SP:Iteration 18Q (97864.290000 sec): 3 clusters Score: Raw -197251.435771 + Penalty 3459.341540 = -193792.094231 nChanged 28 SP:Iteration 19Q (97864.440000 sec): 3 clusters Score: Raw -197326.010747 + Penalty 3459.341540 = -193866.669207 nChanged 29 SP:Iteration 20F (97864.620000 sec): 3 clusters Score: Raw -197406.795111 + Penalty 3459.341540 = -193947.453571 nChanged 25 SP:Iteration 21Q (97864.810000 sec): 3 clusters Score: Raw -197463.631683 + Penalty 3459.341540 = -194004.290143 nChanged 16 SP:Iteration 22Q (97864.960000 sec): 3 clusters Score: Raw -197503.057570 + Penalty 3459.341540 = -194043.716030 nChanged 14 SP:Iteration 23Q (97865.120000 sec): 3 clusters Score: Raw -197530.847428 + Penalty 3459.341540 = -194071.505888 nChanged 12 SP:Iteration 24Q (97865.320000 sec): 3 clusters Score: Raw -197551.054801 + Penalty 3459.341540 = -194091.713261 nChanged 7 SP:Iteration 25Q (97865.480000 sec): 3 clusters Score: Raw -197567.760028 + Penalty 3459.341540 = -194108.418488 nChanged 5 SP:Iteration 26Q (97865.710000 sec): 3 clusters Score: Raw -197576.947212 + Penalty 3459.341540 = -194117.605672 nChanged 2 SP:Iteration 27Q (97865.870000 sec): 3 clusters Score: Raw -197580.558634 + Penalty 3459.341540 = -194121.217094 nChanged 1 SP:Iteration 28Q (97866.110000 sec): 3 clusters Score: Raw -197583.170899 + Penalty 3459.341540 = -194123.829359 nChanged 2 SP:Iteration 29Q (97866.250000 sec): 3 clusters Score: Raw -197585.982569 + Penalty 3459.341540 = -194126.641029 nChanged 0 SP:Iteration 30F (97866.400000 sec): 3 clusters Score: Raw -197585.982569 + Penalty 3459.341540 = -194126.641029 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 21 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97866.520000 sec): 2 clusters Score: Raw -22477.864719 + Penalty 1357.123127 = -21120.741592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97866.640000 sec): 3 clusters Score: Raw -22781.423279 + Penalty 2714.246254 = -20067.177025 nChanged 37 SP:Iteration 1F (97866.810000 sec): 3 clusters Score: Raw -22983.030498 + Penalty 2714.246254 = -20268.784243 nChanged 6 SP:Iteration 2Q (97866.940000 sec): 3 clusters Score: Raw -23024.142947 + Penalty 2714.246254 = -20309.896693 nChanged 2 SP:Iteration 3Q (97867.130000 sec): 3 clusters Score: Raw -23025.207793 + Penalty 2714.246254 = -20310.961539 nChanged 0 SP:Iteration 4F (97867.270000 sec): 3 clusters Score: Raw -23025.207793 + Penalty 2714.246254 = -20310.961539 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 22 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97867.380000 sec): 2 clusters Score: Raw -423057.496981 + Penalty 1937.870927 = -421119.626054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97867.570000 sec): 3 clusters Score: Raw -422104.197327 + Penalty 3875.741855 = -418228.455472 nChanged 832 SP:Iteration 1F (97867.730000 sec): 3 clusters Score: Raw -422741.838677 + Penalty 3875.741855 = -418866.096822 nChanged 204 SP:Iteration 2F (97867.930000 sec): 3 clusters Score: Raw -422936.134358 + Penalty 3875.741855 = -419060.392503 nChanged 130 SP:Iteration 3F (97868.080000 sec): 3 clusters Score: Raw -423071.747597 + Penalty 3875.741855 = -419196.005742 nChanged 100 SP:Iteration 4Q (97868.220000 sec): 3 clusters Score: Raw -423176.362699 + Penalty 3875.741855 = -419300.620844 nChanged 82 SP:Iteration 5Q (97868.400000 sec): 3 clusters Score: Raw -423256.171967 + Penalty 3875.741855 = -419380.430112 nChanged 79 SP:Iteration 6Q (97868.550000 sec): 3 clusters Score: Raw -423324.688809 + Penalty 3875.741855 = -419448.946954 nChanged 69 SP:Iteration 7Q (97868.710000 sec): 3 clusters Score: Raw -423379.986026 + Penalty 3875.741855 = -419504.244171 nChanged 58 SP:Iteration 8Q (97868.850000 sec): 3 clusters Score: Raw -423438.997397 + Penalty 3875.741855 = -419563.255542 nChanged 57 SP:Iteration 9Q (97869.030000 sec): 3 clusters Score: Raw -423493.291294 + Penalty 3875.741855 = -419617.549439 nChanged 50 SP:Iteration 10Q (97869.180000 sec): 3 clusters Score: Raw -423538.023970 + Penalty 3875.741855 = -419662.282116 nChanged 51 SP:Iteration 11Q (97869.400000 sec): 3 clusters Score: Raw -423580.823520 + Penalty 3875.741855 = -419705.081666 nChanged 44 SP:Iteration 12Q (97869.530000 sec): 3 clusters Score: Raw -423615.889708 + Penalty 3875.741855 = -419740.147853 nChanged 42 SP:Iteration 13Q (97869.690000 sec): 3 clusters Score: Raw -423647.175526 + Penalty 3875.741855 = -419771.433671 nChanged 29 SP:Iteration 14Q (97869.880000 sec): 3 clusters Score: Raw -423672.120615 + Penalty 3875.741855 = -419796.378760 nChanged 29 SP:Iteration 15Q (97870.140000 sec): 3 clusters Score: Raw -423693.392230 + Penalty 3875.741855 = -419817.650376 nChanged 22 SP:Iteration 16Q (97870.260000 sec): 3 clusters Score: Raw -423710.572518 + Penalty 3875.741855 = -419834.830663 nChanged 21 SP:Iteration 17Q (97870.460000 sec): 3 clusters Score: Raw -423726.230177 + Penalty 3875.741855 = -419850.488322 nChanged 12 SP:Iteration 18Q (97870.650000 sec): 3 clusters Score: Raw -423732.334319 + Penalty 3875.741855 = -419856.592464 nChanged 11 SP:Iteration 19Q (97870.860000 sec): 3 clusters Score: Raw -423738.609531 + Penalty 3875.741855 = -419862.867676 nChanged 7 SP:Iteration 20F (97871.050000 sec): 3 clusters Score: Raw -423742.755987 + Penalty 3875.741855 = -419867.014133 nChanged 3 SP:Iteration 21Q (97871.270000 sec): 3 clusters Score: Raw -423744.631461 + Penalty 3875.741855 = -419868.889607 nChanged 3 SP:Iteration 22Q (97871.490000 sec): 3 clusters Score: Raw -423746.350557 + Penalty 3875.741855 = -419870.608703 nChanged 5 SP:Iteration 23Q (97871.660000 sec): 3 clusters Score: Raw -423748.774360 + Penalty 3875.741855 = -419873.032505 nChanged 1 SP:Iteration 24Q (97871.900000 sec): 3 clusters Score: Raw -423749.394337 + Penalty 3875.741855 = -419873.652482 nChanged 0 SP:Iteration 25F (97872.080000 sec): 3 clusters Score: Raw -423749.394337 + Penalty 3875.741855 = -419873.652482 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 23 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97872.170000 sec): 2 clusters Score: Raw -210005.720535 + Penalty 1742.553849 = -208263.166686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97872.370000 sec): 3 clusters Score: Raw -209768.454881 + Penalty 3485.107697 = -206283.347184 nChanged 308 SP:Iteration 1F (97872.540000 sec): 3 clusters Score: Raw -210109.399561 + Penalty 3485.107697 = -206624.291864 nChanged 74 SP:Iteration 2F (97872.690000 sec): 3 clusters Score: Raw -210176.724366 + Penalty 3485.107697 = -206691.616669 nChanged 24 SP:Iteration 3Q (97872.870000 sec): 3 clusters Score: Raw -210205.625054 + Penalty 3485.107697 = -206720.517357 nChanged 17 SP:Iteration 4Q (97873.080000 sec): 3 clusters Score: Raw -210224.430163 + Penalty 3485.107697 = -206739.322466 nChanged 10 SP:Iteration 5Q (97873.280000 sec): 3 clusters Score: Raw -210238.422100 + Penalty 3485.107697 = -206753.314403 nChanged 10 SP:Iteration 6Q (97873.440000 sec): 3 clusters Score: Raw -210251.056135 + Penalty 3485.107697 = -206765.948438 nChanged 8 SP:Iteration 7Q (97873.630000 sec): 3 clusters Score: Raw -210261.188634 + Penalty 3485.107697 = -206776.080937 nChanged 6 SP:Iteration 8Q (97873.780000 sec): 3 clusters Score: Raw -210268.709718 + Penalty 3485.107697 = -206783.602021 nChanged 2 SP:Iteration 9Q (97873.960000 sec): 3 clusters Score: Raw -210270.311799 + Penalty 3485.107697 = -206785.204102 nChanged 2 SP:Iteration 10Q (97874.140000 sec): 3 clusters Score: Raw -210271.629851 + Penalty 3485.107697 = -206786.522154 nChanged 0 SP:Iteration 11F (97874.330000 sec): 3 clusters Score: Raw -210271.629851 + Penalty 3485.107697 = -206786.522154 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 25 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97874.480000 sec): 2 clusters Score: Raw -629837.178021 + Penalty 2032.237366 = -627804.940655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97874.620000 sec): 3 clusters Score: Raw -628209.517580 + Penalty 4064.474733 = -624145.042847 nChanged 1341 SP:Iteration 1F (97874.820000 sec): 3 clusters Score: Raw -629053.602549 + Penalty 4064.474733 = -624989.127816 nChanged 309 SP:Iteration 2F (97875.000000 sec): 3 clusters Score: Raw -629266.842113 + Penalty 4064.474733 = -625202.367380 nChanged 196 SP:Iteration 3F (97875.220000 sec): 3 clusters Score: Raw -629423.527096 + Penalty 4064.474733 = -625359.052363 nChanged 171 SP:Iteration 4Q (97875.410000 sec): 3 clusters Score: Raw -629558.414661 + Penalty 4064.474733 = -625493.939928 nChanged 162 SP:Iteration 5Q (97875.620000 sec): 3 clusters Score: Raw -629685.667680 + Penalty 4064.474733 = -625621.192947 nChanged 161 SP:Iteration 6Q (97875.810000 sec): 3 clusters Score: Raw -629820.227848 + Penalty 4064.474733 = -625755.753116 nChanged 152 SP:Iteration 7Q (97876.000000 sec): 3 clusters Score: Raw -629972.470415 + Penalty 4064.474733 = -625907.995683 nChanged 155 SP:Iteration 8Q (97876.200000 sec): 3 clusters Score: Raw -630156.839004 + Penalty 4064.474733 = -626092.364271 nChanged 176 SP:Iteration 9Q (97876.390000 sec): 3 clusters Score: Raw -630359.591021 + Penalty 4064.474733 = -626295.116288 nChanged 139 SP:Iteration 10Q (97876.580000 sec): 3 clusters Score: Raw -630505.770933 + Penalty 4064.474733 = -626441.296200 nChanged 104 SP:Iteration 11Q (97876.780000 sec): 3 clusters Score: Raw -630596.740922 + Penalty 4064.474733 = -626532.266189 nChanged 75 SP:Iteration 12Q (97877.000000 sec): 3 clusters Score: Raw -630656.109023 + Penalty 4064.474733 = -626591.634290 nChanged 60 SP:Iteration 13Q (97877.190000 sec): 3 clusters Score: Raw -630693.476655 + Penalty 4064.474733 = -626629.001922 nChanged 29 SP:Iteration 14Q (97877.370000 sec): 3 clusters Score: Raw -630710.145720 + Penalty 4064.474733 = -626645.670987 nChanged 17 SP:Iteration 15Q (97877.580000 sec): 3 clusters Score: Raw -630721.155392 + Penalty 4064.474733 = -626656.680659 nChanged 16 SP:Iteration 16Q (97877.760000 sec): 3 clusters Score: Raw -630730.208931 + Penalty 4064.474733 = -626665.734198 nChanged 11 SP:Iteration 17Q (97878.000000 sec): 3 clusters Score: Raw -630735.904349 + Penalty 4064.474733 = -626671.429616 nChanged 9 SP:Iteration 18Q (97878.190000 sec): 3 clusters Score: Raw -630740.785907 + Penalty 4064.474733 = -626676.311174 nChanged 8 SP:Iteration 19Q (97878.380000 sec): 3 clusters Score: Raw -630745.231129 + Penalty 4064.474733 = -626680.756396 nChanged 8 SP:Iteration 20F (97878.570000 sec): 3 clusters Score: Raw -630748.553387 + Penalty 4064.474733 = -626684.078654 nChanged 6 SP:Iteration 21Q (97878.740000 sec): 3 clusters Score: Raw -630750.385813 + Penalty 4064.474733 = -626685.911080 nChanged 4 SP:Iteration 22Q (97878.930000 sec): 3 clusters Score: Raw -630752.207263 + Penalty 4064.474733 = -626687.732530 nChanged 3 SP:Iteration 23Q (97879.190000 sec): 3 clusters Score: Raw -630753.370921 + Penalty 4064.474733 = -626688.896188 nChanged 1 SP:Iteration 24Q (97879.390000 sec): 3 clusters Score: Raw -630754.054672 + Penalty 4064.474733 = -626689.579939 nChanged 2 SP:Iteration 25Q (97879.590000 sec): 3 clusters Score: Raw -630754.595749 + Penalty 4064.474733 = -626690.121016 nChanged 0 SP:Iteration 26F (97879.800000 sec): 3 clusters Score: Raw -630754.595749 + Penalty 4064.474733 = -626690.121016 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 26 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97879.910000 sec): 2 clusters Score: Raw -99972.910612 + Penalty 1583.109645 = -98389.800966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97880.050000 sec): 3 clusters Score: Raw -99997.289158 + Penalty 3166.219291 = -96831.069867 nChanged 131 SP:Iteration 1F (97880.230000 sec): 3 clusters Score: Raw -100210.092521 + Penalty 3166.219291 = -97043.873230 nChanged 29 SP:Iteration 2Q (97880.390000 sec): 3 clusters Score: Raw -100261.390468 + Penalty 3166.219291 = -97095.171177 nChanged 17 SP:Iteration 3Q (97880.600000 sec): 3 clusters Score: Raw -100291.038049 + Penalty 3166.219291 = -97124.818758 nChanged 13 SP:Iteration 4Q (97880.770000 sec): 3 clusters Score: Raw -100321.962518 + Penalty 3166.219291 = -97155.743228 nChanged 4 SP:Iteration 5Q (97880.950000 sec): 3 clusters Score: Raw -100331.016093 + Penalty 3166.219291 = -97164.796802 nChanged 6 SP:Iteration 6Q (97881.130000 sec): 3 clusters Score: Raw -100343.825100 + Penalty 3166.219291 = -97177.605809 nChanged 5 SP:Iteration 7Q (97881.340000 sec): 3 clusters Score: Raw -100349.072305 + Penalty 3166.219291 = -97182.853014 nChanged 0 SP:Iteration 8F (97881.520000 sec): 3 clusters Score: Raw -100349.072305 + Penalty 3166.219291 = -97182.853014 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 27 (4556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97881.650000 sec): 2 clusters Score: Raw -821613.227365 + Penalty 2089.201680 = -819524.025684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97881.910000 sec): 3 clusters Score: Raw -819443.024530 + Penalty 4178.403361 = -815264.621169 nChanged 1732 SP:Iteration 1F (97882.070000 sec): 3 clusters Score: Raw -820440.400513 + Penalty 4178.403361 = -816261.997152 nChanged 341 SP:Iteration 2F (97882.280000 sec): 3 clusters Score: Raw -820643.783344 + Penalty 4178.403361 = -816465.379983 nChanged 215 SP:Iteration 3Q (97882.490000 sec): 3 clusters Score: Raw -820758.762264 + Penalty 4178.403361 = -816580.358903 nChanged 131 SP:Iteration 4Q (97882.690000 sec): 3 clusters Score: Raw -820822.356868 + Penalty 4178.403361 = -816643.953507 nChanged 105 SP:Iteration 5Q (97882.920000 sec): 3 clusters Score: Raw -820874.504859 + Penalty 4178.403361 = -816696.101498 nChanged 96 SP:Iteration 6Q (97883.110000 sec): 3 clusters Score: Raw -820921.790018 + Penalty 4178.403361 = -816743.386657 nChanged 84 SP:Iteration 7Q (97883.310000 sec): 3 clusters Score: Raw -820959.157885 + Penalty 4178.403361 = -816780.754524 nChanged 70 SP:Iteration 8Q (97883.540000 sec): 3 clusters Score: Raw -820993.033466 + Penalty 4178.403361 = -816814.630105 nChanged 68 SP:Iteration 9Q (97883.720000 sec): 3 clusters Score: Raw -821020.060129 + Penalty 4178.403361 = -816841.656768 nChanged 42 SP:Iteration 10Q (97883.910000 sec): 3 clusters Score: Raw -821039.442050 + Penalty 4178.403361 = -816861.038689 nChanged 52 SP:Iteration 11Q (97884.120000 sec): 3 clusters Score: Raw -821058.569354 + Penalty 4178.403361 = -816880.165993 nChanged 42 SP:Iteration 12Q (97884.280000 sec): 3 clusters Score: Raw -821073.353537 + Penalty 4178.403361 = -816894.950176 nChanged 34 SP:Iteration 13Q (97884.530000 sec): 3 clusters Score: Raw -821084.623164 + Penalty 4178.403361 = -816906.219804 nChanged 26 SP:Iteration 14Q (97884.720000 sec): 3 clusters Score: Raw -821095.763115 + Penalty 4178.403361 = -816917.359754 nChanged 35 SP:Iteration 15Q (97884.930000 sec): 3 clusters Score: Raw -821108.552543 + Penalty 4178.403361 = -816930.149182 nChanged 25 SP:Iteration 16Q (97885.100000 sec): 3 clusters Score: Raw -821115.752121 + Penalty 4178.403361 = -816937.348760 nChanged 28 SP:Iteration 17Q (97885.300000 sec): 3 clusters Score: Raw -821125.855760 + Penalty 4178.403361 = -816947.452399 nChanged 38 SP:Iteration 18Q (97885.550000 sec): 3 clusters Score: Raw -821142.344762 + Penalty 4178.403361 = -816963.941401 nChanged 49 SP:Iteration 19Q (97885.740000 sec): 3 clusters Score: Raw -821164.401942 + Penalty 4178.403361 = -816985.998581 nChanged 50 SP:Iteration 20F (97885.940000 sec): 3 clusters Score: Raw -821186.656728 + Penalty 4178.403361 = -817008.253367 nChanged 54 SP:Iteration 21Q (97886.130000 sec): 3 clusters Score: Raw -821211.357954 + Penalty 4178.403361 = -817032.954593 nChanged 61 SP:Iteration 22Q (97886.350000 sec): 3 clusters Score: Raw -821241.907968 + Penalty 4178.403361 = -817063.504607 nChanged 64 SP:Iteration 23Q (97886.580000 sec): 3 clusters Score: Raw -821273.591644 + Penalty 4178.403361 = -817095.188283 nChanged 65 SP:Iteration 24Q (97886.750000 sec): 3 clusters Score: Raw -821306.960088 + Penalty 4178.403361 = -817128.556727 nChanged 58 SP:Iteration 25Q (97886.940000 sec): 3 clusters Score: Raw -821333.280977 + Penalty 4178.403361 = -817154.877616 nChanged 43 SP:Iteration 26Q (97887.160000 sec): 3 clusters Score: Raw -821353.604774 + Penalty 4178.403361 = -817175.201413 nChanged 59 SP:Iteration 27Q (97887.400000 sec): 3 clusters Score: Raw -821383.682715 + Penalty 4178.403361 = -817205.279354 nChanged 59 SP:Iteration 28Q (97887.620000 sec): 3 clusters Score: Raw -821412.936889 + Penalty 4178.403361 = -817234.533528 nChanged 63 SP:Iteration 29Q (97887.830000 sec): 3 clusters Score: Raw -821446.310303 + Penalty 4178.403361 = -817267.906942 nChanged 64 SP:Iteration 30Q (97888.020000 sec): 3 clusters Score: Raw -821479.686943 + Penalty 4178.403361 = -817301.283582 nChanged 57 SP:Iteration 31Q (97888.250000 sec): 3 clusters Score: Raw -821510.265700 + Penalty 4178.403361 = -817331.862339 nChanged 49 SP:Iteration 32Q (97888.480000 sec): 3 clusters Score: Raw -821533.404391 + Penalty 4178.403361 = -817355.001030 nChanged 53 SP:Iteration 33Q (97888.700000 sec): 3 clusters Score: Raw -821558.597753 + Penalty 4178.403361 = -817380.194392 nChanged 49 SP:Iteration 34Q (97888.880000 sec): 3 clusters Score: Raw -821578.984095 + Penalty 4178.403361 = -817400.580734 nChanged 35 SP:Iteration 35Q (97889.140000 sec): 3 clusters Score: Raw -821594.861080 + Penalty 4178.403361 = -817416.457719 nChanged 34 SP:Iteration 36Q (97889.310000 sec): 3 clusters Score: Raw -821608.433115 + Penalty 4178.403361 = -817430.029754 nChanged 25 SP:Iteration 37Q (97889.540000 sec): 3 clusters Score: Raw -821620.937196 + Penalty 4178.403361 = -817442.533835 nChanged 30 SP:Iteration 38Q (97889.770000 sec): 3 clusters Score: Raw -821632.985114 + Penalty 4178.403361 = -817454.581753 nChanged 27 SP:Iteration 39Q (97889.950000 sec): 3 clusters Score: Raw -821643.739406 + Penalty 4178.403361 = -817465.336045 nChanged 27 SP:Iteration 40F (97890.160000 sec): 3 clusters Score: Raw -821653.814795 + Penalty 4178.403361 = -817475.411434 nChanged 27 SP:Iteration 41Q (97890.360000 sec): 3 clusters Score: Raw -821662.370825 + Penalty 4178.403361 = -817483.967464 nChanged 20 SP:Iteration 42Q (97890.540000 sec): 3 clusters Score: Raw -821670.068627 + Penalty 4178.403361 = -817491.665266 nChanged 10 SP:Iteration 43Q (97890.780000 sec): 3 clusters Score: Raw -821674.187850 + Penalty 4178.403361 = -817495.784489 nChanged 14 SP:Iteration 44Q (97891.000000 sec): 3 clusters Score: Raw -821678.113445 + Penalty 4178.403361 = -817499.710084 nChanged 11 SP:Iteration 45Q (97891.180000 sec): 3 clusters Score: Raw -821681.808993 + Penalty 4178.403361 = -817503.405632 nChanged 7 SP:Iteration 46Q (97891.390000 sec): 3 clusters Score: Raw -821683.636659 + Penalty 4178.403361 = -817505.233298 nChanged 5 SP:Iteration 47Q (97891.550000 sec): 3 clusters Score: Raw -821684.793488 + Penalty 4178.403361 = -817506.390127 nChanged 1 SP:Iteration 48Q (97891.800000 sec): 3 clusters Score: Raw -821685.599801 + Penalty 4178.403361 = -817507.196440 nChanged 4 SP:Iteration 49Q (97891.960000 sec): 3 clusters Score: Raw -821686.740054 + Penalty 4178.403361 = -817508.336693 nChanged 2 SP:Iteration 50Q (97892.150000 sec): 3 clusters Score: Raw -821687.175458 + Penalty 4178.403361 = -817508.772097 nChanged 2 SP:Iteration 51Q (97892.360000 sec): 3 clusters Score: Raw -821687.451828 + Penalty 4178.403361 = -817509.048467 nChanged 1 SP:Iteration 52Q (97892.580000 sec): 3 clusters Score: Raw -821687.978574 + Penalty 4178.403361 = -817509.575213 nChanged 1 SP:Iteration 53Q (97892.750000 sec): 3 clusters Score: Raw -821688.185190 + Penalty 4178.403361 = -817509.781829 nChanged 1 SP:Iteration 54Q (97892.930000 sec): 3 clusters Score: Raw -821688.419675 + Penalty 4178.403361 = -817510.016314 nChanged 0 SP:Iteration 55F (97893.130000 sec): 3 clusters Score: Raw -821688.419675 + Penalty 4178.403361 = -817510.016314 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 28 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97893.230000 sec): 2 clusters Score: Raw -277797.103457 + Penalty 1838.515099 = -275958.588358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97893.420000 sec): 3 clusters Score: Raw -277283.252574 + Penalty 3677.030199 = -273606.222375 nChanged 516 SP:Iteration 1F (97893.630000 sec): 3 clusters Score: Raw -277827.554816 + Penalty 3677.030199 = -274150.524618 nChanged 137 SP:Iteration 2F (97893.800000 sec): 3 clusters Score: Raw -278049.301845 + Penalty 3677.030199 = -274372.271647 nChanged 96 SP:Iteration 3F (97894.000000 sec): 3 clusters Score: Raw -278238.190727 + Penalty 3677.030199 = -274561.160528 nChanged 82 SP:Iteration 4Q (97894.230000 sec): 3 clusters Score: Raw -278370.823279 + Penalty 3677.030199 = -274693.793080 nChanged 63 SP:Iteration 5Q (97894.410000 sec): 3 clusters Score: Raw -278447.840702 + Penalty 3677.030199 = -274770.810503 nChanged 47 SP:Iteration 6Q (97894.640000 sec): 3 clusters Score: Raw -278504.290581 + Penalty 3677.030199 = -274827.260383 nChanged 42 SP:Iteration 7Q (97894.790000 sec): 3 clusters Score: Raw -278577.645750 + Penalty 3677.030199 = -274900.615551 nChanged 41 SP:Iteration 8Q (97895.000000 sec): 3 clusters Score: Raw -278647.794265 + Penalty 3677.030199 = -274970.764067 nChanged 30 SP:Iteration 9Q (97895.170000 sec): 3 clusters Score: Raw -278687.592316 + Penalty 3677.030199 = -275010.562118 nChanged 30 SP:Iteration 10Q (97895.360000 sec): 3 clusters Score: Raw -278725.649146 + Penalty 3677.030199 = -275048.618947 nChanged 34 SP:Iteration 11Q (97895.540000 sec): 3 clusters Score: Raw -278765.632845 + Penalty 3677.030199 = -275088.602647 nChanged 24 SP:Iteration 12Q (97895.730000 sec): 3 clusters Score: Raw -278792.464888 + Penalty 3677.030199 = -275115.434690 nChanged 13 SP:Iteration 13Q (97895.900000 sec): 3 clusters Score: Raw -278805.916120 + Penalty 3677.030199 = -275128.885922 nChanged 5 SP:Iteration 14Q (97896.090000 sec): 3 clusters Score: Raw -278808.901981 + Penalty 3677.030199 = -275131.871782 nChanged 6 SP:Iteration 15Q (97896.290000 sec): 3 clusters Score: Raw -278813.778163 + Penalty 3677.030199 = -275136.747964 nChanged 8 SP:Iteration 16Q (97896.460000 sec): 3 clusters Score: Raw -278823.800391 + Penalty 3677.030199 = -275146.770192 nChanged 11 SP:Iteration 17Q (97896.610000 sec): 3 clusters Score: Raw -278838.270621 + Penalty 3677.030199 = -275161.240423 nChanged 13 SP:Iteration 18Q (97896.780000 sec): 3 clusters Score: Raw -278859.439617 + Penalty 3677.030199 = -275182.409419 nChanged 15 SP:Iteration 19Q (97897.030000 sec): 3 clusters Score: Raw -278878.061989 + Penalty 3677.030199 = -275201.031791 nChanged 13 SP:Iteration 20F (97897.220000 sec): 3 clusters Score: Raw -278890.512032 + Penalty 3677.030199 = -275213.481834 nChanged 8 SP:Iteration 21Q (97897.390000 sec): 3 clusters Score: Raw -278899.318092 + Penalty 3677.030199 = -275222.287894 nChanged 5 SP:Iteration 22Q (97897.540000 sec): 3 clusters Score: Raw -278902.403562 + Penalty 3677.030199 = -275225.373364 nChanged 2 SP:Iteration 23Q (97897.750000 sec): 3 clusters Score: Raw -278903.725275 + Penalty 3677.030199 = -275226.695076 nChanged 2 SP:Iteration 24Q (97897.940000 sec): 3 clusters Score: Raw -278906.385213 + Penalty 3677.030199 = -275229.355014 nChanged 4 SP:Iteration 25Q (97898.120000 sec): 3 clusters Score: Raw -278911.253270 + Penalty 3677.030199 = -275234.223072 nChanged 4 SP:Iteration 26Q (97898.340000 sec): 3 clusters Score: Raw -278916.286034 + Penalty 3677.030199 = -275239.255835 nChanged 4 SP:Iteration 27Q (97898.570000 sec): 3 clusters Score: Raw -278920.215788 + Penalty 3677.030199 = -275243.185590 nChanged 2 SP:Iteration 28Q (97898.810000 sec): 3 clusters Score: Raw -278921.490783 + Penalty 3677.030199 = -275244.460585 nChanged 2 SP:Iteration 29Q (97899.040000 sec): 3 clusters Score: Raw -278925.072909 + Penalty 3677.030199 = -275248.042710 nChanged 5 SP:Iteration 30Q (97899.260000 sec): 3 clusters Score: Raw -278932.186422 + Penalty 3677.030199 = -275255.156223 nChanged 3 SP:Iteration 31Q (97899.430000 sec): 3 clusters Score: Raw -278935.429169 + Penalty 3677.030199 = -275258.398970 nChanged 2 SP:Iteration 32Q (97899.610000 sec): 3 clusters Score: Raw -278938.035921 + Penalty 3677.030199 = -275261.005723 nChanged 4 SP:Iteration 33Q (97899.840000 sec): 3 clusters Score: Raw -278943.388659 + Penalty 3677.030199 = -275266.358460 nChanged 3 SP:Iteration 34Q (97900.010000 sec): 3 clusters Score: Raw -278948.376919 + Penalty 3677.030199 = -275271.346720 nChanged 2 SP:Iteration 35Q (97900.180000 sec): 3 clusters Score: Raw -278950.964678 + Penalty 3677.030199 = -275273.934479 nChanged 4 SP:Iteration 36Q (97900.420000 sec): 3 clusters Score: Raw -278953.547114 + Penalty 3677.030199 = -275276.516916 nChanged 2 SP:Iteration 37Q (97900.620000 sec): 3 clusters Score: Raw -278955.016676 + Penalty 3677.030199 = -275277.986477 nChanged 0 SP:Iteration 38F (97900.820000 sec): 3 clusters Score: Raw -278955.235579 + Penalty 3677.030199 = -275278.205380 nChanged 1 SP:Iteration 39Q (97901.020000 sec): 3 clusters Score: Raw -278958.722695 + Penalty 3677.030199 = -275281.692497 nChanged 3 SP:Iteration 40F (97901.220000 sec): 3 clusters Score: Raw -278962.417050 + Penalty 3677.030199 = -275285.386852 nChanged 1 SP:Iteration 41Q (97901.400000 sec): 3 clusters Score: Raw -278962.923193 + Penalty 3677.030199 = -275285.892994 nChanged 0 SP:Iteration 42F (97901.580000 sec): 3 clusters Score: Raw -278962.923193 + Penalty 3677.030199 = -275285.892994 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 29 (41544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97901.920000 sec): 2 clusters Score: Raw -7738870.529846 + Penalty 2637.358080 = -7736233.171766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97902.320000 sec): 3 clusters Score: Raw -7713335.730346 + Penalty 5274.716159 = -7708061.014187 nChanged 19052 SP:Iteration 1F (97902.700000 sec): 3 clusters Score: Raw -7723833.372993 + Penalty 5274.716159 = -7718558.656834 nChanged 1868 SP:Iteration 2Q (97903.130000 sec): 3 clusters Score: Raw -7724429.552891 + Penalty 5274.716159 = -7719154.836732 nChanged 1846 SP:Iteration 3Q (97903.530000 sec): 3 clusters Score: Raw -7725103.291107 + Penalty 5274.716159 = -7719828.574948 nChanged 1871 SP:Iteration 4Q (97903.970000 sec): 3 clusters Score: Raw -7725822.390141 + Penalty 5274.716159 = -7720547.673982 nChanged 1945 SP:Iteration 5Q (97904.400000 sec): 3 clusters Score: Raw -7726639.472688 + Penalty 5274.716159 = -7721364.756529 nChanged 1928 SP:Iteration 6Q (97904.830000 sec): 3 clusters Score: Raw -7727596.319345 + Penalty 5274.716159 = -7722321.603185 nChanged 2205 SP:Iteration 7F (97905.240000 sec): 3 clusters Score: Raw -7728762.887571 + Penalty 5274.716159 = -7723488.171412 nChanged 2270 SP:Iteration 8F (97905.650000 sec): 3 clusters Score: Raw -7729963.332333 + Penalty 5274.716159 = -7724688.616174 nChanged 2231 SP:Iteration 9F (97906.070000 sec): 3 clusters Score: Raw -7731134.886201 + Penalty 5274.716159 = -7725860.170042 nChanged 2067 SP:Iteration 10Q (97906.500000 sec): 3 clusters Score: Raw -7732209.272811 + Penalty 5274.716159 = -7726934.556652 nChanged 1873 SP:Iteration 11Q (97907.020000 sec): 3 clusters Score: Raw -7733168.118604 + Penalty 5274.716159 = -7727893.402445 nChanged 1664 SP:Iteration 12Q (97907.460000 sec): 3 clusters Score: Raw -7734114.774732 + Penalty 5274.716159 = -7728840.058573 nChanged 1533 SP:Iteration 13Q (97907.920000 sec): 3 clusters Score: Raw -7735066.067375 + Penalty 5274.716159 = -7729791.351216 nChanged 1316 SP:Iteration 14Q (97908.390000 sec): 3 clusters Score: Raw -7735796.300617 + Penalty 5274.716159 = -7730521.584458 nChanged 1010 SP:Iteration 15Q (97908.770000 sec): 3 clusters Score: Raw -7736247.288872 + Penalty 5274.716159 = -7730972.572712 nChanged 749 SP:Iteration 16Q (97909.200000 sec): 3 clusters Score: Raw -7736513.416057 + Penalty 5274.716159 = -7731238.699898 nChanged 539 SP:Iteration 17Q (97909.680000 sec): 3 clusters Score: Raw -7736659.255281 + Penalty 5274.716159 = -7731384.539121 nChanged 399 SP:Iteration 18Q (97910.130000 sec): 3 clusters Score: Raw -7736756.865455 + Penalty 5274.716159 = -7731482.149296 nChanged 312 SP:Iteration 19Q (97910.550000 sec): 3 clusters Score: Raw -7736822.789233 + Penalty 5274.716159 = -7731548.073073 nChanged 284 SP:Iteration 20F (97911.000000 sec): 3 clusters Score: Raw -7736880.837681 + Penalty 5274.716159 = -7731606.121522 nChanged 288 SP:Iteration 21Q (97911.450000 sec): 3 clusters Score: Raw -7736939.921500 + Penalty 5274.716159 = -7731665.205340 nChanged 279 SP:Iteration 22Q (97911.960000 sec): 3 clusters Score: Raw -7736998.193425 + Penalty 5274.716159 = -7731723.477266 nChanged 286 SP:Iteration 23Q (97912.520000 sec): 3 clusters Score: Raw -7737056.286202 + Penalty 5274.716159 = -7731781.570043 nChanged 285 SP:Iteration 24Q (97912.900000 sec): 3 clusters Score: Raw -7737119.481160 + Penalty 5274.716159 = -7731844.765001 nChanged 314 SP:Iteration 25Q (97913.340000 sec): 3 clusters Score: Raw -7737190.593694 + Penalty 5274.716159 = -7731915.877535 nChanged 312 SP:Iteration 26Q (97913.810000 sec): 3 clusters Score: Raw -7737268.079132 + Penalty 5274.716159 = -7731993.362972 nChanged 335 SP:Iteration 27Q (97914.250000 sec): 3 clusters Score: Raw -7737349.732866 + Penalty 5274.716159 = -7732075.016707 nChanged 321 SP:Iteration 28Q (97914.660000 sec): 3 clusters Score: Raw -7737421.979596 + Penalty 5274.716159 = -7732147.263437 nChanged 307 SP:Iteration 29Q (97915.020000 sec): 3 clusters Score: Raw -7737490.498416 + Penalty 5274.716159 = -7732215.782257 nChanged 286 SP:Iteration 30Q (97915.460000 sec): 3 clusters Score: Raw -7737553.658849 + Penalty 5274.716159 = -7732278.942690 nChanged 312 SP:Iteration 31Q (97915.910000 sec): 3 clusters Score: Raw -7737624.926588 + Penalty 5274.716159 = -7732350.210429 nChanged 309 SP:Iteration 32Q (97916.340000 sec): 3 clusters Score: Raw -7737696.961125 + Penalty 5274.716159 = -7732422.244966 nChanged 296 SP:Iteration 33Q (97916.710000 sec): 3 clusters Score: Raw -7737764.623900 + Penalty 5274.716159 = -7732489.907741 nChanged 287 SP:Iteration 34Q (97917.120000 sec): 3 clusters Score: Raw -7737830.996780 + Penalty 5274.716159 = -7732556.280621 nChanged 295 SP:Iteration 35Q (97917.520000 sec): 3 clusters Score: Raw -7737903.906513 + Penalty 5274.716159 = -7732629.190354 nChanged 316 SP:Iteration 36Q (97917.920000 sec): 3 clusters Score: Raw -7737982.747219 + Penalty 5274.716159 = -7732708.031060 nChanged 289 SP:Iteration 37Q (97918.310000 sec): 3 clusters Score: Raw -7738049.571652 + Penalty 5274.716159 = -7732774.855493 nChanged 250 SP:Iteration 38Q (97918.690000 sec): 3 clusters Score: Raw -7738102.926181 + Penalty 5274.716159 = -7732828.210021 nChanged 251 SP:Iteration 39Q (97919.140000 sec): 3 clusters Score: Raw -7738162.623655 + Penalty 5274.716159 = -7732887.907495 nChanged 268 SP:Iteration 40F (97919.530000 sec): 3 clusters Score: Raw -7738229.079726 + Penalty 5274.716159 = -7732954.363567 nChanged 282 SP:Iteration 41Q (97919.910000 sec): 3 clusters Score: Raw -7738302.391390 + Penalty 5274.716159 = -7733027.675230 nChanged 268 SP:Iteration 42Q (97920.250000 sec): 3 clusters Score: Raw -7738371.948543 + Penalty 5274.716159 = -7733097.232384 nChanged 249 SP:Iteration 43Q (97920.640000 sec): 3 clusters Score: Raw -7738437.884937 + Penalty 5274.716159 = -7733163.168777 nChanged 222 SP:Iteration 44Q (97921.030000 sec): 3 clusters Score: Raw -7738491.043499 + Penalty 5274.716159 = -7733216.327340 nChanged 210 SP:Iteration 45Q (97921.480000 sec): 3 clusters Score: Raw -7738541.095151 + Penalty 5274.716159 = -7733266.378991 nChanged 184 SP:Iteration 46Q (97921.820000 sec): 3 clusters Score: Raw -7738586.160540 + Penalty 5274.716159 = -7733311.444381 nChanged 208 SP:Iteration 47Q (97922.270000 sec): 3 clusters Score: Raw -7738637.617519 + Penalty 5274.716159 = -7733362.901360 nChanged 193 SP:Iteration 48Q (97922.680000 sec): 3 clusters Score: Raw -7738685.937573 + Penalty 5274.716159 = -7733411.221414 nChanged 176 SP:Iteration 49Q (97923.110000 sec): 3 clusters Score: Raw -7738733.567951 + Penalty 5274.716159 = -7733458.851791 nChanged 151 SP:Iteration 50Q (97923.510000 sec): 3 clusters Score: Raw -7738769.818053 + Penalty 5274.716159 = -7733495.101894 nChanged 153 SP:Iteration 51Q (97923.980000 sec): 3 clusters Score: Raw -7738810.525666 + Penalty 5274.716159 = -7733535.809506 nChanged 158 SP:Iteration 52Q (97924.410000 sec): 3 clusters Score: Raw -7738852.586067 + Penalty 5274.716159 = -7733577.869908 nChanged 145 SP:Iteration 53Q (97924.850000 sec): 3 clusters Score: Raw -7738895.108097 + Penalty 5274.716159 = -7733620.391938 nChanged 142 SP:Iteration 54Q (97925.250000 sec): 3 clusters Score: Raw -7738932.710785 + Penalty 5274.716159 = -7733657.994626 nChanged 112 SP:Iteration 55Q (97925.630000 sec): 3 clusters Score: Raw -7738963.014274 + Penalty 5274.716159 = -7733688.298115 nChanged 111 SP:Iteration 56Q (97925.980000 sec): 3 clusters Score: Raw -7738996.159852 + Penalty 5274.716159 = -7733721.443693 nChanged 125 SP:Iteration 57Q (97926.340000 sec): 3 clusters Score: Raw -7739029.501329 + Penalty 5274.716159 = -7733754.785170 nChanged 96 SP:Iteration 58Q (97926.690000 sec): 3 clusters Score: Raw -7739055.786667 + Penalty 5274.716159 = -7733781.070507 nChanged 98 SP:Iteration 59Q (97927.090000 sec): 3 clusters Score: Raw -7739086.492870 + Penalty 5274.716159 = -7733811.776710 nChanged 103 SP:Iteration 60F (97927.480000 sec): 3 clusters Score: Raw -7739119.684970 + Penalty 5274.716159 = -7733844.968811 nChanged 102 SP:Iteration 61Q (97927.820000 sec): 3 clusters Score: Raw -7739152.080358 + Penalty 5274.716159 = -7733877.364199 nChanged 87 SP:Iteration 62Q (97928.200000 sec): 3 clusters Score: Raw -7739178.757613 + Penalty 5274.716159 = -7733904.041454 nChanged 74 SP:Iteration 63Q (97928.550000 sec): 3 clusters Score: Raw -7739199.357697 + Penalty 5274.716159 = -7733924.641538 nChanged 74 SP:Iteration 64Q (97928.950000 sec): 3 clusters Score: Raw -7739221.346272 + Penalty 5274.716159 = -7733946.630113 nChanged 68 SP:Iteration 65Q (97929.350000 sec): 3 clusters Score: Raw -7739237.343697 + Penalty 5274.716159 = -7733962.627537 nChanged 40 SP:Iteration 66Q (97929.730000 sec): 3 clusters Score: Raw -7739247.631717 + Penalty 5274.716159 = -7733972.915558 nChanged 41 SP:Iteration 67Q (97930.110000 sec): 3 clusters Score: Raw -7739255.804443 + Penalty 5274.716159 = -7733981.088283 nChanged 37 SP:Iteration 68Q (97930.480000 sec): 3 clusters Score: Raw -7739264.442871 + Penalty 5274.716159 = -7733989.726712 nChanged 35 SP:Iteration 69Q (97930.880000 sec): 3 clusters Score: Raw -7739273.166715 + Penalty 5274.716159 = -7733998.450556 nChanged 36 SP:Iteration 70Q (97931.220000 sec): 3 clusters Score: Raw -7739281.753783 + Penalty 5274.716159 = -7734007.037624 nChanged 31 SP:Iteration 71Q (97931.580000 sec): 3 clusters Score: Raw -7739288.061138 + Penalty 5274.716159 = -7734013.344979 nChanged 28 SP:Iteration 72Q (97931.990000 sec): 3 clusters Score: Raw -7739294.899643 + Penalty 5274.716159 = -7734020.183483 nChanged 26 SP:Iteration 73Q (97932.390000 sec): 3 clusters Score: Raw -7739300.421241 + Penalty 5274.716159 = -7734025.705082 nChanged 22 SP:Iteration 74Q (97932.760000 sec): 3 clusters Score: Raw -7739305.717321 + Penalty 5274.716159 = -7734031.001162 nChanged 23 SP:Iteration 75Q (97933.140000 sec): 3 clusters Score: Raw -7739311.583404 + Penalty 5274.716159 = -7734036.867245 nChanged 27 SP:Iteration 76Q (97933.590000 sec): 3 clusters Score: Raw -7739318.641249 + Penalty 5274.716159 = -7734043.925090 nChanged 34 SP:Iteration 77Q (97933.990000 sec): 3 clusters Score: Raw -7739326.912095 + Penalty 5274.716159 = -7734052.195936 nChanged 29 SP:Iteration 78Q (97934.370000 sec): 3 clusters Score: Raw -7739331.947263 + Penalty 5274.716159 = -7734057.231104 nChanged 16 SP:Iteration 79Q (97934.760000 sec): 3 clusters Score: Raw -7739334.942202 + Penalty 5274.716159 = -7734060.226043 nChanged 20 SP:Iteration 80F (97935.180000 sec): 3 clusters Score: Raw -7739339.085614 + Penalty 5274.716159 = -7734064.369455 nChanged 13 SP:Iteration 81Q (97935.580000 sec): 3 clusters Score: Raw -7739341.246037 + Penalty 5274.716159 = -7734066.529878 nChanged 14 SP:Iteration 82Q (97936.040000 sec): 3 clusters Score: Raw -7739344.113129 + Penalty 5274.716159 = -7734069.396970 nChanged 13 SP:Iteration 83Q (97936.410000 sec): 3 clusters Score: Raw -7739346.997135 + Penalty 5274.716159 = -7734072.280976 nChanged 16 SP:Iteration 84Q (97936.800000 sec): 3 clusters Score: Raw -7739351.122072 + Penalty 5274.716159 = -7734076.405913 nChanged 17 SP:Iteration 85Q (97937.230000 sec): 3 clusters Score: Raw -7739354.302843 + Penalty 5274.716159 = -7734079.586684 nChanged 4 SP:Iteration 86Q (97937.580000 sec): 3 clusters Score: Raw -7739354.684691 + Penalty 5274.716159 = -7734079.968531 nChanged 2 SP:Iteration 87Q (97937.980000 sec): 3 clusters Score: Raw -7739355.084069 + Penalty 5274.716159 = -7734080.367909 nChanged 6 SP:Iteration 88Q (97938.320000 sec): 3 clusters Score: Raw -7739355.897743 + Penalty 5274.716159 = -7734081.181584 nChanged 6 SP:Iteration 89Q (97938.700000 sec): 3 clusters Score: Raw -7739356.928872 + Penalty 5274.716159 = -7734082.212713 nChanged 10 SP:Iteration 90Q (97939.120000 sec): 3 clusters Score: Raw -7739358.142571 + Penalty 5274.716159 = -7734083.426412 nChanged 3 SP:Iteration 91Q (97939.520000 sec): 3 clusters Score: Raw -7739358.744593 + Penalty 5274.716159 = -7734084.028434 nChanged 5 SP:Iteration 92Q (97939.900000 sec): 3 clusters Score: Raw -7739359.868211 + Penalty 5274.716159 = -7734085.152052 nChanged 4 SP:Iteration 93Q (97940.280000 sec): 3 clusters Score: Raw -7739361.003562 + Penalty 5274.716159 = -7734086.287403 nChanged 5 SP:Iteration 94Q (97940.700000 sec): 3 clusters Score: Raw -7739362.262417 + Penalty 5274.716159 = -7734087.546258 nChanged 5 SP:Iteration 95Q (97941.100000 sec): 3 clusters Score: Raw -7739363.896744 + Penalty 5274.716159 = -7734089.180585 nChanged 7 SP:Iteration 96Q (97941.440000 sec): 3 clusters Score: Raw -7739366.258842 + Penalty 5274.716159 = -7734091.542683 nChanged 9 SP:Iteration 97Q (97941.820000 sec): 3 clusters Score: Raw -7739368.657836 + Penalty 5274.716159 = -7734093.941677 nChanged 8 SP:Iteration 98Q (97942.230000 sec): 3 clusters Score: Raw -7739370.076531 + Penalty 5274.716159 = -7734095.360371 nChanged 9 SP:Iteration 99Q (97942.560000 sec): 3 clusters Score: Raw -7739372.191139 + Penalty 5274.716159 = -7734097.474980 nChanged 9 SP:Iteration 100F (97942.950000 sec): 3 clusters Score: Raw -7739374.687914 + Penalty 5274.716159 = -7734099.971755 nChanged 4 SP:Iteration 101Q (97943.320000 sec): 3 clusters Score: Raw -7739375.390363 + Penalty 5274.716159 = -7734100.674204 nChanged 6 SP:Iteration 102Q (97943.660000 sec): 3 clusters Score: Raw -7739376.270162 + Penalty 5274.716159 = -7734101.554002 nChanged 6 SP:Iteration 103Q (97944.070000 sec): 3 clusters Score: Raw -7739377.296334 + Penalty 5274.716159 = -7734102.580175 nChanged 3 SP:Iteration 104Q (97944.470000 sec): 3 clusters Score: Raw -7739377.837993 + Penalty 5274.716159 = -7734103.121834 nChanged 3 SP:Iteration 105Q (97944.790000 sec): 3 clusters Score: Raw -7739378.775582 + Penalty 5274.716159 = -7734104.059423 nChanged 4 SP:Iteration 106Q (97945.210000 sec): 3 clusters Score: Raw -7739379.499899 + Penalty 5274.716159 = -7734104.783740 nChanged 6 SP:Iteration 107Q (97945.540000 sec): 3 clusters Score: Raw -7739380.611834 + Penalty 5274.716159 = -7734105.895675 nChanged 5 SP:Iteration 108Q (97945.950000 sec): 3 clusters Score: Raw -7739381.840705 + Penalty 5274.716159 = -7734107.124546 nChanged 5 SP:Iteration 109Q (97946.330000 sec): 3 clusters Score: Raw -7739383.167170 + Penalty 5274.716159 = -7734108.451011 nChanged 2 SP:Iteration 110Q (97946.700000 sec): 3 clusters Score: Raw -7739383.349367 + Penalty 5274.716159 = -7734108.633207 nChanged 1 SP:Iteration 111Q (97947.090000 sec): 3 clusters Score: Raw -7739383.449142 + Penalty 5274.716159 = -7734108.732983 nChanged 1 SP:Iteration 112Q (97947.470000 sec): 3 clusters Score: Raw -7739383.620545 + Penalty 5274.716159 = -7734108.904385 nChanged 2 SP:Iteration 113Q (97947.900000 sec): 3 clusters Score: Raw -7739383.819618 + Penalty 5274.716159 = -7734109.103459 nChanged 2 SP:Iteration 114Q (97948.280000 sec): 3 clusters Score: Raw -7739384.207578 + Penalty 5274.716159 = -7734109.491419 nChanged 1 SP:Iteration 115Q (97948.730000 sec): 3 clusters Score: Raw -7739384.243707 + Penalty 5274.716159 = -7734109.527548 nChanged 0 SP:Iteration 116F (97949.210000 sec): 3 clusters Score: Raw -7739384.243707 + Penalty 5274.716159 = -7734109.527548 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 30 (1338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97949.360000 sec): 2 clusters Score: Raw -234206.849932 + Penalty 1785.334948 = -232421.514984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97949.520000 sec): 3 clusters Score: Raw -233847.022941 + Penalty 3570.669895 = -230276.353046 nChanged 377 SP:Iteration 1F (97949.700000 sec): 3 clusters Score: Raw -234270.369669 + Penalty 3570.669895 = -230699.699774 nChanged 112 SP:Iteration 2F (97949.910000 sec): 3 clusters Score: Raw -234447.779256 + Penalty 3570.669895 = -230877.109361 nChanged 72 SP:Iteration 3F (97950.120000 sec): 3 clusters Score: Raw -234554.748159 + Penalty 3570.669895 = -230984.078264 nChanged 52 SP:Iteration 4Q (97950.300000 sec): 3 clusters Score: Raw -234620.021214 + Penalty 3570.669895 = -231049.351319 nChanged 40 SP:Iteration 5Q (97950.450000 sec): 3 clusters Score: Raw -234664.493450 + Penalty 3570.669895 = -231093.823555 nChanged 22 SP:Iteration 6Q (97950.650000 sec): 3 clusters Score: Raw -234693.103999 + Penalty 3570.669895 = -231122.434104 nChanged 26 SP:Iteration 7Q (97950.850000 sec): 3 clusters Score: Raw -234728.103040 + Penalty 3570.669895 = -231157.433145 nChanged 23 SP:Iteration 8Q (97950.970000 sec): 3 clusters Score: Raw -234758.876951 + Penalty 3570.669895 = -231188.207056 nChanged 20 SP:Iteration 9Q (97951.120000 sec): 3 clusters Score: Raw -234783.839397 + Penalty 3570.669895 = -231213.169502 nChanged 13 SP:Iteration 10Q (97951.280000 sec): 3 clusters Score: Raw -234801.292588 + Penalty 3570.669895 = -231230.622693 nChanged 6 SP:Iteration 11Q (97951.440000 sec): 3 clusters Score: Raw -234806.808733 + Penalty 3570.669895 = -231236.138838 nChanged 5 SP:Iteration 12Q (97951.610000 sec): 3 clusters Score: Raw -234812.942944 + Penalty 3570.669895 = -231242.273048 nChanged 5 SP:Iteration 13Q (97951.780000 sec): 3 clusters Score: Raw -234821.140772 + Penalty 3570.669895 = -231250.470876 nChanged 5 SP:Iteration 14Q (97951.970000 sec): 3 clusters Score: Raw -234826.388763 + Penalty 3570.669895 = -231255.718868 nChanged 9 SP:Iteration 15Q (97952.120000 sec): 3 clusters Score: Raw -234836.241047 + Penalty 3570.669895 = -231265.571152 nChanged 4 SP:Iteration 16Q (97952.320000 sec): 3 clusters Score: Raw -234840.430620 + Penalty 3570.669895 = -231269.760725 nChanged 5 SP:Iteration 17Q (97952.490000 sec): 3 clusters Score: Raw -234845.859641 + Penalty 3570.669895 = -231275.189746 nChanged 7 SP:Iteration 18Q (97952.680000 sec): 3 clusters Score: Raw -234853.820898 + Penalty 3570.669895 = -231283.151003 nChanged 7 SP:Iteration 19Q (97952.820000 sec): 3 clusters Score: Raw -234859.723369 + Penalty 3570.669895 = -231289.053474 nChanged 3 SP:Iteration 20F (97953.030000 sec): 3 clusters Score: Raw -234865.116787 + Penalty 3570.669895 = -231294.446891 nChanged 6 SP:Iteration 21Q (97953.210000 sec): 3 clusters Score: Raw -234869.985244 + Penalty 3570.669895 = -231299.315349 nChanged 4 SP:Iteration 22Q (97953.430000 sec): 3 clusters Score: Raw -234873.420149 + Penalty 3570.669895 = -231302.750254 nChanged 3 SP:Iteration 23Q (97953.640000 sec): 3 clusters Score: Raw -234876.794195 + Penalty 3570.669895 = -231306.124300 nChanged 7 SP:Iteration 24Q (97953.830000 sec): 3 clusters Score: Raw -234881.938447 + Penalty 3570.669895 = -231311.268552 nChanged 2 SP:Iteration 25Q (97954.000000 sec): 3 clusters Score: Raw -234884.573892 + Penalty 3570.669895 = -231313.903996 nChanged 0 SP:Iteration 26F (97954.180000 sec): 3 clusters Score: Raw -234884.573892 + Penalty 3570.669895 = -231313.903996 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 31 (14574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97954.360000 sec): 2 clusters Score: Raw -2637245.623714 + Penalty 2377.574611 = -2634868.049103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97954.670000 sec): 3 clusters Score: Raw -2629173.220048 + Penalty 4755.149222 = -2624418.070827 nChanged 6203 SP:Iteration 1F (97954.920000 sec): 3 clusters Score: Raw -2632536.357356 + Penalty 4755.149222 = -2627781.208134 nChanged 944 SP:Iteration 2F (97955.140000 sec): 3 clusters Score: Raw -2633106.729178 + Penalty 4755.149222 = -2628351.579957 nChanged 927 SP:Iteration 3F (97955.420000 sec): 3 clusters Score: Raw -2633806.603976 + Penalty 4755.149222 = -2629051.454755 nChanged 976 SP:Iteration 4F (97955.610000 sec): 3 clusters Score: Raw -2634601.732278 + Penalty 4755.149222 = -2629846.583056 nChanged 941 SP:Iteration 5F (97955.860000 sec): 3 clusters Score: Raw -2635384.924650 + Penalty 4755.149222 = -2630629.775429 nChanged 914 SP:Iteration 6F (97956.120000 sec): 3 clusters Score: Raw -2636059.949450 + Penalty 4755.149222 = -2631304.800229 nChanged 844 SP:Iteration 7F (97956.350000 sec): 3 clusters Score: Raw -2636617.185527 + Penalty 4755.149222 = -2631862.036305 nChanged 695 SP:Iteration 8Q (97956.620000 sec): 3 clusters Score: Raw -2636989.151425 + Penalty 4755.149222 = -2632234.002204 nChanged 500 SP:Iteration 9Q (97956.910000 sec): 3 clusters Score: Raw -2637184.128316 + Penalty 4755.149222 = -2632428.979095 nChanged 334 SP:Iteration 10Q (97957.170000 sec): 3 clusters Score: Raw -2637282.630706 + Penalty 4755.149222 = -2632527.481484 nChanged 235 SP:Iteration 11Q (97957.430000 sec): 3 clusters Score: Raw -2637351.437409 + Penalty 4755.149222 = -2632596.288187 nChanged 196 SP:Iteration 12Q (97957.660000 sec): 3 clusters Score: Raw -2637400.320895 + Penalty 4755.149222 = -2632645.171674 nChanged 159 SP:Iteration 13Q (97957.900000 sec): 3 clusters Score: Raw -2637437.664565 + Penalty 4755.149222 = -2632682.515344 nChanged 127 SP:Iteration 14Q (97958.160000 sec): 3 clusters Score: Raw -2637462.835056 + Penalty 4755.149222 = -2632707.685835 nChanged 103 SP:Iteration 15Q (97958.390000 sec): 3 clusters Score: Raw -2637481.943877 + Penalty 4755.149222 = -2632726.794655 nChanged 83 SP:Iteration 16Q (97958.620000 sec): 3 clusters Score: Raw -2637497.083700 + Penalty 4755.149222 = -2632741.934478 nChanged 77 SP:Iteration 17Q (97958.880000 sec): 3 clusters Score: Raw -2637509.816985 + Penalty 4755.149222 = -2632754.667764 nChanged 55 SP:Iteration 18Q (97959.090000 sec): 3 clusters Score: Raw -2637517.401333 + Penalty 4755.149222 = -2632762.252112 nChanged 49 SP:Iteration 19Q (97959.310000 sec): 3 clusters Score: Raw -2637525.555844 + Penalty 4755.149222 = -2632770.406622 nChanged 44 SP:Iteration 20F (97959.570000 sec): 3 clusters Score: Raw -2637531.497196 + Penalty 4755.149222 = -2632776.347974 nChanged 34 SP:Iteration 21Q (97959.810000 sec): 3 clusters Score: Raw -2637535.661577 + Penalty 4755.149222 = -2632780.512356 nChanged 24 SP:Iteration 22Q (97960.100000 sec): 3 clusters Score: Raw -2637538.610911 + Penalty 4755.149222 = -2632783.461689 nChanged 22 SP:Iteration 23Q (97960.290000 sec): 3 clusters Score: Raw -2637541.486251 + Penalty 4755.149222 = -2632786.337029 nChanged 21 SP:Iteration 24Q (97960.470000 sec): 3 clusters Score: Raw -2637543.469899 + Penalty 4755.149222 = -2632788.320677 nChanged 19 SP:Iteration 25Q (97960.710000 sec): 3 clusters Score: Raw -2637545.542018 + Penalty 4755.149222 = -2632790.392796 nChanged 19 SP:Iteration 26Q (97960.940000 sec): 3 clusters Score: Raw -2637547.869358 + Penalty 4755.149222 = -2632792.720137 nChanged 16 SP:Iteration 27Q (97961.180000 sec): 3 clusters Score: Raw -2637549.790500 + Penalty 4755.149222 = -2632794.641279 nChanged 14 SP:Iteration 28Q (97961.410000 sec): 3 clusters Score: Raw -2637551.332245 + Penalty 4755.149222 = -2632796.183023 nChanged 15 SP:Iteration 29Q (97961.670000 sec): 3 clusters Score: Raw -2637552.585323 + Penalty 4755.149222 = -2632797.436102 nChanged 14 SP:Iteration 30Q (97961.910000 sec): 3 clusters Score: Raw -2637553.690640 + Penalty 4755.149222 = -2632798.541418 nChanged 11 SP:Iteration 31Q (97962.150000 sec): 3 clusters Score: Raw -2637554.493118 + Penalty 4755.149222 = -2632799.343897 nChanged 7 SP:Iteration 32Q (97962.390000 sec): 3 clusters Score: Raw -2637555.023295 + Penalty 4755.149222 = -2632799.874074 nChanged 2 SP:Iteration 33Q (97962.680000 sec): 3 clusters Score: Raw -2637555.151739 + Penalty 4755.149222 = -2632800.002518 nChanged 0 SP:Iteration 34F (97962.910000 sec): 3 clusters Score: Raw -2637555.151739 + Penalty 4755.149222 = -2632800.002518 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 32 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97963.010000 sec): 2 clusters Score: Raw -69949.734926 + Penalty 1537.726275 = -68412.008650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97963.180000 sec): 3 clusters Score: Raw -70060.646622 + Penalty 3075.452550 = -66985.194071 nChanged 98 SP:Iteration 1F (97963.340000 sec): 3 clusters Score: Raw -70279.250050 + Penalty 3075.452550 = -67203.797500 nChanged 36 SP:Iteration 2F (97963.530000 sec): 3 clusters Score: Raw -70390.574061 + Penalty 3075.452550 = -67315.121511 nChanged 23 SP:Iteration 3Q (97963.670000 sec): 3 clusters Score: Raw -70442.748299 + Penalty 3075.452550 = -67367.295749 nChanged 12 SP:Iteration 4Q (97963.790000 sec): 3 clusters Score: Raw -70472.686288 + Penalty 3075.452550 = -67397.233738 nChanged 6 SP:Iteration 5Q (97963.920000 sec): 3 clusters Score: Raw -70505.022738 + Penalty 3075.452550 = -67429.570188 nChanged 8 SP:Iteration 6Q (97964.050000 sec): 3 clusters Score: Raw -70528.082113 + Penalty 3075.452550 = -67452.629563 nChanged 7 SP:Iteration 7Q (97964.170000 sec): 3 clusters Score: Raw -70545.154726 + Penalty 3075.452550 = -67469.702175 nChanged 10 SP:Iteration 8Q (97964.300000 sec): 3 clusters Score: Raw -70571.188554 + Penalty 3075.452550 = -67495.736004 nChanged 10 SP:Iteration 9Q (97964.430000 sec): 3 clusters Score: Raw -70606.096211 + Penalty 3075.452550 = -67530.643661 nChanged 4 SP:Iteration 10Q (97964.530000 sec): 3 clusters Score: Raw -70621.837740 + Penalty 3075.452550 = -67546.385190 nChanged 2 SP:Iteration 11Q (97964.720000 sec): 3 clusters Score: Raw -70630.885720 + Penalty 3075.452550 = -67555.433170 nChanged 2 SP:Iteration 12Q (97964.890000 sec): 3 clusters Score: Raw -70637.920528 + Penalty 3075.452550 = -67562.467977 nChanged 2 SP:Iteration 13Q (97965.100000 sec): 3 clusters Score: Raw -70660.746393 + Penalty 3075.452550 = -67585.293842 nChanged 4 SP:Iteration 14Q (97965.230000 sec): 3 clusters Score: Raw -70684.621665 + Penalty 3075.452550 = -67609.169114 nChanged 3 SP:Iteration 15Q (97965.420000 sec): 3 clusters Score: Raw -70697.373770 + Penalty 3075.452550 = -67621.921220 nChanged 1 SP:Iteration 16Q (97965.540000 sec): 3 clusters Score: Raw -70697.613256 + Penalty 3075.452550 = -67622.160706 nChanged 0 SP:Iteration 17F (97965.670000 sec): 3 clusters Score: Raw -70702.044845 + Penalty 3075.452550 = -67626.592295 nChanged 1 SP:Iteration 18Q (97965.790000 sec): 3 clusters Score: Raw -70740.957470 + Penalty 3075.452550 = -67665.504920 nChanged 8 SP:Iteration 19Q (97965.920000 sec): 3 clusters Score: Raw -70780.516646 + Penalty 3075.452550 = -67705.064096 nChanged 7 SP:Iteration 20F (97966.050000 sec): 3 clusters Score: Raw -70799.070683 + Penalty 3075.452550 = -67723.618133 nChanged 3 SP:Iteration 21Q (97966.180000 sec): 3 clusters Score: Raw -70811.049633 + Penalty 3075.452550 = -67735.597082 nChanged 3 SP:Iteration 22Q (97966.310000 sec): 3 clusters Score: Raw -70825.475297 + Penalty 3075.452550 = -67750.022746 nChanged 0 SP:Iteration 23F (97966.430000 sec): 3 clusters Score: Raw -70825.475297 + Penalty 3075.452550 = -67750.022746 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 33 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97966.580000 sec): 2 clusters Score: Raw -158033.168386 + Penalty 1698.041899 = -156335.126488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97966.770000 sec): 3 clusters Score: Raw -157846.998862 + Penalty 3396.083797 = -154450.915065 nChanged 247 SP:Iteration 1F (97966.940000 sec): 3 clusters Score: Raw -158119.776459 + Penalty 3396.083797 = -154723.692662 nChanged 52 SP:Iteration 2F (97967.130000 sec): 3 clusters Score: Raw -158199.335081 + Penalty 3396.083797 = -154803.251284 nChanged 32 SP:Iteration 3Q (97967.270000 sec): 3 clusters Score: Raw -158249.939418 + Penalty 3396.083797 = -154853.855621 nChanged 27 SP:Iteration 4Q (97967.480000 sec): 3 clusters Score: Raw -158287.601490 + Penalty 3396.083797 = -154891.517693 nChanged 7 SP:Iteration 5Q (97967.640000 sec): 3 clusters Score: Raw -158296.267092 + Penalty 3396.083797 = -154900.183295 nChanged 4 SP:Iteration 6Q (97967.770000 sec): 3 clusters Score: Raw -158301.532298 + Penalty 3396.083797 = -154905.448500 nChanged 3 SP:Iteration 7Q (97967.970000 sec): 3 clusters Score: Raw -158304.376336 + Penalty 3396.083797 = -154908.292539 nChanged 1 SP:Iteration 8Q (97968.130000 sec): 3 clusters Score: Raw -158304.869070 + Penalty 3396.083797 = -154908.785273 nChanged 2 SP:Iteration 9Q (97968.290000 sec): 3 clusters Score: Raw -158308.644695 + Penalty 3396.083797 = -154912.560898 nChanged 6 SP:Iteration 10Q (97968.450000 sec): 3 clusters Score: Raw -158317.180830 + Penalty 3396.083797 = -154921.097033 nChanged 3 SP:Iteration 11Q (97968.550000 sec): 3 clusters Score: Raw -158320.848428 + Penalty 3396.083797 = -154924.764630 nChanged 1 SP:Iteration 12Q (97968.710000 sec): 3 clusters Score: Raw -158321.638976 + Penalty 3396.083797 = -154925.555179 nChanged 0 SP:Iteration 13F (97968.930000 sec): 3 clusters Score: Raw -158321.638976 + Penalty 3396.083797 = -154925.555179 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 34 (94802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97969.500000 sec): 2 clusters Score: Raw -17384602.171026 + Penalty 2841.967355 = -17381760.203672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97970.160000 sec): 3 clusters Score: Raw -17323770.023457 + Penalty 5683.934709 = -17318086.088748 nChanged 44686 SP:Iteration 1F (97970.810000 sec): 3 clusters Score: Raw -17349418.779990 + Penalty 5683.934709 = -17343734.845280 nChanged 3007 SP:Iteration 2Q (97971.550000 sec): 3 clusters Score: Raw -17350096.926303 + Penalty 5683.934709 = -17344412.991594 nChanged 3041 SP:Iteration 3Q (97972.280000 sec): 3 clusters Score: Raw -17350806.631390 + Penalty 5683.934709 = -17345122.696681 nChanged 3059 SP:Iteration 4Q (97973.070000 sec): 3 clusters Score: Raw -17351574.071133 + Penalty 5683.934709 = -17345890.136423 nChanged 3338 SP:Iteration 5Q (97973.820000 sec): 3 clusters Score: Raw -17352539.415644 + Penalty 5683.934709 = -17346855.480935 nChanged 3651 SP:Iteration 6Q (97974.520000 sec): 3 clusters Score: Raw -17353765.782996 + Penalty 5683.934709 = -17348081.848287 nChanged 4054 SP:Iteration 7Q (97975.270000 sec): 3 clusters Score: Raw -17355303.508008 + Penalty 5683.934709 = -17349619.573298 nChanged 4303 SP:Iteration 8Q (97975.930000 sec): 3 clusters Score: Raw -17357041.237906 + Penalty 5683.934709 = -17351357.303196 nChanged 4445 SP:Iteration 9Q (97976.710000 sec): 3 clusters Score: Raw -17359080.778521 + Penalty 5683.934709 = -17353396.843811 nChanged 4579 SP:Iteration 10Q (97977.440000 sec): 3 clusters Score: Raw -17361382.980501 + Penalty 5683.934709 = -17355699.045791 nChanged 4545 SP:Iteration 11Q (97978.130000 sec): 3 clusters Score: Raw -17363928.015404 + Penalty 5683.934709 = -17358244.080695 nChanged 4455 SP:Iteration 12Q (97978.830000 sec): 3 clusters Score: Raw -17366903.350395 + Penalty 5683.934709 = -17361219.415685 nChanged 4335 SP:Iteration 13Q (97979.520000 sec): 3 clusters Score: Raw -17370305.164559 + Penalty 5683.934709 = -17364621.229850 nChanged 3923 SP:Iteration 14Q (97980.250000 sec): 3 clusters Score: Raw -17373212.544305 + Penalty 5683.934709 = -17367528.609596 nChanged 3074 SP:Iteration 15Q (97980.940000 sec): 3 clusters Score: Raw -17375021.730435 + Penalty 5683.934709 = -17369337.795726 nChanged 2367 SP:Iteration 16Q (97981.710000 sec): 3 clusters Score: Raw -17376171.474270 + Penalty 5683.934709 = -17370487.539561 nChanged 1934 SP:Iteration 17Q (97982.350000 sec): 3 clusters Score: Raw -17376999.385956 + Penalty 5683.934709 = -17371315.451247 nChanged 1863 SP:Iteration 18Q (97983.030000 sec): 3 clusters Score: Raw -17377784.613242 + Penalty 5683.934709 = -17372100.678533 nChanged 1815 SP:Iteration 19Q (97983.690000 sec): 3 clusters Score: Raw -17378570.471466 + Penalty 5683.934709 = -17372886.536757 nChanged 1745 SP:Iteration 20F (97984.350000 sec): 3 clusters Score: Raw -17379313.917784 + Penalty 5683.934709 = -17373629.983074 nChanged 1593 SP:Iteration 21Q (97984.990000 sec): 3 clusters Score: Raw -17379996.812587 + Penalty 5683.934709 = -17374312.877877 nChanged 1482 SP:Iteration 22Q (97985.610000 sec): 3 clusters Score: Raw -17380663.772534 + Penalty 5683.934709 = -17374979.837824 nChanged 1391 SP:Iteration 23Q (97986.260000 sec): 3 clusters Score: Raw -17381289.090568 + Penalty 5683.934709 = -17375605.155858 nChanged 1293 SP:Iteration 24Q (97986.910000 sec): 3 clusters Score: Raw -17381902.595823 + Penalty 5683.934709 = -17376218.661114 nChanged 1175 SP:Iteration 25Q (97987.490000 sec): 3 clusters Score: Raw -17382480.114527 + Penalty 5683.934709 = -17376796.179818 nChanged 1049 SP:Iteration 26Q (97988.110000 sec): 3 clusters Score: Raw -17383000.563642 + Penalty 5683.934709 = -17377316.628932 nChanged 896 SP:Iteration 27Q (97988.790000 sec): 3 clusters Score: Raw -17383437.102288 + Penalty 5683.934709 = -17377753.167579 nChanged 773 SP:Iteration 28Q (97989.420000 sec): 3 clusters Score: Raw -17383825.771828 + Penalty 5683.934709 = -17378141.837119 nChanged 621 SP:Iteration 29Q (97990.070000 sec): 3 clusters Score: Raw -17384116.413706 + Penalty 5683.934709 = -17378432.478997 nChanged 502 SP:Iteration 30Q (97990.670000 sec): 3 clusters Score: Raw -17384334.174903 + Penalty 5683.934709 = -17378650.240193 nChanged 379 SP:Iteration 31Q (97991.270000 sec): 3 clusters Score: Raw -17384493.633696 + Penalty 5683.934709 = -17378809.698987 nChanged 327 SP:Iteration 32Q (97991.850000 sec): 3 clusters Score: Raw -17384633.949268 + Penalty 5683.934709 = -17378950.014558 nChanged 264 SP:Iteration 33Q (97992.420000 sec): 3 clusters Score: Raw -17384743.730289 + Penalty 5683.934709 = -17379059.795580 nChanged 242 SP:Iteration 34Q (97993.070000 sec): 3 clusters Score: Raw -17384848.475086 + Penalty 5683.934709 = -17379164.540376 nChanged 193 SP:Iteration 35Q (97993.670000 sec): 3 clusters Score: Raw -17384928.114162 + Penalty 5683.934709 = -17379244.179452 nChanged 152 SP:Iteration 36Q (97994.260000 sec): 3 clusters Score: Raw -17384986.602836 + Penalty 5683.934709 = -17379302.668126 nChanged 122 SP:Iteration 37Q (97994.790000 sec): 3 clusters Score: Raw -17385031.848395 + Penalty 5683.934709 = -17379347.913685 nChanged 85 SP:Iteration 38Q (97995.450000 sec): 3 clusters Score: Raw -17385066.856613 + Penalty 5683.934709 = -17379382.921903 nChanged 73 SP:Iteration 39Q (97995.990000 sec): 3 clusters Score: Raw -17385093.362063 + Penalty 5683.934709 = -17379409.427354 nChanged 55 SP:Iteration 40F (97996.680000 sec): 3 clusters Score: Raw -17385112.451961 + Penalty 5683.934709 = -17379428.517251 nChanged 51 SP:Iteration 41Q (97997.250000 sec): 3 clusters Score: Raw -17385132.255467 + Penalty 5683.934709 = -17379448.320758 nChanged 43 SP:Iteration 42Q (97997.850000 sec): 3 clusters Score: Raw -17385146.900998 + Penalty 5683.934709 = -17379462.966288 nChanged 38 SP:Iteration 43Q (97998.460000 sec): 3 clusters Score: Raw -17385160.762620 + Penalty 5683.934709 = -17379476.827910 nChanged 37 SP:Iteration 44Q (97999.050000 sec): 3 clusters Score: Raw -17385172.338350 + Penalty 5683.934709 = -17379488.403641 nChanged 23 SP:Iteration 45Q (97999.660000 sec): 3 clusters Score: Raw -17385180.176580 + Penalty 5683.934709 = -17379496.241870 nChanged 15 SP:Iteration 46Q (98000.240000 sec): 3 clusters Score: Raw -17385185.333344 + Penalty 5683.934709 = -17379501.398635 nChanged 17 SP:Iteration 47Q (98000.920000 sec): 3 clusters Score: Raw -17385190.166800 + Penalty 5683.934709 = -17379506.232091 nChanged 16 SP:Iteration 48Q (98001.520000 sec): 3 clusters Score: Raw -17385193.675919 + Penalty 5683.934709 = -17379509.741210 nChanged 7 SP:Iteration 49Q (98002.200000 sec): 3 clusters Score: Raw -17385195.679132 + Penalty 5683.934709 = -17379511.744423 nChanged 11 SP:Iteration 50Q (98002.800000 sec): 3 clusters Score: Raw -17385198.118182 + Penalty 5683.934709 = -17379514.183472 nChanged 10 SP:Iteration 51Q (98003.410000 sec): 3 clusters Score: Raw -17385200.674774 + Penalty 5683.934709 = -17379516.740064 nChanged 11 SP:Iteration 52Q (98004.090000 sec): 3 clusters Score: Raw -17385203.719710 + Penalty 5683.934709 = -17379519.785001 nChanged 11 SP:Iteration 53Q (98004.720000 sec): 3 clusters Score: Raw -17385206.738820 + Penalty 5683.934709 = -17379522.804111 nChanged 10 SP:Iteration 54Q (98005.330000 sec): 3 clusters Score: Raw -17385209.443083 + Penalty 5683.934709 = -17379525.508374 nChanged 5 SP:Iteration 55Q (98005.950000 sec): 3 clusters Score: Raw -17385211.478373 + Penalty 5683.934709 = -17379527.543664 nChanged 8 SP:Iteration 56Q (98006.600000 sec): 3 clusters Score: Raw -17385214.018800 + Penalty 5683.934709 = -17379530.084090 nChanged 7 SP:Iteration 57Q (98007.250000 sec): 3 clusters Score: Raw -17385217.303530 + Penalty 5683.934709 = -17379533.368820 nChanged 12 SP:Iteration 58Q (98008.010000 sec): 3 clusters Score: Raw -17385221.567350 + Penalty 5683.934709 = -17379537.632640 nChanged 15 SP:Iteration 59Q (98008.560000 sec): 3 clusters Score: Raw -17385225.907424 + Penalty 5683.934709 = -17379541.972715 nChanged 9 SP:Iteration 60F (98009.240000 sec): 3 clusters Score: Raw -17385228.539847 + Penalty 5683.934709 = -17379544.605138 nChanged 8 SP:Iteration 61Q (98009.890000 sec): 3 clusters Score: Raw -17385230.767388 + Penalty 5683.934709 = -17379546.832679 nChanged 7 SP:Iteration 62Q (98010.560000 sec): 3 clusters Score: Raw -17385232.502631 + Penalty 5683.934709 = -17379548.567921 nChanged 3 SP:Iteration 63Q (98011.120000 sec): 3 clusters Score: Raw -17385233.457295 + Penalty 5683.934709 = -17379549.522586 nChanged 1 SP:Iteration 64Q (98011.760000 sec): 3 clusters Score: Raw -17385233.944172 + Penalty 5683.934709 = -17379550.009463 nChanged 4 SP:Iteration 65Q (98012.390000 sec): 3 clusters Score: Raw -17385235.872613 + Penalty 5683.934709 = -17379551.937904 nChanged 3 SP:Iteration 66Q (98013.060000 sec): 3 clusters Score: Raw -17385237.542831 + Penalty 5683.934709 = -17379553.608122 nChanged 5 SP:Iteration 67Q (98013.650000 sec): 3 clusters Score: Raw -17385239.687806 + Penalty 5683.934709 = -17379555.753097 nChanged 6 SP:Iteration 68Q (98014.330000 sec): 3 clusters Score: Raw -17385242.075278 + Penalty 5683.934709 = -17379558.140569 nChanged 7 SP:Iteration 69Q (98015.070000 sec): 3 clusters Score: Raw -17385243.516370 + Penalty 5683.934709 = -17379559.581660 nChanged 0 SP:Iteration 70F (98015.820000 sec): 3 clusters Score: Raw -17385243.516370 + Penalty 5683.934709 = -17379559.581660 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 35 (8181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98015.920000 sec): 2 clusters Score: Raw -1552683.290531 + Penalty 2234.373279 = -1550448.917253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98016.170000 sec): 3 clusters Score: Raw -1548367.712839 + Penalty 4468.746557 = -1543898.966282 nChanged 3392 SP:Iteration 1F (98016.380000 sec): 3 clusters Score: Raw -1550325.202424 + Penalty 4468.746557 = -1545856.455867 nChanged 613 SP:Iteration 2F (98016.620000 sec): 3 clusters Score: Raw -1550724.331234 + Penalty 4468.746557 = -1546255.584677 nChanged 505 SP:Iteration 3F (98016.790000 sec): 3 clusters Score: Raw -1551071.438484 + Penalty 4468.746557 = -1546602.691927 nChanged 477 SP:Iteration 4F (98017.050000 sec): 3 clusters Score: Raw -1551410.458550 + Penalty 4468.746557 = -1546941.711993 nChanged 483 SP:Iteration 5F (98017.230000 sec): 3 clusters Score: Raw -1551775.966189 + Penalty 4468.746557 = -1547307.219632 nChanged 489 SP:Iteration 6F (98017.450000 sec): 3 clusters Score: Raw -1552191.998380 + Penalty 4468.746557 = -1547723.251823 nChanged 508 SP:Iteration 7F (98017.690000 sec): 3 clusters Score: Raw -1552603.806807 + Penalty 4468.746557 = -1548135.060250 nChanged 425 SP:Iteration 8F (98017.890000 sec): 3 clusters Score: Raw -1552927.485528 + Penalty 4468.746557 = -1548458.738971 nChanged 353 SP:Iteration 9Q (98018.120000 sec): 3 clusters Score: Raw -1553169.521138 + Penalty 4468.746557 = -1548700.774581 nChanged 237 SP:Iteration 10Q (98018.290000 sec): 3 clusters Score: Raw -1553300.440350 + Penalty 4468.746557 = -1548831.693793 nChanged 150 SP:Iteration 11Q (98018.520000 sec): 3 clusters Score: Raw -1553368.056861 + Penalty 4468.746557 = -1548899.310304 nChanged 103 SP:Iteration 12Q (98018.760000 sec): 3 clusters Score: Raw -1553403.072255 + Penalty 4468.746557 = -1548934.325697 nChanged 55 SP:Iteration 13Q (98018.950000 sec): 3 clusters Score: Raw -1553419.096387 + Penalty 4468.746557 = -1548950.349830 nChanged 32 SP:Iteration 14Q (98019.210000 sec): 3 clusters Score: Raw -1553428.890211 + Penalty 4468.746557 = -1548960.143654 nChanged 30 SP:Iteration 15Q (98019.430000 sec): 3 clusters Score: Raw -1553438.100541 + Penalty 4468.746557 = -1548969.353984 nChanged 21 SP:Iteration 16Q (98019.610000 sec): 3 clusters Score: Raw -1553445.397370 + Penalty 4468.746557 = -1548976.650813 nChanged 15 SP:Iteration 17Q (98019.830000 sec): 3 clusters Score: Raw -1553448.759051 + Penalty 4468.746557 = -1548980.012494 nChanged 6 SP:Iteration 18Q (98020.040000 sec): 3 clusters Score: Raw -1553449.986915 + Penalty 4468.746557 = -1548981.240358 nChanged 4 SP:Iteration 19Q (98020.230000 sec): 3 clusters Score: Raw -1553450.745728 + Penalty 4468.746557 = -1548981.999170 nChanged 2 SP:Iteration 20F (98020.440000 sec): 3 clusters Score: Raw -1553451.214913 + Penalty 4468.746557 = -1548982.468356 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 36 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98020.570000 sec): 2 clusters Score: Raw -111741.796714 + Penalty 1598.144552 = -110143.652162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98020.750000 sec): 3 clusters Score: Raw -111744.399549 + Penalty 3196.289103 = -108548.110445 nChanged 144 SP:Iteration 1F (98020.920000 sec): 3 clusters Score: Raw -111955.596348 + Penalty 3196.289103 = -108759.307245 nChanged 20 SP:Iteration 2Q (98021.110000 sec): 3 clusters Score: Raw -111996.125922 + Penalty 3196.289103 = -108799.836819 nChanged 10 SP:Iteration 3Q (98021.260000 sec): 3 clusters Score: Raw -112016.140102 + Penalty 3196.289103 = -108819.850999 nChanged 6 SP:Iteration 4Q (98021.470000 sec): 3 clusters Score: Raw -112024.473627 + Penalty 3196.289103 = -108828.184523 nChanged 4 SP:Iteration 5Q (98021.600000 sec): 3 clusters Score: Raw -112029.969664 + Penalty 3196.289103 = -108833.680561 nChanged 2 SP:Iteration 6Q (98021.780000 sec): 3 clusters Score: Raw -112034.346635 + Penalty 3196.289103 = -108838.057532 nChanged 0 SP:Iteration 7F (98021.980000 sec): 3 clusters Score: Raw -112034.346635 + Penalty 3196.289103 = -108838.057532 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 37 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98022.060000 sec): 2 clusters Score: Raw -44157.742545 + Penalty 1433.624392 = -42724.118153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98022.270000 sec): 3 clusters Score: Raw -44273.634610 + Penalty 2867.248784 = -41406.385826 nChanged 45 SP:Iteration 1F (98022.410000 sec): 3 clusters Score: Raw -44406.853687 + Penalty 2867.248784 = -41539.604903 nChanged 18 SP:Iteration 2F (98022.590000 sec): 3 clusters Score: Raw -44460.992911 + Penalty 2867.248784 = -41593.744127 nChanged 11 SP:Iteration 3Q (98022.770000 sec): 3 clusters Score: Raw -44513.781839 + Penalty 2867.248784 = -41646.533055 nChanged 5 SP:Iteration 4Q (98022.940000 sec): 3 clusters Score: Raw -44535.317901 + Penalty 2867.248784 = -41668.069117 nChanged 3 SP:Iteration 5Q (98023.130000 sec): 3 clusters Score: Raw -44541.377717 + Penalty 2867.248784 = -41674.128933 nChanged 0 SP:Iteration 6F (98023.340000 sec): 3 clusters Score: Raw -44541.377717 + Penalty 2867.248784 = -41674.128933 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 38 (16931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98023.510000 sec): 2 clusters Score: Raw -3131142.686855 + Penalty 2414.751582 = -3128727.935274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98023.770000 sec): 3 clusters Score: Raw -3121568.176305 + Penalty 4829.503164 = -3116738.673141 nChanged 7261 SP:Iteration 1F (98023.990000 sec): 3 clusters Score: Raw -3125423.397130 + Penalty 4829.503164 = -3120593.893966 nChanged 1040 SP:Iteration 2F (98024.280000 sec): 3 clusters Score: Raw -3125865.680606 + Penalty 4829.503164 = -3121036.177443 nChanged 891 SP:Iteration 3F (98024.550000 sec): 3 clusters Score: Raw -3126292.681542 + Penalty 4829.503164 = -3121463.178378 nChanged 865 SP:Iteration 4F (98024.810000 sec): 3 clusters Score: Raw -3126708.615068 + Penalty 4829.503164 = -3121879.111904 nChanged 776 SP:Iteration 5Q (98025.050000 sec): 3 clusters Score: Raw -3127137.590356 + Penalty 4829.503164 = -3122308.087192 nChanged 774 SP:Iteration 6Q (98025.310000 sec): 3 clusters Score: Raw -3127589.564574 + Penalty 4829.503164 = -3122760.061410 nChanged 807 SP:Iteration 7Q (98025.630000 sec): 3 clusters Score: Raw -3128088.332294 + Penalty 4829.503164 = -3123258.829130 nChanged 811 SP:Iteration 8Q (98025.870000 sec): 3 clusters Score: Raw -3128632.795987 + Penalty 4829.503164 = -3123803.292823 nChanged 796 SP:Iteration 9Q (98026.210000 sec): 3 clusters Score: Raw -3129162.287680 + Penalty 4829.503164 = -3124332.784516 nChanged 712 SP:Iteration 10Q (98026.440000 sec): 3 clusters Score: Raw -3129614.353626 + Penalty 4829.503164 = -3124784.850462 nChanged 621 SP:Iteration 11Q (98026.720000 sec): 3 clusters Score: Raw -3129969.403969 + Penalty 4829.503164 = -3125139.900805 nChanged 499 SP:Iteration 12Q (98027.000000 sec): 3 clusters Score: Raw -3130240.056438 + Penalty 4829.503164 = -3125410.553274 nChanged 463 SP:Iteration 13Q (98027.290000 sec): 3 clusters Score: Raw -3130459.569336 + Penalty 4829.503164 = -3125630.066172 nChanged 376 SP:Iteration 14Q (98027.580000 sec): 3 clusters Score: Raw -3130624.850148 + Penalty 4829.503164 = -3125795.346985 nChanged 328 SP:Iteration 15Q (98027.840000 sec): 3 clusters Score: Raw -3130754.547534 + Penalty 4829.503164 = -3125925.044370 nChanged 303 SP:Iteration 16Q (98028.090000 sec): 3 clusters Score: Raw -3130871.595276 + Penalty 4829.503164 = -3126042.092112 nChanged 249 SP:Iteration 17Q (98028.360000 sec): 3 clusters Score: Raw -3130956.351160 + Penalty 4829.503164 = -3126126.847996 nChanged 224 SP:Iteration 18Q (98028.620000 sec): 3 clusters Score: Raw -3131027.434021 + Penalty 4829.503164 = -3126197.930857 nChanged 199 SP:Iteration 19Q (98028.920000 sec): 3 clusters Score: Raw -3131092.181427 + Penalty 4829.503164 = -3126262.678263 nChanged 193 SP:Iteration 20F (98029.190000 sec): 3 clusters Score: Raw -3131158.780724 + Penalty 4829.503164 = -3126329.277560 nChanged 175 SP:Iteration 21Q (98029.420000 sec): 3 clusters Score: Raw -3131215.732566 + Penalty 4829.503164 = -3126386.229402 nChanged 164 SP:Iteration 22Q (98029.670000 sec): 3 clusters Score: Raw -3131272.902545 + Penalty 4829.503164 = -3126443.399381 nChanged 164 SP:Iteration 23Q (98029.940000 sec): 3 clusters Score: Raw -3131328.939712 + Penalty 4829.503164 = -3126499.436548 nChanged 155 SP:Iteration 24Q (98030.210000 sec): 3 clusters Score: Raw -3131382.142645 + Penalty 4829.503164 = -3126552.639481 nChanged 131 SP:Iteration 25Q (98030.440000 sec): 3 clusters Score: Raw -3131427.923951 + Penalty 4829.503164 = -3126598.420787 nChanged 118 SP:Iteration 26Q (98030.710000 sec): 3 clusters Score: Raw -3131463.183412 + Penalty 4829.503164 = -3126633.680248 nChanged 92 SP:Iteration 27Q (98030.960000 sec): 3 clusters Score: Raw -3131489.582303 + Penalty 4829.503164 = -3126660.079139 nChanged 84 SP:Iteration 28Q (98031.210000 sec): 3 clusters Score: Raw -3131510.929873 + Penalty 4829.503164 = -3126681.426710 nChanged 70 SP:Iteration 29Q (98031.440000 sec): 3 clusters Score: Raw -3131530.262227 + Penalty 4829.503164 = -3126700.759064 nChanged 76 SP:Iteration 30Q (98031.680000 sec): 3 clusters Score: Raw -3131551.373394 + Penalty 4829.503164 = -3126721.870230 nChanged 62 SP:Iteration 31Q (98031.970000 sec): 3 clusters Score: Raw -3131566.174383 + Penalty 4829.503164 = -3126736.671219 nChanged 49 SP:Iteration 32Q (98032.210000 sec): 3 clusters Score: Raw -3131577.637969 + Penalty 4829.503164 = -3126748.134805 nChanged 46 SP:Iteration 33Q (98032.500000 sec): 3 clusters Score: Raw -3131588.712255 + Penalty 4829.503164 = -3126759.209091 nChanged 50 SP:Iteration 34Q (98032.740000 sec): 3 clusters Score: Raw -3131601.639282 + Penalty 4829.503164 = -3126772.136118 nChanged 37 SP:Iteration 35Q (98033.010000 sec): 3 clusters Score: Raw -3131610.761572 + Penalty 4829.503164 = -3126781.258408 nChanged 24 SP:Iteration 36Q (98033.270000 sec): 3 clusters Score: Raw -3131616.580966 + Penalty 4829.503164 = -3126787.077802 nChanged 31 SP:Iteration 37Q (98033.540000 sec): 3 clusters Score: Raw -3131622.869898 + Penalty 4829.503164 = -3126793.366734 nChanged 27 SP:Iteration 38Q (98033.800000 sec): 3 clusters Score: Raw -3131629.233544 + Penalty 4829.503164 = -3126799.730381 nChanged 36 SP:Iteration 39Q (98034.080000 sec): 3 clusters Score: Raw -3131637.944148 + Penalty 4829.503164 = -3126808.440984 nChanged 33 SP:Iteration 40F (98034.380000 sec): 3 clusters Score: Raw -3131646.608287 + Penalty 4829.503164 = -3126817.105123 nChanged 25 SP:Iteration 41Q (98034.580000 sec): 3 clusters Score: Raw -3131653.109805 + Penalty 4829.503164 = -3126823.606641 nChanged 25 SP:Iteration 42Q (98034.860000 sec): 3 clusters Score: Raw -3131658.194026 + Penalty 4829.503164 = -3126828.690862 nChanged 27 SP:Iteration 43Q (98035.130000 sec): 3 clusters Score: Raw -3131664.092513 + Penalty 4829.503164 = -3126834.589349 nChanged 20 SP:Iteration 44Q (98035.410000 sec): 3 clusters Score: Raw -3131667.742249 + Penalty 4829.503164 = -3126838.239085 nChanged 19 SP:Iteration 45Q (98035.660000 sec): 3 clusters Score: Raw -3131671.626050 + Penalty 4829.503164 = -3126842.122886 nChanged 20 SP:Iteration 46Q (98035.900000 sec): 3 clusters Score: Raw -3131676.329927 + Penalty 4829.503164 = -3126846.826763 nChanged 19 SP:Iteration 47Q (98036.170000 sec): 3 clusters Score: Raw -3131679.960146 + Penalty 4829.503164 = -3126850.456983 nChanged 18 SP:Iteration 48Q (98036.440000 sec): 3 clusters Score: Raw -3131683.043316 + Penalty 4829.503164 = -3126853.540152 nChanged 10 SP:Iteration 49Q (98036.700000 sec): 3 clusters Score: Raw -3131685.047758 + Penalty 4829.503164 = -3126855.544594 nChanged 11 SP:Iteration 50Q (98036.950000 sec): 3 clusters Score: Raw -3131687.353078 + Penalty 4829.503164 = -3126857.849915 nChanged 8 SP:Iteration 51Q (98037.200000 sec): 3 clusters Score: Raw -3131689.807367 + Penalty 4829.503164 = -3126860.304203 nChanged 14 SP:Iteration 52Q (98037.430000 sec): 3 clusters Score: Raw -3131694.096295 + Penalty 4829.503164 = -3126864.593132 nChanged 16 SP:Iteration 53Q (98037.660000 sec): 3 clusters Score: Raw -3131699.296905 + Penalty 4829.503164 = -3126869.793741 nChanged 13 SP:Iteration 54Q (98037.920000 sec): 3 clusters Score: Raw -3131702.803409 + Penalty 4829.503164 = -3126873.300245 nChanged 11 SP:Iteration 55Q (98038.170000 sec): 3 clusters Score: Raw -3131705.546423 + Penalty 4829.503164 = -3126876.043259 nChanged 12 SP:Iteration 56Q (98038.380000 sec): 3 clusters Score: Raw -3131708.647354 + Penalty 4829.503164 = -3126879.144190 nChanged 13 SP:Iteration 57Q (98038.650000 sec): 3 clusters Score: Raw -3131711.089629 + Penalty 4829.503164 = -3126881.586465 nChanged 6 SP:Iteration 58Q (98038.910000 sec): 3 clusters Score: Raw -3131712.095590 + Penalty 4829.503164 = -3126882.592426 nChanged 0 SP:Iteration 59F (98039.180000 sec): 3 clusters Score: Raw -3131712.095590 + Penalty 4829.503164 = -3126882.592426 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 39 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98039.280000 sec): 2 clusters Score: Raw -19120.709719 + Penalty 1195.429828 = -17925.279891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98039.480000 sec): 3 clusters Score: Raw -19458.175696 + Penalty 2390.859657 = -17067.316040 nChanged 3 SP:Iteration 1Q (98039.630000 sec): 3 clusters Score: Raw -19483.222585 + Penalty 2390.859657 = -17092.362929 nChanged 0 SP:Iteration 2F (98039.800000 sec): 3 clusters Score: Raw -19483.222585 + Penalty 2390.859657 = -17092.362929 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 40 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98039.930000 sec): 2 clusters Score: Raw -171200.563392 + Penalty 1702.482249 = -169498.081143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98040.090000 sec): 3 clusters Score: Raw -171076.738657 + Penalty 3404.964498 = -167671.774159 nChanged 239 SP:Iteration 1F (98040.260000 sec): 3 clusters Score: Raw -171394.793226 + Penalty 3404.964498 = -167989.828728 nChanged 50 SP:Iteration 2F (98040.480000 sec): 3 clusters Score: Raw -171473.905840 + Penalty 3404.964498 = -168068.941342 nChanged 34 SP:Iteration 3Q (98040.610000 sec): 3 clusters Score: Raw -171518.273601 + Penalty 3404.964498 = -168113.309103 nChanged 18 SP:Iteration 4Q (98040.780000 sec): 3 clusters Score: Raw -171559.893944 + Penalty 3404.964498 = -168154.929446 nChanged 17 SP:Iteration 5Q (98041.010000 sec): 3 clusters Score: Raw -171602.939497 + Penalty 3404.964498 = -168197.974999 nChanged 20 SP:Iteration 6Q (98041.160000 sec): 3 clusters Score: Raw -171665.194056 + Penalty 3404.964498 = -168260.229558 nChanged 28 SP:Iteration 7Q (98041.310000 sec): 3 clusters Score: Raw -171707.479444 + Penalty 3404.964498 = -168302.514946 nChanged 16 SP:Iteration 8Q (98041.500000 sec): 3 clusters Score: Raw -171726.643348 + Penalty 3404.964498 = -168321.678850 nChanged 12 SP:Iteration 9Q (98041.660000 sec): 3 clusters Score: Raw -171748.320437 + Penalty 3404.964498 = -168343.355939 nChanged 16 SP:Iteration 10Q (98041.840000 sec): 3 clusters Score: Raw -171772.238637 + Penalty 3404.964498 = -168367.274139 nChanged 14 SP:Iteration 11Q (98042.000000 sec): 3 clusters Score: Raw -171794.450636 + Penalty 3404.964498 = -168389.486139 nChanged 15 SP:Iteration 12Q (98042.180000 sec): 3 clusters Score: Raw -171815.052783 + Penalty 3404.964498 = -168410.088285 nChanged 6 SP:Iteration 13Q (98042.350000 sec): 3 clusters Score: Raw -171839.672943 + Penalty 3404.964498 = -168434.708445 nChanged 8 SP:Iteration 14Q (98042.520000 sec): 3 clusters Score: Raw -171859.033773 + Penalty 3404.964498 = -168454.069276 nChanged 10 SP:Iteration 15Q (98042.700000 sec): 3 clusters Score: Raw -171874.140466 + Penalty 3404.964498 = -168469.175968 nChanged 8 SP:Iteration 16Q (98042.890000 sec): 3 clusters Score: Raw -171886.215787 + Penalty 3404.964498 = -168481.251289 nChanged 6 SP:Iteration 17Q (98043.090000 sec): 3 clusters Score: Raw -171893.409700 + Penalty 3404.964498 = -168488.445203 nChanged 5 SP:Iteration 18Q (98043.250000 sec): 3 clusters Score: Raw -171898.985976 + Penalty 3404.964498 = -168494.021478 nChanged 5 SP:Iteration 19Q (98043.440000 sec): 3 clusters Score: Raw -171905.060938 + Penalty 3404.964498 = -168500.096440 nChanged 3 SP:Iteration 20F (98043.640000 sec): 3 clusters Score: Raw -171912.996029 + Penalty 3404.964498 = -168508.031531 nChanged 5 SP:Iteration 21Q (98043.800000 sec): 3 clusters Score: Raw -171919.921064 + Penalty 3404.964498 = -168514.956566 nChanged 2 SP:Iteration 22Q (98043.970000 sec): 3 clusters Score: Raw -171922.076994 + Penalty 3404.964498 = -168517.112496 nChanged 0 SP:Iteration 23F (98044.140000 sec): 3 clusters Score: Raw -171922.076994 + Penalty 3404.964498 = -168517.112496 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 41 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98044.260000 sec): 2 clusters Score: Raw -103140.135441 + Penalty 1596.562409 = -101543.573032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98044.470000 sec): 3 clusters Score: Raw -103074.117461 + Penalty 3193.124818 = -99880.992643 nChanged 125 SP:Iteration 1F (98044.650000 sec): 3 clusters Score: Raw -103314.822733 + Penalty 3193.124818 = -100121.697915 nChanged 41 SP:Iteration 2F (98044.820000 sec): 3 clusters Score: Raw -103406.499110 + Penalty 3193.124818 = -100213.374292 nChanged 26 SP:Iteration 3Q (98045.020000 sec): 3 clusters Score: Raw -103483.901816 + Penalty 3193.124818 = -100290.776997 nChanged 15 SP:Iteration 4Q (98045.160000 sec): 3 clusters Score: Raw -103541.974449 + Penalty 3193.124818 = -100348.849631 nChanged 13 SP:Iteration 5Q (98045.350000 sec): 3 clusters Score: Raw -103578.748382 + Penalty 3193.124818 = -100385.623563 nChanged 12 SP:Iteration 6Q (98045.520000 sec): 3 clusters Score: Raw -103623.870519 + Penalty 3193.124818 = -100430.745701 nChanged 16 SP:Iteration 7Q (98045.730000 sec): 3 clusters Score: Raw -103667.074840 + Penalty 3193.124818 = -100473.950021 nChanged 14 SP:Iteration 8Q (98045.910000 sec): 3 clusters Score: Raw -103706.390285 + Penalty 3193.124818 = -100513.265467 nChanged 12 SP:Iteration 9Q (98046.130000 sec): 3 clusters Score: Raw -103736.446403 + Penalty 3193.124818 = -100543.321585 nChanged 12 SP:Iteration 10Q (98046.280000 sec): 3 clusters Score: Raw -103768.248356 + Penalty 3193.124818 = -100575.123538 nChanged 14 SP:Iteration 11Q (98046.450000 sec): 3 clusters Score: Raw -103810.907294 + Penalty 3193.124818 = -100617.782476 nChanged 12 SP:Iteration 12Q (98046.670000 sec): 3 clusters Score: Raw -103843.737154 + Penalty 3193.124818 = -100650.612336 nChanged 11 SP:Iteration 13Q (98046.840000 sec): 3 clusters Score: Raw -103876.449054 + Penalty 3193.124818 = -100683.324236 nChanged 7 SP:Iteration 14Q (98046.990000 sec): 3 clusters Score: Raw -103893.516054 + Penalty 3193.124818 = -100700.391235 nChanged 8 SP:Iteration 15Q (98047.200000 sec): 3 clusters Score: Raw -103917.942323 + Penalty 3193.124818 = -100724.817505 nChanged 5 SP:Iteration 16Q (98047.340000 sec): 3 clusters Score: Raw -103935.318752 + Penalty 3193.124818 = -100742.193934 nChanged 7 SP:Iteration 17Q (98047.480000 sec): 3 clusters Score: Raw -103954.741359 + Penalty 3193.124818 = -100761.616541 nChanged 5 SP:Iteration 18Q (98047.690000 sec): 3 clusters Score: Raw -103963.464903 + Penalty 3193.124818 = -100770.340084 nChanged 0 SP:Iteration 19F (98047.880000 sec): 3 clusters Score: Raw -103963.464903 + Penalty 3193.124818 = -100770.340084 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 42 (3737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98047.980000 sec): 2 clusters Score: Raw -665384.726155 + Penalty 2040.057531 = -663344.668624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98048.150000 sec): 3 clusters Score: Raw -663700.341723 + Penalty 4080.115061 = -659620.226662 nChanged 1413 SP:Iteration 1F (98048.350000 sec): 3 clusters Score: Raw -664563.368629 + Penalty 4080.115061 = -660483.253568 nChanged 295 SP:Iteration 2F (98048.530000 sec): 3 clusters Score: Raw -664777.449334 + Penalty 4080.115061 = -660697.334272 nChanged 177 SP:Iteration 3Q (98048.700000 sec): 3 clusters Score: Raw -664907.998653 + Penalty 4080.115061 = -660827.883592 nChanged 149 SP:Iteration 4Q (98048.880000 sec): 3 clusters Score: Raw -665031.418345 + Penalty 4080.115061 = -660951.303284 nChanged 124 SP:Iteration 5Q (98049.090000 sec): 3 clusters Score: Raw -665164.376245 + Penalty 4080.115061 = -661084.261184 nChanged 127 SP:Iteration 6Q (98049.290000 sec): 3 clusters Score: Raw -665300.245803 + Penalty 4080.115061 = -661220.130742 nChanged 95 SP:Iteration 7Q (98049.450000 sec): 3 clusters Score: Raw -665377.838234 + Penalty 4080.115061 = -661297.723173 nChanged 100 SP:Iteration 8Q (98049.610000 sec): 3 clusters Score: Raw -665446.092043 + Penalty 4080.115061 = -661365.976982 nChanged 89 SP:Iteration 9Q (98049.790000 sec): 3 clusters Score: Raw -665500.135714 + Penalty 4080.115061 = -661420.020653 nChanged 70 SP:Iteration 10Q (98049.990000 sec): 3 clusters Score: Raw -665539.769567 + Penalty 4080.115061 = -661459.654506 nChanged 54 SP:Iteration 11Q (98050.160000 sec): 3 clusters Score: Raw -665568.572828 + Penalty 4080.115061 = -661488.457767 nChanged 50 SP:Iteration 12Q (98050.350000 sec): 3 clusters Score: Raw -665590.676145 + Penalty 4080.115061 = -661510.561084 nChanged 36 SP:Iteration 13Q (98050.540000 sec): 3 clusters Score: Raw -665611.863110 + Penalty 4080.115061 = -661531.748049 nChanged 34 SP:Iteration 14Q (98050.710000 sec): 3 clusters Score: Raw -665634.944751 + Penalty 4080.115061 = -661554.829690 nChanged 33 SP:Iteration 15Q (98050.910000 sec): 3 clusters Score: Raw -665650.002517 + Penalty 4080.115061 = -661569.887456 nChanged 29 SP:Iteration 16Q (98051.090000 sec): 3 clusters Score: Raw -665660.080933 + Penalty 4080.115061 = -661579.965872 nChanged 19 SP:Iteration 17Q (98051.270000 sec): 3 clusters Score: Raw -665667.397023 + Penalty 4080.115061 = -661587.281962 nChanged 14 SP:Iteration 18Q (98051.430000 sec): 3 clusters Score: Raw -665673.122161 + Penalty 4080.115061 = -661593.007100 nChanged 15 SP:Iteration 19Q (98051.630000 sec): 3 clusters Score: Raw -665678.785044 + Penalty 4080.115061 = -661598.669983 nChanged 19 SP:Iteration 20F (98051.800000 sec): 3 clusters Score: Raw -665686.385083 + Penalty 4080.115061 = -661606.270022 nChanged 15 SP:Iteration 21Q (98051.980000 sec): 3 clusters Score: Raw -665694.074969 + Penalty 4080.115061 = -661613.959908 nChanged 17 SP:Iteration 22Q (98052.220000 sec): 3 clusters Score: Raw -665702.081985 + Penalty 4080.115061 = -661621.966924 nChanged 14 SP:Iteration 23Q (98052.380000 sec): 3 clusters Score: Raw -665708.545710 + Penalty 4080.115061 = -661628.430649 nChanged 14 SP:Iteration 24Q (98052.570000 sec): 3 clusters Score: Raw -665713.976641 + Penalty 4080.115061 = -661633.861580 nChanged 9 SP:Iteration 25Q (98052.770000 sec): 3 clusters Score: Raw -665717.151553 + Penalty 4080.115061 = -661637.036492 nChanged 7 SP:Iteration 26Q (98053.000000 sec): 3 clusters Score: Raw -665719.382939 + Penalty 4080.115061 = -661639.267878 nChanged 3 SP:Iteration 27Q (98053.190000 sec): 3 clusters Score: Raw -665720.652855 + Penalty 4080.115061 = -661640.537794 nChanged 4 SP:Iteration 28Q (98053.410000 sec): 3 clusters Score: Raw -665721.970215 + Penalty 4080.115061 = -661641.855154 nChanged 2 SP:Iteration 29Q (98053.570000 sec): 3 clusters Score: Raw -665722.768371 + Penalty 4080.115061 = -661642.653310 nChanged 1 SP:Iteration 30Q (98053.780000 sec): 3 clusters Score: Raw -665722.988988 + Penalty 4080.115061 = -661642.873927 nChanged 0 SP:Iteration 31F (98053.940000 sec): 3 clusters Score: Raw -665722.988988 + Penalty 4080.115061 = -661642.873927 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 43 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98054.090000 sec): 2 clusters Score: Raw -107506.514276 + Penalty 1595.369143 = -105911.145133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98054.260000 sec): 3 clusters Score: Raw -107549.761987 + Penalty 3190.738286 = -104359.023701 nChanged 151 SP:Iteration 1F (98054.430000 sec): 3 clusters Score: Raw -107912.416222 + Penalty 3190.738286 = -104721.677936 nChanged 44 SP:Iteration 2F (98054.590000 sec): 3 clusters Score: Raw -108026.913009 + Penalty 3190.738286 = -104836.174723 nChanged 30 SP:Iteration 3Q (98054.770000 sec): 3 clusters Score: Raw -108101.329630 + Penalty 3190.738286 = -104910.591344 nChanged 25 SP:Iteration 4Q (98054.940000 sec): 3 clusters Score: Raw -108155.153580 + Penalty 3190.738286 = -104964.415294 nChanged 24 SP:Iteration 5Q (98055.110000 sec): 3 clusters Score: Raw -108245.952619 + Penalty 3190.738286 = -105055.214333 nChanged 27 SP:Iteration 6Q (98055.270000 sec): 3 clusters Score: Raw -108330.050050 + Penalty 3190.738286 = -105139.311764 nChanged 16 SP:Iteration 7Q (98055.490000 sec): 3 clusters Score: Raw -108394.970416 + Penalty 3190.738286 = -105204.232130 nChanged 13 SP:Iteration 8Q (98055.690000 sec): 3 clusters Score: Raw -108436.185385 + Penalty 3190.738286 = -105245.447099 nChanged 6 SP:Iteration 9Q (98055.850000 sec): 3 clusters Score: Raw -108457.455242 + Penalty 3190.738286 = -105266.716956 nChanged 7 SP:Iteration 10Q (98056.030000 sec): 3 clusters Score: Raw -108481.670943 + Penalty 3190.738286 = -105290.932657 nChanged 7 SP:Iteration 11Q (98056.230000 sec): 3 clusters Score: Raw -108496.459397 + Penalty 3190.738286 = -105305.721111 nChanged 2 SP:Iteration 12Q (98056.390000 sec): 3 clusters Score: Raw -108499.476217 + Penalty 3190.738286 = -105308.737931 nChanged 2 SP:Iteration 13Q (98056.590000 sec): 3 clusters Score: Raw -108502.762203 + Penalty 3190.738286 = -105312.023917 nChanged 1 SP:Iteration 14Q (98056.780000 sec): 3 clusters Score: Raw -108505.974338 + Penalty 3190.738286 = -105315.236052 nChanged 0 SP:Iteration 15F (98056.930000 sec): 3 clusters Score: Raw -108505.974338 + Penalty 3190.738286 = -105315.236052 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 44 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98057.020000 sec): 2 clusters Score: Raw -60897.892296 + Penalty 1463.853067 = -59434.039229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98057.200000 sec): 3 clusters Score: Raw -60990.931827 + Penalty 2927.706133 = -58063.225694 nChanged 50 SP:Iteration 1F (98057.370000 sec): 3 clusters Score: Raw -61137.326101 + Penalty 2927.706133 = -58209.619967 nChanged 20 SP:Iteration 2F (98057.550000 sec): 3 clusters Score: Raw -61194.958425 + Penalty 2927.706133 = -58267.252292 nChanged 8 SP:Iteration 3Q (98057.730000 sec): 3 clusters Score: Raw -61230.605878 + Penalty 2927.706133 = -58302.899744 nChanged 6 SP:Iteration 4Q (98057.910000 sec): 3 clusters Score: Raw -61251.438053 + Penalty 2927.706133 = -58323.731919 nChanged 1 SP:Iteration 5Q (98058.100000 sec): 3 clusters Score: Raw -61252.394317 + Penalty 2927.706133 = -58324.688183 nChanged 0 SP:Iteration 6F (98058.290000 sec): 3 clusters Score: Raw -61252.394317 + Penalty 2927.706133 = -58324.688183 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 45 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98058.390000 sec): 2 clusters Score: Raw -22010.715993 + Penalty 1359.198453 = -20651.517540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98058.540000 sec): 3 clusters Score: Raw -22285.773225 + Penalty 2718.396906 = -19567.376319 nChanged 36 SP:Iteration 1F (98058.750000 sec): 3 clusters Score: Raw -22411.997895 + Penalty 2718.396906 = -19693.600989 nChanged 17 SP:Iteration 2F (98058.910000 sec): 3 clusters Score: Raw -22501.641471 + Penalty 2718.396906 = -19783.244565 nChanged 10 SP:Iteration 3Q (98059.090000 sec): 3 clusters Score: Raw -22552.300579 + Penalty 2718.396906 = -19833.903673 nChanged 7 SP:Iteration 4Q (98059.260000 sec): 3 clusters Score: Raw -22571.720770 + Penalty 2718.396906 = -19853.323864 nChanged 4 SP:Iteration 5Q (98059.420000 sec): 3 clusters Score: Raw -22586.762012 + Penalty 2718.396906 = -19868.365106 nChanged 4 SP:Iteration 6Q (98059.610000 sec): 3 clusters Score: Raw -22603.397876 + Penalty 2718.396906 = -19885.000970 nChanged 1 SP:Iteration 7Q (98059.750000 sec): 3 clusters Score: Raw -22607.400883 + Penalty 2718.396906 = -19889.003977 nChanged 1 SP:Iteration 8Q (98059.930000 sec): 3 clusters Score: Raw -22610.584418 + Penalty 2718.396906 = -19892.187512 nChanged 0 SP:Iteration 9F (98060.090000 sec): 3 clusters Score: Raw -22610.584418 + Penalty 2718.396906 = -19892.187512 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 46 (2080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98060.190000 sec): 2 clusters Score: Raw -359826.064347 + Penalty 1894.750547 = -357931.313800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98060.380000 sec): 3 clusters Score: Raw -359133.931010 + Penalty 3789.501094 = -355344.429916 nChanged 671 SP:Iteration 1F (98060.550000 sec): 3 clusters Score: Raw -359759.508515 + Penalty 3789.501094 = -355970.007421 nChanged 173 SP:Iteration 2F (98060.780000 sec): 3 clusters Score: Raw -359967.463430 + Penalty 3789.501094 = -356177.962337 nChanged 115 SP:Iteration 3F (98060.940000 sec): 3 clusters Score: Raw -360080.716719 + Penalty 3789.501094 = -356291.215625 nChanged 82 SP:Iteration 4Q (98061.110000 sec): 3 clusters Score: Raw -360197.905071 + Penalty 3789.501094 = -356408.403977 nChanged 87 SP:Iteration 5Q (98061.290000 sec): 3 clusters Score: Raw -360335.919333 + Penalty 3789.501094 = -356546.418239 nChanged 90 SP:Iteration 6Q (98061.520000 sec): 3 clusters Score: Raw -360467.876998 + Penalty 3789.501094 = -356678.375904 nChanged 95 SP:Iteration 7Q (98061.650000 sec): 3 clusters Score: Raw -360599.862925 + Penalty 3789.501094 = -356810.361831 nChanged 80 SP:Iteration 8Q (98061.870000 sec): 3 clusters Score: Raw -360731.785206 + Penalty 3789.501094 = -356942.284113 nChanged 71 SP:Iteration 9Q (98062.050000 sec): 3 clusters Score: Raw -360869.234666 + Penalty 3789.501094 = -357079.733572 nChanged 65 SP:Iteration 10Q (98062.220000 sec): 3 clusters Score: Raw -360932.171775 + Penalty 3789.501094 = -357142.670681 nChanged 40 SP:Iteration 11Q (98062.410000 sec): 3 clusters Score: Raw -360971.218186 + Penalty 3789.501094 = -357181.717093 nChanged 36 SP:Iteration 12Q (98062.580000 sec): 3 clusters Score: Raw -360999.767341 + Penalty 3789.501094 = -357210.266247 nChanged 23 SP:Iteration 13Q (98062.790000 sec): 3 clusters Score: Raw -361014.568355 + Penalty 3789.501094 = -357225.067261 nChanged 18 SP:Iteration 14Q (98062.920000 sec): 3 clusters Score: Raw -361025.107333 + Penalty 3789.501094 = -357235.606239 nChanged 10 SP:Iteration 15Q (98063.120000 sec): 3 clusters Score: Raw -361032.519657 + Penalty 3789.501094 = -357243.018564 nChanged 9 SP:Iteration 16Q (98063.340000 sec): 3 clusters Score: Raw -361040.009783 + Penalty 3789.501094 = -357250.508689 nChanged 8 SP:Iteration 17Q (98063.540000 sec): 3 clusters Score: Raw -361045.834812 + Penalty 3789.501094 = -357256.333718 nChanged 9 SP:Iteration 18Q (98063.690000 sec): 3 clusters Score: Raw -361053.856305 + Penalty 3789.501094 = -357264.355212 nChanged 8 SP:Iteration 19Q (98063.860000 sec): 3 clusters Score: Raw -361059.101255 + Penalty 3789.501094 = -357269.600162 nChanged 3 SP:Iteration 20F (98064.000000 sec): 3 clusters Score: Raw -361060.540829 + Penalty 3789.501094 = -357271.039736 nChanged 2 SP:Iteration 21Q (98064.200000 sec): 3 clusters Score: Raw -361062.322188 + Penalty 3789.501094 = -357272.821094 nChanged 4 SP:Iteration 22Q (98064.400000 sec): 3 clusters Score: Raw -361064.589467 + Penalty 3789.501094 = -357275.088373 nChanged 2 SP:Iteration 23Q (98064.560000 sec): 3 clusters Score: Raw -361065.480502 + Penalty 3789.501094 = -357275.979409 nChanged 0 SP:Iteration 24F (98064.740000 sec): 3 clusters Score: Raw -361065.480502 + Penalty 3789.501094 = -357275.979409 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 47 (162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98064.880000 sec): 2 clusters Score: Raw -20303.293488 + Penalty 1261.723891 = -19041.569597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98065.030000 sec): 3 clusters Score: Raw -20793.016044 + Penalty 2523.447782 = -18269.568262 nChanged 22 SP:Iteration 1F (98065.180000 sec): 3 clusters Score: Raw -20961.064243 + Penalty 2523.447782 = -18437.616461 nChanged 10 SP:Iteration 2F (98065.360000 sec): 3 clusters Score: Raw -21056.640636 + Penalty 2523.447782 = -18533.192853 nChanged 3 SP:Iteration 3Q (98065.550000 sec): 3 clusters Score: Raw -21073.294617 + Penalty 2523.447782 = -18549.846835 nChanged 0 SP:Iteration 4F (98065.740000 sec): 3 clusters Score: Raw -21073.294617 + Penalty 2523.447782 = -18549.846835 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 48 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98065.840000 sec): 2 clusters Score: Raw -105719.360766 + Penalty 1622.890138 = -104096.470628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98066.030000 sec): 3 clusters Score: Raw -105709.243614 + Penalty 3245.780275 = -102463.463338 nChanged 186 SP:Iteration 1F (98066.210000 sec): 3 clusters Score: Raw -106168.978913 + Penalty 3245.780275 = -102923.198637 nChanged 69 SP:Iteration 2F (98066.350000 sec): 3 clusters Score: Raw -106346.047411 + Penalty 3245.780275 = -103100.267136 nChanged 34 SP:Iteration 3Q (98066.560000 sec): 3 clusters Score: Raw -106478.497291 + Penalty 3245.780275 = -103232.717016 nChanged 28 SP:Iteration 4Q (98066.720000 sec): 3 clusters Score: Raw -106548.728956 + Penalty 3245.780275 = -103302.948681 nChanged 18 SP:Iteration 5Q (98066.880000 sec): 3 clusters Score: Raw -106588.953666 + Penalty 3245.780275 = -103343.173391 nChanged 10 SP:Iteration 6Q (98067.040000 sec): 3 clusters Score: Raw -106627.227278 + Penalty 3245.780275 = -103381.447003 nChanged 12 SP:Iteration 7Q (98067.220000 sec): 3 clusters Score: Raw -106662.954273 + Penalty 3245.780275 = -103417.173997 nChanged 8 SP:Iteration 8Q (98067.420000 sec): 3 clusters Score: Raw -106678.492744 + Penalty 3245.780275 = -103432.712469 nChanged 8 SP:Iteration 9Q (98067.620000 sec): 3 clusters Score: Raw -106699.206543 + Penalty 3245.780275 = -103453.426268 nChanged 5 SP:Iteration 10Q (98067.810000 sec): 3 clusters Score: Raw -106712.932835 + Penalty 3245.780275 = -103467.152560 nChanged 4 SP:Iteration 11Q (98067.970000 sec): 3 clusters Score: Raw -106721.673707 + Penalty 3245.780275 = -103475.893431 nChanged 7 SP:Iteration 12Q (98068.150000 sec): 3 clusters Score: Raw -106743.744711 + Penalty 3245.780275 = -103497.964436 nChanged 3 SP:Iteration 13Q (98068.330000 sec): 3 clusters Score: Raw -106747.145054 + Penalty 3245.780275 = -103501.364779 nChanged 0 SP:Iteration 14F (98068.550000 sec): 3 clusters Score: Raw -106747.145054 + Penalty 3245.780275 = -103501.364779 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 49 (21861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98068.720000 sec): 2 clusters Score: Raw -3796694.256774 + Penalty 2478.129958 = -3794216.126817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98069.040000 sec): 3 clusters Score: Raw -3783906.301366 + Penalty 4956.259915 = -3778950.041451 nChanged 9608 SP:Iteration 1F (98069.290000 sec): 3 clusters Score: Raw -3789099.561232 + Penalty 4956.259915 = -3784143.301317 nChanged 1106 SP:Iteration 2F (98069.580000 sec): 3 clusters Score: Raw -3789493.349460 + Penalty 4956.259915 = -3784537.089545 nChanged 943 SP:Iteration 3Q (98069.880000 sec): 3 clusters Score: Raw -3789877.629828 + Penalty 4956.259915 = -3784921.369913 nChanged 979 SP:Iteration 4Q (98070.150000 sec): 3 clusters Score: Raw -3790374.928132 + Penalty 4956.259915 = -3785418.668217 nChanged 1041 SP:Iteration 5Q (98070.460000 sec): 3 clusters Score: Raw -3791029.936247 + Penalty 4956.259915 = -3786073.676331 nChanged 1083 SP:Iteration 6Q (98070.730000 sec): 3 clusters Score: Raw -3791774.150414 + Penalty 4956.259915 = -3786817.890499 nChanged 1109 SP:Iteration 7F (98071.030000 sec): 3 clusters Score: Raw -3792512.861353 + Penalty 4956.259915 = -3787556.601438 nChanged 1199 SP:Iteration 8F (98071.310000 sec): 3 clusters Score: Raw -3793241.270494 + Penalty 4956.259915 = -3788285.010578 nChanged 1090 SP:Iteration 9Q (98071.610000 sec): 3 clusters Score: Raw -3793813.977384 + Penalty 4956.259915 = -3788857.717469 nChanged 934 SP:Iteration 10Q (98071.910000 sec): 3 clusters Score: Raw -3794316.361284 + Penalty 4956.259915 = -3789360.101368 nChanged 820 SP:Iteration 11Q (98072.170000 sec): 3 clusters Score: Raw -3794778.240962 + Penalty 4956.259915 = -3789821.981047 nChanged 760 SP:Iteration 12Q (98072.440000 sec): 3 clusters Score: Raw -3795221.851432 + Penalty 4956.259915 = -3790265.591517 nChanged 681 SP:Iteration 13Q (98072.750000 sec): 3 clusters Score: Raw -3795635.232088 + Penalty 4956.259915 = -3790678.972173 nChanged 594 SP:Iteration 14Q (98073.050000 sec): 3 clusters Score: Raw -3795961.473264 + Penalty 4956.259915 = -3791005.213349 nChanged 458 SP:Iteration 15Q (98073.320000 sec): 3 clusters Score: Raw -3796172.466008 + Penalty 4956.259915 = -3791216.206093 nChanged 381 SP:Iteration 16Q (98073.600000 sec): 3 clusters Score: Raw -3796340.798994 + Penalty 4956.259915 = -3791384.539079 nChanged 338 SP:Iteration 17Q (98073.870000 sec): 3 clusters Score: Raw -3796487.962406 + Penalty 4956.259915 = -3791531.702491 nChanged 291 SP:Iteration 18Q (98074.140000 sec): 3 clusters Score: Raw -3796604.282562 + Penalty 4956.259915 = -3791648.022647 nChanged 240 SP:Iteration 19Q (98074.470000 sec): 3 clusters Score: Raw -3796693.722398 + Penalty 4956.259915 = -3791737.462483 nChanged 214 SP:Iteration 20F (98074.730000 sec): 3 clusters Score: Raw -3796775.865936 + Penalty 4956.259915 = -3791819.606021 nChanged 216 SP:Iteration 21Q (98075.000000 sec): 3 clusters Score: Raw -3796864.504166 + Penalty 4956.259915 = -3791908.244251 nChanged 207 SP:Iteration 22Q (98075.330000 sec): 3 clusters Score: Raw -3796953.534341 + Penalty 4956.259915 = -3791997.274426 nChanged 180 SP:Iteration 23Q (98075.580000 sec): 3 clusters Score: Raw -3797034.687249 + Penalty 4956.259915 = -3792078.427333 nChanged 175 SP:Iteration 24Q (98075.830000 sec): 3 clusters Score: Raw -3797121.292530 + Penalty 4956.259915 = -3792165.032614 nChanged 174 SP:Iteration 25Q (98076.080000 sec): 3 clusters Score: Raw -3797208.873089 + Penalty 4956.259915 = -3792252.613174 nChanged 160 SP:Iteration 26Q (98076.360000 sec): 3 clusters Score: Raw -3797286.839517 + Penalty 4956.259915 = -3792330.579602 nChanged 131 SP:Iteration 27Q (98076.600000 sec): 3 clusters Score: Raw -3797350.426747 + Penalty 4956.259915 = -3792394.166831 nChanged 121 SP:Iteration 28Q (98076.920000 sec): 3 clusters Score: Raw -3797409.706931 + Penalty 4956.259915 = -3792453.447015 nChanged 106 SP:Iteration 29Q (98077.190000 sec): 3 clusters Score: Raw -3797459.433277 + Penalty 4956.259915 = -3792503.173362 nChanged 102 SP:Iteration 30Q (98077.470000 sec): 3 clusters Score: Raw -3797512.040435 + Penalty 4956.259915 = -3792555.780520 nChanged 86 SP:Iteration 31Q (98077.730000 sec): 3 clusters Score: Raw -3797548.999544 + Penalty 4956.259915 = -3792592.739629 nChanged 63 SP:Iteration 32Q (98078.000000 sec): 3 clusters Score: Raw -3797574.607178 + Penalty 4956.259915 = -3792618.347263 nChanged 49 SP:Iteration 33Q (98078.280000 sec): 3 clusters Score: Raw -3797593.690654 + Penalty 4956.259915 = -3792637.430738 nChanged 42 SP:Iteration 34Q (98078.580000 sec): 3 clusters Score: Raw -3797611.792096 + Penalty 4956.259915 = -3792655.532181 nChanged 43 SP:Iteration 35Q (98078.880000 sec): 3 clusters Score: Raw -3797627.856446 + Penalty 4956.259915 = -3792671.596531 nChanged 28 SP:Iteration 36Q (98079.110000 sec): 3 clusters Score: Raw -3797636.571968 + Penalty 4956.259915 = -3792680.312053 nChanged 25 SP:Iteration 37Q (98079.390000 sec): 3 clusters Score: Raw -3797643.696097 + Penalty 4956.259915 = -3792687.436182 nChanged 22 SP:Iteration 38Q (98079.650000 sec): 3 clusters Score: Raw -3797649.958904 + Penalty 4956.259915 = -3792693.698988 nChanged 15 SP:Iteration 39Q (98079.920000 sec): 3 clusters Score: Raw -3797654.232444 + Penalty 4956.259915 = -3792697.972528 nChanged 16 SP:Iteration 40F (98080.280000 sec): 3 clusters Score: Raw -3797660.165077 + Penalty 4956.259915 = -3792703.905162 nChanged 12 SP:Iteration 41Q (98080.520000 sec): 3 clusters Score: Raw -3797663.878268 + Penalty 4956.259915 = -3792707.618353 nChanged 15 SP:Iteration 42Q (98080.790000 sec): 3 clusters Score: Raw -3797667.534745 + Penalty 4956.259915 = -3792711.274830 nChanged 8 SP:Iteration 43Q (98081.120000 sec): 3 clusters Score: Raw -3797669.453118 + Penalty 4956.259915 = -3792713.193203 nChanged 8 SP:Iteration 44Q (98081.430000 sec): 3 clusters Score: Raw -3797671.736199 + Penalty 4956.259915 = -3792715.476284 nChanged 7 SP:Iteration 45Q (98081.760000 sec): 3 clusters Score: Raw -3797673.170136 + Penalty 4956.259915 = -3792716.910221 nChanged 4 SP:Iteration 46Q (98082.070000 sec): 3 clusters Score: Raw -3797674.229441 + Penalty 4956.259915 = -3792717.969526 nChanged 5 SP:Iteration 47Q (98082.370000 sec): 3 clusters Score: Raw -3797675.254932 + Penalty 4956.259915 = -3792718.995017 nChanged 3 SP:Iteration 48Q (98082.630000 sec): 3 clusters Score: Raw -3797676.143377 + Penalty 4956.259915 = -3792719.883462 nChanged 4 SP:Iteration 49Q (98082.970000 sec): 3 clusters Score: Raw -3797677.497542 + Penalty 4956.259915 = -3792721.237627 nChanged 6 SP:Iteration 50Q (98083.270000 sec): 3 clusters Score: Raw -3797679.197774 + Penalty 4956.259915 = -3792722.937858 nChanged 3 SP:Iteration 51Q (98083.570000 sec): 3 clusters Score: Raw -3797680.169769 + Penalty 4956.259915 = -3792723.909854 nChanged 3 SP:Iteration 52Q (98083.810000 sec): 3 clusters Score: Raw -3797681.078754 + Penalty 4956.259915 = -3792724.818839 nChanged 3 SP:Iteration 53Q (98084.140000 sec): 3 clusters Score: Raw -3797681.656145 + Penalty 4956.259915 = -3792725.396230 nChanged 1 SP:Iteration 54Q (98084.460000 sec): 3 clusters Score: Raw -3797681.816386 + Penalty 4956.259915 = -3792725.556471 nChanged 0 SP:Iteration 55F (98084.750000 sec): 3 clusters Score: Raw -3797681.816386 + Penalty 4956.259915 = -3792725.556471 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 50 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98084.820000 sec): 2 clusters Score: Raw -95732.763699 + Penalty 1626.784579 = -94105.979120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98084.950000 sec): 3 clusters Score: Raw -95741.429831 + Penalty 3253.569158 = -92487.860673 nChanged 189 SP:Iteration 1F (98085.070000 sec): 3 clusters Score: Raw -96184.081682 + Penalty 3253.569158 = -92930.512524 nChanged 78 SP:Iteration 2F (98085.190000 sec): 3 clusters Score: Raw -96442.033383 + Penalty 3253.569158 = -93188.464225 nChanged 44 SP:Iteration 3F (98085.320000 sec): 3 clusters Score: Raw -96596.751616 + Penalty 3253.569158 = -93343.182458 nChanged 26 SP:Iteration 4Q (98085.440000 sec): 3 clusters Score: Raw -96719.653354 + Penalty 3253.569158 = -93466.084196 nChanged 24 SP:Iteration 5Q (98085.570000 sec): 3 clusters Score: Raw -96822.372771 + Penalty 3253.569158 = -93568.803613 nChanged 19 SP:Iteration 6Q (98085.690000 sec): 3 clusters Score: Raw -96908.923471 + Penalty 3253.569158 = -93655.354313 nChanged 18 SP:Iteration 7Q (98085.830000 sec): 3 clusters Score: Raw -96981.849278 + Penalty 3253.569158 = -93728.280120 nChanged 13 SP:Iteration 8Q (98086.030000 sec): 3 clusters Score: Raw -97032.923972 + Penalty 3253.569158 = -93779.354814 nChanged 11 SP:Iteration 9Q (98086.220000 sec): 3 clusters Score: Raw -97068.636957 + Penalty 3253.569158 = -93815.067799 nChanged 16 SP:Iteration 10Q (98086.390000 sec): 3 clusters Score: Raw -97116.426226 + Penalty 3253.569158 = -93862.857068 nChanged 13 SP:Iteration 11Q (98086.550000 sec): 3 clusters Score: Raw -97144.807637 + Penalty 3253.569158 = -93891.238479 nChanged 1 SP:Iteration 12Q (98086.690000 sec): 3 clusters Score: Raw -97152.706358 + Penalty 3253.569158 = -93899.137200 nChanged 1 SP:Iteration 13Q (98086.820000 sec): 3 clusters Score: Raw -97160.214252 + Penalty 3253.569158 = -93906.645094 nChanged 2 SP:Iteration 14Q (98086.950000 sec): 3 clusters Score: Raw -97170.437028 + Penalty 3253.569158 = -93916.867870 nChanged 4 SP:Iteration 15Q (98087.070000 sec): 3 clusters Score: Raw -97178.956650 + Penalty 3253.569158 = -93925.387492 nChanged 1 SP:Iteration 16Q (98087.200000 sec): 3 clusters Score: Raw -97179.811936 + Penalty 3253.569158 = -93926.242778 nChanged 1 SP:Iteration 17Q (98087.330000 sec): 3 clusters Score: Raw -97181.893776 + Penalty 3253.569158 = -93928.324618 nChanged 1 SP:Iteration 18Q (98087.460000 sec): 3 clusters Score: Raw -97185.032314 + Penalty 3253.569158 = -93931.463156 nChanged 1 SP:Iteration 19Q (98087.590000 sec): 3 clusters Score: Raw -97189.878186 + Penalty 3253.569158 = -93936.309028 nChanged 2 SP:Iteration 20F (98087.710000 sec): 3 clusters Score: Raw -97193.343674 + Penalty 3253.569158 = -93939.774516 nChanged 1 SP:Iteration 21Q (98087.840000 sec): 3 clusters Score: Raw -97194.172778 + Penalty 3253.569158 = -93940.603620 nChanged 0 SP:Iteration 22F (98087.970000 sec): 3 clusters Score: Raw -97194.172778 + Penalty 3253.569158 = -93940.603620 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 51 (1265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98088.060000 sec): 2 clusters Score: Raw -218819.334854 + Penalty 1771.421195 = -217047.913658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98088.220000 sec): 3 clusters Score: Raw -218450.473329 + Penalty 3542.842391 = -214907.630938 nChanged 365 SP:Iteration 1F (98088.420000 sec): 3 clusters Score: Raw -218799.469873 + Penalty 3542.842391 = -215256.627482 nChanged 93 SP:Iteration 2F (98088.590000 sec): 3 clusters Score: Raw -218918.015336 + Penalty 3542.842391 = -215375.172945 nChanged 52 SP:Iteration 3Q (98088.790000 sec): 3 clusters Score: Raw -218989.492382 + Penalty 3542.842391 = -215446.649991 nChanged 39 SP:Iteration 4Q (98088.970000 sec): 3 clusters Score: Raw -219043.161747 + Penalty 3542.842391 = -215500.319356 nChanged 29 SP:Iteration 5Q (98089.120000 sec): 3 clusters Score: Raw -219076.110992 + Penalty 3542.842391 = -215533.268601 nChanged 21 SP:Iteration 6Q (98089.280000 sec): 3 clusters Score: Raw -219098.470279 + Penalty 3542.842391 = -215555.627888 nChanged 17 SP:Iteration 7Q (98089.390000 sec): 3 clusters Score: Raw -219116.732093 + Penalty 3542.842391 = -215573.889702 nChanged 13 SP:Iteration 8Q (98089.530000 sec): 3 clusters Score: Raw -219128.981370 + Penalty 3542.842391 = -215586.138979 nChanged 11 SP:Iteration 9Q (98089.740000 sec): 3 clusters Score: Raw -219144.467958 + Penalty 3542.842391 = -215601.625567 nChanged 14 SP:Iteration 10Q (98089.960000 sec): 3 clusters Score: Raw -219160.912644 + Penalty 3542.842391 = -215618.070253 nChanged 13 SP:Iteration 11Q (98090.210000 sec): 3 clusters Score: Raw -219178.786148 + Penalty 3542.842391 = -215635.943757 nChanged 16 SP:Iteration 12Q (98090.390000 sec): 3 clusters Score: Raw -219196.869134 + Penalty 3542.842391 = -215654.026743 nChanged 11 SP:Iteration 13Q (98090.550000 sec): 3 clusters Score: Raw -219207.549161 + Penalty 3542.842391 = -215664.706770 nChanged 11 SP:Iteration 14Q (98090.720000 sec): 3 clusters Score: Raw -219219.085238 + Penalty 3542.842391 = -215676.242847 nChanged 8 SP:Iteration 15Q (98090.930000 sec): 3 clusters Score: Raw -219228.081296 + Penalty 3542.842391 = -215685.238905 nChanged 6 SP:Iteration 16Q (98091.130000 sec): 3 clusters Score: Raw -219233.445553 + Penalty 3542.842391 = -215690.603162 nChanged 4 SP:Iteration 17Q (98091.280000 sec): 3 clusters Score: Raw -219242.819116 + Penalty 3542.842391 = -215699.976725 nChanged 6 SP:Iteration 18Q (98091.450000 sec): 3 clusters Score: Raw -219249.934861 + Penalty 3542.842391 = -215707.092470 nChanged 6 SP:Iteration 19Q (98091.650000 sec): 3 clusters Score: Raw -219257.289381 + Penalty 3542.842391 = -215714.446990 nChanged 4 SP:Iteration 20F (98091.810000 sec): 3 clusters Score: Raw -219261.868759 + Penalty 3542.842391 = -215719.026368 nChanged 5 SP:Iteration 21Q (98091.990000 sec): 3 clusters Score: Raw -219270.774421 + Penalty 3542.842391 = -215727.932030 nChanged 6 SP:Iteration 22Q (98092.170000 sec): 3 clusters Score: Raw -219281.553353 + Penalty 3542.842391 = -215738.710962 nChanged 7 SP:Iteration 23Q (98092.310000 sec): 3 clusters Score: Raw -219289.491745 + Penalty 3542.842391 = -215746.649354 nChanged 6 SP:Iteration 24Q (98092.470000 sec): 3 clusters Score: Raw -219297.440572 + Penalty 3542.842391 = -215754.598181 nChanged 3 SP:Iteration 25Q (98092.590000 sec): 3 clusters Score: Raw -219299.490235 + Penalty 3542.842391 = -215756.647844 nChanged 1 SP:Iteration 26Q (98092.720000 sec): 3 clusters Score: Raw -219301.026057 + Penalty 3542.842391 = -215758.183666 nChanged 2 SP:Iteration 27Q (98092.850000 sec): 3 clusters Score: Raw -219302.373685 + Penalty 3542.842391 = -215759.531294 nChanged 2 SP:Iteration 28Q (98092.990000 sec): 3 clusters Score: Raw -219303.803771 + Penalty 3542.842391 = -215760.961380 nChanged 2 SP:Iteration 29Q (98093.100000 sec): 3 clusters Score: Raw -219305.948423 + Penalty 3542.842391 = -215763.106032 nChanged 2 SP:Iteration 30Q (98093.250000 sec): 3 clusters Score: Raw -219310.056456 + Penalty 3542.842391 = -215767.214065 nChanged 6 SP:Iteration 31Q (98093.470000 sec): 3 clusters Score: Raw -219317.674781 + Penalty 3542.842391 = -215774.832390 nChanged 3 SP:Iteration 32Q (98093.660000 sec): 3 clusters Score: Raw -219321.465205 + Penalty 3542.842391 = -215778.622814 nChanged 2 SP:Iteration 33Q (98093.800000 sec): 3 clusters Score: Raw -219323.498313 + Penalty 3542.842391 = -215780.655922 nChanged 5 SP:Iteration 34Q (98094.040000 sec): 3 clusters Score: Raw -219328.545879 + Penalty 3542.842391 = -215785.703488 nChanged 4 SP:Iteration 35Q (98094.190000 sec): 3 clusters Score: Raw -219333.179532 + Penalty 3542.842391 = -215790.337141 nChanged 5 SP:Iteration 36Q (98094.340000 sec): 3 clusters Score: Raw -219343.228445 + Penalty 3542.842391 = -215800.386054 nChanged 9 SP:Iteration 37Q (98094.490000 sec): 3 clusters Score: Raw -219358.064003 + Penalty 3542.842391 = -215815.221612 nChanged 8 SP:Iteration 38Q (98094.640000 sec): 3 clusters Score: Raw -219369.274467 + Penalty 3542.842391 = -215826.432076 nChanged 7 SP:Iteration 39Q (98094.800000 sec): 3 clusters Score: Raw -219379.547704 + Penalty 3542.842391 = -215836.705313 nChanged 6 SP:Iteration 40F (98094.910000 sec): 3 clusters Score: Raw -219386.519745 + Penalty 3542.842391 = -215843.677354 nChanged 4 SP:Iteration 41Q (98095.070000 sec): 3 clusters Score: Raw -219395.652527 + Penalty 3542.842391 = -215852.810136 nChanged 7 SP:Iteration 42Q (98095.260000 sec): 3 clusters Score: Raw -219415.979575 + Penalty 3542.842391 = -215873.137184 nChanged 7 SP:Iteration 43Q (98095.390000 sec): 3 clusters Score: Raw -219443.265531 + Penalty 3542.842391 = -215900.423140 nChanged 8 SP:Iteration 44Q (98095.570000 sec): 3 clusters Score: Raw -219470.032124 + Penalty 3542.842391 = -215927.189733 nChanged 12 SP:Iteration 45Q (98095.740000 sec): 3 clusters Score: Raw -219491.895444 + Penalty 3542.842391 = -215949.053053 nChanged 7 SP:Iteration 46Q (98095.950000 sec): 3 clusters Score: Raw -219500.609365 + Penalty 3542.842391 = -215957.766974 nChanged 3 SP:Iteration 47Q (98096.090000 sec): 3 clusters Score: Raw -219505.886198 + Penalty 3542.842391 = -215963.043807 nChanged 4 SP:Iteration 48Q (98096.230000 sec): 3 clusters Score: Raw -219511.478092 + Penalty 3542.842391 = -215968.635701 nChanged 3 SP:Iteration 49Q (98096.370000 sec): 3 clusters Score: Raw -219516.098013 + Penalty 3542.842391 = -215973.255623 nChanged 3 SP:Iteration 50Q (98096.480000 sec): 3 clusters Score: Raw -219523.384111 + Penalty 3542.842391 = -215980.541720 nChanged 7 SP:Iteration 51Q (98096.590000 sec): 3 clusters Score: Raw -219533.904930 + Penalty 3542.842391 = -215991.062539 nChanged 2 SP:Iteration 52Q (98096.710000 sec): 3 clusters Score: Raw -219537.203198 + Penalty 3542.842391 = -215994.360807 nChanged 3 SP:Iteration 53Q (98096.820000 sec): 3 clusters Score: Raw -219540.729904 + Penalty 3542.842391 = -215997.887513 nChanged 6 SP:Iteration 54Q (98096.930000 sec): 3 clusters Score: Raw -219551.430894 + Penalty 3542.842391 = -216008.588503 nChanged 9 SP:Iteration 55Q (98097.040000 sec): 3 clusters Score: Raw -219565.239512 + Penalty 3542.842391 = -216022.397121 nChanged 11 SP:Iteration 56Q (98097.150000 sec): 3 clusters Score: Raw -219577.019700 + Penalty 3542.842391 = -216034.177309 nChanged 7 SP:Iteration 57Q (98097.270000 sec): 3 clusters Score: Raw -219584.810381 + Penalty 3542.842391 = -216041.967990 nChanged 4 SP:Iteration 58Q (98097.380000 sec): 3 clusters Score: Raw -219589.713580 + Penalty 3542.842391 = -216046.871189 nChanged 3 SP:Iteration 59Q (98097.580000 sec): 3 clusters Score: Raw -219592.945445 + Penalty 3542.842391 = -216050.103054 nChanged 2 SP:Iteration 60F (98097.740000 sec): 3 clusters Score: Raw -219595.826094 + Penalty 3542.842391 = -216052.983703 nChanged 1 SP:Iteration 61Q (98097.930000 sec): 3 clusters Score: Raw -219597.152414 + Penalty 3542.842391 = -216054.310023 nChanged 1 SP:Iteration 62Q (98098.090000 sec): 3 clusters Score: Raw -219597.603913 + Penalty 3542.842391 = -216054.761522 nChanged 1 SP:Iteration 63Q (98098.260000 sec): 3 clusters Score: Raw -219599.361742 + Penalty 3542.842391 = -216056.519351 nChanged 2 SP:Iteration 64Q (98098.430000 sec): 3 clusters Score: Raw -219603.479943 + Penalty 3542.842391 = -216060.637552 nChanged 4 SP:Iteration 65Q (98098.610000 sec): 3 clusters Score: Raw -219607.853528 + Penalty 3542.842391 = -216065.011137 nChanged 4 SP:Iteration 66Q (98098.810000 sec): 3 clusters Score: Raw -219613.059648 + Penalty 3542.842391 = -216070.217257 nChanged 2 SP:Iteration 67Q (98099.000000 sec): 3 clusters Score: Raw -219614.309828 + Penalty 3542.842391 = -216071.467437 nChanged 0 SP:Iteration 68F (98099.170000 sec): 3 clusters Score: Raw -219614.309828 + Penalty 3542.842391 = -216071.467437 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 52 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98099.270000 sec): 2 clusters Score: Raw -60468.304285 + Penalty 1473.814245 = -58994.490040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98099.430000 sec): 3 clusters Score: Raw -60552.811275 + Penalty 2947.628490 = -57605.182785 nChanged 48 SP:Iteration 1F (98099.590000 sec): 3 clusters Score: Raw -60674.423159 + Penalty 2947.628490 = -57726.794669 nChanged 15 SP:Iteration 2Q (98099.780000 sec): 3 clusters Score: Raw -60729.972010 + Penalty 2947.628490 = -57782.343520 nChanged 7 SP:Iteration 3Q (98099.950000 sec): 3 clusters Score: Raw -60750.062168 + Penalty 2947.628490 = -57802.433678 nChanged 4 SP:Iteration 4Q (98100.160000 sec): 3 clusters Score: Raw -60764.700769 + Penalty 2947.628490 = -57817.072279 nChanged 6 SP:Iteration 5Q (98100.320000 sec): 3 clusters Score: Raw -60791.059298 + Penalty 2947.628490 = -57843.430808 nChanged 1 SP:Iteration 6Q (98100.470000 sec): 3 clusters Score: Raw -60793.344242 + Penalty 2947.628490 = -57845.715752 nChanged 1 SP:Iteration 7Q (98100.620000 sec): 3 clusters Score: Raw -60795.478641 + Penalty 2947.628490 = -57847.850151 nChanged 2 SP:Iteration 8Q (98100.790000 sec): 3 clusters Score: Raw -60804.195413 + Penalty 2947.628490 = -57856.566923 nChanged 0 SP:Iteration 9F (98101.000000 sec): 3 clusters Score: Raw -60804.195413 + Penalty 2947.628490 = -57856.566923 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 53 (1493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98101.080000 sec): 2 clusters Score: Raw -285862.509723 + Penalty 1812.518614 = -284049.991109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98101.260000 sec): 3 clusters Score: Raw -285395.185647 + Penalty 3625.037228 = -281770.148419 nChanged 438 SP:Iteration 1F (98101.520000 sec): 3 clusters Score: Raw -285741.354436 + Penalty 3625.037228 = -282116.317209 nChanged 104 SP:Iteration 2F (98101.690000 sec): 3 clusters Score: Raw -285841.332032 + Penalty 3625.037228 = -282216.294804 nChanged 56 SP:Iteration 3Q (98101.850000 sec): 3 clusters Score: Raw -285889.788416 + Penalty 3625.037228 = -282264.751188 nChanged 36 SP:Iteration 4Q (98102.030000 sec): 3 clusters Score: Raw -285922.066363 + Penalty 3625.037228 = -282297.029135 nChanged 31 SP:Iteration 5Q (98102.240000 sec): 3 clusters Score: Raw -285955.862328 + Penalty 3625.037228 = -282330.825100 nChanged 27 SP:Iteration 6Q (98102.430000 sec): 3 clusters Score: Raw -285978.215215 + Penalty 3625.037228 = -282353.177987 nChanged 19 SP:Iteration 7Q (98102.600000 sec): 3 clusters Score: Raw -285994.367608 + Penalty 3625.037228 = -282369.330380 nChanged 20 SP:Iteration 8Q (98102.770000 sec): 3 clusters Score: Raw -286013.419865 + Penalty 3625.037228 = -282388.382637 nChanged 17 SP:Iteration 9Q (98102.940000 sec): 3 clusters Score: Raw -286029.319484 + Penalty 3625.037228 = -282404.282257 nChanged 12 SP:Iteration 10Q (98103.110000 sec): 3 clusters Score: Raw -286038.723300 + Penalty 3625.037228 = -282413.686072 nChanged 11 SP:Iteration 11Q (98103.290000 sec): 3 clusters Score: Raw -286049.292371 + Penalty 3625.037228 = -282424.255143 nChanged 12 SP:Iteration 12Q (98103.490000 sec): 3 clusters Score: Raw -286059.898974 + Penalty 3625.037228 = -282434.861747 nChanged 8 SP:Iteration 13Q (98103.640000 sec): 3 clusters Score: Raw -286067.767356 + Penalty 3625.037228 = -282442.730129 nChanged 6 SP:Iteration 14Q (98103.830000 sec): 3 clusters Score: Raw -286074.157760 + Penalty 3625.037228 = -282449.120532 nChanged 1 SP:Iteration 15Q (98104.000000 sec): 3 clusters Score: Raw -286074.724750 + Penalty 3625.037228 = -282449.687523 nChanged 2 SP:Iteration 16Q (98104.170000 sec): 3 clusters Score: Raw -286076.385556 + Penalty 3625.037228 = -282451.348329 nChanged 2 SP:Iteration 17Q (98104.390000 sec): 3 clusters Score: Raw -286079.509196 + Penalty 3625.037228 = -282454.471968 nChanged 3 SP:Iteration 18Q (98104.540000 sec): 3 clusters Score: Raw -286081.498047 + Penalty 3625.037228 = -282456.460819 nChanged 3 SP:Iteration 19Q (98104.740000 sec): 3 clusters Score: Raw -286083.608461 + Penalty 3625.037228 = -282458.571234 nChanged 2 SP:Iteration 20F (98104.940000 sec): 3 clusters Score: Raw -286084.928637 + Penalty 3625.037228 = -282459.891409 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 54 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98105.020000 sec): 2 clusters Score: Raw -80163.815704 + Penalty 1543.198914 = -78620.616789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98105.220000 sec): 3 clusters Score: Raw -80261.948768 + Penalty 3086.397829 = -77175.550939 nChanged 82 SP:Iteration 1F (98105.380000 sec): 3 clusters Score: Raw -80520.171695 + Penalty 3086.397829 = -77433.773866 nChanged 39 SP:Iteration 2F (98105.550000 sec): 3 clusters Score: Raw -80740.966748 + Penalty 3086.397829 = -77654.568919 nChanged 35 SP:Iteration 3F (98105.750000 sec): 3 clusters Score: Raw -80957.021777 + Penalty 3086.397829 = -77870.623948 nChanged 29 SP:Iteration 4F (98105.910000 sec): 3 clusters Score: Raw -81085.584827 + Penalty 3086.397829 = -77999.186998 nChanged 18 SP:Iteration 5Q (98106.050000 sec): 3 clusters Score: Raw -81159.818953 + Penalty 3086.397829 = -78073.421124 nChanged 13 SP:Iteration 6Q (98106.280000 sec): 3 clusters Score: Raw -81194.396167 + Penalty 3086.397829 = -78107.998338 nChanged 6 SP:Iteration 7Q (98106.500000 sec): 3 clusters Score: Raw -81226.630324 + Penalty 3086.397829 = -78140.232495 nChanged 6 SP:Iteration 8Q (98106.650000 sec): 3 clusters Score: Raw -81253.410248 + Penalty 3086.397829 = -78167.012419 nChanged 4 SP:Iteration 9Q (98106.810000 sec): 3 clusters Score: Raw -81263.821813 + Penalty 3086.397829 = -78177.423984 nChanged 4 SP:Iteration 10Q (98106.980000 sec): 3 clusters Score: Raw -81280.000351 + Penalty 3086.397829 = -78193.602522 nChanged 2 SP:Iteration 11Q (98107.130000 sec): 3 clusters Score: Raw -81285.083792 + Penalty 3086.397829 = -78198.685963 nChanged 1 SP:Iteration 12Q (98107.360000 sec): 3 clusters Score: Raw -81292.955903 + Penalty 3086.397829 = -78206.558074 nChanged 1 SP:Iteration 13Q (98107.590000 sec): 3 clusters Score: Raw -81297.343925 + Penalty 3086.397829 = -78210.946096 nChanged 2 SP:Iteration 14Q (98107.740000 sec): 3 clusters Score: Raw -81303.786657 + Penalty 3086.397829 = -78217.388828 nChanged 0 SP:Iteration 15F (98107.950000 sec): 3 clusters Score: Raw -81303.786657 + Penalty 3086.397829 = -78217.388828 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 55 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98108.050000 sec): 2 clusters Score: Raw -55201.712569 + Penalty 1544.181094 = -53657.531475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98108.220000 sec): 3 clusters Score: Raw -55286.564365 + Penalty 3088.362188 = -52198.202178 nChanged 123 SP:Iteration 1F (98108.380000 sec): 3 clusters Score: Raw -55663.887232 + Penalty 3088.362188 = -52575.525044 nChanged 38 SP:Iteration 2F (98108.560000 sec): 3 clusters Score: Raw -55868.424630 + Penalty 3088.362188 = -52780.062442 nChanged 18 SP:Iteration 3Q (98108.770000 sec): 3 clusters Score: Raw -55948.094219 + Penalty 3088.362188 = -52859.732031 nChanged 18 SP:Iteration 4Q (98108.990000 sec): 3 clusters Score: Raw -56029.433667 + Penalty 3088.362188 = -52941.071479 nChanged 11 SP:Iteration 5Q (98109.230000 sec): 3 clusters Score: Raw -56067.295734 + Penalty 3088.362188 = -52978.933546 nChanged 7 SP:Iteration 6Q (98109.360000 sec): 3 clusters Score: Raw -56089.953705 + Penalty 3088.362188 = -53001.591517 nChanged 7 SP:Iteration 7Q (98109.560000 sec): 3 clusters Score: Raw -56132.957780 + Penalty 3088.362188 = -53044.595592 nChanged 6 SP:Iteration 8Q (98109.760000 sec): 3 clusters Score: Raw -56153.804011 + Penalty 3088.362188 = -53065.441823 nChanged 8 SP:Iteration 9Q (98109.930000 sec): 3 clusters Score: Raw -56197.845369 + Penalty 3088.362188 = -53109.483181 nChanged 5 SP:Iteration 10Q (98110.140000 sec): 3 clusters Score: Raw -56222.865007 + Penalty 3088.362188 = -53134.502819 nChanged 7 SP:Iteration 11Q (98110.300000 sec): 3 clusters Score: Raw -56250.410345 + Penalty 3088.362188 = -53162.048157 nChanged 7 SP:Iteration 12Q (98110.480000 sec): 3 clusters Score: Raw -56280.033078 + Penalty 3088.362188 = -53191.670890 nChanged 2 SP:Iteration 13Q (98110.680000 sec): 3 clusters Score: Raw -56284.271102 + Penalty 3088.362188 = -53195.908915 nChanged 3 SP:Iteration 14Q (98110.840000 sec): 3 clusters Score: Raw -56302.032735 + Penalty 3088.362188 = -53213.670547 nChanged 3 SP:Iteration 15Q (98111.010000 sec): 3 clusters Score: Raw -56307.398590 + Penalty 3088.362188 = -53219.036402 nChanged 1 SP:Iteration 16Q (98111.180000 sec): 3 clusters Score: Raw -56308.481083 + Penalty 3088.362188 = -53220.118895 nChanged 0 SP:Iteration 17F (98111.390000 sec): 3 clusters Score: Raw -56320.243916 + Penalty 3088.362188 = -53231.881728 nChanged 3 SP:Iteration 18Q (98111.560000 sec): 3 clusters Score: Raw -56397.354569 + Penalty 3088.362188 = -53308.992381 nChanged 8 SP:Iteration 19Q (98111.750000 sec): 3 clusters Score: Raw -56457.988620 + Penalty 3088.362188 = -53369.626432 nChanged 9 SP:Iteration 20F (98111.950000 sec): 3 clusters Score: Raw -56489.448354 + Penalty 3088.362188 = -53401.086166 nChanged 4 SP:Iteration 21Q (98112.160000 sec): 3 clusters Score: Raw -56515.007998 + Penalty 3088.362188 = -53426.645810 nChanged 4 SP:Iteration 22Q (98112.350000 sec): 3 clusters Score: Raw -56526.477709 + Penalty 3088.362188 = -53438.115521 nChanged 3 SP:Iteration 23Q (98112.530000 sec): 3 clusters Score: Raw -56538.152480 + Penalty 3088.362188 = -53449.790292 nChanged 1 SP:Iteration 24Q (98112.700000 sec): 3 clusters Score: Raw -56540.241688 + Penalty 3088.362188 = -53451.879500 nChanged 0 SP:Iteration 25F (98112.820000 sec): 3 clusters Score: Raw -56540.241688 + Penalty 3088.362188 = -53451.879500 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 56 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98112.930000 sec): 2 clusters Score: Raw -70200.428677 + Penalty 1505.542957 = -68694.885721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98113.070000 sec): 3 clusters Score: Raw -70258.722062 + Penalty 3011.085913 = -67247.636149 nChanged 78 SP:Iteration 1F (98113.270000 sec): 3 clusters Score: Raw -70484.961059 + Penalty 3011.085913 = -67473.875146 nChanged 28 SP:Iteration 2F (98113.370000 sec): 3 clusters Score: Raw -70618.919475 + Penalty 3011.085913 = -67607.833562 nChanged 16 SP:Iteration 3Q (98113.580000 sec): 3 clusters Score: Raw -70662.911126 + Penalty 3011.085913 = -67651.825213 nChanged 4 SP:Iteration 4Q (98113.750000 sec): 3 clusters Score: Raw -70681.617895 + Penalty 3011.085913 = -67670.531982 nChanged 7 SP:Iteration 5Q (98113.980000 sec): 3 clusters Score: Raw -70698.510092 + Penalty 3011.085913 = -67687.424179 nChanged 5 SP:Iteration 6Q (98114.140000 sec): 3 clusters Score: Raw -70706.233304 + Penalty 3011.085913 = -67695.147391 nChanged 1 SP:Iteration 7Q (98114.310000 sec): 3 clusters Score: Raw -70709.056099 + Penalty 3011.085913 = -67697.970186 nChanged 1 SP:Iteration 8Q (98114.530000 sec): 3 clusters Score: Raw -70711.318038 + Penalty 3011.085913 = -67700.232125 nChanged 0 SP:Iteration 9F (98114.730000 sec): 3 clusters Score: Raw -70711.318038 + Penalty 3011.085913 = -67700.232125 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 57 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98114.880000 sec): 2 clusters Score: Raw -61426.485778 + Penalty 1464.529738 = -59961.956040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98115.070000 sec): 3 clusters Score: Raw -61625.542893 + Penalty 2929.059477 = -58696.483416 nChanged 64 SP:Iteration 1F (98115.240000 sec): 3 clusters Score: Raw -61793.359059 + Penalty 2929.059477 = -58864.299582 nChanged 19 SP:Iteration 2F (98115.430000 sec): 3 clusters Score: Raw -61849.425850 + Penalty 2929.059477 = -58920.366373 nChanged 11 SP:Iteration 3Q (98115.650000 sec): 3 clusters Score: Raw -61894.737857 + Penalty 2929.059477 = -58965.678380 nChanged 9 SP:Iteration 4Q (98115.840000 sec): 3 clusters Score: Raw -61957.291532 + Penalty 2929.059477 = -59028.232056 nChanged 8 SP:Iteration 5Q (98116.010000 sec): 3 clusters Score: Raw -62025.467064 + Penalty 2929.059477 = -59096.407588 nChanged 9 SP:Iteration 6Q (98116.240000 sec): 3 clusters Score: Raw -62071.545330 + Penalty 2929.059477 = -59142.485854 nChanged 12 SP:Iteration 7Q (98116.450000 sec): 3 clusters Score: Raw -62136.029380 + Penalty 2929.059477 = -59206.969904 nChanged 8 SP:Iteration 8Q (98116.640000 sec): 3 clusters Score: Raw -62155.186994 + Penalty 2929.059477 = -59226.127517 nChanged 4 SP:Iteration 9Q (98116.820000 sec): 3 clusters Score: Raw -62169.173099 + Penalty 2929.059477 = -59240.113622 nChanged 2 SP:Iteration 10Q (98117.000000 sec): 3 clusters Score: Raw -62176.259775 + Penalty 2929.059477 = -59247.200298 nChanged 1 SP:Iteration 11Q (98117.210000 sec): 3 clusters Score: Raw -62183.261660 + Penalty 2929.059477 = -59254.202183 nChanged 1 SP:Iteration 12Q (98117.380000 sec): 3 clusters Score: Raw -62187.574139 + Penalty 2929.059477 = -59258.514662 nChanged 0 SP:Iteration 13F (98117.550000 sec): 3 clusters Score: Raw -62187.574139 + Penalty 2929.059477 = -59258.514662 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 58 (17474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98117.790000 sec): 2 clusters Score: Raw -3243391.308212 + Penalty 2422.580397 = -3240968.727816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98118.060000 sec): 3 clusters Score: Raw -3233426.584138 + Penalty 4845.160793 = -3228581.423345 nChanged 7605 SP:Iteration 1F (98118.400000 sec): 3 clusters Score: Raw -3237507.824832 + Penalty 4845.160793 = -3232662.664039 nChanged 821 SP:Iteration 2Q (98118.660000 sec): 3 clusters Score: Raw -3237756.584501 + Penalty 4845.160793 = -3232911.423708 nChanged 644 SP:Iteration 3Q (98118.960000 sec): 3 clusters Score: Raw -3237933.641976 + Penalty 4845.160793 = -3233088.481183 nChanged 524 SP:Iteration 4Q (98119.240000 sec): 3 clusters Score: Raw -3238081.469697 + Penalty 4845.160793 = -3233236.308904 nChanged 452 SP:Iteration 5Q (98119.490000 sec): 3 clusters Score: Raw -3238226.262337 + Penalty 4845.160793 = -3233381.101544 nChanged 453 SP:Iteration 6Q (98119.830000 sec): 3 clusters Score: Raw -3238375.275423 + Penalty 4845.160793 = -3233530.114630 nChanged 478 SP:Iteration 7Q (98120.110000 sec): 3 clusters Score: Raw -3238563.366058 + Penalty 4845.160793 = -3233718.205265 nChanged 494 SP:Iteration 8Q (98120.400000 sec): 3 clusters Score: Raw -3238784.916514 + Penalty 4845.160793 = -3233939.755721 nChanged 581 SP:Iteration 9Q (98120.670000 sec): 3 clusters Score: Raw -3239091.692015 + Penalty 4845.160793 = -3234246.531222 nChanged 644 SP:Iteration 10Q (98121.010000 sec): 3 clusters Score: Raw -3239462.684461 + Penalty 4845.160793 = -3234617.523668 nChanged 721 SP:Iteration 11Q (98121.290000 sec): 3 clusters Score: Raw -3239916.041410 + Penalty 4845.160793 = -3235070.880617 nChanged 753 SP:Iteration 12Q (98121.620000 sec): 3 clusters Score: Raw -3240425.820693 + Penalty 4845.160793 = -3235580.659900 nChanged 783 SP:Iteration 13Q (98121.910000 sec): 3 clusters Score: Raw -3240954.781024 + Penalty 4845.160793 = -3236109.620231 nChanged 724 SP:Iteration 14Q (98122.190000 sec): 3 clusters Score: Raw -3241420.096927 + Penalty 4845.160793 = -3236574.936134 nChanged 637 SP:Iteration 15Q (98122.460000 sec): 3 clusters Score: Raw -3241805.044595 + Penalty 4845.160793 = -3236959.883802 nChanged 580 SP:Iteration 16Q (98122.780000 sec): 3 clusters Score: Raw -3242155.864108 + Penalty 4845.160793 = -3237310.703315 nChanged 513 SP:Iteration 17Q (98123.060000 sec): 3 clusters Score: Raw -3242455.482240 + Penalty 4845.160793 = -3237610.321447 nChanged 431 SP:Iteration 18Q (98123.370000 sec): 3 clusters Score: Raw -3242695.848735 + Penalty 4845.160793 = -3237850.687942 nChanged 399 SP:Iteration 19Q (98123.610000 sec): 3 clusters Score: Raw -3242908.899668 + Penalty 4845.160793 = -3238063.738875 nChanged 311 SP:Iteration 20F (98123.940000 sec): 3 clusters Score: Raw -3243053.769442 + Penalty 4845.160793 = -3238208.608649 nChanged 244 SP:Iteration 21Q (98124.200000 sec): 3 clusters Score: Raw -3243161.130937 + Penalty 4845.160793 = -3238315.970144 nChanged 214 SP:Iteration 22Q (98124.470000 sec): 3 clusters Score: Raw -3243262.792497 + Penalty 4845.160793 = -3238417.631704 nChanged 200 SP:Iteration 23Q (98124.750000 sec): 3 clusters Score: Raw -3243353.750639 + Penalty 4845.160793 = -3238508.589846 nChanged 157 SP:Iteration 24Q (98125.030000 sec): 3 clusters Score: Raw -3243427.631982 + Penalty 4845.160793 = -3238582.471189 nChanged 144 SP:Iteration 25Q (98125.330000 sec): 3 clusters Score: Raw -3243492.328405 + Penalty 4845.160793 = -3238647.167612 nChanged 113 SP:Iteration 26Q (98125.610000 sec): 3 clusters Score: Raw -3243545.424144 + Penalty 4845.160793 = -3238700.263351 nChanged 94 SP:Iteration 27Q (98125.880000 sec): 3 clusters Score: Raw -3243589.223655 + Penalty 4845.160793 = -3238744.062861 nChanged 86 SP:Iteration 28Q (98126.160000 sec): 3 clusters Score: Raw -3243628.431278 + Penalty 4845.160793 = -3238783.270485 nChanged 80 SP:Iteration 29Q (98126.380000 sec): 3 clusters Score: Raw -3243669.675308 + Penalty 4845.160793 = -3238824.514515 nChanged 76 SP:Iteration 30Q (98126.610000 sec): 3 clusters Score: Raw -3243708.691816 + Penalty 4845.160793 = -3238863.531023 nChanged 60 SP:Iteration 31Q (98126.910000 sec): 3 clusters Score: Raw -3243732.668938 + Penalty 4845.160793 = -3238887.508145 nChanged 34 SP:Iteration 32Q (98127.090000 sec): 3 clusters Score: Raw -3243745.751345 + Penalty 4845.160793 = -3238900.590552 nChanged 28 SP:Iteration 33Q (98127.360000 sec): 3 clusters Score: Raw -3243756.603903 + Penalty 4845.160793 = -3238911.443110 nChanged 26 SP:Iteration 34Q (98127.590000 sec): 3 clusters Score: Raw -3243766.279963 + Penalty 4845.160793 = -3238921.119170 nChanged 25 SP:Iteration 35Q (98127.880000 sec): 3 clusters Score: Raw -3243775.580570 + Penalty 4845.160793 = -3238930.419777 nChanged 23 SP:Iteration 36Q (98128.110000 sec): 3 clusters Score: Raw -3243783.902273 + Penalty 4845.160793 = -3238938.741480 nChanged 17 SP:Iteration 37Q (98128.360000 sec): 3 clusters Score: Raw -3243789.295430 + Penalty 4845.160793 = -3238944.134637 nChanged 6 SP:Iteration 38Q (98128.650000 sec): 3 clusters Score: Raw -3243791.149481 + Penalty 4845.160793 = -3238945.988688 nChanged 7 SP:Iteration 39Q (98128.970000 sec): 3 clusters Score: Raw -3243794.331285 + Penalty 4845.160793 = -3238949.170492 nChanged 9 SP:Iteration 40F (98129.210000 sec): 3 clusters Score: Raw -3243797.319845 + Penalty 4845.160793 = -3238952.159052 nChanged 7 SP:Iteration 41Q (98129.490000 sec): 3 clusters Score: Raw -3243799.801125 + Penalty 4845.160793 = -3238954.640332 nChanged 8 SP:Iteration 42Q (98129.760000 sec): 3 clusters Score: Raw -3243803.208168 + Penalty 4845.160793 = -3238958.047375 nChanged 10 SP:Iteration 43Q (98130.030000 sec): 3 clusters Score: Raw -3243807.074027 + Penalty 4845.160793 = -3238961.913234 nChanged 9 SP:Iteration 44Q (98130.320000 sec): 3 clusters Score: Raw -3243811.134250 + Penalty 4845.160793 = -3238965.973457 nChanged 7 SP:Iteration 45Q (98130.610000 sec): 3 clusters Score: Raw -3243813.840018 + Penalty 4845.160793 = -3238968.679225 nChanged 5 SP:Iteration 46Q (98130.860000 sec): 3 clusters Score: Raw -3243815.497428 + Penalty 4845.160793 = -3238970.336635 nChanged 8 SP:Iteration 47Q (98131.190000 sec): 3 clusters Score: Raw -3243818.546957 + Penalty 4845.160793 = -3238973.386164 nChanged 9 SP:Iteration 48Q (98131.460000 sec): 3 clusters Score: Raw -3243822.349366 + Penalty 4845.160793 = -3238977.188573 nChanged 4 SP:Iteration 49Q (98131.720000 sec): 3 clusters Score: Raw -3243823.761598 + Penalty 4845.160793 = -3238978.600805 nChanged 4 SP:Iteration 50Q (98132.000000 sec): 3 clusters Score: Raw -3243825.491126 + Penalty 4845.160793 = -3238980.330333 nChanged 5 SP:Iteration 51Q (98132.300000 sec): 3 clusters Score: Raw -3243827.866830 + Penalty 4845.160793 = -3238982.706037 nChanged 5 SP:Iteration 52Q (98132.610000 sec): 3 clusters Score: Raw -3243829.587756 + Penalty 4845.160793 = -3238984.426963 nChanged 3 SP:Iteration 53Q (98132.860000 sec): 3 clusters Score: Raw -3243831.376920 + Penalty 4845.160793 = -3238986.216127 nChanged 3 SP:Iteration 54Q (98133.180000 sec): 3 clusters Score: Raw -3243832.672255 + Penalty 4845.160793 = -3238987.511462 nChanged 2 SP:Iteration 55Q (98133.440000 sec): 3 clusters Score: Raw -3243833.351797 + Penalty 4845.160793 = -3238988.191003 nChanged 0 SP:Iteration 56F (98133.740000 sec): 3 clusters Score: Raw -3243833.351797 + Penalty 4845.160793 = -3238988.191003 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 59 (671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98133.880000 sec): 2 clusters Score: Raw -117876.538680 + Penalty 1614.174746 = -116262.363934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98134.060000 sec): 3 clusters Score: Raw -117767.761148 + Penalty 3228.349492 = -114539.411656 nChanged 154 SP:Iteration 1F (98134.260000 sec): 3 clusters Score: Raw -118002.004166 + Penalty 3228.349492 = -114773.654674 nChanged 41 SP:Iteration 2F (98134.430000 sec): 3 clusters Score: Raw -118079.348548 + Penalty 3228.349492 = -114850.999056 nChanged 16 SP:Iteration 3Q (98134.640000 sec): 3 clusters Score: Raw -118112.198066 + Penalty 3228.349492 = -114883.848574 nChanged 9 SP:Iteration 4Q (98134.870000 sec): 3 clusters Score: Raw -118128.572275 + Penalty 3228.349492 = -114900.222783 nChanged 6 SP:Iteration 5Q (98135.050000 sec): 3 clusters Score: Raw -118136.557851 + Penalty 3228.349492 = -114908.208359 nChanged 3 SP:Iteration 6Q (98135.220000 sec): 3 clusters Score: Raw -118140.187197 + Penalty 3228.349492 = -114911.837705 nChanged 0 SP:Iteration 7F (98135.460000 sec): 3 clusters Score: Raw -118140.187197 + Penalty 3228.349492 = -114911.837705 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 60 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98135.580000 sec): 2 clusters Score: Raw -41038.552620 + Penalty 1384.707085 = -39653.845535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98135.730000 sec): 3 clusters Score: Raw -41264.867415 + Penalty 2769.414169 = -38495.453246 nChanged 28 SP:Iteration 1F (98135.910000 sec): 3 clusters Score: Raw -41398.896504 + Penalty 2769.414169 = -38629.482335 nChanged 11 SP:Iteration 2Q (98136.120000 sec): 3 clusters Score: Raw -41522.078835 + Penalty 2769.414169 = -38752.664666 nChanged 9 SP:Iteration 3Q (98136.330000 sec): 3 clusters Score: Raw -41603.662555 + Penalty 2769.414169 = -38834.248386 nChanged 5 SP:Iteration 4Q (98136.520000 sec): 3 clusters Score: Raw -41668.294754 + Penalty 2769.414169 = -38898.880585 nChanged 5 SP:Iteration 5Q (98136.740000 sec): 3 clusters Score: Raw -41712.969161 + Penalty 2769.414169 = -38943.554992 nChanged 1 SP:Iteration 6Q (98136.880000 sec): 3 clusters Score: Raw -41780.123241 + Penalty 2769.414169 = -39010.709071 nChanged 3 SP:Iteration 7Q (98137.040000 sec): 3 clusters Score: Raw -41800.350089 + Penalty 2769.414169 = -39030.935920 nChanged 3 SP:Iteration 8Q (98137.260000 sec): 3 clusters Score: Raw -41827.473561 + Penalty 2769.414169 = -39058.059392 nChanged 5 SP:Iteration 9Q (98137.420000 sec): 3 clusters Score: Raw -41865.093422 + Penalty 2769.414169 = -39095.679253 nChanged 2 SP:Iteration 10Q (98137.590000 sec): 3 clusters Score: Raw -41874.140418 + Penalty 2769.414169 = -39104.726249 nChanged 0 SP:Iteration 11F (98137.780000 sec): 3 clusters Score: Raw -41874.140418 + Penalty 2769.414169 = -39104.726249 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 61 (661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98137.920000 sec): 2 clusters Score: Raw -107047.538698 + Penalty 1610.450952 = -105437.087746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98138.080000 sec): 3 clusters Score: Raw -107054.561236 + Penalty 3220.901905 = -103833.659331 nChanged 136 SP:Iteration 1F (98138.280000 sec): 3 clusters Score: Raw -107316.905020 + Penalty 3220.901905 = -104096.003116 nChanged 35 SP:Iteration 2F (98138.460000 sec): 3 clusters Score: Raw -107457.860229 + Penalty 3220.901905 = -104236.958324 nChanged 33 SP:Iteration 3Q (98138.600000 sec): 3 clusters Score: Raw -107597.686854 + Penalty 3220.901905 = -104376.784950 nChanged 37 SP:Iteration 4F (98138.800000 sec): 3 clusters Score: Raw -107755.861830 + Penalty 3220.901905 = -104534.959925 nChanged 35 SP:Iteration 5F (98138.940000 sec): 3 clusters Score: Raw -107846.631988 + Penalty 3220.901905 = -104625.730084 nChanged 16 SP:Iteration 6Q (98139.160000 sec): 3 clusters Score: Raw -107892.763523 + Penalty 3220.901905 = -104671.861619 nChanged 18 SP:Iteration 7Q (98139.320000 sec): 3 clusters Score: Raw -107946.306673 + Penalty 3220.901905 = -104725.404768 nChanged 10 SP:Iteration 8Q (98139.490000 sec): 3 clusters Score: Raw -107985.512640 + Penalty 3220.901905 = -104764.610736 nChanged 10 SP:Iteration 9Q (98139.670000 sec): 3 clusters Score: Raw -108016.638616 + Penalty 3220.901905 = -104795.736712 nChanged 10 SP:Iteration 10Q (98139.860000 sec): 3 clusters Score: Raw -108048.777929 + Penalty 3220.901905 = -104827.876025 nChanged 11 SP:Iteration 11Q (98140.050000 sec): 3 clusters Score: Raw -108084.234629 + Penalty 3220.901905 = -104863.332725 nChanged 10 SP:Iteration 12Q (98140.220000 sec): 3 clusters Score: Raw -108105.379961 + Penalty 3220.901905 = -104884.478056 nChanged 2 SP:Iteration 13Q (98140.400000 sec): 3 clusters Score: Raw -108107.711746 + Penalty 3220.901905 = -104886.809841 nChanged 2 SP:Iteration 14Q (98140.560000 sec): 3 clusters Score: Raw -108110.494019 + Penalty 3220.901905 = -104889.592115 nChanged 4 SP:Iteration 15Q (98140.760000 sec): 3 clusters Score: Raw -108121.695925 + Penalty 3220.901905 = -104900.794020 nChanged 2 SP:Iteration 16Q (98140.950000 sec): 3 clusters Score: Raw -108128.072618 + Penalty 3220.901905 = -104907.170713 nChanged 2 SP:Iteration 17Q (98141.150000 sec): 3 clusters Score: Raw -108132.185115 + Penalty 3220.901905 = -104911.283211 nChanged 2 SP:Iteration 18Q (98141.360000 sec): 3 clusters Score: Raw -108139.708693 + Penalty 3220.901905 = -104918.806789 nChanged 3 SP:Iteration 19Q (98141.550000 sec): 3 clusters Score: Raw -108159.374756 + Penalty 3220.901905 = -104938.472852 nChanged 5 SP:Iteration 20F (98141.750000 sec): 3 clusters Score: Raw -108169.822430 + Penalty 3220.901905 = -104948.920525 nChanged 3 SP:Iteration 21Q (98141.930000 sec): 3 clusters Score: Raw -108176.191857 + Penalty 3220.901905 = -104955.289952 nChanged 1 SP:Iteration 22Q (98142.130000 sec): 3 clusters Score: Raw -108177.845582 + Penalty 3220.901905 = -104956.943678 nChanged 0 SP:Iteration 23F (98142.280000 sec): 3 clusters Score: Raw -108177.845582 + Penalty 3220.901905 = -104956.943678 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 62 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98142.370000 sec): 2 clusters Score: Raw -32207.506337 + Penalty 1385.637667 = -30821.868670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98142.570000 sec): 3 clusters Score: Raw -32812.179280 + Penalty 2771.275335 = -30040.903945 nChanged 65 SP:Iteration 1F (98142.830000 sec): 3 clusters Score: Raw -33139.550795 + Penalty 2771.275335 = -30368.275460 nChanged 18 SP:Iteration 2F (98143.040000 sec): 3 clusters Score: Raw -33238.951385 + Penalty 2771.275335 = -30467.676051 nChanged 10 SP:Iteration 3Q (98143.260000 sec): 3 clusters Score: Raw -33312.142977 + Penalty 2771.275335 = -30540.867642 nChanged 4 SP:Iteration 4Q (98143.470000 sec): 3 clusters Score: Raw -33341.998859 + Penalty 2771.275335 = -30570.723524 nChanged 3 SP:Iteration 5Q (98143.690000 sec): 3 clusters Score: Raw -33370.198144 + Penalty 2771.275335 = -30598.922810 nChanged 0 SP:Iteration 6F (98143.910000 sec): 3 clusters Score: Raw -33370.198144 + Penalty 2771.275335 = -30598.922810 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 63 (911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98144.000000 sec): 2 clusters Score: Raw -148786.901902 + Penalty 1690.006639 = -147096.895263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98144.140000 sec): 3 clusters Score: Raw -148679.729902 + Penalty 3380.013277 = -145299.716625 nChanged 274 SP:Iteration 1F (98144.310000 sec): 3 clusters Score: Raw -149148.512488 + Penalty 3380.013277 = -145768.499211 nChanged 94 SP:Iteration 2F (98144.510000 sec): 3 clusters Score: Raw -149394.146756 + Penalty 3380.013277 = -146014.133479 nChanged 83 SP:Iteration 3F (98144.730000 sec): 3 clusters Score: Raw -149601.180362 + Penalty 3380.013277 = -146221.167085 nChanged 43 SP:Iteration 4Q (98144.970000 sec): 3 clusters Score: Raw -149745.766916 + Penalty 3380.013277 = -146365.753639 nChanged 31 SP:Iteration 5Q (98145.160000 sec): 3 clusters Score: Raw -149837.228438 + Penalty 3380.013277 = -146457.215161 nChanged 17 SP:Iteration 6Q (98145.380000 sec): 3 clusters Score: Raw -149893.321545 + Penalty 3380.013277 = -146513.308268 nChanged 13 SP:Iteration 7Q (98145.550000 sec): 3 clusters Score: Raw -149930.979652 + Penalty 3380.013277 = -146550.966375 nChanged 7 SP:Iteration 8Q (98145.730000 sec): 3 clusters Score: Raw -149942.006467 + Penalty 3380.013277 = -146561.993190 nChanged 5 SP:Iteration 9Q (98145.940000 sec): 3 clusters Score: Raw -149954.861475 + Penalty 3380.013277 = -146574.848198 nChanged 4 SP:Iteration 10Q (98146.140000 sec): 3 clusters Score: Raw -149959.620968 + Penalty 3380.013277 = -146579.607691 nChanged 3 SP:Iteration 11Q (98146.350000 sec): 3 clusters Score: Raw -149966.213106 + Penalty 3380.013277 = -146586.199829 nChanged 2 SP:Iteration 12Q (98146.510000 sec): 3 clusters Score: Raw -149972.806913 + Penalty 3380.013277 = -146592.793636 nChanged 3 SP:Iteration 13Q (98146.630000 sec): 3 clusters Score: Raw -149984.830828 + Penalty 3380.013277 = -146604.817551 nChanged 2 SP:Iteration 14Q (98146.780000 sec): 3 clusters Score: Raw -149988.904504 + Penalty 3380.013277 = -146608.891227 nChanged 1 SP:Iteration 15Q (98146.960000 sec): 3 clusters Score: Raw -149990.034472 + Penalty 3380.013277 = -146610.021195 nChanged 1 SP:Iteration 16Q (98147.130000 sec): 3 clusters Score: Raw -149995.787561 + Penalty 3380.013277 = -146615.774284 nChanged 3 SP:Iteration 17Q (98147.350000 sec): 3 clusters Score: Raw -150001.163826 + Penalty 3380.013277 = -146621.150549 nChanged 2 SP:Iteration 18Q (98147.540000 sec): 3 clusters Score: Raw -150003.767929 + Penalty 3380.013277 = -146623.754652 nChanged 1 SP:Iteration 19Q (98147.730000 sec): 3 clusters Score: Raw -150005.371299 + Penalty 3380.013277 = -146625.358022 nChanged 1 SP:Iteration 20F (98147.940000 sec): 3 clusters Score: Raw -150007.085282 + Penalty 3380.013277 = -146627.072005 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 64 (885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98148.030000 sec): 2 clusters Score: Raw -155232.997365 + Penalty 1682.825736 = -153550.171629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98148.190000 sec): 3 clusters Score: Raw -155100.340810 + Penalty 3365.651472 = -151734.689338 nChanged 220 SP:Iteration 1F (98148.400000 sec): 3 clusters Score: Raw -155387.516721 + Penalty 3365.651472 = -152021.865249 nChanged 49 SP:Iteration 2F (98148.570000 sec): 3 clusters Score: Raw -155463.946601 + Penalty 3365.651472 = -152098.295129 nChanged 27 SP:Iteration 3Q (98148.780000 sec): 3 clusters Score: Raw -155501.765637 + Penalty 3365.651472 = -152136.114165 nChanged 13 SP:Iteration 4Q (98148.940000 sec): 3 clusters Score: Raw -155531.332635 + Penalty 3365.651472 = -152165.681163 nChanged 13 SP:Iteration 5Q (98149.090000 sec): 3 clusters Score: Raw -155551.833816 + Penalty 3365.651472 = -152186.182344 nChanged 15 SP:Iteration 6Q (98149.220000 sec): 3 clusters Score: Raw -155579.236082 + Penalty 3365.651472 = -152213.584610 nChanged 9 SP:Iteration 7Q (98149.350000 sec): 3 clusters Score: Raw -155600.468974 + Penalty 3365.651472 = -152234.817502 nChanged 9 SP:Iteration 8Q (98149.480000 sec): 3 clusters Score: Raw -155623.348663 + Penalty 3365.651472 = -152257.697191 nChanged 13 SP:Iteration 9Q (98149.610000 sec): 3 clusters Score: Raw -155645.375185 + Penalty 3365.651472 = -152279.723713 nChanged 8 SP:Iteration 10Q (98149.730000 sec): 3 clusters Score: Raw -155660.972731 + Penalty 3365.651472 = -152295.321259 nChanged 7 SP:Iteration 11Q (98149.890000 sec): 3 clusters Score: Raw -155670.459948 + Penalty 3365.651472 = -152304.808476 nChanged 7 SP:Iteration 12Q (98150.040000 sec): 3 clusters Score: Raw -155685.050048 + Penalty 3365.651472 = -152319.398576 nChanged 11 SP:Iteration 13Q (98150.150000 sec): 3 clusters Score: Raw -155702.217493 + Penalty 3365.651472 = -152336.566021 nChanged 9 SP:Iteration 14Q (98150.350000 sec): 3 clusters Score: Raw -155717.073560 + Penalty 3365.651472 = -152351.422088 nChanged 7 SP:Iteration 15Q (98150.490000 sec): 3 clusters Score: Raw -155726.013316 + Penalty 3365.651472 = -152360.361844 nChanged 5 SP:Iteration 16Q (98150.700000 sec): 3 clusters Score: Raw -155742.277880 + Penalty 3365.651472 = -152376.626408 nChanged 8 SP:Iteration 17Q (98150.850000 sec): 3 clusters Score: Raw -155755.981679 + Penalty 3365.651472 = -152390.330207 nChanged 7 SP:Iteration 18Q (98151.070000 sec): 3 clusters Score: Raw -155765.877838 + Penalty 3365.651472 = -152400.226366 nChanged 3 SP:Iteration 19Q (98151.210000 sec): 3 clusters Score: Raw -155773.397734 + Penalty 3365.651472 = -152407.746262 nChanged 7 SP:Iteration 20F (98151.330000 sec): 3 clusters Score: Raw -155792.355613 + Penalty 3365.651472 = -152426.704141 nChanged 15 SP:Iteration 21Q (98151.450000 sec): 3 clusters Score: Raw -155841.799993 + Penalty 3365.651472 = -152476.148521 nChanged 17 SP:Iteration 22Q (98151.590000 sec): 3 clusters Score: Raw -155887.771466 + Penalty 3365.651472 = -152522.119994 nChanged 16 SP:Iteration 23Q (98151.760000 sec): 3 clusters Score: Raw -155932.107930 + Penalty 3365.651472 = -152566.456459 nChanged 24 SP:Iteration 24Q (98151.880000 sec): 3 clusters Score: Raw -155977.272198 + Penalty 3365.651472 = -152611.620726 nChanged 17 SP:Iteration 25Q (98151.990000 sec): 3 clusters Score: Raw -156005.990129 + Penalty 3365.651472 = -152640.338657 nChanged 12 SP:Iteration 26Q (98152.100000 sec): 3 clusters Score: Raw -156031.466696 + Penalty 3365.651472 = -152665.815224 nChanged 12 SP:Iteration 27Q (98152.230000 sec): 3 clusters Score: Raw -156053.868977 + Penalty 3365.651472 = -152688.217505 nChanged 10 SP:Iteration 28Q (98152.400000 sec): 3 clusters Score: Raw -156073.837448 + Penalty 3365.651472 = -152708.185976 nChanged 7 SP:Iteration 29Q (98152.560000 sec): 3 clusters Score: Raw -156096.357334 + Penalty 3365.651472 = -152730.705862 nChanged 10 SP:Iteration 30Q (98152.740000 sec): 3 clusters Score: Raw -156133.002148 + Penalty 3365.651472 = -152767.350676 nChanged 8 SP:Iteration 31Q (98152.900000 sec): 3 clusters Score: Raw -156163.905428 + Penalty 3365.651472 = -152798.253956 nChanged 10 SP:Iteration 32Q (98153.040000 sec): 3 clusters Score: Raw -156209.546536 + Penalty 3365.651472 = -152843.895064 nChanged 16 SP:Iteration 33Q (98153.220000 sec): 3 clusters Score: Raw -156251.272492 + Penalty 3365.651472 = -152885.621020 nChanged 8 SP:Iteration 34Q (98153.360000 sec): 3 clusters Score: Raw -156265.368773 + Penalty 3365.651472 = -152899.717301 nChanged 8 SP:Iteration 35Q (98153.480000 sec): 3 clusters Score: Raw -156275.896562 + Penalty 3365.651472 = -152910.245090 nChanged 4 SP:Iteration 36Q (98153.580000 sec): 3 clusters Score: Raw -156283.044259 + Penalty 3365.651472 = -152917.392787 nChanged 5 SP:Iteration 37Q (98153.770000 sec): 3 clusters Score: Raw -156289.989981 + Penalty 3365.651472 = -152924.338509 nChanged 5 SP:Iteration 38Q (98153.990000 sec): 3 clusters Score: Raw -156297.589292 + Penalty 3365.651472 = -152931.937820 nChanged 1 SP:Iteration 39Q (98154.180000 sec): 3 clusters Score: Raw -156299.980282 + Penalty 3365.651472 = -152934.328810 nChanged 1 SP:Iteration 40F (98154.380000 sec): 3 clusters Score: Raw -156303.129288 + Penalty 3365.651472 = -152937.477816 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 65 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98154.500000 sec): 2 clusters Score: Raw -60717.226117 + Penalty 1449.916816 = -59267.309301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98154.660000 sec): 3 clusters Score: Raw -60790.929443 + Penalty 2899.833632 = -57891.095810 nChanged 37 SP:Iteration 1F (98154.870000 sec): 3 clusters Score: Raw -60880.934650 + Penalty 2899.833632 = -57981.101018 nChanged 9 SP:Iteration 2Q (98155.070000 sec): 3 clusters Score: Raw -60908.234659 + Penalty 2899.833632 = -58008.401026 nChanged 4 SP:Iteration 3Q (98155.260000 sec): 3 clusters Score: Raw -60917.842968 + Penalty 2899.833632 = -58018.009336 nChanged 2 SP:Iteration 4Q (98155.470000 sec): 3 clusters Score: Raw -60923.774694 + Penalty 2899.833632 = -58023.941061 nChanged 3 SP:Iteration 5Q (98155.640000 sec): 3 clusters Score: Raw -60931.070480 + Penalty 2899.833632 = -58031.236847 nChanged 1 SP:Iteration 6Q (98155.860000 sec): 3 clusters Score: Raw -60932.501526 + Penalty 2899.833632 = -58032.667894 nChanged 0 SP:Iteration 7F (98156.030000 sec): 3 clusters Score: Raw -60932.501526 + Penalty 2899.833632 = -58032.667894 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 66 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98156.100000 sec): 2 clusters Score: Raw -24486.743384 + Penalty 1343.192900 = -23143.550484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98156.320000 sec): 3 clusters Score: Raw -24710.135753 + Penalty 2686.385799 = -22023.749954 nChanged 30 SP:Iteration 1F (98156.450000 sec): 3 clusters Score: Raw -24858.437367 + Penalty 2686.385799 = -22172.051567 nChanged 12 SP:Iteration 2F (98156.620000 sec): 3 clusters Score: Raw -24972.651481 + Penalty 2686.385799 = -22286.265682 nChanged 1 SP:Iteration 3Q (98156.810000 sec): 3 clusters Score: Raw -24981.714827 + Penalty 2686.385799 = -22295.329028 nChanged 1 SP:Iteration 4Q (98156.980000 sec): 3 clusters Score: Raw -24993.276533 + Penalty 2686.385799 = -22306.890733 nChanged 0 SP:Iteration 5F (98157.170000 sec): 3 clusters Score: Raw -24993.276533 + Penalty 2686.385799 = -22306.890733 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 67 (549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98157.240000 sec): 2 clusters Score: Raw -94716.143916 + Penalty 1564.408413 = -93151.735502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98157.440000 sec): 3 clusters Score: Raw -94698.960134 + Penalty 3128.816827 = -91570.143307 nChanged 90 SP:Iteration 1F (98157.640000 sec): 3 clusters Score: Raw -94882.080028 + Penalty 3128.816827 = -91753.263201 nChanged 36 SP:Iteration 2F (98157.790000 sec): 3 clusters Score: Raw -94961.676737 + Penalty 3128.816827 = -91832.859910 nChanged 10 SP:Iteration 3Q (98157.960000 sec): 3 clusters Score: Raw -94981.590575 + Penalty 3128.816827 = -91852.773748 nChanged 2 SP:Iteration 4Q (98158.130000 sec): 3 clusters Score: Raw -94986.849156 + Penalty 3128.816827 = -91858.032329 nChanged 4 SP:Iteration 5Q (98158.330000 sec): 3 clusters Score: Raw -94997.273285 + Penalty 3128.816827 = -91868.456458 nChanged 2 SP:Iteration 6Q (98158.560000 sec): 3 clusters Score: Raw -95003.370856 + Penalty 3128.816827 = -91874.554029 nChanged 1 SP:Iteration 7Q (98158.710000 sec): 3 clusters Score: Raw -95007.856697 + Penalty 3128.816827 = -91879.039870 nChanged 0 SP:Iteration 8F (98158.890000 sec): 3 clusters Score: Raw -95007.856697 + Penalty 3128.816827 = -91879.039870 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 68 (286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98158.980000 sec): 2 clusters Score: Raw -49202.599113 + Penalty 1402.685969 = -47799.913144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98159.150000 sec): 3 clusters Score: Raw -49383.898709 + Penalty 2805.371938 = -46578.526771 nChanged 41 SP:Iteration 1F (98159.360000 sec): 3 clusters Score: Raw -49627.723925 + Penalty 2805.371938 = -46822.351987 nChanged 21 SP:Iteration 2F (98159.520000 sec): 3 clusters Score: Raw -49776.681697 + Penalty 2805.371938 = -46971.309759 nChanged 12 SP:Iteration 3Q (98159.750000 sec): 3 clusters Score: Raw -49839.292129 + Penalty 2805.371938 = -47033.920191 nChanged 7 SP:Iteration 4Q (98159.910000 sec): 3 clusters Score: Raw -49887.512661 + Penalty 2805.371938 = -47082.140723 nChanged 5 SP:Iteration 5Q (98160.060000 sec): 3 clusters Score: Raw -49913.102237 + Penalty 2805.371938 = -47107.730299 nChanged 4 SP:Iteration 6Q (98160.260000 sec): 3 clusters Score: Raw -49941.466932 + Penalty 2805.371938 = -47136.094994 nChanged 3 SP:Iteration 7Q (98160.440000 sec): 3 clusters Score: Raw -49975.037686 + Penalty 2805.371938 = -47169.665748 nChanged 2 SP:Iteration 8Q (98160.620000 sec): 3 clusters Score: Raw -50004.444369 + Penalty 2805.371938 = -47199.072431 nChanged 4 SP:Iteration 9Q (98160.800000 sec): 3 clusters Score: Raw -50035.053925 + Penalty 2805.371938 = -47229.681987 nChanged 1 SP:Iteration 10Q (98160.980000 sec): 3 clusters Score: Raw -50049.563442 + Penalty 2805.371938 = -47244.191504 nChanged 3 SP:Iteration 11Q (98161.140000 sec): 3 clusters Score: Raw -50081.878530 + Penalty 2805.371938 = -47276.506592 nChanged 6 SP:Iteration 12Q (98161.320000 sec): 3 clusters Score: Raw -50213.652485 + Penalty 2805.371938 = -47408.280547 nChanged 6 SP:Iteration 13Q (98161.540000 sec): 3 clusters Score: Raw -50273.092083 + Penalty 2805.371938 = -47467.720145 nChanged 2 SP:Iteration 14Q (98161.690000 sec): 3 clusters Score: Raw -50290.099097 + Penalty 2805.371938 = -47484.727159 nChanged 2 SP:Iteration 15Q (98161.860000 sec): 3 clusters Score: Raw -50314.811556 + Penalty 2805.371938 = -47509.439618 nChanged 1 SP:Iteration 16Q (98162.060000 sec): 3 clusters Score: Raw -50328.957738 + Penalty 2805.371938 = -47523.585800 nChanged 1 SP:Iteration 17Q (98162.290000 sec): 3 clusters Score: Raw -50350.617248 + Penalty 2805.371938 = -47545.245310 nChanged 2 SP:Iteration 18Q (98162.460000 sec): 3 clusters Score: Raw -50455.440923 + Penalty 2805.371938 = -47650.068985 nChanged 1 SP:Iteration 19Q (98162.620000 sec): 3 clusters Score: Raw -50470.300636 + Penalty 2805.371938 = -47664.928698 nChanged 0 SP:Iteration 20F (98162.830000 sec): 3 clusters Score: Raw -50470.300636 + Penalty 2805.371938 = -47664.928698 nChanged 0 Memory request: 0.00 GB would take us to total of 15.66 GB. Trying to split cluster 69 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98162.940000 sec): 2 clusters Score: Raw -12212.923072 + Penalty 1104.678129 = -11108.244942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98163.080000 sec): 3 clusters Score: Raw -13040.206128 + Penalty 2209.356259 = -10830.849869 nChanged 0 ------ Evaluating fit on full set of 5549686 points ------ Score: Raw -1021349713.292417 + Penalty 261885.304169 = -1021087827.988248 Time taken for this iteration:51491.530000 seconds. 21->69 Clusters: Score -1021087827.988248, best is -1021076808.596162 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 38861 (time per iteration =865.502979 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 3366780095700.000000 (time per metric unit =9.990053ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 101003402871000.000000 (time per metric unit=333.001763ps) That took 33634.311261 seconds.